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  1. <?xml version='1.0' encoding='UTF-8'?><rss xmlns:atom="http://www.w3.org/2005/Atom" xmlns:openSearch="http://a9.com/-/spec/opensearchrss/1.0/" xmlns:blogger="http://schemas.google.com/blogger/2008" xmlns:georss="http://www.georss.org/georss" xmlns:gd="http://schemas.google.com/g/2005" xmlns:thr="http://purl.org/syndication/thread/1.0" version="2.0"><channel><atom:id>tag:blogger.com,1999:blog-5888213217342714132</atom:id><lastBuildDate>Thu, 25 Apr 2024 10:51:48 +0000</lastBuildDate><category>Usama wahab khana</category><category>SharePoint 2013</category><category>Silverlight</category><category>Microsft</category><category>Asp.net</category><category>Share Point</category><category>C#</category><category>Dev Saturday UAE</category><category>MVP Award</category><category>MVP</category><category>Usama wahab khan</category><category>Windows Phone 7</category><category>dotnet 4.0</category><category>Databinding</category><category>SharePoint Apps</category><category>Microsft 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Gulf</category><category>SharePoint Service Applications</category><category>System Center</category><category>TypeScript</category><category>VectorDatabase</category><category>Windows server 2012</category><category>android</category><category>az203</category><category>az400</category><category>external content type</category><category>free exam</category><category>gis</category><category>ms bugs</category><category>mvvm</category><category>odata</category><category>sharepoint workflow</category><category>virtualization</category><category>xamarin</category><title>Usama Wahab Khan</title><description></description><link>http://usamawahabkhan.blogspot.com/</link><managingEditor>noreply@blogger.com (Usama Wahab Khan)</managingEditor><generator>Blogger</generator><openSearch:totalResults>340</openSearch:totalResults><openSearch:startIndex>1</openSearch:startIndex><openSearch:itemsPerPage>25</openSearch:itemsPerPage><item><guid isPermaLink="false">tag:blogger.com,1999:blog-5888213217342714132.post-2675630107195197840</guid><pubDate>Fri, 19 Apr 2024 00:40:00 +0000</pubDate><atom:updated>2024-04-18T17:40:27.880-07:00</atom:updated><category domain="http://www.blogger.com/atom/ns#">#Meta #llama #Azure #MVPBuzz #generativeai #GenAI #LLM #Opensource</category><title>Introducing Meta LLaMA 3: A Leap Forward in Large Language Models</title><description>&lt;p&gt;&lt;br /&gt;&lt;/p&gt;&lt;div class=&quot;separator&quot; style=&quot;clear: both; text-align: center;&quot;&gt;&lt;a href=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiBEtIGOg5GTh-skVACyHgpYDWskMsx-P6M7uHkuCKs28Sk62S0tFn6sCZbPkTE0-6vbBqt3urIC4nHV2d-cq2o6Q4fCwxJS9HJxvF_d3GuFu-XcvMsU03_fJCQfP-e9IgTEgMajWRqCNQkbbH_uOsW3DdTovkiXKshBcSynI1aCL26SDm7jLP92UM9Khhv/s1024/IMG_1075.jpeg&quot; imageanchor=&quot;1&quot; style=&quot;margin-left: 1em; margin-right: 1em;&quot;&gt;&lt;img border=&quot;0&quot; data-original-height=&quot;1024&quot; data-original-width=&quot;1024&quot; height=&quot;320&quot; src=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiBEtIGOg5GTh-skVACyHgpYDWskMsx-P6M7uHkuCKs28Sk62S0tFn6sCZbPkTE0-6vbBqt3urIC4nHV2d-cq2o6Q4fCwxJS9HJxvF_d3GuFu-XcvMsU03_fJCQfP-e9IgTEgMajWRqCNQkbbH_uOsW3DdTovkiXKshBcSynI1aCL26SDm7jLP92UM9Khhv/s320/IMG_1075.jpeg&quot; width=&quot;320&quot; /&gt;&lt;/a&gt;&lt;/div&gt;&lt;br /&gt;&lt;p&gt;&lt;br /&gt;&lt;/p&gt;&lt;p&gt;Meta has recently unveiled its latest innovation in the realm of artificial intelligence: the LLaMA 3 large language model. This state-of-the-art model represents a significant advancement in AI technology, offering unprecedented capabilities and accessibility.&lt;/p&gt;&lt;div class=&quot;separator&quot; style=&quot;clear: both; text-align: center;&quot;&gt;&lt;a href=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgbu93A181kN1vjTVQIgNGXg8sVnAqWH1ZUXcazSeIG5VgQ7c9YhvaCrljTlJ2Llbf-MvFPyPRSHm3E-e4Ypl0gin9r9_oa_SYs6xRe99EOrmoEyRt9gqUYmvi6X37tPVgCqwX7Wo0dQAR2tThyphenhyphenAGzCrJqcOMvmiIKGfFEF3VzMoFO4ZNb5wYGwCc8qvWSk/s3840/IMG_1074.png&quot; imageanchor=&quot;1&quot; style=&quot;margin-left: 1em; margin-right: 1em;&quot;&gt;&lt;img border=&quot;0&quot; data-original-height=&quot;2160&quot; data-original-width=&quot;3840&quot; height=&quot;180&quot; src=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgbu93A181kN1vjTVQIgNGXg8sVnAqWH1ZUXcazSeIG5VgQ7c9YhvaCrljTlJ2Llbf-MvFPyPRSHm3E-e4Ypl0gin9r9_oa_SYs6xRe99EOrmoEyRt9gqUYmvi6X37tPVgCqwX7Wo0dQAR2tThyphenhyphenAGzCrJqcOMvmiIKGfFEF3VzMoFO4ZNb5wYGwCc8qvWSk/s320/IMG_1074.png&quot; width=&quot;320&quot; /&gt;&lt;/a&gt;&lt;/div&gt;&lt;br /&gt;&lt;p&gt;&lt;br /&gt;&lt;/p&gt;&lt;p&gt;&lt;span style=&quot;font-size: x-large;&quot;&gt;What is LLaMA 3?&lt;/span&gt;&lt;/p&gt;&lt;p&gt;&lt;br /&gt;&lt;/p&gt;&lt;p&gt;LLaMA 3 is the third iteration of Meta&#39;s large language model series. It is an open-source model that has been fine-tuned with instructions to optimize its performance across a wide array of tasks. The model comes in two sizes: one with 8 billion parameters and another with a colossal 70 billion parameters.&lt;/p&gt;&lt;p&gt;&lt;span style=&quot;font-size: large;&quot;&gt;Features and Capabilities&lt;/span&gt;&lt;/p&gt;&lt;div class=&quot;separator&quot; style=&quot;clear: both; text-align: center;&quot;&gt;&lt;a href=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjn2JixB_4NYjWifYavNmI_NnvP5BRdEgbjmAvbOXJpMRkj-TZrr5gJK_haTeDr88XU_A6jrCcdV2z3I0rGD44DDl9QkCSJZ-XcJPQa7D9OyiDe1S8o6vvHOHD6cNPxXC5d5X_kIzOeJqlIuFGbbVvKk-EGg7R13fFBQL4QwsLAumrGr1kO30_S1S4_5Fho/s3840/IMG_1071.png&quot; imageanchor=&quot;1&quot; style=&quot;margin-left: 1em; margin-right: 1em;&quot;&gt;&lt;img border=&quot;0&quot; data-original-height=&quot;2408&quot; data-original-width=&quot;3840&quot; height=&quot;201&quot; src=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjn2JixB_4NYjWifYavNmI_NnvP5BRdEgbjmAvbOXJpMRkj-TZrr5gJK_haTeDr88XU_A6jrCcdV2z3I0rGD44DDl9QkCSJZ-XcJPQa7D9OyiDe1S8o6vvHOHD6cNPxXC5d5X_kIzOeJqlIuFGbbVvKk-EGg7R13fFBQL4QwsLAumrGr1kO30_S1S4_5Fho/s320/IMG_1071.png&quot; width=&quot;320&quot; /&gt;&lt;/a&gt;&lt;/div&gt;&lt;br /&gt;&lt;p&gt;&lt;br /&gt;&lt;/p&gt;&lt;p&gt;The LLaMA 3 models are designed to excel in language understanding and generation, making them highly effective for applications such as dialogue systems, content creation, and complex problem-solving. Some of the key features include:&lt;/p&gt;&lt;p&gt;&lt;br /&gt;&lt;/p&gt;&lt;p&gt;-&lt;span style=&quot;font-size: medium;&quot;&gt;&lt;b&gt;Enhanced Reasoning&lt;/b&gt;&lt;/span&gt;&lt;/p&gt;&lt;p&gt;LLaMA 3 demonstrates improved reasoning abilities, allowing it to handle multi-step problems with ease.&lt;/p&gt;&lt;p&gt;-&lt;b&gt;Multilingual and Multimodal Future&lt;/b&gt;&lt;/p&gt;&lt;p&gt;&amp;nbsp;Plans are underway to make LLaMA 3 multilingual and multimodal, further expanding its versatility.&lt;/p&gt;&lt;p&gt;&lt;span style=&quot;font-size: medium;&quot;&gt;&lt;b&gt;Extended Context Windows&lt;/b&gt;&lt;/span&gt;&lt;/p&gt;&lt;p&gt;&amp;nbsp;The new models support longer context windows, enabling them to maintain coherence over larger text spans.&lt;/p&gt;&lt;p&gt;&lt;br /&gt;&lt;/p&gt;&lt;p&gt;The Meta Llama 3 models have been enhanced with a substantial increase in training tokens, reaching 15trillion, which greatly improves their ability to grasp the nuances of language. The context window has been expanded to 8,000 tokens, effectively doubling the previous model&#39;s capacity and allowing for the processing of more extensive text excerpts, which aids in making more informed decisions. Additionally, these models employ a novel Tiktoken-based tokenizer that boasts a128,000-token vocabulary, resulting in a more efficient encoding of characters per token. Meta has observed improved performance in both English and multilingual benchmark assessments, confirming the models&#39; strong capabilities in handling multiple languages.&lt;/p&gt;&lt;p&gt;&lt;br /&gt;&lt;/p&gt;&lt;p&gt;&lt;span style=&quot;-webkit-tap-highlight-color: rgba(0, 0, 0, 0); -webkit-text-size-adjust: 100%; caret-color: rgb(51, 51, 51); color: #333333; font-family: SegoeUI, Lato, &amp;quot;Helvetica Neue&amp;quot;, Helvetica, Arial, sans-serif; font-size: xx-large;&quot;&gt;Unmatched Performance Excellence&lt;/span&gt;&lt;/p&gt;&lt;div class=&quot;separator&quot; style=&quot;clear: both; text-align: center;&quot;&gt;&lt;a href=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhkp4TpPdfvpumK1GZoBwf2bQV4CmMw6y5p1dTO0qst3ZNrOWnZ0ZdoWocvbqamQKsEmDvU40WTJDEglshvggMx4RMEH_K-nH56pSrbQ-PiKRL6iyE6DUr64XUCpPa5rFDiOm9txZ6P0jzxKuMXmzzf1Po9TB2DoxOpXl2M4MPURYIKZhSDc_BTjRnIIi6O/s3840/IMG_1070.png&quot; imageanchor=&quot;1&quot; style=&quot;margin-left: 1em; margin-right: 1em;&quot;&gt;&lt;img border=&quot;0&quot; data-original-height=&quot;2160&quot; data-original-width=&quot;3840&quot; height=&quot;180&quot; src=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhkp4TpPdfvpumK1GZoBwf2bQV4CmMw6y5p1dTO0qst3ZNrOWnZ0ZdoWocvbqamQKsEmDvU40WTJDEglshvggMx4RMEH_K-nH56pSrbQ-PiKRL6iyE6DUr64XUCpPa5rFDiOm9txZ6P0jzxKuMXmzzf1Po9TB2DoxOpXl2M4MPURYIKZhSDc_BTjRnIIi6O/s320/IMG_1070.png&quot; width=&quot;320&quot; /&gt;&lt;/a&gt;&lt;/div&gt;&lt;p&gt;&lt;br /&gt;&lt;/p&gt;&lt;p&gt;The introduction of our 8B and 70B parameter LLaMA 3 models marks a significant advancement beyond the capabilities of LLaMA 2, setting a new benchmark for large language models (LLMs) at these scales. Enhanced pretraining and refined post-training techniques have elevated our models to the pinnacle of performance, making them the premier choice in the current landscape for 8B and 70B parameter models. Notable enhancements in our post-training processes have led to a considerable decrease in incorrect rejections, bolstered model alignment, and enriched the variety of responses generated by the models. Furthermore, we&#39;ve observed a remarkable enhancement in functions such as logical reasoning, code creation, and adherence to instructions, rendering LLaMA 3 more adaptable and responsive to user guidance.&lt;/p&gt;&lt;p&gt;&lt;span style=&quot;font-size: x-large;&quot;&gt;Accessibility and Community Support&lt;/span&gt;&lt;/p&gt;&lt;div class=&quot;separator&quot; style=&quot;clear: both; text-align: center;&quot;&gt;&lt;a href=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgYmPP6Shd8Jjy2a2WV2qrlO8DTbXf_WSiF4PAiTdxTtSh9w8SgqtZel6tiuvCpBN3pAyJMAz0p6PruJyvypM15Es45HwGokNLrsIkXgE55DwUtnSYFvZlpGvvUUv0RcB3DPVSbQyLUFLKxaY3FduWhL_xtCip5q857y1BxkxlCgTqo53NVZXP0BikQxu8J/s1000/IMG_1076.png&quot; imageanchor=&quot;1&quot; style=&quot;margin-left: 1em; margin-right: 1em;&quot;&gt;&lt;img border=&quot;0&quot; data-original-height=&quot;568&quot; data-original-width=&quot;1000&quot; height=&quot;182&quot; src=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgYmPP6Shd8Jjy2a2WV2qrlO8DTbXf_WSiF4PAiTdxTtSh9w8SgqtZel6tiuvCpBN3pAyJMAz0p6PruJyvypM15Es45HwGokNLrsIkXgE55DwUtnSYFvZlpGvvUUv0RcB3DPVSbQyLUFLKxaY3FduWhL_xtCip5q857y1BxkxlCgTqo53NVZXP0BikQxu8J/s320/IMG_1076.png&quot; width=&quot;320&quot; /&gt;&lt;/a&gt;&lt;/div&gt;&lt;br /&gt;&lt;p&gt;&lt;br /&gt;&lt;/p&gt;&lt;p&gt;In line with Meta&#39;s commitment to open innovation, LLaMA 3 is made available to the broader community. It can be accessed on various platforms, including AWS, Databricks, Google Cloud, and Microsoft Azure, among others¹. This move is intended to foster a wave of AI innovation across different sectors.&lt;/p&gt;&lt;p&gt;&lt;br /&gt;&lt;/p&gt;&lt;p&gt;It&#39;s now available on Azure&amp;nbsp;&lt;/p&gt;&lt;p&gt;&lt;a href=&quot;https://techcommunity.microsoft.com/t5/ai-machine-learning-blog/introducing-meta-llama-3-models-on-azure-ai-model-catalog/ba-p/4117144&quot;&gt;https://techcommunity.microsoft.com/t5/ai-machine-learning-blog/introducing-meta-llama-3-models-on-azure-ai-model-catalog/ba-p/4117144&lt;/a&gt;&lt;/p&gt;&lt;p&gt;&lt;br /&gt;&lt;/p&gt;&lt;p&gt;&lt;span style=&quot;font-size: x-large;&quot;&gt;Trust and Safety&lt;/span&gt;&lt;/p&gt;&lt;p&gt;&lt;br /&gt;&lt;/p&gt;&lt;p&gt;Meta has introduced new trust and safety tools, such as LLaMA Guard 2 and Code Shield, to ensure the responsible use of LLaMA 3. These tools are part of a comprehensive approach to address the ethical considerations associated with deploying large language models¹.&lt;/p&gt;&lt;p&gt;&lt;br /&gt;&lt;/p&gt;&lt;p&gt;&lt;span style=&quot;font-size: large;&quot;&gt;The Impact of LLaMA 3&lt;/span&gt;&lt;/p&gt;&lt;p&gt;&lt;br /&gt;&lt;/p&gt;&lt;p&gt;The release of LLaMA 3 is poised to have a profound impact on the AI landscape. By providing a powerful tool that is openly accessible, Meta is enabling developers and researchers to push the boundaries of what&#39;s possible with AI. The model&#39;s capabilities in understanding and generating human-like text will unlock new possibilities in various fields, from education to customer service.&lt;/p&gt;&lt;p&gt;&lt;br /&gt;&lt;/p&gt;&lt;p&gt;As we look to the future, LLaMA 3 stands as a testament to Meta&#39;s dedication to advancing AI technology while maintaining a focus on ethical and responsible development. It&#39;s an exciting time for AI, and LLaMA 3 is at the forefront of this technological revolution.&lt;/p&gt;&lt;p&gt;More details&amp;nbsp;&lt;/p&gt;&lt;p&gt;(1) Introducing Meta Llama 3: The most capable openly available LLM to date. https://ai.meta.com/blog/meta-llama-3/.&lt;/p&gt;&lt;p&gt;(2) Meta Llama 3. https://llama.meta.com/llama3/.&lt;/p&gt;&lt;p&gt;&lt;br /&gt;&lt;/p&gt;&lt;p&gt;#Meta #llama #Azure #MVPBuzz #generativeai #GenAI #LLM #Opensource&amp;nbsp;&lt;/p&gt;&lt;p&gt;&lt;br /&gt;&lt;/p&gt;</description><link>http://usamawahabkhan.blogspot.com/2024/04/introducing-meta-llama-3-leap-forward.html</link><author>noreply@blogger.com (Usama Wahab Khan)</author><media:thumbnail xmlns:media="http://search.yahoo.com/mrss/" url="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiBEtIGOg5GTh-skVACyHgpYDWskMsx-P6M7uHkuCKs28Sk62S0tFn6sCZbPkTE0-6vbBqt3urIC4nHV2d-cq2o6Q4fCwxJS9HJxvF_d3GuFu-XcvMsU03_fJCQfP-e9IgTEgMajWRqCNQkbbH_uOsW3DdTovkiXKshBcSynI1aCL26SDm7jLP92UM9Khhv/s72-c/IMG_1075.jpeg" height="72" width="72"/><thr:total>1</thr:total></item><item><guid isPermaLink="false">tag:blogger.com,1999:blog-5888213217342714132.post-2527847880595902445</guid><pubDate>Sun, 14 Apr 2024 17:05:00 +0000</pubDate><atom:updated>2024-04-14T10:05:56.682-07:00</atom:updated><title>Power BI With Copilot</title><description>&lt;div _ngcontent-ng-c3705332133=&quot;&quot; class=&quot;markdown markdown-main-panel&quot; dir=&quot;ltr&quot; style=&quot;-webkit-text-size-adjust: auto;&quot;&gt;&lt;h2 data-sourcepos=&quot;1:1-1:66&quot;&gt;&lt;br /&gt;&lt;/h2&gt;&lt;div class=&quot;separator&quot; style=&quot;clear: both; text-align: center;&quot;&gt;&lt;a href=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhVwQTS7L_OcyukcIhItnOzABtWdotQPBHHxVHpRnmH6meqU_372hLe34u2InWEzao3NCGz4pWcRg9ffW1ZCz2fE7sQEdQ2__gM3GK4Cl5kji4CTM0ebSYtBurmc6Ybds9n9_ZaHCPRWnlbPDfflpgYyv8HKYZMJoaKoHQqbcQ2QwrnmJ9EaROl8ZMsSZED/s1356/IMG_1055.png&quot; imageanchor=&quot;1&quot; style=&quot;margin-left: 1em; margin-right: 1em;&quot;&gt;&lt;img border=&quot;0&quot; data-original-height=&quot;733&quot; data-original-width=&quot;1356&quot; height=&quot;173&quot; src=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhVwQTS7L_OcyukcIhItnOzABtWdotQPBHHxVHpRnmH6meqU_372hLe34u2InWEzao3NCGz4pWcRg9ffW1ZCz2fE7sQEdQ2__gM3GK4Cl5kji4CTM0ebSYtBurmc6Ybds9n9_ZaHCPRWnlbPDfflpgYyv8HKYZMJoaKoHQqbcQ2QwrnmJ9EaROl8ZMsSZED/s320/IMG_1055.png&quot; width=&quot;320&quot; /&gt;&lt;/a&gt;&lt;/div&gt;&lt;br /&gt;&lt;h2 data-sourcepos=&quot;1:1-1:66&quot;&gt;&lt;br /&gt;&lt;/h2&gt;&lt;h2 data-sourcepos=&quot;1:1-1:66&quot;&gt;Get Started with Copilot for Power BI and Create Reports Faster&lt;/h2&gt;&lt;p data-sourcepos=&quot;3:1-3:317&quot;&gt;&lt;strong&gt;Ready to unlock the power of AI in your data analysis?&lt;/strong&gt;&amp;nbsp;Copilot, a new feature in Power BI Desktop, is here to help you create reports faster and easier. With Copilot&#39;s assistance, you can generate report summaries, suggest report content, and even create entire report pages based on your high-level instructions.&lt;/p&gt;&lt;p data-sourcepos=&quot;5:1-5:36&quot;&gt;&lt;strong&gt;What You&#39;ll Need to Use Copilot:&lt;/strong&gt;&lt;/p&gt;&lt;ul data-sourcepos=&quot;7:1-9:0&quot;&gt;&lt;li data-sourcepos=&quot;7:1-7:191&quot;&gt;&lt;strong&gt;Access:&lt;/strong&gt;&amp;nbsp;You&#39;ll need write access to a workspace assigned to a paid Power BI capacity (P1 or higher) or a paid Fabric capacity (F64 or higher) with Copilot enabled by your administrator.&lt;/li&gt;&lt;li data-sourcepos=&quot;8:1-9:0&quot;&gt;&lt;strong&gt;Power BI Desktop:&lt;/strong&gt;&amp;nbsp;Ensure you&#39;re using the latest version of Power BI Desktop.&lt;/li&gt;&lt;/ul&gt;&lt;p data-sourcepos=&quot;10:1-10:33&quot;&gt;&lt;strong&gt;Getting Started with Copilot:&lt;/strong&gt;&lt;/p&gt;&lt;ol data-sourcepos=&quot;12:1-16:0&quot;&gt;&lt;li data-sourcepos=&quot;12:1-12:125&quot;&gt;&lt;strong&gt;Enable Copilot (Admin):&lt;/strong&gt;&amp;nbsp;Your administrator needs to enable Copilot in Microsoft Fabric and activate the tenant switch.&lt;/li&gt;&lt;li data-sourcepos=&quot;13:1-13:92&quot;&gt;&lt;strong&gt;Open the Copilot Pane:&lt;/strong&gt;&amp;nbsp;Click the Copilot icon in the ribbon to open the Copilot pane.&lt;/li&gt;&lt;li data-sourcepos=&quot;14:1-14:196&quot;&gt;&lt;strong&gt;Welcome and Workspace Selection:&lt;/strong&gt;&amp;nbsp;The first time you use Copilot, a dialog will appear prompting you to choose a compatible workspace. Select any workspace assigned to the required capacity.&lt;/li&gt;&lt;li data-sourcepos=&quot;15:1-16:0&quot;&gt;&lt;strong&gt;Start Your Interaction:&lt;/strong&gt;&amp;nbsp;Once you&#39;ve selected a workspace, you&#39;ll see a welcome card. Click &quot;Get started&quot; to begin using Copilot.&lt;/li&gt;&lt;/ol&gt;&lt;p data-sourcepos=&quot;17:1-17:29&quot;&gt;&lt;strong&gt;How Copilot Can Help You:&lt;/strong&gt;&lt;/p&gt;&lt;ul data-sourcepos=&quot;19:1-25:0&quot;&gt;&lt;li data-sourcepos=&quot;19:1-19:217&quot;&gt;&lt;strong&gt;Summarize Your Data Model:&lt;/strong&gt;&amp;nbsp;Gain a clearer understanding of your data with Copilot&#39;s summaries of your Power BI semantic model. This can help you identify key insights and streamline your report building process.&lt;/li&gt;&lt;/ul&gt;&lt;div class=&quot;separator&quot; style=&quot;clear: both; text-align: center;&quot;&gt;&lt;a href=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhU2Sv8j4DI6kK5BvV3otdsGYglPVKoZGvz6loZz0EGaMBfoXKIFu9Q4znr87EVoeXy5eGmXG_cbEUqQx1sDrjPhXW2uWmxokS_GWi4DUequ8FsHAj7OQbGKfJsiaJvEX3QzOzF-TiP46tJHEUu8_WOt-Ga0PMXItyj-yD6ewz4-jigiJJ0QzdnQga4vo9I/s1356/IMG_1057.png&quot; imageanchor=&quot;1&quot; style=&quot;margin-left: 1em; margin-right: 1em;&quot;&gt;&lt;img border=&quot;0&quot; data-original-height=&quot;733&quot; data-original-width=&quot;1356&quot; height=&quot;173&quot; src=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhU2Sv8j4DI6kK5BvV3otdsGYglPVKoZGvz6loZz0EGaMBfoXKIFu9Q4znr87EVoeXy5eGmXG_cbEUqQx1sDrjPhXW2uWmxokS_GWi4DUequ8FsHAj7OQbGKfJsiaJvEX3QzOzF-TiP46tJHEUu8_WOt-Ga0PMXItyj-yD6ewz4-jigiJJ0QzdnQga4vo9I/s320/IMG_1057.png&quot; width=&quot;320&quot; /&gt;&lt;/a&gt;&lt;/div&gt;&lt;br /&gt;&lt;div&gt;&lt;br /&gt;&lt;/div&gt;&lt;ul data-sourcepos=&quot;19:1-25:0&quot;&gt;&lt;li data-sourcepos=&quot;20:1-20:225&quot;&gt;&lt;strong&gt;Suggest Report Content:&lt;/strong&gt;&amp;nbsp;Stuck on what to include in your report? Copilot can analyze your data and propose relevant topics for you to explore. From the Copilot pane, select &quot;Suggest content for a report&quot; to get started.&lt;/li&gt;&lt;li data-sourcepos=&quot;21:1-25:0&quot;&gt;&lt;strong&gt;Create Report Pages:&lt;/strong&gt;&amp;nbsp;Save time crafting reports from scratch. Provide Copilot with a high-level prompt related to your data, and Copilot will generate a customizable report page with relevant tables, fields, measures, and charts. Here are some examples of prompts you can use:&lt;/li&gt;&lt;ul data-sourcepos=&quot;22:5-25:0&quot;&gt;&lt;li data-sourcepos=&quot;22:5-22:114&quot;&gt;Analyze performance across different shifts based on metrics like good count, reject count, and alarm count.&lt;/li&gt;&lt;li data-sourcepos=&quot;23:5-23:78&quot;&gt;Evaluate production line efficiency and overall equipment effectiveness.&lt;/li&gt;&lt;li data-sourcepos=&quot;24:5-25:0&quot;&gt;Compare costs, materials, and their impact on production for each product&lt;/li&gt;&lt;/ul&gt;&lt;/ul&gt;&lt;div class=&quot;separator&quot; style=&quot;clear: both; text-align: center;&quot;&gt;&lt;a href=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgUMouUCEQ72EiF2cEPaAecQb-BDXJ3YHPCgMittkMjdia_kVsrX52ge4RLIfdQpS5C8WSSqVIoi3z59R6x0FKf4bHi8rgWw-1Pg-zIy0ywXElkACmq_B5Cv5PT-4wvhP16g33z3xuLrUPNpvVbenENLLqK4BBPs8nrpsoKybHSXbn9E7hTK1gPITEm47vL/s1356/IMG_1055.png&quot; imageanchor=&quot;1&quot; style=&quot;margin-left: 1em; margin-right: 1em;&quot;&gt;&lt;img border=&quot;0&quot; data-original-height=&quot;733&quot; data-original-width=&quot;1356&quot; height=&quot;173&quot; src=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgUMouUCEQ72EiF2cEPaAecQb-BDXJ3YHPCgMittkMjdia_kVsrX52ge4RLIfdQpS5C8WSSqVIoi3z59R6x0FKf4bHi8rgWw-1Pg-zIy0ywXElkACmq_B5Cv5PT-4wvhP16g33z3xuLrUPNpvVbenENLLqK4BBPs8nrpsoKybHSXbn9E7hTK1gPITEm47vL/s320/IMG_1055.png&quot; width=&quot;320&quot; /&gt;&lt;/a&gt;&lt;/div&gt;&lt;br /&gt;&lt;div&gt;&lt;br /&gt;&lt;/div&gt;&lt;p data-sourcepos=&quot;26:1-26:29&quot;&gt;&lt;strong&gt;Important Considerations:&lt;/strong&gt;&lt;/p&gt;&lt;ul data-sourcepos=&quot;28:1-32:0&quot;&gt;&lt;li data-sourcepos=&quot;28:1-28:171&quot;&gt;The Copilot button will always be visible in the ribbon, but functionality requires signing in, admin enabled tenant settings, and workspace access as mentioned earlier.&lt;/li&gt;&lt;li data-sourcepos=&quot;29:1-29:107&quot;&gt;The workspace you select for Copilot usage doesn&#39;t have to be the same one where you publish your report.&lt;/li&gt;&lt;li data-sourcepos=&quot;30:1-30:123&quot;&gt;Copilot is currently in preview, and its responses are generated using AI, so always double-check your work for accuracy.&lt;/li&gt;&lt;li data-sourcepos=&quot;31:1-32:0&quot;&gt;There are limitations for creating report pages with certain connection modes like live connect to SSAS and AAS, and real-time streaming in Power BI.&lt;/li&gt;&lt;/ul&gt;&lt;div&gt;&lt;br /&gt;&lt;/div&gt;&lt;div&gt;&lt;p style=&quot;box-sizing: inherit; margin: 1rem 0px 0px; outline-color: inherit; overflow-wrap: break-word; padding: 0px;&quot;&gt;Here are four examples of what Copilot can generate.&lt;/p&gt;&lt;ul style=&quot;box-sizing: inherit; list-style: none; margin: 16px 0px 16px 38px; outline-color: inherit; padding: 0px;&quot;&gt;&lt;li style=&quot;box-sizing: inherit; list-style: outside; margin: 0px; outline-color: inherit; outline-style: none; outline-width: 0px; padding: 0px;&quot;&gt;A&amp;nbsp;&lt;a data-linktype=&quot;self-bookmark&quot; href=&quot;https://learn.microsoft.com/en-us/power-bi/create-reports/copilot-introduction#a-report-outline-of-suggested-pages&quot; style=&quot;box-sizing: inherit; color: black; cursor: pointer; outline-color: inherit; outline-style: none; outline-width: 0px; overflow-wrap: break-word; text-decoration: none;&quot;&gt;report outline of suggested pages&lt;/a&gt;&lt;/li&gt;&lt;li style=&quot;box-sizing: inherit; list-style: outside; margin: 0px; outline-color: inherit; outline-style: none; outline-width: 0px; padding: 0px;&quot;&gt;A&amp;nbsp;&lt;a data-linktype=&quot;self-bookmark&quot; href=&quot;https://learn.microsoft.com/en-us/power-bi/create-reports/copilot-introduction#a-narrative-visual&quot; style=&quot;box-sizing: inherit; color: black; cursor: pointer; outline-color: inherit; outline-style: none; outline-width: 0px; overflow-wrap: break-word; text-decoration: none;&quot;&gt;narrative visual&lt;/a&gt;&lt;/li&gt;&lt;li style=&quot;box-sizing: inherit; list-style: outside; margin: 0px; outline-color: inherit; outline-style: none; outline-width: 0px; padding: 0px;&quot;&gt;A&amp;nbsp;&lt;a data-linktype=&quot;self-bookmark&quot; href=&quot;https://learn.microsoft.com/en-us/power-bi/create-reports/copilot-introduction#a-summary-response-about-your-report-content&quot; style=&quot;box-sizing: inherit; color: black; cursor: pointer; outline-color: inherit; outline-style: none; outline-width: 0px; overflow-wrap: break-word; text-decoration: none;&quot;&gt;summary response about your report content&lt;/a&gt;&lt;/li&gt;&lt;li style=&quot;box-sizing: inherit; list-style: outside; margin: 0px; outline-color: inherit; outline-style: none; outline-width: 0px; padding: 0px;&quot;&gt;&lt;a data-linktype=&quot;self-bookmark&quot; href=&quot;https://learn.microsoft.com/en-us/power-bi/create-reports/copilot-introduction#descriptions-for-semantic-model-measures&quot; style=&quot;box-sizing: inherit; color: black; cursor: pointer; outline-color: inherit; outline-style: none; outline-width: 0px; overflow-wrap: break-word; text-decoration: none;&quot;&gt;Descriptions for your semantic model measures&lt;/a&gt;&lt;/li&gt;&lt;li style=&quot;box-sizing: inherit; list-style: outside; margin: 0px; outline-color: inherit; outline-style: none; outline-width: 0px; padding: 0px;&quot;&gt;Write&amp;nbsp;&lt;a data-linktype=&quot;self-bookmark&quot; href=&quot;https://learn.microsoft.com/en-us/power-bi/create-reports/copilot-introduction#write-dax-queries&quot; style=&quot;box-sizing: inherit; color: black; cursor: pointer; outline-color: inherit; outline-style: none; outline-width: 0px; overflow-wrap: break-word; text-decoration: none;&quot;&gt;DAX queries&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;div class=&quot;heading-wrapper&quot; data-heading-level=&quot;h3&quot; style=&quot;box-sizing: inherit; outline-color: inherit; position: relative;&quot;&gt;&lt;a aria-label=&quot;Section titled: A report outline of suggested pages&quot; class=&quot;anchor-link docon docon-link&quot; href=&quot;https://learn.microsoft.com/en-us/power-bi/create-reports/copilot-introduction#a-report-outline-of-suggested-pages&quot; style=&quot;-webkit-font-smoothing: antialiased; -webkit-text-size-adjust: 100%; box-sizing: inherit; color: black; cursor: pointer; direction: ltr; display: inline-block; font-family: docons; font-size: 16px; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-position: normal; inset-block-start: 1.1375rem; inset-inline-start: -0.9375rem; line-height: 16px; outline-color: inherit; outline-style: none; outline-width: 0px; overflow-wrap: break-word; position: absolute; text-align: center; text-decoration: none; transform: translateY(-50%) scale(0.75); transition: opacity 0.1s linear; width: 0.75rem;&quot;&gt;&lt;/a&gt;&lt;br class=&quot;Apple-interchange-newline&quot; /&gt;&lt;/div&gt;&lt;/div&gt;&lt;p data-sourcepos=&quot;33:1-33:17&quot;&gt;&lt;strong&gt;Stay Updated:&lt;/strong&gt;&lt;/p&gt;&lt;p data-sourcepos=&quot;35:1-35:108&quot;&gt;Keep an eye out for the latest Copilot enhancements by following the monthly Power BI feature summary blogs.&lt;/p&gt;&lt;p data-sourcepos=&quot;35:1-35:108&quot;&gt;&lt;br /&gt;&lt;/p&gt;&lt;p data-sourcepos=&quot;35:1-35:108&quot;&gt;&lt;a href=&quot;https://learn.microsoft.com/en-us/power-bi/create-reports/copilot-introduction&quot;&gt;https://learn.microsoft.com/en-us/power-bi/create-reports/copilot-introduction&lt;/a&gt;&lt;/p&gt;&lt;p data-sourcepos=&quot;35:1-35:108&quot;&gt;&lt;br /&gt;&lt;/p&gt;&lt;p data-sourcepos=&quot;37:1-37:94&quot;&gt;&lt;strong&gt;Embrace AI-powered report creation with Copilot and transform your data analysis workflow!&lt;/strong&gt;&lt;/p&gt;&lt;/div&gt;</description><link>http://usamawahabkhan.blogspot.com/2024/04/power-bi-with-copilot.html</link><author>noreply@blogger.com (Usama Wahab Khan)</author><media:thumbnail xmlns:media="http://search.yahoo.com/mrss/" url="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhVwQTS7L_OcyukcIhItnOzABtWdotQPBHHxVHpRnmH6meqU_372hLe34u2InWEzao3NCGz4pWcRg9ffW1ZCz2fE7sQEdQ2__gM3GK4Cl5kji4CTM0ebSYtBurmc6Ybds9n9_ZaHCPRWnlbPDfflpgYyv8HKYZMJoaKoHQqbcQ2QwrnmJ9EaROl8ZMsSZED/s72-c/IMG_1055.png" height="72" width="72"/><thr:total>0</thr:total></item><item><guid isPermaLink="false">tag:blogger.com,1999:blog-5888213217342714132.post-946719218215207701</guid><pubDate>Sun, 07 Apr 2024 01:12:00 +0000</pubDate><atom:updated>2024-04-06T18:12:56.027-07:00</atom:updated><title>RAG live Demo with Azure and openAi</title><description>&lt;p&gt;&amp;nbsp;&lt;/p&gt;&lt;div class=&quot;separator&quot; style=&quot;clear: both; text-align: center;&quot;&gt;&lt;iframe allowfullscreen=&quot;&quot; class=&quot;BLOG_video_class&quot; height=&quot;100%&quot; src=&quot;https://www.youtube.com/embed/fqjAqajBtko&quot; width=&quot;100%&quot; youtube-src-id=&quot;fqjAqajBtko&quot;&gt;&lt;/iframe&gt;&lt;/div&gt;&lt;br /&gt;&lt;p&gt;&lt;/p&gt;</description><link>http://usamawahabkhan.blogspot.com/2024/04/rag-live-demo-with-azure-and-openai.html</link><author>noreply@blogger.com (Usama Wahab Khan)</author><media:thumbnail xmlns:media="http://search.yahoo.com/mrss/" url="https://img.youtube.com/vi/fqjAqajBtko/default.jpg" height="72" width="72"/><thr:total>0</thr:total></item><item><guid isPermaLink="false">tag:blogger.com,1999:blog-5888213217342714132.post-2024228724964349825</guid><pubDate>Mon, 04 Mar 2024 06:39:00 +0000</pubDate><atom:updated>2024-03-03T22:39:35.174-08:00</atom:updated><category domain="http://www.blogger.com/atom/ns#">#AIApplications</category><category domain="http://www.blogger.com/atom/ns#">#AzureCosmosDB</category><category domain="http://www.blogger.com/atom/ns#">#DataManagement</category><category domain="http://www.blogger.com/atom/ns#">Cosmos DB</category><category domain="http://www.blogger.com/atom/ns#">Generative AI</category><category domain="http://www.blogger.com/atom/ns#">MongoDBvCore</category><category domain="http://www.blogger.com/atom/ns#">NoSQL</category><category domain="http://www.blogger.com/atom/ns#">RAG</category><category domain="http://www.blogger.com/atom/ns#">VectorDatabase</category><title>How to use Azure Cosmos DB for Mongo DB v-Core as vector database for RAG (retrieval augmented generation ) Part 2</title><description>&lt;p&gt;&amp;nbsp;&lt;a href=&quot;https://www.linkedin.com/pulse/unlocking-power-retrieval-augmented-generation-rag-azure-khan--ynrze/&quot; target=&quot;_blank&quot;&gt;Unlocking the Power of Retrieval Augmented Generation (RAG) with Azure and Cosmos DB: A Comprehensive Guide (part1)&lt;/a&gt;&lt;/p&gt;&lt;p&gt;&lt;br /&gt;&lt;/p&gt;&lt;h1&gt;&lt;span style=&quot;font-family: arial;&quot;&gt;Introduction&lt;o:p&gt;&lt;/o:p&gt;&lt;/span&gt;&lt;/h1&gt;&lt;div&gt;&lt;span style=&quot;font-family: arial;&quot;&gt;&lt;div class=&quot;separator&quot; style=&quot;clear: both; text-align: center;&quot;&gt;&lt;a href=&quot;https://blogger.googleusercontent.com/img/a/AVvXsEjJcPR_Fyz1n9sgCCKKlQ9MRk3KjRebRNqNfGDs5h48zJSEw6-5ZVmaGcnEHemcjgY4X2xjpThmk-04vSFTUYvACZepNdE-Q0T7_R_QEeUJPrajLecfvaPrjL9Z1N-Cr2MrDi3vm1n1FxNAIaY-dCtVW2Wa5f62G2sLm2oZ1H9HfmULmRGxZ2eHBWp-I3E&quot; style=&quot;margin-left: 1em; margin-right: 1em;&quot;&gt;&lt;img alt=&quot;&quot; data-original-height=&quot;648&quot; data-original-width=&quot;1704&quot; height=&quot;210&quot; src=&quot;https://blogger.googleusercontent.com/img/a/AVvXsEjJcPR_Fyz1n9sgCCKKlQ9MRk3KjRebRNqNfGDs5h48zJSEw6-5ZVmaGcnEHemcjgY4X2xjpThmk-04vSFTUYvACZepNdE-Q0T7_R_QEeUJPrajLecfvaPrjL9Z1N-Cr2MrDi3vm1n1FxNAIaY-dCtVW2Wa5f62G2sLm2oZ1H9HfmULmRGxZ2eHBWp-I3E=w551-h210&quot; width=&quot;551&quot; /&gt;&lt;/a&gt;&lt;/div&gt;&lt;br /&gt;&lt;br /&gt;&lt;/span&gt;&lt;/div&gt;&lt;p class=&quot;MsoNormal&quot;&gt;Retrieval augmented generation (RAG) is a pattern that combines a large-scale language model (LM) with a retrieval system to generate natural language responses that are relevant, diverse, and informative. The retrieval system can be a vector database that stores pre-computed embeddings of documents or passages that can be efficiently searched by similarity. In a previous article, we discussed the importance of RAG patterns in modern LM-based generative AI applications and highlighted some of the options that are available in Azure that can be used for RAG components. In this article, we will focus on one of the options, Azure Cosmos DB for Mongo DB vCore, and show how it can be used as a vector database for RAG. We will also provide some sample code to demonstrate how to store and query embeddings using Azure Cosmos DB for Mongo DB vCore.&lt;o:p&gt;&lt;/o:p&gt;&lt;/p&gt;&lt;h1&gt;What is a Vector Database?&lt;o:p&gt;&lt;/o:p&gt;&lt;/h1&gt;&lt;div&gt;&lt;div class=&quot;separator&quot; style=&quot;clear: both; text-align: center;&quot;&gt;&lt;a href=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgoAmJFmG10AxzHmo2yxUFCjb1o7rvbWj6ritrMo8HFPk3HkmkRNAgrQrgWRbxn2KSsyugQbu-_aBVIQ6y6UO5GxD3KD2wm-ilbpPSF_etkSxlbwxt63H3jfg7TFL5QQTFGAPX8pempMr0c8-3c68nzAauc0so8D1LM8UFYHaNzHqRyVkFg8B3NlSlWqHsB/s751/vector-indexing-5f775e170bd2e2f39fa8f14153da6fdf.jpg&quot; imageanchor=&quot;1&quot; style=&quot;margin-left: 1em; margin-right: 1em;&quot;&gt;&lt;img border=&quot;0&quot; data-original-height=&quot;751&quot; data-original-width=&quot;735&quot; height=&quot;204&quot; src=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgoAmJFmG10AxzHmo2yxUFCjb1o7rvbWj6ritrMo8HFPk3HkmkRNAgrQrgWRbxn2KSsyugQbu-_aBVIQ6y6UO5GxD3KD2wm-ilbpPSF_etkSxlbwxt63H3jfg7TFL5QQTFGAPX8pempMr0c8-3c68nzAauc0so8D1LM8UFYHaNzHqRyVkFg8B3NlSlWqHsB/w199-h204/vector-indexing-5f775e170bd2e2f39fa8f14153da6fdf.jpg&quot; width=&quot;199&quot; /&gt;&lt;/a&gt;&lt;/div&gt;A&amp;nbsp;&lt;b&gt;vector database&lt;/b&gt;&amp;nbsp;is specifically designed to store and manage&amp;nbsp;&lt;b&gt;vector embeddings&lt;/b&gt;—mathematical representations of data in a high-dimensional space. In this space, each dimension corresponds to a feature of the data, and tens of thousands of dimensions might be used to represent sophisticated data. These vector embeddings are used in various domains, including similarity search, recommendation systems, natural language processing, and large language models (LLMs).&lt;/div&gt;&lt;p class=&quot;MsoNormal&quot;&gt;&lt;o:p&gt;&lt;/o:p&gt;&lt;/p&gt;&lt;p class=&quot;MsoNormal&quot;&gt;Here are some key points about vector databases:&lt;o:p&gt;&lt;/o:p&gt;&lt;/p&gt;&lt;ul style=&quot;margin-top: 0in;&quot; type=&quot;disc&quot;&gt;&lt;li class=&quot;MsoNormal&quot;&gt;&lt;b&gt;Vector Search&lt;/b&gt;: Vector databases enable efficient similarity search based on vector representations.&lt;o:p&gt;&lt;/o:p&gt;&lt;/li&gt;&lt;li class=&quot;MsoNormal&quot;&gt;&lt;b&gt;Retrieval-Augmented Generation (RAG)&lt;/b&gt;: An increasingly popular use case involves integrating vector databases with LLMs to generate contextually relevant and accurate responses to user prompts. This approach overcomes token limits and reduces the need for frequent fine-tuning of updated data.&lt;o:p&gt;&lt;/o:p&gt;&lt;/li&gt;&lt;/ul&gt;&lt;h1&gt;What is vector search?&lt;o:p&gt;&lt;/o:p&gt;&lt;/h1&gt;&lt;p class=&quot;MsoNormal&quot;&gt;Vector search lets you find items that are similar in meaning or content, not just by matching a specific field. This can help you with tasks like searching for related text, finding images that match a theme, making suggestions, or spotting outliers. To do a vector search, you need to use a machine-learning model that turns your data into vectors (lists of numbers) that capture their features. This is done by using an embeddings API, such as Azure OpenAI Embeddings or Hugging Face on Azure. Then, you compare the distance between the vectors of your data and the vector of your query. The closer the vectors are, the more similar the data is to your query.&lt;o:p&gt;&lt;/o:p&gt;&lt;/p&gt;&lt;p class=&quot;MsoNormal&quot;&gt;With native vector search support, you can make the most of your data in applications that use the OpenAI API. You can also build your own solutions that use vector embeddings.&lt;o:p&gt;&lt;/o:p&gt;&lt;/p&gt;&lt;p class=&quot;MsoNormal&quot;&gt;&lt;br /&gt;&lt;br /&gt;&lt;/p&gt;&lt;p class=&quot;MsoNormal&quot;&gt;&lt;br /&gt;&lt;/p&gt;&lt;h1&gt;&lt;div class=&quot;separator&quot; style=&quot;clear: both; text-align: center;&quot;&gt;&lt;a href=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEi0u5-dQcvNxEObn6cnHFRubp8Dao8lZlFPBtr3SdyvJ73ITpp0l2ieyBrY2ss6lCkxv8ivuCzd34VwzwDkfnj0tSpdZ4MLqQxOpt3Ex1b_Nz0N2kbrOZIePl_g-fl07-zCIKc8M70MQoh7iVxXxtb4QDzdqLiSmXQzSJs8TvZh_wDo1pbT3NQpyE3nTkgy/s225/download.jpg&quot; imageanchor=&quot;1&quot; style=&quot;clear: left; float: left; margin-bottom: 1em; margin-right: 1em;&quot;&gt;&lt;img border=&quot;0&quot; data-original-height=&quot;225&quot; data-original-width=&quot;225&quot; height=&quot;42&quot; src=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEi0u5-dQcvNxEObn6cnHFRubp8Dao8lZlFPBtr3SdyvJ73ITpp0l2ieyBrY2ss6lCkxv8ivuCzd34VwzwDkfnj0tSpdZ4MLqQxOpt3Ex1b_Nz0N2kbrOZIePl_g-fl07-zCIKc8M70MQoh7iVxXxtb4QDzdqLiSmXQzSJs8TvZh_wDo1pbT3NQpyE3nTkgy/w42-h42/download.jpg&quot; width=&quot;42&quot; /&gt;&lt;/a&gt;&lt;/div&gt;Vector Database /Index option in Azure.&lt;/h1&gt;&lt;div&gt;&lt;br /&gt;&lt;/div&gt;&lt;table border=&quot;1&quot; cellpadding=&quot;0&quot; cellspacing=&quot;0&quot; class=&quot;MsoTable15Plain1&quot; style=&quot;border-collapse: collapse; border: none; mso-border-alt: solid #BFBFBF .5pt; mso-border-themecolor: background1; mso-border-themeshade: 191; mso-padding-alt: 0in 5.4pt 0in 5.4pt; mso-yfti-tbllook: 1056;&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;td style=&quot;border: 1pt solid rgb(191, 191, 191); mso-border-alt: solid #BFBFBF .5pt; mso-border-themecolor: background1; mso-border-themeshade: 191; padding: 0in 5.4pt; width: 233.75pt;&quot; valign=&quot;top&quot; width=&quot;312&quot;&gt;&lt;p class=&quot;MsoNormal&quot; style=&quot;line-height: normal; margin-bottom: 0in; mso-yfti-cnfc: 1;&quot;&gt;&lt;b&gt;Service&lt;o:p&gt;&lt;/o:p&gt;&lt;/b&gt;&lt;/p&gt;&lt;/td&gt;&lt;td style=&quot;border-left: none; border: 1pt solid rgb(191, 191, 191); mso-border-alt: solid #BFBFBF .5pt; mso-border-left-alt: solid #BFBFBF .5pt; mso-border-left-themecolor: background1; mso-border-left-themeshade: 191; mso-border-themecolor: background1; mso-border-themeshade: 191; padding: 0in 5.4pt; width: 233.75pt;&quot; valign=&quot;top&quot; width=&quot;312&quot;&gt;&lt;p class=&quot;MsoNormal&quot; style=&quot;line-height: normal; margin-bottom: 0in; mso-yfti-cnfc: 1;&quot;&gt;&lt;b&gt;Description&lt;o:p&gt;&lt;/o:p&gt;&lt;/b&gt;&lt;/p&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td style=&quot;background: rgb(242, 242, 242); border-top: none; border: 1pt solid rgb(191, 191, 191); mso-background-themecolor: background1; mso-background-themeshade: 242; mso-border-alt: solid #BFBFBF .5pt; mso-border-themecolor: background1; mso-border-themeshade: 191; mso-border-top-alt: solid #BFBFBF .5pt; mso-border-top-themecolor: background1; mso-border-top-themeshade: 191; padding: 0in 5.4pt; width: 233.75pt;&quot; valign=&quot;top&quot; width=&quot;312&quot;&gt;&lt;p class=&quot;MsoNormal&quot; style=&quot;line-height: normal; margin-bottom: 0in; mso-yfti-cnfc: 64;&quot;&gt;Azure Cosmos DB for Mongo DB vCore&lt;o:p&gt;&lt;/o:p&gt;&lt;/p&gt;&lt;/td&gt;&lt;td style=&quot;background: rgb(242, 242, 242); border-bottom: 1pt solid rgb(191, 191, 191); border-left: none; border-right: 1pt solid rgb(191, 191, 191); border-top: none; mso-background-themecolor: background1; mso-background-themeshade: 242; mso-border-alt: solid #BFBFBF .5pt; mso-border-bottom-themecolor: background1; mso-border-bottom-themeshade: 191; mso-border-left-alt: solid #BFBFBF .5pt; mso-border-left-themecolor: background1; mso-border-left-themeshade: 191; mso-border-right-themecolor: background1; mso-border-right-themeshade: 191; mso-border-themecolor: background1; mso-border-themeshade: 191; mso-border-top-alt: solid #BFBFBF .5pt; mso-border-top-themecolor: background1; mso-border-top-themeshade: 191; padding: 0in 5.4pt; width: 233.75pt;&quot; valign=&quot;top&quot; width=&quot;312&quot;&gt;&lt;p class=&quot;MsoNormal&quot; style=&quot;line-height: normal; margin-bottom: 0in; mso-yfti-cnfc: 64;&quot;&gt;Store your application data and vector embeddings together in a single MongoDB-compatible service featuring native support for vector search.&lt;o:p&gt;&lt;/o:p&gt;&lt;/p&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td style=&quot;border-top: none; border: 1pt solid rgb(191, 191, 191); mso-border-alt: solid #BFBFBF .5pt; mso-border-themecolor: background1; mso-border-themeshade: 191; mso-border-top-alt: solid #BFBFBF .5pt; mso-border-top-themecolor: background1; mso-border-top-themeshade: 191; padding: 0in 5.4pt; width: 233.75pt;&quot; valign=&quot;top&quot; width=&quot;312&quot;&gt;&lt;p class=&quot;MsoNormal&quot; style=&quot;line-height: normal; margin-bottom: 0in;&quot;&gt;Azure Cosmos DB for PostgreSQL&lt;o:p&gt;&lt;/o:p&gt;&lt;/p&gt;&lt;/td&gt;&lt;td style=&quot;border-bottom: 1pt solid rgb(191, 191, 191); border-left: none; border-right: 1pt solid rgb(191, 191, 191); border-top: none; mso-border-alt: solid #BFBFBF .5pt; mso-border-bottom-themecolor: background1; mso-border-bottom-themeshade: 191; mso-border-left-alt: solid #BFBFBF .5pt; mso-border-left-themecolor: background1; mso-border-left-themeshade: 191; mso-border-right-themecolor: background1; mso-border-right-themeshade: 191; mso-border-themecolor: background1; mso-border-themeshade: 191; mso-border-top-alt: solid #BFBFBF .5pt; mso-border-top-themecolor: background1; mso-border-top-themeshade: 191; padding: 0in 5.4pt; width: 233.75pt;&quot; valign=&quot;top&quot; width=&quot;312&quot;&gt;&lt;p class=&quot;MsoNormal&quot; style=&quot;line-height: normal; margin-bottom: 0in;&quot;&gt;Store your data and vectors together in a scalable PostgreSQL offering with native support for vector search.&lt;o:p&gt;&lt;/o:p&gt;&lt;/p&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td style=&quot;background: rgb(242, 242, 242); border-top: none; border: 1pt solid rgb(191, 191, 191); mso-background-themecolor: background1; mso-background-themeshade: 242; mso-border-alt: solid #BFBFBF .5pt; mso-border-themecolor: background1; mso-border-themeshade: 191; mso-border-top-alt: solid #BFBFBF .5pt; mso-border-top-themecolor: background1; mso-border-top-themeshade: 191; padding: 0in 5.4pt; width: 233.75pt;&quot; valign=&quot;top&quot; width=&quot;312&quot;&gt;&lt;p class=&quot;MsoNormal&quot; style=&quot;line-height: normal; margin-bottom: 0in; mso-yfti-cnfc: 64;&quot;&gt;Azure Cosmos DB for NoSQL with Azure AI Search&lt;o:p&gt;&lt;/o:p&gt;&lt;/p&gt;&lt;/td&gt;&lt;td style=&quot;background: rgb(242, 242, 242); border-bottom: 1pt solid rgb(191, 191, 191); border-left: none; border-right: 1pt solid rgb(191, 191, 191); border-top: none; mso-background-themecolor: background1; mso-background-themeshade: 242; mso-border-alt: solid #BFBFBF .5pt; mso-border-bottom-themecolor: background1; mso-border-bottom-themeshade: 191; mso-border-left-alt: solid #BFBFBF .5pt; mso-border-left-themecolor: background1; mso-border-left-themeshade: 191; mso-border-right-themecolor: background1; mso-border-right-themeshade: 191; mso-border-themecolor: background1; mso-border-themeshade: 191; mso-border-top-alt: solid #BFBFBF .5pt; mso-border-top-themecolor: background1; mso-border-top-themeshade: 191; padding: 0in 5.4pt; width: 233.75pt;&quot; valign=&quot;top&quot; width=&quot;312&quot;&gt;&lt;p class=&quot;MsoNormal&quot; style=&quot;line-height: normal; margin-bottom: 0in; mso-yfti-cnfc: 64;&quot;&gt;Augment your Azure Cosmos DB data with the semantic and vector search capabilities of Azure AI Search.&lt;o:p&gt;&lt;/o:p&gt;&lt;/p&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;p class=&quot;MsoNormal&quot;&gt;&lt;o:p&gt;&amp;nbsp;&lt;br /&gt;&lt;/o:p&gt;&lt;/p&gt;&lt;ol start=&quot;1&quot; style=&quot;margin-top: 0in;&quot; type=&quot;1&quot;&gt;&lt;li class=&quot;MsoNormal&quot;&gt;&lt;b&gt;Azure Cosmos DB Vector Database Extension for MongoDB vCore&lt;/b&gt;:&lt;o:p&gt;&lt;/o:p&gt;&lt;/li&gt;&lt;ul style=&quot;margin-top: 0in;&quot; type=&quot;circle&quot;&gt;&lt;div class=&quot;separator&quot; style=&quot;clear: both; text-align: center;&quot;&gt;&lt;a href=&quot;https://blogger.googleusercontent.com/img/a/AVvXsEjsszKYwJIlpOryA_ElcgLKoN8UFaYP2s8xUqFhog70-I6gflDO5qXOGQc_zfOs1YckBINSTW7HT4xeIhqfqrne_UEntdFhVvtUDyD3nadAfbGybokJGIwy1-YC-1RyddMPXo0c6hwyR65d717VbQOJD3ml6NHbt9ICu3tSIb81AZUTM_aXxKVHGEzApLA&quot; style=&quot;clear: left; float: left; margin-bottom: 1em; margin-right: 1em;&quot;&gt;&lt;img alt=&quot;&quot; data-original-height=&quot;253&quot; data-original-width=&quot;235&quot; height=&quot;89&quot; src=&quot;https://blogger.googleusercontent.com/img/a/AVvXsEjsszKYwJIlpOryA_ElcgLKoN8UFaYP2s8xUqFhog70-I6gflDO5qXOGQc_zfOs1YckBINSTW7HT4xeIhqfqrne_UEntdFhVvtUDyD3nadAfbGybokJGIwy1-YC-1RyddMPXo0c6hwyR65d717VbQOJD3ml6NHbt9ICu3tSIb81AZUTM_aXxKVHGEzApLA=w83-h89&quot; width=&quot;83&quot; /&gt;&lt;/a&gt;&lt;/div&gt;&lt;li class=&quot;MsoNormal&quot;&gt;Store your application data and vector embeddings together in a single MongoDB-compatible service.&lt;o:p&gt;&lt;/o:p&gt;&lt;/li&gt;&lt;li class=&quot;MsoNormal&quot;&gt;Benefit from native support for vector search.&lt;o:p&gt;&lt;/o:p&gt;&lt;/li&gt;&lt;li class=&quot;MsoNormal&quot;&gt;Avoid the extra cost of moving data to a separate vector database.&lt;o:p&gt;&lt;/o:p&gt;&lt;/li&gt;&lt;li class=&quot;MsoNormal&quot;&gt;Achieve data consistency, scale, and performance.&lt;o:p&gt;&lt;/o:p&gt;&lt;/li&gt;&lt;li class=&quot;MsoNormal&quot;&gt;&lt;a href=&quot;https://learn.microsoft.com/en-us/azure/cosmos-db/vector-database&quot; target=&quot;_blank&quot;&gt;Learn more&lt;/a&gt;&lt;a href=&quot;https://learn.microsoft.com/en-us/azure/cosmos-db/vector-database&quot; target=&quot;_blank&quot;&gt;&lt;sup&gt;1&lt;/sup&gt;&lt;/a&gt;.&lt;o:p&gt;&lt;/o:p&gt;&lt;/li&gt;&lt;/ul&gt;&lt;li class=&quot;MsoNormal&quot;&gt;&lt;b&gt;Azure Cosmos DB Vector Database Extension for PostgreSQL&lt;/b&gt;:&lt;o:p&gt;&lt;/o:p&gt;&lt;/li&gt;&lt;ul style=&quot;margin-top: 0in;&quot; type=&quot;circle&quot;&gt;&lt;li class=&quot;MsoNormal&quot;&gt;&lt;a href=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjq6LFTdcpq6ruo8NMZFj-VJOi81k0bk27cmh3K13Whcz94RolWZFOxTOquCM8m9_Xd3TDfMYjXAhmwKR38SMkSeZlL5vmKLvL6ouNUh2wpoiKPffY2UemKJ_ME462SAma9Ik8lMEUWSNH30VF65wHE1q8Fe8qLoYlrInZjSzPn4kyb7BMzkWX5ql9pE5DK/s225/images.jpg&quot; imageanchor=&quot;1&quot; style=&quot;clear: left; float: left; margin-bottom: 1em; margin-right: 1em;&quot;&gt;&lt;br /&gt;&lt;/a&gt;&lt;/li&gt;&lt;li class=&quot;MsoNormal&quot;&gt;&lt;div class=&quot;separator&quot; style=&quot;clear: both; text-align: center;&quot;&gt;&lt;a href=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjq6LFTdcpq6ruo8NMZFj-VJOi81k0bk27cmh3K13Whcz94RolWZFOxTOquCM8m9_Xd3TDfMYjXAhmwKR38SMkSeZlL5vmKLvL6ouNUh2wpoiKPffY2UemKJ_ME462SAma9Ik8lMEUWSNH30VF65wHE1q8Fe8qLoYlrInZjSzPn4kyb7BMzkWX5ql9pE5DK/s225/images.jpg&quot; imageanchor=&quot;1&quot; style=&quot;clear: left; float: left; margin-bottom: 1em; margin-right: 1em;&quot;&gt;&lt;img border=&quot;0&quot; data-original-height=&quot;225&quot; data-original-width=&quot;225&quot; height=&quot;59&quot; src=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjq6LFTdcpq6ruo8NMZFj-VJOi81k0bk27cmh3K13Whcz94RolWZFOxTOquCM8m9_Xd3TDfMYjXAhmwKR38SMkSeZlL5vmKLvL6ouNUh2wpoiKPffY2UemKJ_ME462SAma9Ik8lMEUWSNH30VF65wHE1q8Fe8qLoYlrInZjSzPn4kyb7BMzkWX5ql9pE5DK/w59-h59/images.jpg&quot; width=&quot;59&quot; /&gt;&lt;/a&gt;&lt;/div&gt;&lt;/li&gt;&lt;li class=&quot;MsoNormal&quot;&gt;Store your data and vectors together in a scalable PostgreSQL offering.&lt;/li&gt;&lt;o:p&gt;&lt;/o:p&gt;&lt;li class=&quot;MsoNormal&quot;&gt;Leverage native support for vector search.&lt;o:p&gt;&lt;/o:p&gt;&lt;/li&gt;&lt;li class=&quot;MsoNormal&quot;&gt;Seamlessly integrate vector capabilities without additional database migration costs.&lt;o:p&gt;&lt;/o:p&gt;&lt;/li&gt;&lt;li class=&quot;MsoNormal&quot;&gt;&lt;a href=&quot;https://learn.microsoft.com/en-us/azure/cosmos-db/vector-database&quot; target=&quot;_blank&quot;&gt;Learn more&lt;/a&gt;&lt;a href=&quot;https://learn.microsoft.com/en-us/azure/cosmos-db/vector-database&quot; target=&quot;_blank&quot;&gt;&lt;sup&gt;1&lt;/sup&gt;&lt;/a&gt;.&lt;o:p&gt;&lt;/o:p&gt;&lt;/li&gt;&lt;/ul&gt;&lt;li class=&quot;MsoNormal&quot;&gt;&lt;b&gt;&lt;br /&gt;Azure Cosmos DB for NoSQL with Azure AI Search&lt;/b&gt;:&lt;o:p&gt;&lt;/o:p&gt;&lt;/li&gt;&lt;ul style=&quot;margin-top: 0in;&quot; type=&quot;circle&quot;&gt;&lt;div class=&quot;separator&quot; style=&quot;clear: both; text-align: center;&quot;&gt;&lt;a href=&quot;https://blogger.googleusercontent.com/img/a/AVvXsEjnsfZc1LLRX-4vJqoenz04PoaTNEnelC7ng4XITb7Hom1LdzNBz6_lM4i3x8wsBMKEwZjOTeyBRTip8pLUzan12pIPCb6iV8wJLoW4mht4MUvad-LVzT8fsTFf8On6F-6NItASS2Q4tBiiYJEelqRSv4h0fChaC4SenMOqjJOSvGmOBqvVVzy_XP4RbyM&quot; style=&quot;clear: left; float: left; margin-bottom: 1em; margin-right: 1em;&quot;&gt;&lt;img alt=&quot;&quot; data-original-height=&quot;900&quot; data-original-width=&quot;900&quot; height=&quot;80&quot; src=&quot;https://blogger.googleusercontent.com/img/a/AVvXsEjnsfZc1LLRX-4vJqoenz04PoaTNEnelC7ng4XITb7Hom1LdzNBz6_lM4i3x8wsBMKEwZjOTeyBRTip8pLUzan12pIPCb6iV8wJLoW4mht4MUvad-LVzT8fsTFf8On6F-6NItASS2Q4tBiiYJEelqRSv4h0fChaC4SenMOqjJOSvGmOBqvVVzy_XP4RbyM=w80-h80&quot; width=&quot;80&quot; /&gt;&lt;/a&gt;&lt;/div&gt;&lt;li class=&quot;MsoNormal&quot;&gt;Augment your Azure Cosmos DB data with semantic and vector search capabilities.&lt;o:p&gt;&lt;/o:p&gt;&lt;/li&gt;&lt;li class=&quot;MsoNormal&quot;&gt;Combine the power of NoSQL with AI-driven search.&lt;o:p&gt;&lt;/o:p&gt;&lt;/li&gt;&lt;li class=&quot;MsoNormal&quot;&gt;Enhance retrieval-augmented generation scenarios.&lt;o:p&gt;&lt;/o:p&gt;&lt;/li&gt;&lt;li class=&quot;MsoNormal&quot;&gt;&lt;a href=&quot;https://learn.microsoft.com/en-us/semantic-kernel/memories/vector-db&quot; target=&quot;_blank&quot;&gt;Learn more&lt;/a&gt;&lt;a href=&quot;https://learn.microsoft.com/en-us/semantic-kernel/memories/vector-db&quot; target=&quot;_blank&quot;&gt;&lt;sup&gt;2&lt;/sup&gt;&lt;/a&gt;.&lt;o:p&gt;&lt;/o:p&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/ol&gt;&lt;p class=&quot;MsoNormal&quot;&gt;Remember, vector databases play a crucial role in harnessing the potential of vector embeddings, enabling advanced search, and enhancing AI-driven applications. Choose the option that best aligns with your specific use case and requirements!&amp;nbsp;&lt;span face=&quot;&amp;quot;Segoe UI Emoji&amp;quot;,sans-serif&quot; style=&quot;mso-bidi-font-family: &amp;quot;Segoe UI Emoji&amp;quot;;&quot;&gt;🚀&lt;/span&gt;&lt;o:p&gt;&lt;/o:p&gt;&lt;/p&gt;&lt;p class=&quot;MsoNormal&quot;&gt;A simple and effective way to store, index, and search vector data in Azure Cosmos DB for MongoDB vCore is to use the built-in vector search feature. This feature allows you to perform similarity searches on arrays of numbers, such as embeddings, using MongoDB&#39;s $vector query operator. By using this feature, you can avoid the need to move your data to more expensive vector databases and integrate your AI-driven applications smoothly with your other data.&lt;o:p&gt;&lt;/o:p&gt;&lt;/p&gt;&lt;p class=&quot;MsoNormal&quot;&gt;&lt;o:p&gt;&amp;nbsp;&lt;/o:p&gt;&lt;/p&gt;&lt;h1&gt;What is Azure Cosmos DB for Mongo DB v Core?&lt;br /&gt;&lt;o:p&gt;&lt;/o:p&gt;&lt;/h1&gt;&lt;p class=&quot;MsoNormal&quot;&gt;&lt;/p&gt;&lt;div class=&quot;separator&quot; style=&quot;clear: both; text-align: center;&quot;&gt;&lt;a href=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEg2-M6nyaeWRzXFsdFgVETyv_9oMU6AjXyhYExAl_RhZX0eEDPGdoGm3AGDEK_hsTuPaJri1wzgcfbDYwGixvzEAf2cKLIpUoLD9rpUd-5isUEL2vZuGLAiII1kzlVUwiqVzhmfZhiQCxy3pBh8AGL3DvjTsGhDskGaN6gVzaO06WwPmqgSdTPcA-wCiWe_/s191/download%20(1).jpg&quot; imageanchor=&quot;1&quot; style=&quot;clear: left; float: left; margin-bottom: 1em; margin-right: 1em;&quot;&gt;&lt;img border=&quot;0&quot; data-original-height=&quot;191&quot; data-original-width=&quot;181&quot; height=&quot;170&quot; src=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEg2-M6nyaeWRzXFsdFgVETyv_9oMU6AjXyhYExAl_RhZX0eEDPGdoGm3AGDEK_hsTuPaJri1wzgcfbDYwGixvzEAf2cKLIpUoLD9rpUd-5isUEL2vZuGLAiII1kzlVUwiqVzhmfZhiQCxy3pBh8AGL3DvjTsGhDskGaN6gVzaO06WwPmqgSdTPcA-wCiWe_/w161-h170/download%20(1).jpg&quot; width=&quot;161&quot; /&gt;&lt;/a&gt;&lt;/div&gt;Azure Cosmos DB for Mongo DB vCore is a fully managed, scalable, and secure service that provides API compatibility with MongoDB. It allows you to use the familiar MongoDB tools and drivers to build applications that can leverage the benefits of Azure Cosmos DB, such as global distribution, automatic scaling, and SLA-backed availability and latency. Azure Cosmos DB for Mongo DB vCore also supports MongoDB&#39;s aggregation pipeline, which enables complex queries and transformations on the data. One of the features that makes Azure Cosmos DB for Mongo DB vCore suitable for RAG is the support for MongoDB&#39;s $vector query operator, which allows you to perform similarity searches on arrays of numbers, such as embeddings.&lt;o:p&gt;&lt;/o:p&gt;&lt;p&gt;&lt;/p&gt;&lt;p class=&quot;MsoNormal&quot;&gt;&lt;o:p&gt;&amp;nbsp;&lt;/o:p&gt;&lt;/p&gt;&lt;h1&gt;RAG Pipeline Process&lt;o:p&gt;&lt;/o:p&gt;&lt;/h1&gt;&lt;div class=&quot;separator&quot; style=&quot;clear: both; text-align: center;&quot;&gt;&lt;a href=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgvMHgPLDaam0HLn7udCc9Pf3y2j0XdDEX32kbslvwBCBiY5U7H5Wp_2cDISA2hDdWu2HOwuTlNdK0B1Wn-99V16DauMC0CYeMwpXddu8h7eM3vJAP-bATynr8vYL7Q1Oj7BAacsyvhngrusmgyfgE5y-9-c-OWodDF7hGvJzmK7YaH1btcKXNWWbrWJu8S/s1290/Untitled%20-%20export.png&quot; imageanchor=&quot;1&quot; style=&quot;margin-left: 1em; margin-right: 1em;&quot;&gt;&lt;img border=&quot;0&quot; data-original-height=&quot;371&quot; data-original-width=&quot;1290&quot; height=&quot;166&quot; src=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgvMHgPLDaam0HLn7udCc9Pf3y2j0XdDEX32kbslvwBCBiY5U7H5Wp_2cDISA2hDdWu2HOwuTlNdK0B1Wn-99V16DauMC0CYeMwpXddu8h7eM3vJAP-bATynr8vYL7Q1Oj7BAacsyvhngrusmgyfgE5y-9-c-OWodDF7hGvJzmK7YaH1btcKXNWWbrWJu8S/w577-h166/Untitled%20-%20export.png&quot; width=&quot;577&quot; /&gt;&lt;/a&gt;&lt;/div&gt;&lt;div class=&quot;separator&quot; style=&quot;clear: both; text-align: center;&quot;&gt;&lt;ol&gt;&lt;li style=&quot;text-align: left;&quot;&gt;Load Datastore&lt;/li&gt;&lt;li style=&quot;text-align: left;&quot;&gt;Clean data&lt;/li&gt;&lt;li style=&quot;text-align: left;&quot;&gt;Chunking Data&lt;/li&gt;&lt;li style=&quot;text-align: left;&quot;&gt;Convert Chunks into vector embedding with LLM&lt;/li&gt;&lt;li style=&quot;text-align: left;&quot;&gt;Create a Vector Index with Converted vector embeddings.&amp;nbsp;&lt;/li&gt;&lt;/ol&gt;&lt;/div&gt;&lt;h1&gt;How to use Azure Cosmos DB for Mongo DB vCore as a vector database for RAG?&lt;o:p&gt;&lt;/o:p&gt;&lt;/h1&gt;&lt;div&gt;&lt;div class=&quot;separator&quot; style=&quot;clear: both; text-align: center;&quot;&gt;&lt;a href=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiUAPPdAFQkzw_VHOeD-bqGFSoVjSGXwKjyQLJrY05aARcxS-wSvi5XaugvhEQ_uMiS_An64d-fkCc3Tg6TnNExk0ifwbw5YGNowh75cuPSk7tRtTWgm0HLyCd51KSU6P0JuXgWXFexUZ-kGwfAXkqR3ojVqyA3tBTuoDvwBc2hifYlFO0X_EyqapexVZOj/s2044/Untitled%20-%20export%20(1).png&quot; imageanchor=&quot;1&quot; style=&quot;margin-left: 1em; margin-right: 1em;&quot;&gt;&lt;img border=&quot;0&quot; data-original-height=&quot;228&quot; data-original-width=&quot;2044&quot; height=&quot;74&quot; src=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiUAPPdAFQkzw_VHOeD-bqGFSoVjSGXwKjyQLJrY05aARcxS-wSvi5XaugvhEQ_uMiS_An64d-fkCc3Tg6TnNExk0ifwbw5YGNowh75cuPSk7tRtTWgm0HLyCd51KSU6P0JuXgWXFexUZ-kGwfAXkqR3ojVqyA3tBTuoDvwBc2hifYlFO0X_EyqapexVZOj/w655-h74/Untitled%20-%20export%20(1).png&quot; width=&quot;655&quot; /&gt;&lt;/a&gt;&lt;/div&gt;&lt;div class=&quot;separator&quot; style=&quot;clear: both; text-align: center;&quot;&gt;&lt;br /&gt;&lt;/div&gt;&lt;/div&gt;&lt;p class=&quot;MsoNormal&quot;&gt;To use Azure Cosmos DB for Mongo DB vCore as a vector database for RAG, you need to follow these steps:&lt;o:p&gt;&lt;/o:p&gt;&lt;/p&gt;&lt;p class=&quot;MsoListParagraphCxSpFirst&quot; style=&quot;mso-list: l3 level1 lfo1; text-indent: -0.25in;&quot;&gt;&lt;/p&gt;&lt;ul style=&quot;text-align: left;&quot;&gt;&lt;li&gt;&lt;span style=&quot;font-feature-settings: normal; font-kerning: auto; font-optical-sizing: auto; font-size: 7pt; font-stretch: normal; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-numeric: normal; font-variant-position: normal; font-variation-settings: normal; line-height: normal;&quot;&gt;&amp;nbsp;&amp;nbsp;&lt;/span&gt;&lt;!--[endif]--&gt;Create an Azure Cosmos DB account with API for MongoDB and select the vCore model. You can choose the number of regions, availability zones, and throughput depending on your needs. You can also enable features such as geo-fencing, encryption at rest, and role-based access control.&lt;/li&gt;&lt;li&gt;&lt;span style=&quot;font-feature-settings: normal; font-kerning: auto; font-optical-sizing: auto; font-size: 7pt; font-stretch: normal; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-numeric: normal; font-variant-position: normal; font-variation-settings: normal; line-height: normal;&quot;&gt;&amp;nbsp;&lt;/span&gt;&lt;!--[endif]--&gt;Create a database and a collection in your Azure Cosmos DB account. You can use any schema and indexing strategy that suits your application, but you need to ensure that the field that stores the embeddings is indexed as an array. You can use the MongoDB shell or any MongoDB driver to connect to your Azure Cosmos DB account and create the database and collection.&lt;/li&gt;&lt;li&gt;Populate your collection with documents that contain the embeddings and any other metadata that you need for your RAG application. You can use any method to generate the embeddings, such as a pre-trained model or a custom model. You can also use any format to store the embeddings, such as a list or a base64-encoded string. You can use the MongoDB shell or any MongoDB driver to insert the documents into your collection. Alternatively, you can use Azure Data Factory or Azure Databricks to import data from various sources into your collection.&lt;/li&gt;&lt;li&gt;Query your collection using the $vector operator to perform a similarity search on the embeddings. You can use the MongoDB shell or any MongoDB driver to query your collection. The $vector operator takes an array of numbers as input and returns the documents that have the most similar arrays in the specified field. You can also use other query operators and aggregation stages to filter, sort, and project the results. You can integrate the query results with your LM to generate natural language responses that are relevant, diverse, and informative.&lt;/li&gt;&lt;/ul&gt;&lt;!--[if !supportLists]--&gt;&lt;o:p&gt;&lt;/o:p&gt;&lt;p&gt;&lt;/p&gt;&lt;p class=&quot;MsoListParagraphCxSpMiddle&quot; style=&quot;mso-list: l3 level1 lfo1; text-indent: -0.25in;&quot;&gt;&lt;!--[if !supportLists]--&gt;&lt;o:p&gt;&lt;/o:p&gt;&lt;/p&gt;&lt;p class=&quot;MsoListParagraphCxSpMiddle&quot; style=&quot;mso-list: l3 level1 lfo1; text-indent: -0.25in;&quot;&gt;&lt;!--[if !supportLists]--&gt;&lt;o:p&gt;&lt;/o:p&gt;&lt;/p&gt;&lt;p class=&quot;MsoListParagraphCxSpLast&quot; style=&quot;mso-list: l3 level1 lfo1; text-indent: -0.25in;&quot;&gt;&lt;!--[if !supportLists]--&gt;&lt;o:p&gt;&lt;/o:p&gt;&lt;/p&gt;&lt;p class=&quot;MsoNormal&quot;&gt;Here is some sample code that shows how to use Azure Cosmos DB for Mongo DB vCore as a vector database for RAG:&lt;o:p&gt;&lt;/o:p&gt;&lt;/p&gt;&lt;p class=&quot;MsoNormal&quot;&gt;&lt;o:p&gt;&amp;nbsp;&lt;/o:p&gt;&lt;/p&gt;&lt;p class=&quot;MsoNormal&quot;&gt;&lt;o:p&gt;&amp;nbsp;&lt;/o:p&gt;&amp;nbsp;&lt;/p&gt;
  2.  
  3. &lt;h1 style=&quot;background: white;&quot;&gt;&lt;span style=&quot;font-family: &amp;quot;Segoe UI&amp;quot;,sans-serif;&quot;&gt;Preliminaries&lt;o:p&gt;&lt;/o:p&gt;&lt;/span&gt;&lt;/h1&gt;
  4.  
  5. &lt;p style=&quot;background: white; color: rgba(0, 0, 0, 0.87); margin: 0in 0in 6pt;&quot;&gt;&lt;span style=&quot;color: black; font-family: &amp;quot;Segoe UI&amp;quot;,sans-serif; font-size: 10.5pt; mso-color-alt: windowtext;&quot;&gt;First, let&#39;s start by installing the
  6. packages that we&#39;ll need later.&lt;/span&gt;&lt;span style=&quot;font-family: &amp;quot;Segoe UI&amp;quot;,sans-serif; font-size: 10.5pt;&quot;&gt;&lt;o:p&gt;&lt;/o:p&gt;&lt;/span&gt;&lt;/p&gt;&lt;p class=&quot;MsoNormal&quot;&gt;&lt;o:p&gt;&amp;nbsp;&lt;/o:p&gt;&lt;/p&gt;&lt;p&gt;&lt;/p&gt;&lt;p class=&quot;MsoNormal&quot;&gt;&lt;o:p&gt;&amp;nbsp;&lt;/o:p&gt;&lt;span style=&quot;background-color: #1f1f1f; color: #cccccc; font-family: Consolas, &amp;quot;Courier New&amp;quot;, monospace; font-size: 14px; white-space: pre;&quot;&gt;! pip install numpy&lt;/span&gt;&lt;/p&gt;&lt;div style=&quot;background-color: #1f1f1f; color: #cccccc; font-family: Consolas, &amp;quot;Courier New&amp;quot;, monospace; font-size: 14px; line-height: 19px; white-space: pre;&quot;&gt;&lt;div&gt;! pip install openai &lt;/div&gt;&lt;div&gt;! pip install pymongo&lt;/div&gt;&lt;div&gt;! pip install python&lt;span style=&quot;color: #d4d4d4;&quot;&gt;-&lt;/span&gt;dotenv&lt;/div&gt;&lt;div&gt;! pip install azure&lt;span style=&quot;color: #d4d4d4;&quot;&gt;-&lt;/span&gt;core&lt;/div&gt;&lt;div&gt;! pip install azure&lt;span style=&quot;color: #d4d4d4;&quot;&gt;-&lt;/span&gt;cosmos&lt;/div&gt;&lt;div&gt;! pip install tenacity&lt;/div&gt;&lt;/div&gt;
  7.  
  8. &lt;p class=&quot;MsoNormal&quot;&gt;&lt;o:p&gt;&lt;/o:p&gt;&lt;/p&gt;&lt;p style=&quot;background: white; color: rgba(0, 0, 0, 0.87); margin: 0in 0in 6pt;&quot;&gt;&lt;span style=&quot;color: black; font-family: &amp;quot;Segoe UI&amp;quot;, sans-serif; font-size: 10.5pt;&quot;&gt;First, let&#39;s start by installing the packages that we&#39;ll need later.&lt;/span&gt;&lt;span style=&quot;font-family: &amp;quot;Segoe UI&amp;quot;, sans-serif; font-size: 10.5pt;&quot;&gt;&lt;o:p&gt;&lt;/o:p&gt;&lt;/span&gt;&lt;/p&gt;&lt;div&gt;&lt;span style=&quot;color: black; font-family: &amp;quot;Segoe UI&amp;quot;, sans-serif; font-size: 10.5pt;&quot;&gt;&lt;br /&gt;&lt;/span&gt;&lt;/div&gt;&lt;p class=&quot;MsoNormal&quot;&gt;&lt;o:p&gt;&amp;nbsp;&lt;/o:p&gt;&lt;span style=&quot;background-color: #1f1f1f; color: #c586c0; font-family: Consolas, &amp;quot;Courier New&amp;quot;, monospace; font-size: 14px; white-space: pre;&quot;&gt;import&lt;/span&gt;&lt;span style=&quot;background-color: #1f1f1f; color: #cccccc; font-family: Consolas, &amp;quot;Courier New&amp;quot;, monospace; font-size: 14px; white-space: pre;&quot;&gt; &lt;/span&gt;&lt;span style=&quot;background-color: #1f1f1f; color: #4ec9b0; font-family: Consolas, &amp;quot;Courier New&amp;quot;, monospace; font-size: 14px; white-space: pre;&quot;&gt;json&lt;/span&gt;&lt;/p&gt;&lt;div style=&quot;background-color: #1f1f1f; color: #cccccc; font-family: Consolas, &amp;quot;Courier New&amp;quot;, monospace; font-size: 14px; line-height: 19px; white-space: pre;&quot;&gt;&lt;div&gt;&lt;span style=&quot;color: #c586c0;&quot;&gt;import&lt;/span&gt; &lt;span style=&quot;color: #4ec9b0;&quot;&gt;datetime&lt;/span&gt;&lt;/div&gt;&lt;div&gt;&lt;span style=&quot;color: #c586c0;&quot;&gt;import&lt;/span&gt; &lt;span style=&quot;color: #4ec9b0;&quot;&gt;time&lt;/span&gt;&lt;/div&gt;&lt;br /&gt;&lt;div&gt;&lt;span style=&quot;color: #c586c0;&quot;&gt;from&lt;/span&gt; azure.core.exceptions &lt;span style=&quot;color: #c586c0;&quot;&gt;import&lt;/span&gt; AzureError&lt;/div&gt;&lt;div&gt;&lt;span style=&quot;color: #c586c0;&quot;&gt;from&lt;/span&gt; azure.core.credentials &lt;span style=&quot;color: #c586c0;&quot;&gt;import&lt;/span&gt; AzureKeyCredential&lt;/div&gt;&lt;div&gt;&lt;span style=&quot;color: #c586c0;&quot;&gt;import&lt;/span&gt; &lt;span style=&quot;color: #4ec9b0;&quot;&gt;pymongo&lt;/span&gt;&lt;/div&gt;&lt;br /&gt;&lt;div&gt;&lt;span style=&quot;color: #c586c0;&quot;&gt;import&lt;/span&gt; &lt;span style=&quot;color: #4ec9b0;&quot;&gt;openai&lt;/span&gt;&lt;/div&gt;&lt;div&gt;&lt;span style=&quot;color: #c586c0;&quot;&gt;from&lt;/span&gt; dotenv &lt;span style=&quot;color: #c586c0;&quot;&gt;import&lt;/span&gt; load_dotenv&lt;/div&gt;&lt;div&gt;&lt;span style=&quot;color: #c586c0;&quot;&gt;from&lt;/span&gt; tenacity &lt;span style=&quot;color: #c586c0;&quot;&gt;import&lt;/span&gt; retry, wait_random_exponential, stop_after_attempt&lt;/div&gt;&lt;div&gt;&lt;span style=&quot;color: #c586c0;&quot;&gt;from&lt;/span&gt; openai &lt;span style=&quot;color: #c586c0;&quot;&gt;import&lt;/span&gt; AzureOpenAI&lt;/div&gt;&lt;br /&gt;&lt;/div&gt;
  9.  
  10. &lt;p class=&quot;MsoNormal&quot;&gt;&lt;o:p&gt;&amp;nbsp;&lt;/o:p&gt;&lt;span style=&quot;background-color: white; color: rgba(0, 0, 0, 0.87); font-family: system-ui, -apple-system, blinkmacsystemfont, &amp;quot;Segoe UI&amp;quot;, helvetica, arial, sans-serif, &amp;quot;Apple Color Emoji&amp;quot;, &amp;quot;Segoe UI Emoji&amp;quot;, &amp;quot;Segoe UI Symbol&amp;quot;; font-size: 14px;&quot;&gt;Please use the example.env as a template to provide the necessary keys and endpoints in your own .env file. Make sure to modify the env_name accordingly.&lt;/span&gt;&lt;/p&gt;&lt;div style=&quot;background-color: #1f1f1f; color: #cccccc; font-family: Consolas, &amp;quot;Courier New&amp;quot;, monospace; font-size: 14px; line-height: 19px; white-space: pre;&quot;&gt;&lt;span style=&quot;color: #dcdcaa;&quot;&gt;print&lt;/span&gt;(&lt;span style=&quot;color: #4ec9b0;&quot;&gt;openai&lt;/span&gt;.VERSION) &lt;span style=&quot;color: #6a9955;&quot;&gt;#should be greater than 1.0xx&lt;/span&gt;&lt;/div&gt;&lt;p class=&quot;MsoNormal&quot;&gt;&lt;span style=&quot;background-color: white; color: rgba(0, 0, 0, 0.87); font-family: system-ui, -apple-system, blinkmacsystemfont, &amp;quot;Segoe UI&amp;quot;, helvetica, arial, sans-serif, &amp;quot;Apple Color Emoji&amp;quot;, &amp;quot;Segoe UI Emoji&amp;quot;, &amp;quot;Segoe UI Symbol&amp;quot;; font-size: 14px;&quot;&gt;loading endpoint and secret API keys&amp;nbsp;&lt;/span&gt;&lt;/p&gt;&lt;div style=&quot;background-color: #1f1f1f; color: #cccccc; font-family: Consolas, &amp;quot;Courier New&amp;quot;, monospace; font-size: 14px; line-height: 19px; white-space: pre;&quot;&gt;&lt;div&gt;&lt;span style=&quot;color: #c586c0;&quot;&gt;from&lt;/span&gt; dotenv &lt;span style=&quot;color: #c586c0;&quot;&gt;import&lt;/span&gt; dotenv_values&lt;/div&gt;&lt;br /&gt;&lt;div&gt;&lt;span style=&quot;color: #6a9955;&quot;&gt;# specify the name of the .env file name &lt;/span&gt;&lt;/div&gt;&lt;div&gt;&lt;span style=&quot;color: #9cdcfe;&quot;&gt;env_name&lt;/span&gt; &lt;span style=&quot;color: #d4d4d4;&quot;&gt;=&lt;/span&gt; &lt;span style=&quot;color: #ce9178;&quot;&gt;&quot;example.env&quot;&lt;/span&gt; &lt;span style=&quot;color: #6a9955;&quot;&gt;# following example.env template change to your own .env file name&lt;/span&gt;&lt;/div&gt;&lt;div&gt;&lt;span style=&quot;color: #9cdcfe;&quot;&gt;config&lt;/span&gt; &lt;span style=&quot;color: #d4d4d4;&quot;&gt;=&lt;/span&gt; dotenv_values(&lt;span style=&quot;color: #9cdcfe;&quot;&gt;env_name&lt;/span&gt;)&lt;/div&gt;&lt;br /&gt;&lt;div&gt;&lt;span style=&quot;color: #9cdcfe;&quot;&gt;cosmosdb_endpoint&lt;/span&gt; &lt;span style=&quot;color: #d4d4d4;&quot;&gt;=&lt;/span&gt; &lt;span style=&quot;color: #9cdcfe;&quot;&gt;config&lt;/span&gt;[&lt;span style=&quot;color: #ce9178;&quot;&gt;&#39;cosmos_db_api_endpoint&#39;&lt;/span&gt;]&lt;/div&gt;&lt;div&gt;&lt;span style=&quot;color: #9cdcfe;&quot;&gt;cosmosdb_key&lt;/span&gt; &lt;span style=&quot;color: #d4d4d4;&quot;&gt;=&lt;/span&gt; &lt;span style=&quot;color: #9cdcfe;&quot;&gt;config&lt;/span&gt;[&lt;span style=&quot;color: #ce9178;&quot;&gt;&#39;cosmos_db_api_key&#39;&lt;/span&gt;]&lt;/div&gt;&lt;div&gt;&lt;span style=&quot;color: #9cdcfe;&quot;&gt;cosmosdb_connection_str&lt;/span&gt; &lt;span style=&quot;color: #d4d4d4;&quot;&gt;=&lt;/span&gt; &lt;span style=&quot;color: #9cdcfe;&quot;&gt;config&lt;/span&gt;[&lt;span style=&quot;color: #ce9178;&quot;&gt;&#39;cosmos_db_connection_string&#39;&lt;/span&gt;]&lt;/div&gt;&lt;br /&gt;&lt;div&gt;&lt;span style=&quot;color: #4fc1ff;&quot;&gt;COSMOS_MONGO_USER&lt;/span&gt; &lt;span style=&quot;color: #d4d4d4;&quot;&gt;=&lt;/span&gt; &lt;span style=&quot;color: #9cdcfe;&quot;&gt;config&lt;/span&gt;[&lt;span style=&quot;color: #ce9178;&quot;&gt;&#39;cosmos_db_mongo_user&#39;&lt;/span&gt;]&lt;/div&gt;&lt;div&gt;&lt;span style=&quot;color: #4fc1ff;&quot;&gt;COSMOS_MONGO_PWD&lt;/span&gt; &lt;span style=&quot;color: #d4d4d4;&quot;&gt;=&lt;/span&gt; &lt;span style=&quot;color: #9cdcfe;&quot;&gt;config&lt;/span&gt;[&lt;span style=&quot;color: #ce9178;&quot;&gt;&#39;cosmos_db_mongo_pwd&#39;&lt;/span&gt;]&lt;/div&gt;&lt;div&gt;&lt;span style=&quot;color: #4fc1ff;&quot;&gt;COSMOS_MONGO_SERVER&lt;/span&gt; &lt;span style=&quot;color: #d4d4d4;&quot;&gt;=&lt;/span&gt; &lt;span style=&quot;color: #9cdcfe;&quot;&gt;config&lt;/span&gt;[&lt;span style=&quot;color: #ce9178;&quot;&gt;&#39;cosmos_db_mongo_server&#39;&lt;/span&gt;]&lt;/div&gt;&lt;br /&gt;&lt;div&gt;&lt;span style=&quot;color: #4ec9b0;&quot;&gt;openai&lt;/span&gt;.api_type &lt;span style=&quot;color: #d4d4d4;&quot;&gt;=&lt;/span&gt; &lt;span style=&quot;color: #9cdcfe;&quot;&gt;config&lt;/span&gt;[&lt;span style=&quot;color: #ce9178;&quot;&gt;&#39;openai_api_type&#39;&lt;/span&gt;]&lt;/div&gt;&lt;div&gt;&lt;span style=&quot;color: #4ec9b0;&quot;&gt;openai&lt;/span&gt;.api_key &lt;span style=&quot;color: #d4d4d4;&quot;&gt;=&lt;/span&gt; &lt;span style=&quot;color: #9cdcfe;&quot;&gt;config&lt;/span&gt;[&lt;span style=&quot;color: #ce9178;&quot;&gt;&#39;openai_api_key&#39;&lt;/span&gt;]&lt;/div&gt;&lt;div&gt;&lt;span style=&quot;color: #4ec9b0;&quot;&gt;openai&lt;/span&gt;.api_base &lt;span style=&quot;color: #d4d4d4;&quot;&gt;=&lt;/span&gt; &lt;span style=&quot;color: #9cdcfe;&quot;&gt;config&lt;/span&gt;[&lt;span style=&quot;color: #ce9178;&quot;&gt;&#39;openai_api_endpoint&#39;&lt;/span&gt;]&lt;/div&gt;&lt;div&gt;&lt;span style=&quot;color: #4ec9b0;&quot;&gt;openai&lt;/span&gt;.api_version &lt;span style=&quot;color: #d4d4d4;&quot;&gt;=&lt;/span&gt; &lt;span style=&quot;color: #9cdcfe;&quot;&gt;config&lt;/span&gt;[&lt;span style=&quot;color: #ce9178;&quot;&gt;&#39;openai_api_version&#39;&lt;/span&gt;]&lt;/div&gt;&lt;div&gt;&lt;span style=&quot;color: #9cdcfe;&quot;&gt;embeddings_deployment&lt;/span&gt; &lt;span style=&quot;color: #d4d4d4;&quot;&gt;=&lt;/span&gt; &lt;span style=&quot;color: #9cdcfe;&quot;&gt;config&lt;/span&gt;[&lt;span style=&quot;color: #ce9178;&quot;&gt;&#39;openai_embeddings_deployment&#39;&lt;/span&gt;]&lt;/div&gt;&lt;div&gt;&lt;span style=&quot;color: #9cdcfe;&quot;&gt;completions_deployment&lt;/span&gt; &lt;span style=&quot;color: #d4d4d4;&quot;&gt;=&lt;/span&gt; &lt;span style=&quot;color: #9cdcfe;&quot;&gt;config&lt;/span&gt;[&lt;span style=&quot;color: #ce9178;&quot;&gt;&#39;openai_completions_deployment&#39;&lt;/span&gt;]&lt;/div&gt;&lt;/div&gt;&lt;p class=&quot;MsoNormal&quot;&gt;&lt;span style=&quot;background-color: white; color: rgba(0, 0, 0, 0.87); font-family: system-ui, -apple-system, blinkmacsystemfont, &amp;quot;Segoe UI&amp;quot;, helvetica, arial, sans-serif, &amp;quot;Apple Color Emoji&amp;quot;, &amp;quot;Segoe UI Emoji&amp;quot;, &amp;quot;Segoe UI Symbol&amp;quot;; font-size: 14px;&quot;&gt;&lt;br /&gt;&lt;/span&gt;&lt;/p&gt;&lt;div class=&quot;jp-Cell jp-MarkdownCell jp-Notebook-cell&quot; style=&quot;background: rgb(255, 255, 255); border: none; color: rgba(0, 0, 0, 0.87); font-size: 13px; margin: 0px; outline: none; overflow: visible; padding: var(--jp-cell-padding); text-align: left;&quot;&gt;&lt;div class=&quot;jp-Cell-inputWrapper&quot; style=&quot;display: flex; flex-direction: row; margin: 0px; overflow: visible; padding: 0px;&quot;&gt;&lt;div class=&quot;jp-InputArea jp-Cell-inputArea&quot; style=&quot;display: table; flex: 1 1 auto; overflow: hidden; table-layout: fixed; width: 970px;&quot;&gt;&lt;div class=&quot;jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput&quot; data-mime-type=&quot;text/markdown&quot; style=&quot;color: var(--jp-content-font-color1); display: table-cell; font-family: var(--jp-content-font-family); font-size: var(--jp-content-font-size1); line-height: var(--jp-content-line-height); margin-bottom: 0px; margin-top: 0px; overflow: auto; padding-left: var(--jp-code-padding); padding-right: 20px; width: 869px;&quot;&gt;&lt;p style=&quot;margin: 0px 0px 1em;&quot;&gt;Let&#39;s start by creating an Azure Cosmos DB for MongoDB vCore Resource following this quick start guide:&amp;nbsp;&lt;a href=&quot;https://learn.microsoft.com/en-us/azure/cosmos-db/mongodb/vcore/quickstart-portal&quot;&gt;https://learn.microsoft.com/en-us/azure/cosmos-db/mongodb/vcore/quickstart-portal&lt;/a&gt;&lt;/p&gt;&lt;p style=&quot;margin: 0px 0px 0.5em;&quot;&gt;Then copy the connection details (server, user, pwd) into the config.json file.&lt;/p&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;jp-Cell jp-MarkdownCell jp-Notebook-cell&quot; style=&quot;background: rgb(255, 255, 255); border: none; color: rgba(0, 0, 0, 0.87); font-size: 13px; margin: 0px; outline: none; overflow: visible; padding: var(--jp-cell-padding); text-align: left;&quot;&gt;&lt;div class=&quot;jp-Cell-inputWrapper&quot; style=&quot;display: flex; flex-direction: row; margin: 0px; overflow: visible; padding: 0px;&quot;&gt;&lt;p&gt;&lt;/p&gt;&lt;div class=&quot;jp-Collapser jp-InputCollapser jp-Cell-inputCollapser&quot; style=&quot;background: transparent; border-radius: var(--jp-border-radius); border: none; flex: 0 0 var(--jp-cell-collapser-width); margin: 0px; opacity: 1; outline: none; padding: 0px;&quot;&gt;&lt;/div&gt;&lt;div class=&quot;jp-InputPrompt jp-InputArea-prompt&quot; style=&quot;border: var(--jp-border-width) solid transparent; color: var(--jp-cell-prompt-not-active-font-color); cursor: move; display: table-cell; font-family: var(--jp-cell-prompt-font-family); font-size: var(--jp-content-font-size1); letter-spacing: var(--jp-cell-prompt-letter-spacing); line-height: var(--jp-code-line-height); opacity: var(--jp-cell-prompt-not-active-opacity); overflow: hidden; padding: var(--jp-code-padding); text-align: left; text-overflow: ellipsis; text-wrap: nowrap; user-select: none; vertical-align: top; width: var(--jp-cell-prompt-width);&quot;&gt;&lt;/div&gt;&lt;p&gt;&lt;/p&gt;&lt;div class=&quot;jp-InputArea jp-Cell-inputArea&quot; style=&quot;display: table; flex: 1 1 auto; overflow: hidden; table-layout: fixed; width: 970px;&quot;&gt;&lt;div class=&quot;jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput&quot; data-mime-type=&quot;text/markdown&quot; style=&quot;color: var(--jp-content-font-color1); display: table-cell; font-family: var(--jp-content-font-family); line-height: var(--jp-content-line-height); margin-bottom: 0px; margin-top: 0px; overflow: auto; padding-left: var(--jp-code-padding); padding-right: 20px; width: 869px;&quot;&gt;&lt;h1 style=&quot;background-attachment: initial; background-clip: initial; background-image: initial; background-origin: initial; background-position: initial; background-repeat: initial; background-size: initial;&quot;&gt;&lt;span style=&quot;font-family: &amp;quot;Segoe UI&amp;quot;,sans-serif;&quot;&gt;Azure
  11. OpenAI&lt;o:p&gt;&lt;/o:p&gt;&lt;/span&gt;&lt;/h1&gt;&lt;ul style=&quot;font-size: var(--jp-content-font-size4); list-style-image: initial; list-style-position: initial;&quot; type=&quot;disc&quot;&gt;
  12. &lt;li class=&quot;MsoNormal&quot; style=&quot;background-attachment: initial; background-clip: initial; background-image: initial; background-origin: initial; background-position: initial; background-repeat: initial; background-size: initial; line-height: normal;&quot;&gt;&lt;span style=&quot;color: black; font-family: &amp;quot;var(--jp-content-font-family)&amp;quot;,serif; font-size: 10.0pt; mso-color-alt: windowtext;&quot;&gt;Create an Azure OpenAI resource
  13.     following this quickstart:&amp;nbsp;&lt;a href=&quot;https://learn.microsoft.com/azure/ai-services/openai/how-to/create-resource?pivots=web-portal&quot;&gt;https://learn.microsoft.com/azure/ai-services/openai/how-to/create-resource?pivots=web-portal&lt;/a&gt;&lt;/span&gt;&lt;span style=&quot;font-family: &amp;quot;var(--jp-content-font-family)&amp;quot;,serif; font-size: 10.0pt;&quot;&gt;&lt;o:p&gt;&lt;/o:p&gt;&lt;/span&gt;&lt;/li&gt;
  14. &lt;/ul&gt;&lt;ul style=&quot;font-size: var(--jp-content-font-size4); list-style-image: initial; list-style-position: initial;&quot; type=&quot;disc&quot;&gt;
  15. &lt;li class=&quot;MsoNormal&quot; style=&quot;background-attachment: initial; background-clip: initial; background-image: initial; background-origin: initial; background-position: initial; background-repeat: initial; background-size: initial; line-height: normal;&quot;&gt;&lt;span style=&quot;color: black; font-family: &amp;quot;var(--jp-content-font-family)&amp;quot;,serif; font-size: 10.0pt; mso-color-alt: windowtext;&quot;&gt;Deploy a&amp;nbsp;&lt;/span&gt;&lt;code style=&quot;background-color: var(--jp-layout-color2); color: var(--jp-content-font-color1); font-size: inherit; line-height: var(--jp-code-line-height); white-space-collapse: preserve;&quot;&gt;&lt;span style=&quot;border: none windowtext 1.0pt; color: black; font-family: &amp;quot;var(--jp-code-font-family)&amp;quot;,serif; font-size: 10.0pt; mso-border-alt: none windowtext 0in; mso-color-alt: windowtext; mso-fareast-font-family: Aptos; mso-fareast-theme-font: minor-latin; padding: 0in;&quot;&gt;completions&lt;/span&gt;&lt;/code&gt;&lt;span style=&quot;color: black; font-family: &amp;quot;var(--jp-content-font-family)&amp;quot;,serif; font-size: 10.0pt; mso-color-alt: windowtext;&quot;&gt;&amp;nbsp;&amp;nbsp;&lt;/span&gt;&lt;code style=&quot;background-color: var(--jp-layout-color2); color: var(--jp-content-font-color1); font-size: inherit; line-height: var(--jp-code-line-height); white-space-collapse: preserve;&quot;&gt;&lt;span style=&quot;border: none windowtext 1.0pt; color: black; font-family: &amp;quot;var(--jp-code-font-family)&amp;quot;,serif; font-size: 10.0pt; mso-border-alt: none windowtext 0in; mso-color-alt: windowtext; mso-fareast-font-family: Aptos; mso-fareast-theme-font: minor-latin; padding: 0in;&quot;&gt;embeddings&lt;/span&gt;&lt;/code&gt;&lt;span style=&quot;color: black; font-family: &amp;quot;var(--jp-content-font-family)&amp;quot;,serif; font-size: 10.0pt; mso-color-alt: windowtext;&quot;&gt;&amp;nbsp;model&lt;/span&gt;&lt;span style=&quot;font-family: &amp;quot;var(--jp-content-font-family)&amp;quot;,serif; font-size: 10.0pt;&quot;&gt;&lt;o:p&gt;&lt;/o:p&gt;&lt;/span&gt;&lt;/li&gt;
  16. &lt;/ul&gt;&lt;ul style=&quot;font-size: var(--jp-content-font-size4);&quot; type=&quot;square&quot;&gt;
  17. &lt;li class=&quot;MsoNormal&quot; style=&quot;background-attachment: initial; background-clip: initial; background-image: initial; background-origin: initial; background-position: initial; background-repeat: initial; background-size: initial; line-height: normal;&quot;&gt;&lt;span style=&quot;color: black; font-family: &amp;quot;var(--jp-content-font-family)&amp;quot;,serif; font-size: 10.0pt; mso-color-alt: windowtext;&quot;&gt;For more information on, go
  18.     here:&amp;nbsp;&lt;a href=&quot;https://learn.microsoft.com/azure/ai-services/openai/how-to/completions&quot;&gt;https://learn.microsoft.com/azure/ai-services/openai/how-to/completions&lt;/a&gt;&lt;/span&gt;&lt;span style=&quot;font-family: &amp;quot;var(--jp-content-font-family)&amp;quot;,serif; font-size: 10.0pt;&quot;&gt;&lt;o:p&gt;&lt;/o:p&gt;&lt;/span&gt;&lt;/li&gt;
  19. &lt;/ul&gt;&lt;ul style=&quot;font-size: var(--jp-content-font-size4);&quot; type=&quot;square&quot;&gt;
  20. &lt;li class=&quot;MsoNormal&quot; style=&quot;background-attachment: initial; background-clip: initial; background-image: initial; background-origin: initial; background-position: initial; background-repeat: initial; background-size: initial; line-height: normal;&quot;&gt;&lt;span style=&quot;color: black; font-family: &amp;quot;var(--jp-content-font-family)&amp;quot;,serif; font-size: 10.0pt; mso-color-alt: windowtext;&quot;&gt;For more information on, go
  21.     here:&amp;nbsp;&lt;a href=&quot;https://learn.microsoft.com/azure/ai-services/openai/how-to/embeddings&quot;&gt;https://learn.microsoft.com/azure/ai-services/openai/how-to/embeddings&lt;/a&gt;&lt;/span&gt;&lt;span style=&quot;font-family: &amp;quot;var(--jp-content-font-family)&amp;quot;,serif; font-size: 10.0pt;&quot;&gt;&lt;o:p&gt;&lt;/o:p&gt;&lt;/span&gt;&lt;/li&gt;
  22. &lt;/ul&gt;&lt;ul style=&quot;font-size: var(--jp-content-font-size4); list-style-image: initial; list-style-position: initial;&quot; type=&quot;disc&quot;&gt;
  23. &lt;li class=&quot;MsoNormal&quot; style=&quot;background-attachment: initial; background-clip: initial; background-image: initial; background-origin: initial; background-position: initial; background-repeat: initial; background-size: initial; line-height: normal;&quot;&gt;&lt;span style=&quot;color: black; font-family: &amp;quot;var(--jp-content-font-family)&amp;quot;,serif; font-size: 10.0pt; mso-color-alt: windowtext;&quot;&gt;Copy the endpoint, key, and
  24.     deployment names for (the embeddings model, and completions model) into
  25.     the config.json file.&lt;/span&gt;&lt;span style=&quot;font-family: &amp;quot;var(--jp-content-font-family)&amp;quot;,serif; font-size: 10.0pt;&quot;&gt;&lt;o:p&gt;&lt;/o:p&gt;&lt;/span&gt;&lt;/li&gt;
  26. &lt;/ul&gt;&lt;p style=&quot;background-attachment: initial; background-clip: initial; background-image: initial; background-origin: initial; background-position: initial; background-repeat: initial; background-size: initial; font-size: var(--jp-content-font-size1); margin: 0in 0in 12pt;&quot;&gt;&lt;span style=&quot;color: black; font-family: &amp;quot;var(--jp-content-font-family)&amp;quot;,serif; font-size: 10.0pt; mso-color-alt: windowtext;&quot;&gt;Finally, let&#39;s set up our Azure OpenAI
  27. resource Currently, access to this service is granted only by application. You
  28. can apply for access to Azure OpenAI by completing the form at&amp;nbsp;&lt;a href=&quot;https://aka.ms/oai/access&quot;&gt;https://aka.ms/oai/access&lt;/a&gt;. Once you have
  29. access, complete the following steps:&lt;/span&gt;&lt;span style=&quot;font-family: &amp;quot;var(--jp-content-font-family)&amp;quot;,serif; font-size: 10.0pt;&quot;&gt;&lt;o:p&gt;&lt;/o:p&gt;&lt;/span&gt;&lt;/p&gt;&lt;h1 style=&quot;background-attachment: initial; background-clip: initial; background-image: initial; background-origin: initial; background-position: initial; background-repeat: initial; background-size: initial;&quot;&gt;&lt;span style=&quot;font-family: &amp;quot;Segoe UI&amp;quot;,sans-serif;&quot;&gt;Load
  30. data and create embeddings&lt;o:p&gt;&lt;/o:p&gt;&lt;/span&gt;&lt;/h1&gt;&lt;p style=&quot;font-weight: var(--jp-content-heading-font-weight); line-height: var(--jp-content-heading-line-height); margin-top: calc(0.5 * var(--jp-content-heading-margin-top));&quot;&gt;
  31.  
  32.  
  33.  
  34.  
  35.  
  36.  
  37.  
  38.  
  39.  
  40.  
  41.  
  42.  
  43.  
  44.  
  45.  
  46. &lt;/p&gt;&lt;p style=&quot;background-attachment: initial; background-clip: initial; background-image: initial; background-origin: initial; background-position: initial; background-repeat: initial; background-size: initial; font-size: var(--jp-content-font-size1); margin: 0in 0in 6pt;&quot;&gt;&lt;span style=&quot;color: black; font-family: &amp;quot;var(--jp-content-font-family)&amp;quot;,serif; font-size: 10.0pt; mso-color-alt: windowtext;&quot;&gt;Here we load a sample dataset containing
  47. descriptions of Azure services, and then we use Azure OpenAI to create vector
  48. embeddings from this data.&lt;/span&gt;&lt;span style=&quot;font-family: &amp;quot;var(--jp-content-font-family)&amp;quot;,serif; font-size: 10.0pt;&quot;&gt;&lt;o:p&gt;&lt;/o:p&gt;&lt;/span&gt;&lt;/p&gt;&lt;div style=&quot;background-color: #1f1f1f; color: #cccccc; font-family: Consolas, &amp;quot;Courier New&amp;quot;, monospace; font-size: 14px; line-height: 19px; white-space: pre;&quot;&gt;&lt;div&gt;&lt;span style=&quot;color: #6a9955;&quot;&gt;# Load text-sample.json data file. Embeddings will need to be generated using the function below.&lt;/span&gt;&lt;/div&gt;&lt;div&gt;&lt;span style=&quot;color: #6a9955;&quot;&gt;#data_file = open(file=&quot;../../DataSet/AzureServices/text-sample.json&quot;, mode=&quot;r&quot;)&lt;/span&gt;&lt;/div&gt;&lt;br /&gt;&lt;div&gt;&lt;span style=&quot;color: #6a9955;&quot;&gt;# OR Load text-sample_w_embeddings.json which has embeddings pre-computed&lt;/span&gt;&lt;/div&gt;&lt;div&gt;&lt;span style=&quot;color: #9cdcfe;&quot;&gt;data_file&lt;/span&gt; &lt;span style=&quot;color: #d4d4d4;&quot;&gt;=&lt;/span&gt; &lt;span style=&quot;color: #dcdcaa;&quot;&gt;open&lt;/span&gt;(&lt;span style=&quot;color: #9cdcfe;&quot;&gt;file&lt;/span&gt;&lt;span style=&quot;color: #d4d4d4;&quot;&gt;=&lt;/span&gt;&lt;span style=&quot;color: #ce9178;&quot;&gt;&quot;./text-sample_w_embeddings.json&quot;&lt;/span&gt;, &lt;span style=&quot;color: #9cdcfe;&quot;&gt;mode&lt;/span&gt;&lt;span style=&quot;color: #d4d4d4;&quot;&gt;=&lt;/span&gt;&lt;span style=&quot;color: #ce9178;&quot;&gt;&quot;r&quot;&lt;/span&gt;) &lt;/div&gt;&lt;div&gt;&lt;span style=&quot;color: #9cdcfe;&quot;&gt;data&lt;/span&gt; &lt;span style=&quot;color: #d4d4d4;&quot;&gt;=&lt;/span&gt; &lt;span style=&quot;color: #4ec9b0;&quot;&gt;json&lt;/span&gt;.&lt;span style=&quot;color: #dcdcaa;&quot;&gt;load&lt;/span&gt;(&lt;span style=&quot;color: #9cdcfe;&quot;&gt;data_file&lt;/span&gt;)&lt;/div&gt;&lt;div&gt;&lt;span style=&quot;color: #9cdcfe;&quot;&gt;data_file&lt;/span&gt;.&lt;span style=&quot;color: #dcdcaa;&quot;&gt;close&lt;/span&gt;()&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;p class=&quot;MsoNormal&quot;&gt;&lt;span style=&quot;background-color: #1f1f1f; color: #6a9955; font-family: Consolas, &amp;quot;Courier New&amp;quot;, monospace; font-size: 14px; white-space: pre;&quot;&gt;# Take a peek at one data item&lt;/span&gt;&lt;/p&gt;&lt;div style=&quot;background-color: #1f1f1f; color: #cccccc; font-family: Consolas, &amp;quot;Courier New&amp;quot;, monospace; font-size: 14px; line-height: 19px; white-space: pre;&quot;&gt;&lt;div&gt;&lt;span style=&quot;color: #dcdcaa;&quot;&gt;print&lt;/span&gt;(&lt;span style=&quot;color: #4ec9b0;&quot;&gt;json&lt;/span&gt;.&lt;span style=&quot;color: #dcdcaa;&quot;&gt;dumps&lt;/span&gt;(&lt;span style=&quot;color: #9cdcfe;&quot;&gt;data&lt;/span&gt;[&lt;span style=&quot;color: #b5cea8;&quot;&gt;0&lt;/span&gt;], &lt;span style=&quot;color: #9cdcfe;&quot;&gt;indent&lt;/span&gt;&lt;span style=&quot;color: #d4d4d4;&quot;&gt;=&lt;/span&gt;&lt;span style=&quot;color: #b5cea8;&quot;&gt;2&lt;/span&gt;))&lt;/div&gt;&lt;/div&gt;&lt;p class=&quot;MsoNormal&quot;&gt;&lt;span style=&quot;color: #cccccc; font-family: Consolas, &amp;quot;Courier New&amp;quot;, monospace; font-size: 14px; white-space: pre;&quot;&gt;{
  49. &lt;/span&gt;&lt;span style=&quot;color: #cccccc; font-family: Consolas, &amp;quot;Courier New&amp;quot;, monospace; font-size: 14px; white-space: pre;&quot;&gt;  &quot;id&quot;: &quot;1&quot;,
  50. &lt;/span&gt;&lt;span style=&quot;color: #cccccc; font-family: Consolas, &amp;quot;Courier New&amp;quot;, monospace; font-size: 14px; white-space: pre;&quot;&gt;  &quot;title&quot;: &quot;Azure App Service&quot;,
  51. &lt;/span&gt;&lt;span style=&quot;color: #cccccc; font-family: Consolas, &amp;quot;Courier New&amp;quot;, monospace; font-size: 14px; white-space: pre;&quot;&gt;  &quot;content&quot;: &quot;Azure App Service is a fully managed platform for building, deploying, and scaling web apps. You can host web apps, mobile app backends, and RESTful APIs. It supports a variety of programming languages and frameworks, such as .NET, Java, Node.js, Python, and PHP. The service offers built-in auto-scaling and load balancing capabilities. It also provides integration with other Azure services, such as Azure DevOps, GitHub, and Bitbucket.&quot;,
  52. &lt;/span&gt;&lt;span style=&quot;color: #cccccc; font-family: Consolas, &amp;quot;Courier New&amp;quot;, monospace; font-size: 14px; white-space: pre;&quot;&gt;  &quot;category&quot;: &quot;Web&quot;,
  53. &lt;/span&gt;&lt;span style=&quot;color: #cccccc; font-family: Consolas, &amp;quot;Courier New&amp;quot;, monospace; font-size: 14px; white-space: pre;&quot;&gt;  &quot;titleVector&quot;: [
  54. &lt;/span&gt;&lt;span style=&quot;color: #cccccc; font-family: Consolas, &amp;quot;Courier New&amp;quot;, monospace; font-size: 14px; white-space: pre;&quot;&gt;    -0.0017071267357096076,
  55. &lt;/span&gt;&lt;span style=&quot;color: #cccccc; font-family: Consolas, &amp;quot;Courier New&amp;quot;, monospace; font-size: 14px; white-space: pre;&quot;&gt;    -0.01391641329973936,
  56. &lt;/span&gt;&lt;span style=&quot;color: #cccccc; font-family: Consolas, &amp;quot;Courier New&amp;quot;, monospace; font-size: 14px; white-space: pre;&quot;&gt;    0.0017036213539540768,
  57. &lt;/span&gt;&lt;span style=&quot;color: #cccccc; font-family: Consolas, &amp;quot;Courier New&amp;quot;, monospace; font-size: 14px; white-space: pre;&quot;&gt;    -0.018410328775644302,&lt;/span&gt;&lt;/p&gt;&lt;p class=&quot;MsoNormal&quot;&gt;&lt;span style=&quot;color: #cccccc; font-family: Consolas, &amp;quot;Courier New&amp;quot;, monospace; font-size: 14px; white-space: pre;&quot;&gt;&lt;br /&gt;&lt;/span&gt;&lt;/p&gt;&lt;h1 style=&quot;background: white;&quot;&gt;&lt;span style=&quot;font-family: &amp;quot;var(--jp-content-font-family)&amp;quot;,serif;&quot;&gt;Creating
  58. Open AI Client for Library 1.xx&lt;o:p&gt;&lt;/o:p&gt;&lt;/span&gt;&lt;/h1&gt;&lt;div&gt;&lt;div style=&quot;background-color: #1f1f1f; color: #cccccc; font-family: Consolas, &amp;quot;Courier New&amp;quot;, monospace; font-size: 14px; line-height: 19px; white-space: pre;&quot;&gt;&lt;div&gt;&lt;span style=&quot;color: #9cdcfe;&quot;&gt;client&lt;/span&gt; &lt;span style=&quot;color: #d4d4d4;&quot;&gt;=&lt;/span&gt; AzureOpenAI(&lt;/div&gt;&lt;div&gt;&amp;nbsp; &lt;span style=&quot;color: #9cdcfe;&quot;&gt;api_key&lt;/span&gt; &lt;span style=&quot;color: #d4d4d4;&quot;&gt;=&lt;/span&gt;&lt;span style=&quot;color: #9cdcfe;&quot;&gt;config&lt;/span&gt;[&lt;span style=&quot;color: #ce9178;&quot;&gt;&#39;openai_api_key&#39;&lt;/span&gt;], &amp;nbsp;&lt;/div&gt;&lt;div&gt;&amp;nbsp; &lt;span style=&quot;color: #9cdcfe;&quot;&gt;api_version&lt;/span&gt; &lt;span style=&quot;color: #d4d4d4;&quot;&gt;=&lt;/span&gt; &lt;span style=&quot;color: #ce9178;&quot;&gt;&quot;2023-05-15&quot;&lt;/span&gt;,&lt;/div&gt;&lt;div&gt;&amp;nbsp; &lt;span style=&quot;color: #9cdcfe;&quot;&gt;azure_endpoint&lt;/span&gt; &lt;span style=&quot;color: #d4d4d4;&quot;&gt;=&lt;/span&gt;&lt;span style=&quot;color: #9cdcfe;&quot;&gt;config&lt;/span&gt;[&lt;span style=&quot;color: #ce9178;&quot;&gt;&#39;openai_api_endpoint&#39;&lt;/span&gt;]&lt;/div&gt;&lt;div&gt;)&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;p class=&quot;MsoNormal&quot;&gt;&lt;span style=&quot;background-color: white; color: rgba(0, 0, 0, 0.87); font-family: system-ui, -apple-system, blinkmacsystemfont, &amp;quot;Segoe UI&amp;quot;, helvetica, arial, sans-serif, &amp;quot;Apple Color Emoji&amp;quot;, &amp;quot;Segoe UI Emoji&amp;quot;, &amp;quot;Segoe UI Symbol&amp;quot;; font-size: 14px;&quot;&gt;&lt;br /&gt;&lt;/span&gt;&lt;/p&gt;&lt;div style=&quot;background-color: #1f1f1f; color: #cccccc; font-family: Consolas, &amp;quot;Courier New&amp;quot;, monospace; font-size: 14px; line-height: 19px; white-space: pre;&quot;&gt;&lt;div&gt;&lt;span style=&quot;color: #dcdcaa;&quot;&gt;@retry&lt;/span&gt;(&lt;span style=&quot;color: #9cdcfe;&quot;&gt;wait&lt;/span&gt;&lt;span style=&quot;color: #d4d4d4;&quot;&gt;=&lt;/span&gt;wait_random_exponential(&lt;span style=&quot;color: #9cdcfe;&quot;&gt;min&lt;/span&gt;&lt;span style=&quot;color: #d4d4d4;&quot;&gt;=&lt;/span&gt;&lt;span style=&quot;color: #b5cea8;&quot;&gt;1&lt;/span&gt;, &lt;span style=&quot;color: #9cdcfe;&quot;&gt;max&lt;/span&gt;&lt;span style=&quot;color: #d4d4d4;&quot;&gt;=&lt;/span&gt;&lt;span style=&quot;color: #b5cea8;&quot;&gt;20&lt;/span&gt;), &lt;span style=&quot;color: #9cdcfe;&quot;&gt;stop&lt;/span&gt;&lt;span style=&quot;color: #d4d4d4;&quot;&gt;=&lt;/span&gt;stop_after_attempt(&lt;span style=&quot;color: #b5cea8;&quot;&gt;10&lt;/span&gt;))&lt;/div&gt;&lt;div&gt;&lt;span style=&quot;color: #569cd6;&quot;&gt;def&lt;/span&gt; &lt;span style=&quot;color: #dcdcaa;&quot;&gt;generate_embeddings&lt;/span&gt;(&lt;span style=&quot;color: #9cdcfe;&quot;&gt;text&lt;/span&gt;):&lt;/div&gt;&lt;div&gt;&amp;nbsp; &amp;nbsp; &lt;span style=&quot;color: #ce9178;&quot;&gt;&#39;&#39;&#39;&lt;/span&gt;&lt;/div&gt;&lt;div&gt;&lt;span style=&quot;color: #ce9178;&quot;&gt;&amp;nbsp; &amp;nbsp; Generate embeddings from string of text.&lt;/span&gt;&lt;/div&gt;&lt;div&gt;&lt;span style=&quot;color: #ce9178;&quot;&gt;&amp;nbsp; &amp;nbsp; This will be used to vectorize data and user input for interactions with Azure OpenAI.&lt;/span&gt;&lt;/div&gt;&lt;div&gt;&lt;span style=&quot;color: #ce9178;&quot;&gt;&amp;nbsp; &amp;nbsp; &#39;&#39;&#39;&lt;/span&gt;&lt;/div&gt;&lt;div&gt;&amp;nbsp; &amp;nbsp;&lt;/div&gt;&lt;div&gt;&amp;nbsp; &amp;nbsp;&lt;/div&gt;&lt;div&gt;&amp;nbsp; &amp;nbsp; &lt;span style=&quot;color: #9cdcfe;&quot;&gt;embeddings&lt;/span&gt; &lt;span style=&quot;color: #d4d4d4;&quot;&gt;=&lt;/span&gt; &lt;span style=&quot;color: #9cdcfe;&quot;&gt;client&lt;/span&gt;.embeddings.create(&lt;span style=&quot;color: #9cdcfe;&quot;&gt;input&lt;/span&gt; &lt;span style=&quot;color: #d4d4d4;&quot;&gt;=&lt;/span&gt; &lt;span style=&quot;color: #ce9178;&quot;&gt;&quot;test&quot;&lt;/span&gt;, &lt;span style=&quot;color: #9cdcfe;&quot;&gt;model&lt;/span&gt;&lt;span style=&quot;color: #d4d4d4;&quot;&gt;=&lt;/span&gt;&lt;span style=&quot;color: #ce9178;&quot;&gt;&quot;myembeddingmodel&quot;&lt;/span&gt;).data[&lt;span style=&quot;color: #b5cea8;&quot;&gt;0&lt;/span&gt;].embedding &lt;/div&gt;&lt;div&gt;&amp;nbsp; &amp;nbsp; &lt;span style=&quot;color: #4ec9b0;&quot;&gt;time&lt;/span&gt;.&lt;span style=&quot;color: #dcdcaa;&quot;&gt;sleep&lt;/span&gt;(&lt;span style=&quot;color: #b5cea8;&quot;&gt;0.2&lt;/span&gt;) &lt;span style=&quot;color: #6a9955;&quot;&gt;# rest period to avoid rate limiting on AOAI for free tier&lt;/span&gt;&lt;/div&gt;&lt;div&gt;&amp;nbsp; &amp;nbsp; &lt;span style=&quot;color: #c586c0;&quot;&gt;return&lt;/span&gt; &lt;span style=&quot;color: #9cdcfe;&quot;&gt;embeddings&lt;/span&gt;&lt;/div&gt;&lt;div&gt;&lt;span style=&quot;color: #9cdcfe;&quot;&gt;&lt;br /&gt;&lt;/span&gt;&lt;/div&gt;&lt;div&gt;&lt;span style=&quot;color: #9cdcfe;&quot;&gt;&lt;br /&gt;&lt;/span&gt;&lt;/div&gt;&lt;/div&gt;&lt;p class=&quot;MsoNormal&quot;&gt;&lt;span style=&quot;background-color: white; color: rgba(0, 0, 0, 0.87); font-family: system-ui, -apple-system, blinkmacsystemfont, &amp;quot;Segoe UI&amp;quot;, helvetica, arial, sans-serif, &amp;quot;Apple Color Emoji&amp;quot;, &amp;quot;Segoe UI Emoji&amp;quot;, &amp;quot;Segoe UI Symbol&amp;quot;; font-size: 14px;&quot;&gt;&lt;br /&gt;&lt;/span&gt;&lt;/p&gt;&lt;div style=&quot;background-color: #1f1f1f; color: #cccccc; font-family: Consolas, &amp;quot;Courier New&amp;quot;, monospace; font-size: 14px; line-height: 19px; white-space: pre;&quot;&gt;&lt;div&gt;&lt;span style=&quot;color: #6a9955;&quot;&gt;# Generate embeddings for title and content fields&lt;/span&gt;&lt;/div&gt;&lt;div&gt;&lt;span style=&quot;color: #9cdcfe;&quot;&gt;n&lt;/span&gt; &lt;span style=&quot;color: #d4d4d4;&quot;&gt;=&lt;/span&gt; &lt;span style=&quot;color: #b5cea8;&quot;&gt;0&lt;/span&gt;&lt;/div&gt;&lt;div&gt;&lt;span style=&quot;color: #c586c0;&quot;&gt;for&lt;/span&gt; &lt;span style=&quot;color: #9cdcfe;&quot;&gt;item&lt;/span&gt; &lt;span style=&quot;color: #c586c0;&quot;&gt;in&lt;/span&gt; &lt;span style=&quot;color: #9cdcfe;&quot;&gt;data&lt;/span&gt;:&lt;/div&gt;&lt;div&gt;&amp;nbsp; &amp;nbsp; &lt;span style=&quot;color: #9cdcfe;&quot;&gt;n&lt;/span&gt;&lt;span style=&quot;color: #d4d4d4;&quot;&gt;+=&lt;/span&gt;&lt;span style=&quot;color: #b5cea8;&quot;&gt;1&lt;/span&gt;&lt;/div&gt;&lt;div&gt;&amp;nbsp; &amp;nbsp; &lt;span style=&quot;color: #9cdcfe;&quot;&gt;title&lt;/span&gt; &lt;span style=&quot;color: #d4d4d4;&quot;&gt;=&lt;/span&gt; &lt;span style=&quot;color: #9cdcfe;&quot;&gt;item&lt;/span&gt;[&lt;span style=&quot;color: #ce9178;&quot;&gt;&#39;title&#39;&lt;/span&gt;]&lt;/div&gt;&lt;div&gt;&amp;nbsp; &amp;nbsp; &lt;span style=&quot;color: #9cdcfe;&quot;&gt;content&lt;/span&gt; &lt;span style=&quot;color: #d4d4d4;&quot;&gt;=&lt;/span&gt; &lt;span style=&quot;color: #9cdcfe;&quot;&gt;item&lt;/span&gt;[&lt;span style=&quot;color: #ce9178;&quot;&gt;&#39;content&#39;&lt;/span&gt;]&lt;/div&gt;&lt;div&gt;&amp;nbsp; &amp;nbsp; &lt;span style=&quot;color: #9cdcfe;&quot;&gt;title_embeddings&lt;/span&gt; &lt;span style=&quot;color: #d4d4d4;&quot;&gt;=&lt;/span&gt; &lt;span style=&quot;color: #dcdcaa;&quot;&gt;generate_embeddings&lt;/span&gt;(&lt;span style=&quot;color: #9cdcfe;&quot;&gt;title&lt;/span&gt;)&lt;/div&gt;&lt;div&gt;&amp;nbsp; &amp;nbsp; &lt;span style=&quot;color: #9cdcfe;&quot;&gt;content_embeddings&lt;/span&gt; &lt;span style=&quot;color: #d4d4d4;&quot;&gt;=&lt;/span&gt; &lt;span style=&quot;color: #dcdcaa;&quot;&gt;generate_embeddings&lt;/span&gt;(&lt;span style=&quot;color: #9cdcfe;&quot;&gt;content&lt;/span&gt;)&lt;/div&gt;&lt;div&gt;&amp;nbsp; &amp;nbsp; &lt;span style=&quot;color: #9cdcfe;&quot;&gt;item&lt;/span&gt;[&lt;span style=&quot;color: #ce9178;&quot;&gt;&#39;titleVector&#39;&lt;/span&gt;] &lt;span style=&quot;color: #d4d4d4;&quot;&gt;=&lt;/span&gt; &lt;span style=&quot;color: #9cdcfe;&quot;&gt;title_embeddings&lt;/span&gt;&lt;/div&gt;&lt;div&gt;&amp;nbsp; &amp;nbsp; &lt;span style=&quot;color: #9cdcfe;&quot;&gt;item&lt;/span&gt;[&lt;span style=&quot;color: #ce9178;&quot;&gt;&#39;contentVector&#39;&lt;/span&gt;] &lt;span style=&quot;color: #d4d4d4;&quot;&gt;=&lt;/span&gt; &lt;span style=&quot;color: #9cdcfe;&quot;&gt;content_embeddings&lt;/span&gt;&lt;/div&gt;&lt;div&gt;&amp;nbsp; &amp;nbsp; &lt;span style=&quot;color: #9cdcfe;&quot;&gt;item&lt;/span&gt;[&lt;span style=&quot;color: #ce9178;&quot;&gt;&#39;@search.action&#39;&lt;/span&gt;] &lt;span style=&quot;color: #d4d4d4;&quot;&gt;=&lt;/span&gt; &lt;span style=&quot;color: #ce9178;&quot;&gt;&#39;upload&#39;&lt;/span&gt;&lt;/div&gt;&lt;div&gt;&amp;nbsp; &amp;nbsp; &lt;span style=&quot;color: #dcdcaa;&quot;&gt;print&lt;/span&gt;(&lt;span style=&quot;color: #ce9178;&quot;&gt;&quot;Creating embeddings for item:&quot;&lt;/span&gt;, &lt;span style=&quot;color: #9cdcfe;&quot;&gt;n&lt;/span&gt;, &lt;span style=&quot;color: #ce9178;&quot;&gt;&quot;/&quot;&lt;/span&gt; ,&lt;span style=&quot;color: #dcdcaa;&quot;&gt;len&lt;/span&gt;(&lt;span style=&quot;color: #9cdcfe;&quot;&gt;data&lt;/span&gt;), &lt;span style=&quot;color: #9cdcfe;&quot;&gt;end&lt;/span&gt;&lt;span style=&quot;color: #d4d4d4;&quot;&gt;=&lt;/span&gt;&lt;span style=&quot;color: #ce9178;&quot;&gt;&#39;&lt;/span&gt;&lt;span style=&quot;color: #d7ba7d;&quot;&gt;\r&lt;/span&gt;&lt;span style=&quot;color: #ce9178;&quot;&gt;&#39;&lt;/span&gt;)&lt;/div&gt;&lt;div&gt;&lt;span style=&quot;color: #6a9955;&quot;&gt;# Save embeddings to sample_text_w_embeddings.json file&lt;/span&gt;&lt;/div&gt;&lt;div&gt;&lt;span style=&quot;color: #c586c0;&quot;&gt;with&lt;/span&gt; &lt;span style=&quot;color: #dcdcaa;&quot;&gt;open&lt;/span&gt;(&lt;span style=&quot;color: #ce9178;&quot;&gt;&quot;./text-sample_w_embeddings.json&quot;&lt;/span&gt;, &lt;span style=&quot;color: #ce9178;&quot;&gt;&quot;w&quot;&lt;/span&gt;) &lt;span style=&quot;color: #c586c0;&quot;&gt;as&lt;/span&gt; &lt;span style=&quot;color: #9cdcfe;&quot;&gt;f&lt;/span&gt;:&lt;/div&gt;&lt;div&gt;&amp;nbsp; &amp;nbsp; &lt;span style=&quot;color: #4ec9b0;&quot;&gt;json&lt;/span&gt;.&lt;span style=&quot;color: #dcdcaa;&quot;&gt;dump&lt;/span&gt;(&lt;span style=&quot;color: #9cdcfe;&quot;&gt;data&lt;/span&gt;, &lt;span style=&quot;color: #9cdcfe;&quot;&gt;f&lt;/span&gt;)&lt;/div&gt;&lt;div&gt;&lt;br /&gt;&lt;/div&gt;&lt;/div&gt;&lt;p class=&quot;MsoNormal&quot;&gt;&lt;span style=&quot;background-color: white; color: rgba(0, 0, 0, 0.87); font-family: system-ui, -apple-system, blinkmacsystemfont, &amp;quot;Segoe UI&amp;quot;, helvetica, arial, sans-serif, &amp;quot;Apple Color Emoji&amp;quot;, &amp;quot;Segoe UI Emoji&amp;quot;, &amp;quot;Segoe UI Symbol&amp;quot;; font-size: 14px;&quot;&gt;&lt;br /&gt;&lt;/span&gt;&lt;/p&gt;&lt;p class=&quot;MsoNormal&quot;&gt;&lt;span style=&quot;background-color: white; color: rgba(0, 0, 0, 0.87); font-family: system-ui, -apple-system, blinkmacsystemfont, &amp;quot;Segoe UI&amp;quot;, helvetica, arial, sans-serif, &amp;quot;Apple Color Emoji&amp;quot;, &amp;quot;Segoe UI Emoji&amp;quot;, &amp;quot;Segoe UI Symbol&amp;quot;; font-size: 14px;&quot;&gt;&lt;br /&gt;&lt;/span&gt;&lt;/p&gt;&lt;h1 style=&quot;background: white;&quot;&gt;&lt;span style=&quot;font-family: &amp;quot;var(--jp-content-font-family)&amp;quot;,serif;&quot;&gt;Connect
  59. and setup Cosmos DB for MongoDB vCore&lt;o:p&gt;&lt;/o:p&gt;&lt;/span&gt;&lt;/h1&gt;&lt;p class=&quot;MsoNormal&quot;&gt;
  60.  
  61. &lt;/p&gt;&lt;h2 id=&quot;Set-up-the-connection&quot; style=&quot;background: white; font-size: var(--jp-content-font-size4); font-weight: var(--jp-content-heading-font-weight); line-height: var(--jp-content-heading-line-height); margin-bottom: calc(0.5 * var(--jp-content-heading-margin-bottom)); margin-top: calc(0.5 * var(--jp-content-heading-margin-top));&quot;&gt;&lt;span style=&quot;font-family: &amp;quot;var(--jp-content-font-family)&amp;quot;,serif;&quot;&gt;Set up the connection&lt;o:p&gt;&lt;/o:p&gt;&lt;/span&gt;&lt;/h2&gt;&lt;div&gt;&lt;div style=&quot;background-color: #1f1f1f; color: #cccccc; font-family: Consolas, &amp;quot;Courier New&amp;quot;, monospace; font-size: 14px; line-height: 19px; white-space: pre;&quot;&gt;&lt;div&gt;&lt;span style=&quot;color: #9cdcfe;&quot;&gt;mongo_client&lt;/span&gt; &lt;span style=&quot;color: #d4d4d4;&quot;&gt;=&lt;/span&gt; &lt;span style=&quot;color: #4ec9b0;&quot;&gt;pymongo&lt;/span&gt;.MongoClient(&lt;span style=&quot;color: #ce9178;&quot;&gt;&quot;mongodb+srv://user:pass@xxxx.mongocluster.cosmos.azure.com/&lt;/span&gt;&lt;/div&gt;&lt;div&gt;&lt;span style=&quot;color: #ce9178;&quot;&gt;?tls=true&amp;amp;authMechanism=SCRAM-SHA-256&amp;amp;retrywrites=false&amp;amp;maxIdleTimeMS=120000&quot;&lt;/span&gt;)&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;
  62.  
  63. &lt;p class=&quot;MsoNormal&quot;&gt;&lt;o:p&gt;&amp;nbsp;&lt;/o:p&gt;&lt;/p&gt;&lt;p class=&quot;MsoNormal&quot;&gt;&lt;o:p&gt;&lt;/o:p&gt;&lt;/p&gt;&lt;h2 style=&quot;background: white;&quot;&gt;&lt;span style=&quot;font-family: &amp;quot;var(--jp-content-font-family)&amp;quot;,serif;&quot;&gt;Set
  64. up the DB and collection&lt;o:p&gt;&lt;/o:p&gt;&lt;/span&gt;&lt;/h2&gt;&lt;div&gt;&lt;div style=&quot;background-color: #1f1f1f; color: #cccccc; font-family: Consolas, &amp;quot;Courier New&amp;quot;, monospace; font-size: 14px; line-height: 19px; white-space: pre;&quot;&gt;&lt;div&gt;&lt;span style=&quot;color: #6a9955;&quot;&gt;# create a database called TutorialDB&lt;/span&gt;&lt;/div&gt;&lt;div&gt;&lt;span style=&quot;color: #9cdcfe;&quot;&gt;db&lt;/span&gt; &lt;span style=&quot;color: #d4d4d4;&quot;&gt;=&lt;/span&gt; &lt;span style=&quot;color: #9cdcfe;&quot;&gt;mongo_client&lt;/span&gt;[&lt;span style=&quot;color: #ce9178;&quot;&gt;&#39;ExampleDB&#39;&lt;/span&gt;]&lt;/div&gt;&lt;br /&gt;&lt;div&gt;&lt;span style=&quot;color: #6a9955;&quot;&gt;# Create collection if it doesn&#39;t exist&lt;/span&gt;&lt;/div&gt;&lt;div&gt;&lt;span style=&quot;color: #4fc1ff;&quot;&gt;COLLECTION_NAME&lt;/span&gt; &lt;span style=&quot;color: #d4d4d4;&quot;&gt;=&lt;/span&gt; &lt;span style=&quot;color: #ce9178;&quot;&gt;&quot;ExampleCollection&quot;&lt;/span&gt;&lt;/div&gt;&lt;br /&gt;&lt;div&gt;&lt;span style=&quot;color: #9cdcfe;&quot;&gt;collection&lt;/span&gt; &lt;span style=&quot;color: #d4d4d4;&quot;&gt;=&lt;/span&gt; &lt;span style=&quot;color: #9cdcfe;&quot;&gt;db&lt;/span&gt;[&lt;span style=&quot;color: #4fc1ff;&quot;&gt;COLLECTION_NAME&lt;/span&gt;]&lt;/div&gt;&lt;br /&gt;&lt;div&gt;&lt;span style=&quot;color: #c586c0;&quot;&gt;if&lt;/span&gt; &lt;span style=&quot;color: #4fc1ff;&quot;&gt;COLLECTION_NAME&lt;/span&gt; &lt;span style=&quot;color: #569cd6;&quot;&gt;not&lt;/span&gt; &lt;span style=&quot;color: #569cd6;&quot;&gt;in&lt;/span&gt; &lt;span style=&quot;color: #9cdcfe;&quot;&gt;db&lt;/span&gt;.list_collection_names():&lt;/div&gt;&lt;div&gt;&amp;nbsp; &amp;nbsp; &lt;span style=&quot;color: #6a9955;&quot;&gt;# Creates a unsharded collection that uses the DBs shared throughput&lt;/span&gt;&lt;/div&gt;&lt;div&gt;&amp;nbsp; &amp;nbsp; &lt;span style=&quot;color: #9cdcfe;&quot;&gt;db&lt;/span&gt;.create_collection(&lt;span style=&quot;color: #4fc1ff;&quot;&gt;COLLECTION_NAME&lt;/span&gt;)&lt;/div&gt;&lt;div&gt;&amp;nbsp; &amp;nbsp; &lt;span style=&quot;color: #dcdcaa;&quot;&gt;print&lt;/span&gt;(&lt;span style=&quot;color: #ce9178;&quot;&gt;&quot;Created collection &#39;&lt;/span&gt;&lt;span style=&quot;color: #569cd6;&quot;&gt;{}&lt;/span&gt;&lt;span style=&quot;color: #ce9178;&quot;&gt;&#39;.&lt;/span&gt;&lt;span style=&quot;color: #d7ba7d;&quot;&gt;\n&lt;/span&gt;&lt;span style=&quot;color: #ce9178;&quot;&gt;&quot;&lt;/span&gt;.&lt;span style=&quot;color: #dcdcaa;&quot;&gt;format&lt;/span&gt;(&lt;span style=&quot;color: #4fc1ff;&quot;&gt;COLLECTION_NAME&lt;/span&gt;))&lt;/div&gt;&lt;div&gt;&lt;span style=&quot;color: #c586c0;&quot;&gt;else&lt;/span&gt;:&lt;/div&gt;&lt;div&gt;&amp;nbsp; &amp;nbsp; &lt;span style=&quot;color: #dcdcaa;&quot;&gt;print&lt;/span&gt;(&lt;span style=&quot;color: #ce9178;&quot;&gt;&quot;Using collection: &#39;&lt;/span&gt;&lt;span style=&quot;color: #569cd6;&quot;&gt;{}&lt;/span&gt;&lt;span style=&quot;color: #ce9178;&quot;&gt;&#39;.&lt;/span&gt;&lt;span style=&quot;color: #d7ba7d;&quot;&gt;\n&lt;/span&gt;&lt;span style=&quot;color: #ce9178;&quot;&gt;&quot;&lt;/span&gt;.&lt;span style=&quot;color: #dcdcaa;&quot;&gt;format&lt;/span&gt;(&lt;span style=&quot;color: #4fc1ff;&quot;&gt;COLLECTION_NAME&lt;/span&gt;))&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div&gt;&lt;span style=&quot;font-family: &amp;quot;var(--jp-content-font-family)&amp;quot;,serif;&quot;&gt;&lt;br /&gt;&lt;/span&gt;&lt;/div&gt;&lt;div&gt;&lt;span style=&quot;font-family: &amp;quot;var(--jp-content-font-family)&amp;quot;,serif;&quot;&gt;&lt;br /&gt;&lt;/span&gt;&lt;/div&gt;&lt;div&gt;&lt;span style=&quot;font-family: &amp;quot;var(--jp-content-font-family)&amp;quot;,serif;&quot;&gt;&lt;br /&gt;&lt;/span&gt;&lt;/div&gt;&lt;div&gt;&lt;div style=&quot;background-color: #1f1f1f; color: #cccccc; font-family: Consolas, &amp;quot;Courier New&amp;quot;, monospace; font-size: 14px; line-height: 19px; white-space: pre;&quot;&gt;&lt;div&gt;&lt;span style=&quot;color: #6a9955;&quot;&gt;## Use only if re-reunning code and want to reset db and collection&lt;/span&gt;&lt;/div&gt;&lt;div&gt;&lt;span style=&quot;color: #9cdcfe;&quot;&gt;collection&lt;/span&gt;.drop_index(&lt;span style=&quot;color: #ce9178;&quot;&gt;&quot;VectorSearchIndex&quot;&lt;/span&gt;)&lt;/div&gt;&lt;div&gt;&lt;span style=&quot;color: #9cdcfe;&quot;&gt;mongo_client&lt;/span&gt;.drop_database(&lt;span style=&quot;color: #ce9178;&quot;&gt;&quot;ExampleDB&quot;&lt;/span&gt;)&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div&gt;&lt;span style=&quot;font-family: &amp;quot;var(--jp-content-font-family)&amp;quot;,serif;&quot;&gt;&lt;br /&gt;&lt;/span&gt;&lt;/div&gt;&lt;div&gt;&lt;span style=&quot;font-family: &amp;quot;var(--jp-content-font-family)&amp;quot;,serif;&quot;&gt;&lt;br /&gt;&lt;/span&gt;&lt;/div&gt;&lt;div&gt;&lt;p class=&quot;MsoNormal&quot;&gt;&lt;o:p&gt;&amp;nbsp;&lt;/o:p&gt;&lt;/p&gt;
  65.  
  66. &lt;h2 style=&quot;background: white;&quot;&gt;&lt;span style=&quot;font-family: &amp;quot;var(--jp-content-font-family)&amp;quot;,serif;&quot;&gt;Create
  67. the vector index&lt;o:p&gt;&lt;/o:p&gt;&lt;/span&gt;&lt;/h2&gt;
  68.  
  69. &lt;p style=&quot;background: white; margin-bottom: 6.0pt; margin-left: 0in; margin-right: 0in; margin-top: 0in;&quot;&gt;&lt;strong&gt;&lt;span style=&quot;font-family: &amp;quot;var(--jp-content-font-family)&amp;quot;, serif; font-size: 10pt;&quot;&gt;IMPORTANT: You can only create one index
  70. per vector property.&lt;/span&gt;&lt;/strong&gt;&lt;span style=&quot;font-family: &amp;quot;var(--jp-content-font-family)&amp;quot;, serif; font-size: 10pt;&quot;&gt;&amp;nbsp;That
  71. is, you cannot create more than one index that points to the same vector
  72. property. If you want to change the index type (e.g., from IVF to HNSW) you
  73. must drop the index first before creating a new index.&lt;/span&gt;&lt;span style=&quot;font-family: &amp;quot;var(--jp-content-font-family)&amp;quot;,serif; font-size: 10.0pt;&quot;&gt;&lt;o:p&gt;&lt;/o:p&gt;&lt;/span&gt;&lt;/p&gt;
  74.  
  75. &lt;h3 id=&quot;IVF&quot; style=&quot;background: white; font-weight: var(--jp-content-heading-font-weight); line-height: var(--jp-content-heading-line-height); margin-top: calc(0.5 * var(--jp-content-heading-margin-top));&quot;&gt;&lt;span style=&quot;font-family: &amp;quot;var(--jp-content-font-family)&amp;quot;, serif;&quot;&gt;&lt;span style=&quot;font-size: large;&quot;&gt;IVF&lt;/span&gt;&lt;/span&gt;&lt;span style=&quot;font-family: &amp;quot;var(--jp-content-font-family)&amp;quot;, serif; font-size: 13.5pt; line-height: 107%;&quot;&gt;&lt;o:p&gt;&lt;/o:p&gt;&lt;/span&gt;&lt;/h3&gt;
  76.  
  77. &lt;p style=&quot;background: white; margin-bottom: 6.0pt; margin-left: 0in; margin-right: 0in; margin-top: 0in;&quot;&gt;&lt;span style=&quot;font-family: &amp;quot;var(--jp-content-font-family)&amp;quot;, serif; font-size: 10pt;&quot;&gt;IVF is the default vector indexing
  78. algorithm, which works on all cluster tiers. It&#39;s an approximate nearest
  79. neighbors (ANN) approach that uses clustering to speed up the search for
  80. similar vectors in a dataset.&lt;/span&gt;&lt;span style=&quot;font-family: &amp;quot;var(--jp-content-font-family)&amp;quot;,serif; font-size: 10.0pt;&quot;&gt;&lt;o:p&gt;&lt;/o:p&gt;&lt;/span&gt;&lt;/p&gt;&lt;/div&gt;&lt;div&gt;&lt;div style=&quot;background-color: #1f1f1f; color: #cccccc; font-family: Consolas, &amp;quot;Courier New&amp;quot;, monospace; font-size: 14px; line-height: 19px; white-space: pre;&quot;&gt;&lt;div&gt;&lt;span style=&quot;color: #9cdcfe;&quot;&gt;db&lt;/span&gt;.command({&lt;/div&gt;&lt;div&gt;&amp;nbsp; &lt;span style=&quot;color: #ce9178;&quot;&gt;&#39;createIndexes&#39;&lt;/span&gt;: &lt;span style=&quot;color: #ce9178;&quot;&gt;&#39;ExampleCollection&#39;&lt;/span&gt;,&lt;/div&gt;&lt;div&gt;&amp;nbsp; &lt;span style=&quot;color: #ce9178;&quot;&gt;&#39;indexes&#39;&lt;/span&gt;: [&lt;/div&gt;&lt;div&gt;&amp;nbsp; &amp;nbsp; {&lt;/div&gt;&lt;div&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;span style=&quot;color: #ce9178;&quot;&gt;&#39;name&#39;&lt;/span&gt;: &lt;span style=&quot;color: #ce9178;&quot;&gt;&#39;VectorSearchIndex&#39;&lt;/span&gt;,&lt;/div&gt;&lt;div&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;span style=&quot;color: #ce9178;&quot;&gt;&#39;key&#39;&lt;/span&gt;: {&lt;/div&gt;&lt;div&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;span style=&quot;color: #ce9178;&quot;&gt;&quot;contentVector&quot;&lt;/span&gt;: &lt;span style=&quot;color: #ce9178;&quot;&gt;&quot;cosmosSearch&quot;&lt;/span&gt;&lt;/div&gt;&lt;div&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; },&lt;/div&gt;&lt;div&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;span style=&quot;color: #ce9178;&quot;&gt;&#39;cosmosSearchOptions&#39;&lt;/span&gt;: {&lt;/div&gt;&lt;div&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;span style=&quot;color: #ce9178;&quot;&gt;&#39;kind&#39;&lt;/span&gt;: &lt;span style=&quot;color: #ce9178;&quot;&gt;&#39;vector-ivf&#39;&lt;/span&gt;,&lt;/div&gt;&lt;div&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;span style=&quot;color: #ce9178;&quot;&gt;&#39;numLists&#39;&lt;/span&gt;: &lt;span style=&quot;color: #b5cea8;&quot;&gt;1&lt;/span&gt;,&lt;/div&gt;&lt;div&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;span style=&quot;color: #ce9178;&quot;&gt;&#39;similarity&#39;&lt;/span&gt;: &lt;span style=&quot;color: #ce9178;&quot;&gt;&#39;COS&#39;&lt;/span&gt;,&lt;/div&gt;&lt;div&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;span style=&quot;color: #ce9178;&quot;&gt;&#39;dimensions&#39;&lt;/span&gt;: &lt;span style=&quot;color: #b5cea8;&quot;&gt;1536&lt;/span&gt;&lt;/div&gt;&lt;div&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; }&lt;/div&gt;&lt;div&gt;&amp;nbsp; &amp;nbsp; }&lt;/div&gt;&lt;div&gt;&amp;nbsp; ]&lt;/div&gt;&lt;div&gt;})&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div&gt;&lt;span style=&quot;font-family: &amp;quot;var(--jp-content-font-family)&amp;quot;,serif;&quot;&gt;&lt;br /&gt;&lt;/span&gt;&lt;/div&gt;&lt;div&gt;&lt;span style=&quot;font-family: &amp;quot;var(--jp-content-font-family)&amp;quot;,serif;&quot;&gt;&lt;br /&gt;&lt;/span&gt;&lt;/div&gt;&lt;div&gt;&lt;h3 style=&quot;background: white;&quot;&gt;&lt;span style=&quot;font-family: &amp;quot;Segoe UI&amp;quot;,sans-serif;&quot;&gt;HNSW
  81. (preview ) you skip this&lt;o:p&gt;&lt;/o:p&gt;&lt;/span&gt;&lt;/h3&gt;
  82.  
  83. &lt;p style=&quot;background: white; color: rgba(0, 0, 0, 0.87); margin: 0in 0in 12pt;&quot;&gt;&lt;span style=&quot;color: black; font-family: &amp;quot;Segoe UI&amp;quot;,sans-serif; font-size: 10.5pt; mso-color-alt: windowtext;&quot;&gt;NSW is a graph-based data structure that
  84. organizes vectors into clusters and subclusters. It facilitates fast
  85. approximate nearest neighbor search, achieving higher speeds with improved
  86. accuracy. As a preview feature, you can enable HNSW using Azure Feature
  87. Enablement Control (AFEC) by selecting the “mongoHnswIndex” feature. For
  88. detailed instructions, refer to the enable preview features documentation.&lt;/span&gt;&lt;span style=&quot;font-family: &amp;quot;Segoe UI&amp;quot;,sans-serif; font-size: 10.5pt;&quot;&gt;&lt;o:p&gt;&lt;/o:p&gt;&lt;/span&gt;&lt;/p&gt;
  89.  
  90. &lt;p style=&quot;background: white; color: rgba(0, 0, 0, 0.87); margin: 0in 0in 6pt;&quot;&gt;&lt;span style=&quot;color: black; font-family: &amp;quot;Segoe UI&amp;quot;,sans-serif; font-size: 10.5pt; mso-color-alt: windowtext;&quot;&gt;Keep in mind that HNSW operates on M50
  91. cluster tiers and higher while in preview. &lt;/span&gt;&lt;span style=&quot;color: black; font-family: &amp;quot;Segoe UI Emoji&amp;quot;,sans-serif; font-size: 10.5pt; mso-bidi-font-family: &amp;quot;Segoe UI Emoji&amp;quot;; mso-color-alt: windowtext;&quot;&gt;🚀&lt;/span&gt;&lt;span style=&quot;font-family: &amp;quot;Segoe UI&amp;quot;,sans-serif; font-size: 10.5pt;&quot;&gt;&lt;o:p&gt;&lt;/o:p&gt;&lt;/span&gt;&lt;/p&gt;&lt;/div&gt;&lt;div&gt;&lt;p class=&quot;MsoNormal&quot;&gt;&lt;o:p&gt;&amp;nbsp;&lt;/o:p&gt;&lt;/p&gt;
  92.  
  93. &lt;h2 style=&quot;background: white;&quot;&gt;&lt;span style=&quot;font-family: &amp;quot;Segoe UI&amp;quot;,sans-serif;&quot;&gt;Upload
  94. data to the collection&lt;o:p&gt;&lt;/o:p&gt;&lt;/span&gt;&lt;/h2&gt;
  95.  
  96. &lt;p style=&quot;background: white; color: rgba(0, 0, 0, 0.87); margin: 0in 0in 6pt;&quot;&gt;&lt;span style=&quot;color: black; font-family: &amp;quot;Segoe UI&amp;quot;,sans-serif; font-size: 10.5pt; mso-color-alt: windowtext;&quot;&gt;A simple&amp;nbsp;&lt;/span&gt;&lt;code style=&quot;background-color: var(--jp-layout-color2); color: var(--jp-content-font-color1); font-size: inherit; line-height: var(--jp-code-line-height); white-space-collapse: preserve;&quot;&gt;&lt;span style=&quot;border: none windowtext 1.0pt; color: black; font-family: &amp;quot;var(--jp-code-font-family)&amp;quot;,serif; font-size: 10.0pt; mso-border-alt: none windowtext 0in; mso-color-alt: windowtext; padding: 0in;&quot;&gt;insert_many()&lt;/span&gt;&lt;/code&gt;&lt;span style=&quot;color: black; font-family: &amp;quot;Segoe UI&amp;quot;,sans-serif; font-size: 10.5pt; mso-color-alt: windowtext;&quot;&gt;&amp;nbsp;to insert our data in JSON format into the
  97. newly created DB and collection.&lt;/span&gt;&lt;span style=&quot;font-family: &amp;quot;Segoe UI&amp;quot;,sans-serif; font-size: 10.5pt;&quot;&gt;&lt;o:p&gt;&lt;/o:p&gt;&lt;/span&gt;&lt;/p&gt;&lt;div style=&quot;background-color: #1f1f1f; color: #cccccc; font-family: Consolas, &amp;quot;Courier New&amp;quot;, monospace; font-size: 14px; line-height: 19px; white-space: pre;&quot;&gt;&lt;span style=&quot;color: #9cdcfe;&quot;&gt;collection&lt;/span&gt;.insert_many(&lt;span style=&quot;color: #9cdcfe;&quot;&gt;data&lt;/span&gt;)&lt;/div&gt;&lt;div style=&quot;background-color: #1f1f1f; color: #cccccc; font-family: Consolas, &amp;quot;Courier New&amp;quot;, monospace; font-size: 14px; line-height: 19px; white-space: pre;&quot;&gt;&lt;br /&gt;&lt;/div&gt;&lt;p style=&quot;background: white; color: rgba(0, 0, 0, 0.87); margin: 0in 0in 6pt;&quot;&gt;&lt;span style=&quot;color: black; font-family: &amp;quot;Segoe UI&amp;quot;,sans-serif; font-size: 10.5pt; mso-color-alt: windowtext;&quot;&gt;&lt;br /&gt;&lt;/span&gt;&lt;/p&gt;&lt;p style=&quot;background: white; color: rgba(0, 0, 0, 0.87); margin: 0in 0in 6pt;&quot;&gt;&lt;span style=&quot;color: black; font-family: &amp;quot;Segoe UI&amp;quot;,sans-serif; font-size: 10.5pt; mso-color-alt: windowtext;&quot;&gt;&lt;br /&gt;&lt;/span&gt;&lt;/p&gt;&lt;h1 style=&quot;background: white;&quot;&gt;&lt;span style=&quot;font-family: &amp;quot;var(--jp-content-font-family)&amp;quot;,serif;&quot;&gt;Vector
  98. Search in Cosmos DB for MongoDB vCore&lt;o:p&gt;&lt;/o:p&gt;&lt;/span&gt;&lt;/h1&gt;&lt;div&gt;&lt;div style=&quot;background-color: #1f1f1f; color: #cccccc; font-family: Consolas, &amp;quot;Courier New&amp;quot;, monospace; font-size: 14px; line-height: 19px; white-space: pre;&quot;&gt;&lt;div&gt;&lt;span style=&quot;color: #6a9955;&quot;&gt;# Simple function to assist with vector search&lt;/span&gt;&lt;/div&gt;&lt;div&gt;&lt;span style=&quot;color: #569cd6;&quot;&gt;def&lt;/span&gt; &lt;span style=&quot;color: #dcdcaa;&quot;&gt;vector_search&lt;/span&gt;(&lt;span style=&quot;color: #9cdcfe;&quot;&gt;query&lt;/span&gt;, &lt;span style=&quot;color: #9cdcfe;&quot;&gt;num_results&lt;/span&gt;&lt;span style=&quot;color: #d4d4d4;&quot;&gt;=&lt;/span&gt;&lt;span style=&quot;color: #b5cea8;&quot;&gt;3&lt;/span&gt;):&lt;/div&gt;&lt;div&gt;&amp;nbsp; &amp;nbsp; &lt;span style=&quot;color: #9cdcfe;&quot;&gt;query_embedding&lt;/span&gt; &lt;span style=&quot;color: #d4d4d4;&quot;&gt;=&lt;/span&gt; &lt;span style=&quot;color: #dcdcaa;&quot;&gt;generate_embeddings&lt;/span&gt;(&lt;span style=&quot;color: #9cdcfe;&quot;&gt;query&lt;/span&gt;)&lt;/div&gt;&lt;div&gt;&amp;nbsp; &amp;nbsp; &lt;span style=&quot;color: #9cdcfe;&quot;&gt;embeddings_list&lt;/span&gt; &lt;span style=&quot;color: #d4d4d4;&quot;&gt;=&lt;/span&gt; []&lt;/div&gt;&lt;div&gt;&amp;nbsp; &amp;nbsp; &lt;span style=&quot;color: #9cdcfe;&quot;&gt;pipeline&lt;/span&gt; &lt;span style=&quot;color: #d4d4d4;&quot;&gt;=&lt;/span&gt; [&lt;/div&gt;&lt;div&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; {&lt;/div&gt;&lt;div&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;span style=&quot;color: #ce9178;&quot;&gt;&#39;$search&#39;&lt;/span&gt;: {&lt;/div&gt;&lt;div&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;span style=&quot;color: #ce9178;&quot;&gt;&quot;cosmosSearch&quot;&lt;/span&gt;: {&lt;/div&gt;&lt;div&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;span style=&quot;color: #ce9178;&quot;&gt;&quot;vector&quot;&lt;/span&gt;: &lt;span style=&quot;color: #9cdcfe;&quot;&gt;query_embedding&lt;/span&gt;,&lt;/div&gt;&lt;div&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;span style=&quot;color: #ce9178;&quot;&gt;&quot;path&quot;&lt;/span&gt;: &lt;span style=&quot;color: #ce9178;&quot;&gt;&quot;contentVector&quot;&lt;/span&gt;,&lt;/div&gt;&lt;div&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;span style=&quot;color: #ce9178;&quot;&gt;&quot;k&quot;&lt;/span&gt;: &lt;span style=&quot;color: #9cdcfe;&quot;&gt;num_results&lt;/span&gt; &lt;span style=&quot;color: #6a9955;&quot;&gt;#, &quot;efsearch&quot;: 40 # optional for HNSW only &lt;/span&gt;&lt;/div&gt;&lt;div&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; },&lt;/div&gt;&lt;div&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;span style=&quot;color: #ce9178;&quot;&gt;&quot;returnStoredSource&quot;&lt;/span&gt;: &lt;span style=&quot;color: #4fc1ff;&quot;&gt;True&lt;/span&gt; }},&lt;/div&gt;&lt;div&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; {&lt;span style=&quot;color: #ce9178;&quot;&gt;&#39;$project&#39;&lt;/span&gt;: { &lt;span style=&quot;color: #ce9178;&quot;&gt;&#39;similarityScore&#39;&lt;/span&gt;: { &lt;span style=&quot;color: #ce9178;&quot;&gt;&#39;$meta&#39;&lt;/span&gt;: &lt;span style=&quot;color: #ce9178;&quot;&gt;&#39;searchScore&#39;&lt;/span&gt; }, &lt;span style=&quot;color: #ce9178;&quot;&gt;&#39;document&#39;&lt;/span&gt; : &lt;span style=&quot;color: #ce9178;&quot;&gt;&#39;$$ROOT&#39;&lt;/span&gt; } }&lt;/div&gt;&lt;div&gt;&amp;nbsp; &amp;nbsp; ]&lt;/div&gt;&lt;div&gt;&amp;nbsp; &amp;nbsp; &lt;span style=&quot;color: #9cdcfe;&quot;&gt;results&lt;/span&gt; &lt;span style=&quot;color: #d4d4d4;&quot;&gt;=&lt;/span&gt; &lt;span style=&quot;color: #9cdcfe;&quot;&gt;collection&lt;/span&gt;.aggregate(&lt;span style=&quot;color: #9cdcfe;&quot;&gt;pipeline&lt;/span&gt;)&lt;/div&gt;&lt;div&gt;&amp;nbsp; &amp;nbsp; &lt;span style=&quot;color: #c586c0;&quot;&gt;return&lt;/span&gt; &lt;span style=&quot;color: #9cdcfe;&quot;&gt;results&lt;/span&gt;&lt;/div&gt;&lt;div&gt;&lt;span style=&quot;color: #9cdcfe;&quot;&gt;&lt;br /&gt;&lt;/span&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div&gt;&lt;span style=&quot;font-family: &amp;quot;var(--jp-content-font-family)&amp;quot;,serif;&quot;&gt;&lt;b&gt;&lt;span style=&quot;font-size: large;&quot;&gt;&lt;br /&gt;&lt;/span&gt;&lt;/b&gt;&lt;/span&gt;&lt;/div&gt;&lt;p style=&quot;background: white; color: rgba(0, 0, 0, 0.87); margin: 0in 0in 6pt;&quot;&gt;&lt;/p&gt;&lt;div class=&quot;jp-Cell jp-MarkdownCell jp-Notebook-cell&quot; style=&quot;-webkit-text-stroke-width: 0px; background: rgb(255, 255, 255); border: none; color: rgba(0, 0, 0, 0.87); font-family: &amp;quot;Times New Roman&amp;quot;; font-size: 13px; font-style: normal; font-variant-caps: normal; font-variant-ligatures: normal; font-weight: 400; letter-spacing: normal; margin: 0px; orphans: 2; outline: none; overflow: visible; padding: var(--jp-cell-padding); text-align: start; text-decoration-color: initial; text-decoration-style: initial; text-decoration-thickness: initial; text-indent: 0px; text-transform: none; white-space: normal; widows: 2; word-spacing: 0px;&quot;&gt;&lt;div class=&quot;jp-Cell-inputWrapper&quot; style=&quot;display: flex; flex-direction: row; margin: 0px; overflow: visible; padding: 0px;&quot;&gt;&lt;div class=&quot;jp-InputArea jp-Cell-inputArea&quot; style=&quot;display: table; flex: 1 1 auto; overflow: hidden; table-layout: fixed; width: 970px;&quot;&gt;&lt;div class=&quot;jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput&quot; data-mime-type=&quot;text/markdown&quot; style=&quot;color: var(--jp-content-font-color1); display: table-cell; font-family: var(--jp-content-font-family); line-height: var(--jp-content-line-height); margin-bottom: 0px; margin-top: 0px; overflow: auto; padding-left: var(--jp-code-padding); padding-right: 20px; width: 869px;&quot;&gt;&lt;p style=&quot;margin: 0px 0px 0.5em; text-align: left;&quot;&gt;&lt;b&gt;&lt;span style=&quot;font-size: large;&quot;&gt;Let&#39;s run a test query below.&lt;/span&gt;&lt;/b&gt;&lt;/p&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div style=&quot;background-color: #1f1f1f; color: #cccccc; font-family: Consolas, &amp;quot;Courier New&amp;quot;, monospace; font-size: 14px; line-height: 19px; white-space: pre;&quot;&gt;&lt;div&gt;&lt;span style=&quot;color: #9cdcfe;&quot;&gt;query&lt;/span&gt; &lt;span style=&quot;color: #d4d4d4;&quot;&gt;=&lt;/span&gt; &lt;span style=&quot;color: #ce9178;&quot;&gt;&quot;What are the services for running ML models?&quot;&lt;/span&gt;&lt;/div&gt;&lt;div&gt;&lt;span style=&quot;color: #9cdcfe;&quot;&gt;results&lt;/span&gt; &lt;span style=&quot;color: #d4d4d4;&quot;&gt;=&lt;/span&gt; &lt;span style=&quot;color: #dcdcaa;&quot;&gt;vector_search&lt;/span&gt;(&lt;span style=&quot;color: #9cdcfe;&quot;&gt;query&lt;/span&gt;)&lt;/div&gt;&lt;div&gt;&lt;span style=&quot;color: #c586c0;&quot;&gt;for&lt;/span&gt; &lt;span style=&quot;color: #9cdcfe;&quot;&gt;result&lt;/span&gt; &lt;span style=&quot;color: #c586c0;&quot;&gt;in&lt;/span&gt; &lt;span style=&quot;color: #9cdcfe;&quot;&gt;results&lt;/span&gt;: &lt;/div&gt;&lt;div&gt;&lt;span style=&quot;color: #6a9955;&quot;&gt;# &amp;nbsp; &amp;nbsp; print(result)&lt;/span&gt;&lt;/div&gt;&lt;div&gt;&amp;nbsp; &amp;nbsp; &lt;span style=&quot;color: #dcdcaa;&quot;&gt;print&lt;/span&gt;(&lt;span style=&quot;color: #569cd6;&quot;&gt;f&lt;/span&gt;&lt;span style=&quot;color: #ce9178;&quot;&gt;&quot;Similarity Score: &lt;/span&gt;&lt;span style=&quot;color: #569cd6;&quot;&gt;{&lt;/span&gt;&lt;span style=&quot;color: #9cdcfe;&quot;&gt;result&lt;/span&gt;[&lt;span style=&quot;color: #ce9178;&quot;&gt;&#39;similarityScore&#39;&lt;/span&gt;]&lt;span style=&quot;color: #569cd6;&quot;&gt;}&lt;/span&gt;&lt;span style=&quot;color: #ce9178;&quot;&gt;&quot;&lt;/span&gt;) &amp;nbsp;&lt;/div&gt;&lt;div&gt;&amp;nbsp; &amp;nbsp; &lt;span style=&quot;color: #dcdcaa;&quot;&gt;print&lt;/span&gt;(&lt;span style=&quot;color: #569cd6;&quot;&gt;f&lt;/span&gt;&lt;span style=&quot;color: #ce9178;&quot;&gt;&quot;Title: &lt;/span&gt;&lt;span style=&quot;color: #569cd6;&quot;&gt;{&lt;/span&gt;&lt;span style=&quot;color: #9cdcfe;&quot;&gt;result&lt;/span&gt;[&lt;span style=&quot;color: #ce9178;&quot;&gt;&#39;document&#39;&lt;/span&gt;][&lt;span style=&quot;color: #ce9178;&quot;&gt;&#39;title&#39;&lt;/span&gt;]&lt;span style=&quot;color: #569cd6;&quot;&gt;}&lt;/span&gt;&lt;span style=&quot;color: #ce9178;&quot;&gt;&quot;&lt;/span&gt;) &amp;nbsp;&lt;/div&gt;&lt;div&gt;&amp;nbsp; &amp;nbsp; &lt;span style=&quot;color: #dcdcaa;&quot;&gt;print&lt;/span&gt;(&lt;span style=&quot;color: #569cd6;&quot;&gt;f&lt;/span&gt;&lt;span style=&quot;color: #ce9178;&quot;&gt;&quot;Content: &lt;/span&gt;&lt;span style=&quot;color: #569cd6;&quot;&gt;{&lt;/span&gt;&lt;span style=&quot;color: #9cdcfe;&quot;&gt;result&lt;/span&gt;[&lt;span style=&quot;color: #ce9178;&quot;&gt;&#39;document&#39;&lt;/span&gt;][&lt;span style=&quot;color: #ce9178;&quot;&gt;&#39;content&#39;&lt;/span&gt;]&lt;span style=&quot;color: #569cd6;&quot;&gt;}&lt;/span&gt;&lt;span style=&quot;color: #ce9178;&quot;&gt;&quot;&lt;/span&gt;) &amp;nbsp;&lt;/div&gt;&lt;div&gt;&amp;nbsp; &amp;nbsp; &lt;span style=&quot;color: #dcdcaa;&quot;&gt;print&lt;/span&gt;(&lt;span style=&quot;color: #569cd6;&quot;&gt;f&lt;/span&gt;&lt;span style=&quot;color: #ce9178;&quot;&gt;&quot;Category: &lt;/span&gt;&lt;span style=&quot;color: #569cd6;&quot;&gt;{&lt;/span&gt;&lt;span style=&quot;color: #9cdcfe;&quot;&gt;result&lt;/span&gt;[&lt;span style=&quot;color: #ce9178;&quot;&gt;&#39;document&#39;&lt;/span&gt;][&lt;span style=&quot;color: #ce9178;&quot;&gt;&#39;category&#39;&lt;/span&gt;]&lt;span style=&quot;color: #569cd6;&quot;&gt;}&lt;/span&gt;&lt;span style=&quot;color: #d7ba7d;&quot;&gt;\n&lt;/span&gt;&lt;span style=&quot;color: #ce9178;&quot;&gt;&quot;&lt;/span&gt;) &amp;nbsp;&lt;/div&gt;&lt;div&gt;&lt;br /&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div&gt;&lt;span style=&quot;font-family: &amp;quot;var(--jp-content-font-family)&amp;quot;,serif;&quot;&gt;&lt;br /&gt;&lt;/span&gt;&lt;/div&gt;&lt;div&gt;&lt;span style=&quot;font-family: &amp;quot;var(--jp-content-font-family)&amp;quot;,serif;&quot;&gt;&lt;br /&gt;&lt;/span&gt;&lt;/div&gt;&lt;div&gt;&lt;span style=&quot;font-family: &amp;quot;var(--jp-content-font-family)&amp;quot;,serif;&quot;&gt;&lt;br /&gt;&lt;/span&gt;&lt;/div&gt;&lt;div&gt;&lt;p class=&quot;MsoNormal&quot;&gt;&lt;o:p&gt;&amp;nbsp;&lt;/o:p&gt;&lt;/p&gt;
  99.  
  100. &lt;h1 style=&quot;background: white;&quot;&gt;&lt;span style=&quot;font-family: &amp;quot;Segoe UI&amp;quot;,sans-serif;&quot;&gt;Q&amp;amp;A
  101. over the data with GPT-3.5&lt;o:p&gt;&lt;/o:p&gt;&lt;/span&gt;&lt;/h1&gt;
  102.  
  103. &lt;p style=&quot;background: white; color: rgba(0, 0, 0, 0.87); margin: 0in 0in 6pt;&quot;&gt;&lt;span style=&quot;color: black; font-family: &amp;quot;Segoe UI&amp;quot;,sans-serif; font-size: 10.5pt; mso-color-alt: windowtext;&quot;&gt;Finally, we&#39;ll create a helper function
  104. to feed prompts into the&amp;nbsp;&lt;/span&gt;&lt;code style=&quot;background-color: var(--jp-layout-color2); color: var(--jp-content-font-color1); font-size: inherit; line-height: var(--jp-code-line-height); white-space-collapse: preserve;&quot;&gt;&lt;span style=&quot;border: none windowtext 1.0pt; color: black; font-family: &amp;quot;var(--jp-code-font-family)&amp;quot;,serif; font-size: 10.0pt; mso-border-alt: none windowtext 0in; mso-color-alt: windowtext; padding: 0in;&quot;&gt;Completions&lt;/span&gt;&lt;/code&gt;&lt;span style=&quot;color: black; font-family: &amp;quot;Segoe UI&amp;quot;,sans-serif; font-size: 10.5pt; mso-color-alt: windowtext;&quot;&gt;&amp;nbsp;model. Then we&#39;ll create an interactive loop where
  105. you can pose questions to the model and receive information grounded in your
  106. data.&lt;/span&gt;&lt;span style=&quot;font-family: &amp;quot;Segoe UI&amp;quot;,sans-serif; font-size: 10.5pt;&quot;&gt;&lt;o:p&gt;&lt;/o:p&gt;&lt;/span&gt;&lt;/p&gt;&lt;p style=&quot;background: white; color: rgba(0, 0, 0, 0.87); margin: 0in 0in 6pt;&quot;&gt;&lt;span style=&quot;color: black; font-family: &amp;quot;Segoe UI&amp;quot;,sans-serif; font-size: 10.5pt; mso-color-alt: windowtext;&quot;&gt;&lt;br /&gt;&lt;/span&gt;&lt;/p&gt;&lt;div style=&quot;background-color: #1f1f1f; color: #cccccc; font-family: Consolas, &amp;quot;Courier New&amp;quot;, monospace; font-size: 14px; line-height: 19px; white-space: pre;&quot;&gt;&lt;div&gt;&lt;span style=&quot;color: #6a9955;&quot;&gt;#This function helps to ground the model with prompts and system instructions.&lt;/span&gt;&lt;/div&gt;&lt;br /&gt;&lt;div&gt;&lt;span style=&quot;color: #569cd6;&quot;&gt;def&lt;/span&gt; &lt;span style=&quot;color: #dcdcaa;&quot;&gt;generate_completion&lt;/span&gt;(&lt;span style=&quot;color: #9cdcfe;&quot;&gt;prompt&lt;/span&gt;):&lt;/div&gt;&lt;div&gt;&amp;nbsp; &amp;nbsp; &lt;span style=&quot;color: #9cdcfe;&quot;&gt;system_prompt&lt;/span&gt; &lt;span style=&quot;color: #d4d4d4;&quot;&gt;=&lt;/span&gt; &lt;span style=&quot;color: #ce9178;&quot;&gt;&#39;&#39;&#39;&lt;/span&gt;&lt;/div&gt;&lt;div&gt;&lt;span style=&quot;color: #ce9178;&quot;&gt;&amp;nbsp; &amp;nbsp; You are an intelligent assistant for Microsoft Azure services.&lt;/span&gt;&lt;/div&gt;&lt;div&gt;&lt;span style=&quot;color: #ce9178;&quot;&gt;&amp;nbsp; &amp;nbsp; You are designed to provide helpful answers to user questions about Azure services given the information about to be provided.&lt;/span&gt;&lt;/div&gt;&lt;div&gt;&lt;span style=&quot;color: #ce9178;&quot;&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; - Only answer questions related to the information provided below, provide 3 clear suggestions in a list format.&lt;/span&gt;&lt;/div&gt;&lt;div&gt;&lt;span style=&quot;color: #ce9178;&quot;&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; - Write two lines of whitespace between each answer in the list.&lt;/span&gt;&lt;/div&gt;&lt;div&gt;&lt;span style=&quot;color: #ce9178;&quot;&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; - Only provide answers that have products that are part of Microsoft Azure.&lt;/span&gt;&lt;/div&gt;&lt;div&gt;&lt;span style=&quot;color: #ce9178;&quot;&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; - If you&#39;re unsure of an answer, you can say &quot;&quot;I don&#39;t know&quot;&quot; or &quot;&quot;I&#39;m not sure&quot;&quot; and recommend users search themselves.&quot;&lt;/span&gt;&lt;/div&gt;&lt;div&gt;&lt;span style=&quot;color: #ce9178;&quot;&gt;&amp;nbsp; &amp;nbsp; &#39;&#39;&#39;&lt;/span&gt;&lt;/div&gt;&lt;br /&gt;&lt;div&gt;&amp;nbsp; &amp;nbsp; &lt;span style=&quot;color: #9cdcfe;&quot;&gt;listmessages&lt;/span&gt;&lt;span style=&quot;color: #d4d4d4;&quot;&gt;=&lt;/span&gt;[&lt;/div&gt;&lt;div&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; {&lt;span style=&quot;color: #ce9178;&quot;&gt;&quot;role&quot;&lt;/span&gt;: &lt;span style=&quot;color: #ce9178;&quot;&gt;&quot;system&quot;&lt;/span&gt;, &lt;span style=&quot;color: #ce9178;&quot;&gt;&quot;content&quot;&lt;/span&gt;: &lt;span style=&quot;color: #9cdcfe;&quot;&gt;system_prompt&lt;/span&gt;},&lt;/div&gt;&lt;div&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; {&lt;span style=&quot;color: #ce9178;&quot;&gt;&quot;role&quot;&lt;/span&gt;: &lt;span style=&quot;color: #ce9178;&quot;&gt;&quot;user&quot;&lt;/span&gt;, &lt;span style=&quot;color: #ce9178;&quot;&gt;&quot;content&quot;&lt;/span&gt;: user_input},&lt;/div&gt;&lt;div&gt;&amp;nbsp; &amp;nbsp; ]&lt;/div&gt;&lt;br /&gt;&lt;div&gt;&amp;nbsp; &amp;nbsp; &lt;span style=&quot;color: #c586c0;&quot;&gt;for&lt;/span&gt; &lt;span style=&quot;color: #9cdcfe;&quot;&gt;item&lt;/span&gt; &lt;span style=&quot;color: #c586c0;&quot;&gt;in&lt;/span&gt; &lt;span style=&quot;color: #9cdcfe;&quot;&gt;results&lt;/span&gt;:&lt;/div&gt;&lt;div&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;span style=&quot;color: #9cdcfe;&quot;&gt;listmessages&lt;/span&gt;.&lt;span style=&quot;color: #dcdcaa;&quot;&gt;append&lt;/span&gt;({&lt;span style=&quot;color: #ce9178;&quot;&gt;&quot;role&quot;&lt;/span&gt;: &lt;span style=&quot;color: #ce9178;&quot;&gt;&quot;system&quot;&lt;/span&gt;, &lt;span style=&quot;color: #ce9178;&quot;&gt;&quot;content&quot;&lt;/span&gt;: &lt;span style=&quot;color: #9cdcfe;&quot;&gt;prompt&lt;/span&gt;[&lt;span style=&quot;color: #ce9178;&quot;&gt;&#39;content&#39;&lt;/span&gt;]})&lt;/div&gt;&lt;div&gt;&amp;nbsp; &amp;nbsp; &lt;/div&gt;&lt;div&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/div&gt;&lt;div&gt;&amp;nbsp; &amp;nbsp; &lt;span style=&quot;color: #9cdcfe;&quot;&gt;response&lt;/span&gt; &lt;span style=&quot;color: #d4d4d4;&quot;&gt;=&lt;/span&gt; &lt;span style=&quot;color: #9cdcfe;&quot;&gt;client&lt;/span&gt;.chat.completions.create(&lt;/div&gt;&lt;div&gt;&amp;nbsp; &amp;nbsp; &lt;span style=&quot;color: #9cdcfe;&quot;&gt;model&lt;/span&gt;&lt;span style=&quot;color: #d4d4d4;&quot;&gt;=&lt;/span&gt;&lt;span style=&quot;color: #ce9178;&quot;&gt;&quot;demo35&quot;&lt;/span&gt;, &lt;span style=&quot;color: #6a9955;&quot;&gt;# model = &quot;deployment_name&quot;.&lt;/span&gt;&lt;/div&gt;&lt;div&gt;&amp;nbsp; &amp;nbsp; &lt;span style=&quot;color: #9cdcfe;&quot;&gt;messages&lt;/span&gt;&lt;span style=&quot;color: #d4d4d4;&quot;&gt;=&lt;/span&gt;&lt;span style=&quot;color: #9cdcfe;&quot;&gt;listmessages&lt;/span&gt;&lt;/div&gt;&lt;div&gt;)&lt;/div&gt;&lt;div&gt;&amp;nbsp; &amp;nbsp; &lt;/div&gt;&lt;div&gt;&amp;nbsp; &amp;nbsp; &lt;span style=&quot;color: #c586c0;&quot;&gt;return&lt;/span&gt; &lt;span style=&quot;color: #9cdcfe;&quot;&gt;response&lt;/span&gt;.choices[&lt;span style=&quot;color: #b5cea8;&quot;&gt;0&lt;/span&gt;].message.content&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div&gt;&lt;span style=&quot;font-family: &amp;quot;var(--jp-content-font-family)&amp;quot;,serif;&quot;&gt;&lt;br /&gt;&lt;/span&gt;&lt;/div&gt;&lt;p class=&quot;MsoNormal&quot;&gt;&lt;o:p&gt;&lt;/o:p&gt;&lt;/p&gt;&lt;div style=&quot;background-color: #1f1f1f; color: #cccccc; font-family: Consolas, &amp;quot;Courier New&amp;quot;, monospace; font-size: 14px; line-height: 19px; white-space: pre;&quot;&gt;&lt;span style=&quot;color: #dcdcaa;&quot;&gt;generate_completion&lt;/span&gt;(&lt;span style=&quot;color: #ce9178;&quot;&gt;&quot;Where i can host container in azure&quot;&lt;/span&gt;) &amp;nbsp;&lt;span style=&quot;color: #6a9955;&quot;&gt;# test Qustion with out RAG&lt;/span&gt;&lt;/div&gt;&lt;p class=&quot;MsoNormal&quot;&gt;&lt;o:p&gt;&lt;/o:p&gt;&lt;/p&gt;&lt;div style=&quot;background-color: #1f1f1f; color: #cccccc; font-family: Consolas, &amp;quot;Courier New&amp;quot;, monospace; font-size: 14px; line-height: 19px; white-space: pre;&quot;&gt;&lt;div&gt;&lt;span style=&quot;color: #6a9955;&quot;&gt;# Create a loop of user input and model output. You can now perform Q&amp;amp;A over the sample data!&lt;/span&gt;&lt;/div&gt;&lt;br /&gt;&lt;div&gt;&lt;span style=&quot;color: #9cdcfe;&quot;&gt;user_input&lt;/span&gt; &lt;span style=&quot;color: #d4d4d4;&quot;&gt;=&lt;/span&gt; &lt;span style=&quot;color: #ce9178;&quot;&gt;&quot;&quot;&lt;/span&gt;&lt;/div&gt;&lt;div&gt;&lt;span style=&quot;color: #dcdcaa;&quot;&gt;print&lt;/span&gt;(&lt;span style=&quot;color: #ce9178;&quot;&gt;&quot;*** Please ask your model questions about Azure services. Type &#39;end&#39; to end the session.&lt;/span&gt;&lt;span style=&quot;color: #d7ba7d;&quot;&gt;\n&lt;/span&gt;&lt;span style=&quot;color: #ce9178;&quot;&gt;&quot;&lt;/span&gt;)&lt;/div&gt;&lt;div&gt;&lt;span style=&quot;color: #9cdcfe;&quot;&gt;user_input&lt;/span&gt; &lt;span style=&quot;color: #d4d4d4;&quot;&gt;=&lt;/span&gt; &lt;span style=&quot;color: #dcdcaa;&quot;&gt;input&lt;/span&gt;(&lt;span style=&quot;color: #ce9178;&quot;&gt;&quot;Prompt: &quot;&lt;/span&gt;)&lt;/div&gt;&lt;div&gt;&lt;span style=&quot;color: #c586c0;&quot;&gt;while&lt;/span&gt; &lt;span style=&quot;color: #9cdcfe;&quot;&gt;user_input&lt;/span&gt;.&lt;span style=&quot;color: #dcdcaa;&quot;&gt;lower&lt;/span&gt;() &lt;span style=&quot;color: #d4d4d4;&quot;&gt;!=&lt;/span&gt; &lt;span style=&quot;color: #ce9178;&quot;&gt;&quot;end&quot;&lt;/span&gt;:&lt;/div&gt;&lt;div&gt;&amp;nbsp; &amp;nbsp; &lt;span style=&quot;color: #9cdcfe;&quot;&gt;results_for_prompt&lt;/span&gt; &lt;span style=&quot;color: #d4d4d4;&quot;&gt;=&lt;/span&gt; &lt;span style=&quot;color: #dcdcaa;&quot;&gt;vector_search&lt;/span&gt;(&lt;span style=&quot;color: #9cdcfe;&quot;&gt;user_input&lt;/span&gt;)&lt;/div&gt;&lt;div&gt;&amp;nbsp; &amp;nbsp;&lt;span style=&quot;color: #6a9955;&quot;&gt;# print(f&quot;User Prompt: {user_input}&quot;)&lt;/span&gt;&lt;/div&gt;&lt;div&gt;&amp;nbsp; &amp;nbsp; &lt;span style=&quot;color: #9cdcfe;&quot;&gt;completions_results&lt;/span&gt; &lt;span style=&quot;color: #d4d4d4;&quot;&gt;=&lt;/span&gt; &lt;span style=&quot;color: #dcdcaa;&quot;&gt;generate_completion&lt;/span&gt;(&lt;span style=&quot;color: #9cdcfe;&quot;&gt;results_for_prompt&lt;/span&gt;)&lt;/div&gt;&lt;div&gt;&amp;nbsp; &amp;nbsp; &lt;span style=&quot;color: #dcdcaa;&quot;&gt;print&lt;/span&gt;(&lt;span style=&quot;color: #ce9178;&quot;&gt;&quot;&lt;/span&gt;&lt;span style=&quot;color: #d7ba7d;&quot;&gt;\n&lt;/span&gt;&lt;span style=&quot;color: #ce9178;&quot;&gt;&quot;&lt;/span&gt;)&lt;/div&gt;&lt;div&gt;&amp;nbsp; &amp;nbsp; &lt;span style=&quot;color: #dcdcaa;&quot;&gt;print&lt;/span&gt;(&lt;span style=&quot;color: #9cdcfe;&quot;&gt;completions_results&lt;/span&gt;)&lt;/div&gt;&lt;div&gt;&amp;nbsp; &amp;nbsp; &lt;span style=&quot;color: #9cdcfe;&quot;&gt;user_input&lt;/span&gt; &lt;span style=&quot;color: #d4d4d4;&quot;&gt;=&lt;/span&gt; &lt;span style=&quot;color: #dcdcaa;&quot;&gt;input&lt;/span&gt;(&lt;span style=&quot;color: #ce9178;&quot;&gt;&quot;Prompt: &quot;&lt;/span&gt;)&lt;/div&gt;&lt;br /&gt;&lt;/div&gt;&lt;p class=&quot;MsoNormal&quot;&gt;&lt;o:p&gt;&lt;br /&gt;&lt;/o:p&gt;&lt;/p&gt;&lt;p class=&quot;MsoNormal&quot;&gt;&lt;o:p&gt;&lt;br /&gt;&lt;/o:p&gt;&lt;/p&gt;&lt;p class=&quot;MsoNormal&quot;&gt;Source Code GitHub&amp;nbsp;&lt;a href=&quot;https://github.com/Usamawahabkhan/Usamawahabkhan-RAG-Azure-CosmosDb-MongoDb-vcore/blob/main/AzureOpenAI-CosmosDB-MongoDB-vCore_Tutorial.ipynb&quot;&gt;https://github.com/Usamawahabkhan/Usamawahabkhan-RAG-Azure-CosmosDb-MongoDb-vcore/blob/main/AzureOpenAI-CosmosDB-MongoDB-vCore_Tutorial.ipynb&lt;/a&gt;&lt;/p&gt;&lt;h1 style=&quot;background: white;&quot;&gt;&lt;span style=&quot;font-family: &amp;quot;var(--jp-content-font-family)&amp;quot;,serif;&quot;&gt;Conclusion&lt;o:p&gt;&lt;/o:p&gt;&lt;/span&gt;&lt;/h1&gt;&lt;p class=&quot;MsoNormal&quot;&gt;In this article, we have seen how to use RAG, a powerful
  107. technique for generating natural language answers from large-scale text
  108. corpora, with Cosmos DB for MongoDB vCore, a fully managed and scalable
  109. database service that supports the MongoDB API. We have shown how to upload
  110. data to the collection, create a vector index, and perform vector search using
  111. PyMongo and Faiss. We have also discussed some of the benefits and challenges
  112. of using RAG and Cosmos DB for MongoDB vCore for building GenAI applications based
  113. on LLMs.&lt;o:p&gt;&lt;/o:p&gt;&lt;/p&gt;&lt;p class=&quot;MsoNormal&quot;&gt;RAG is becoming an essential part of any modern GenAI app
  114. based on LLMs, as it enables generating of high-quality and diverse responses from
  115. multiple sources of knowledge. Storing data is crucial and requires security,
  116. availability and scalability, where Azure Cosmos DB can be a very valuable
  117. choice. However, there are other options available in Azure and open source,
  118. depending on the application requirements and compliance. We encourage you to
  119. explore different alternatives and find the one that suits your needs best.&lt;o:p&gt;&lt;/o:p&gt;&lt;/p&gt;&lt;p class=&quot;MsoNormal&quot;&gt;
  120.  
  121.  
  122.  
  123.  
  124.  
  125. &lt;/p&gt;&lt;p class=&quot;MsoNormal&quot;&gt;&lt;o:p&gt;&amp;nbsp;&lt;/o:p&gt;&lt;strong style=&quot;background-color: white; color: #111111; font-family: -apple-system, Roboto, SegoeUI, &amp;quot;Segoe UI&amp;quot;, &amp;quot;Helvetica Neue&amp;quot;, Helvetica, &amp;quot;Microsoft YaHei&amp;quot;, &amp;quot;Meiryo UI&amp;quot;, Meiryo, &amp;quot;Arial Unicode MS&amp;quot;, sans-serif; font-size: 16px;&quot;&gt;#MVPBuz&amp;nbsp;&lt;/strong&gt;&lt;strong style=&quot;background-color: white; color: #111111; font-family: -apple-system, Roboto, SegoeUI, &amp;quot;Segoe UI&amp;quot;, &amp;quot;Helvetica Neue&amp;quot;, Helvetica, &amp;quot;Microsoft YaHei&amp;quot;, &amp;quot;Meiryo UI&amp;quot;, Meiryo, &amp;quot;Arial Unicode MS&amp;quot;, sans-serif; font-size: 16px;&quot;&gt;#Azure&amp;nbsp;&lt;/strong&gt;&lt;strong style=&quot;background-color: white; color: #111111; font-family: -apple-system, Roboto, SegoeUI, &amp;quot;Segoe UI&amp;quot;, &amp;quot;Helvetica Neue&amp;quot;, Helvetica, &amp;quot;Microsoft YaHei&amp;quot;, &amp;quot;Meiryo UI&amp;quot;, Meiryo, &amp;quot;Arial Unicode MS&amp;quot;, sans-serif; font-size: 16px;&quot;&gt;#AzureCosmosDB&amp;nbsp;&amp;nbsp;&lt;/strong&gt;&lt;strong style=&quot;background-color: white; color: #111111; font-family: -apple-system, Roboto, SegoeUI, &amp;quot;Segoe UI&amp;quot;, &amp;quot;Helvetica Neue&amp;quot;, Helvetica, &amp;quot;Microsoft YaHei&amp;quot;, &amp;quot;Meiryo UI&amp;quot;, Meiryo, &amp;quot;Arial Unicode MS&amp;quot;, sans-serif; font-size: 16px;&quot;&gt;#MongoDBvCore&amp;nbsp;&lt;/strong&gt;&lt;strong style=&quot;background-color: white; color: #111111; font-family: -apple-system, Roboto, SegoeUI, &amp;quot;Segoe UI&amp;quot;, &amp;quot;Helvetica Neue&amp;quot;, Helvetica, &amp;quot;Microsoft YaHei&amp;quot;, &amp;quot;Meiryo UI&amp;quot;, Meiryo, &amp;quot;Arial Unicode MS&amp;quot;, sans-serif; font-size: 16px;&quot;&gt;#VectorDatabase&amp;nbsp;&lt;/strong&gt;&lt;strong style=&quot;background-color: white; color: #111111; font-family: -apple-system, Roboto, SegoeUI, &amp;quot;Segoe UI&amp;quot;, &amp;quot;Helvetica Neue&amp;quot;, Helvetica, &amp;quot;Microsoft YaHei&amp;quot;, &amp;quot;Meiryo UI&amp;quot;, Meiryo, &amp;quot;Arial Unicode MS&amp;quot;, sans-serif; font-size: 16px;&quot;&gt;#RAG&amp;nbsp;&lt;/strong&gt;&lt;strong style=&quot;background-color: white; color: #111111; font-family: -apple-system, Roboto, SegoeUI, &amp;quot;Segoe UI&amp;quot;, &amp;quot;Helvetica Neue&amp;quot;, Helvetica, &amp;quot;Microsoft YaHei&amp;quot;, &amp;quot;Meiryo UI&amp;quot;, Meiryo, &amp;quot;Arial Unicode MS&amp;quot;, sans-serif; font-size: 16px;&quot;&gt;#NoSQL&lt;/strong&gt;&lt;strong style=&quot;background-color: white; color: #111111; font-family: -apple-system, Roboto, SegoeUI, &amp;quot;Segoe UI&amp;quot;, &amp;quot;Helvetica Neue&amp;quot;, Helvetica, &amp;quot;Microsoft YaHei&amp;quot;, &amp;quot;Meiryo UI&amp;quot;, Meiryo, &amp;quot;Arial Unicode MS&amp;quot;, sans-serif; font-size: 16px;&quot;&gt;#AIApplications&amp;nbsp;&lt;/strong&gt;&lt;strong style=&quot;background-color: white; color: #111111; font-family: -apple-system, Roboto, SegoeUI, &amp;quot;Segoe UI&amp;quot;, &amp;quot;Helvetica Neue&amp;quot;, Helvetica, &amp;quot;Microsoft YaHei&amp;quot;, &amp;quot;Meiryo UI&amp;quot;, Meiryo, &amp;quot;Arial Unicode MS&amp;quot;, sans-serif; font-size: 16px;&quot;&gt;#DataManagement #LLM #&lt;/strong&gt;&lt;span style=&quot;color: #111111; font-family: -apple-system, Roboto, SegoeUI, Segoe UI, Helvetica Neue, Helvetica, Microsoft YaHei, Meiryo UI, Meiryo, Arial Unicode MS, sans-serif;&quot;&gt;&lt;b&gt;GenerativeAI&lt;/b&gt;&lt;/span&gt;&lt;/p&gt;</description><link>http://usamawahabkhan.blogspot.com/2024/03/how-to-use-azure-cosmos-db-for-mongo-db.html</link><author>noreply@blogger.com (Usama Wahab Khan)</author><media:thumbnail xmlns:media="http://search.yahoo.com/mrss/" url="https://blogger.googleusercontent.com/img/a/AVvXsEjJcPR_Fyz1n9sgCCKKlQ9MRk3KjRebRNqNfGDs5h48zJSEw6-5ZVmaGcnEHemcjgY4X2xjpThmk-04vSFTUYvACZepNdE-Q0T7_R_QEeUJPrajLecfvaPrjL9Z1N-Cr2MrDi3vm1n1FxNAIaY-dCtVW2Wa5f62G2sLm2oZ1H9HfmULmRGxZ2eHBWp-I3E=s72-w551-h210-c" height="72" width="72"/><thr:total>0</thr:total></item><item><guid isPermaLink="false">tag:blogger.com,1999:blog-5888213217342714132.post-170144608075210404</guid><pubDate>Fri, 17 Jan 2020 10:35:00 +0000</pubDate><atom:updated>2020-01-17T03:56:25.713-08:00</atom:updated><category domain="http://www.blogger.com/atom/ns#">az203</category><category domain="http://www.blogger.com/atom/ns#">az400</category><category domain="http://www.blogger.com/atom/ns#">Dubai</category><category domain="http://www.blogger.com/atom/ns#">Ignite</category><category domain="http://www.blogger.com/atom/ns#">MCT</category><category domain="http://www.blogger.com/atom/ns#">Microsft</category><category domain="http://www.blogger.com/atom/ns#">Usama wahab khan</category><title>Free Certification Exam Offer from Microsoft</title><description>&lt;div class=&quot;separator&quot; style=&quot;clear: both; text-align: center;&quot;&gt;
  126. &lt;a href=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjKzdPMU4xAXJ0NIDbN3DdeMnx0-JM1SG2fmuVwaPkIRXQjNuBbja90gdK_GNpxvizrTEyh4hcB3fvC8n00KtEvDcNoW09jylk4_swcqCQRsrFAutI8r5GJ7Aoo6QcAK7YEuuCC2gbRWHqQ/s1600/Untitled.png&quot; imageanchor=&quot;1&quot; style=&quot;margin-left: 1em; margin-right: 1em;&quot;&gt;&lt;img border=&quot;0&quot; data-original-height=&quot;855&quot; data-original-width=&quot;1600&quot; height=&quot;342&quot; src=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjKzdPMU4xAXJ0NIDbN3DdeMnx0-JM1SG2fmuVwaPkIRXQjNuBbja90gdK_GNpxvizrTEyh4hcB3fvC8n00KtEvDcNoW09jylk4_swcqCQRsrFAutI8r5GJ7Aoo6QcAK7YEuuCC2gbRWHqQ/s640/Untitled.png&quot; width=&quot;640&quot; /&gt;&lt;/a&gt;&lt;/div&gt;
  127. &lt;div&gt;
  128. &lt;br /&gt;&lt;/div&gt;
  129. &lt;div&gt;
  130. &lt;br /&gt;&lt;/div&gt;
  131. Great news came from Microsoft. Anyone who will participate as registered attendance at Microsoft Ignite tour will get a chance to give one free Microsoft Exam. Microsoft Ignite the tour is also taking place in Dubai on February 10–11, 2020 where Cloud and Data lover can find tons of awesome sessions and learning content. if you&#39;re based in UAE don&#39;t miss the chance to participate in it. I hope so see you At Ignite. guys if you have any questions about feel free to catch on twitter &lt;a href=&quot;https://twitter.com/usamawahabkhan?lang=en&quot;&gt;Usama wahab Khan&lt;/a&gt;&lt;br /&gt;
  132. &lt;div class=&quot;separator&quot; style=&quot;clear: both; text-align: center;&quot;&gt;
  133. &lt;a href=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgmHnhi1nbe5MT8ezEVXMlvrF5kLYs6KHPJ_LYRkRwiMVjrHuAiPhVJt6_jJJqEs9LXcZNvG3JE4IFvCeY88q_bppECRGXGRRzYFjgpVyB0rhjve40dwxiRidRli4CvVM0EnhOSXGV2hfa_/s1600/free-certification-exam-offer-banner.png&quot; imageanchor=&quot;1&quot; style=&quot;margin-left: 1em; margin-right: 1em;&quot;&gt;&lt;img border=&quot;0&quot; data-original-height=&quot;503&quot; data-original-width=&quot;1600&quot; height=&quot;200&quot; src=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgmHnhi1nbe5MT8ezEVXMlvrF5kLYs6KHPJ_LYRkRwiMVjrHuAiPhVJt6_jJJqEs9LXcZNvG3JE4IFvCeY88q_bppECRGXGRRzYFjgpVyB0rhjve40dwxiRidRli4CvVM0EnhOSXGV2hfa_/s640/free-certification-exam-offer-banner.png&quot; width=&quot;640&quot; /&gt;&lt;/a&gt;&lt;/div&gt;
  134. &lt;div&gt;
  135. &lt;br /&gt;&lt;/div&gt;
  136. &lt;div&gt;
  137. &lt;br /&gt;&lt;/div&gt;
  138. &lt;div&gt;
  139. Microsoft Ignite tour Website Link for Registrations&amp;nbsp;&lt;/div&gt;
  140. &lt;div&gt;
  141. &lt;a href=&quot;https://www.microsoft.com/en-us/ignite-the-tour/#cities&quot;&gt;https://www.microsoft.com/en-us/ignite-the-tour/#cities&lt;/a&gt;&lt;/div&gt;
  142. &lt;div&gt;
  143. &lt;br /&gt;&lt;/div&gt;
  144. &lt;div&gt;
  145. &lt;div&gt;
  146. &lt;br /&gt;&lt;/div&gt;
  147. &lt;div&gt;
  148. &lt;div&gt;
  149. how to claim free exam &lt;a href=&quot;https://docs.microsoft.com/en-us/learn/certifications/microsoft-ignite-free-certification-exam-offer?WT.mc_id=msignitethetour2019_akawwlflag_-email-event#how-to-claim-your-free-exam&quot;&gt;Click here&amp;nbsp;&lt;/a&gt;&lt;/div&gt;
  150. &lt;h3&gt;
  151. &lt;b&gt;Eligible exams for this offer&lt;/b&gt;&lt;/h3&gt;
  152. &lt;div&gt;
  153. &lt;b&gt;By Product&lt;span style=&quot;white-space: pre;&quot;&gt; &lt;/span&gt;Exams&lt;/b&gt;&lt;/div&gt;
  154. &lt;div&gt;
  155. &lt;div&gt;
  156. Azure&lt;span style=&quot;white-space: pre;&quot;&gt; &lt;/span&gt;AI-100: Designing and Implementing an Azure AI Solution&lt;/div&gt;
  157. &lt;div&gt;
  158. AZ-103: Microsoft Azure Administrator&lt;/div&gt;
  159. &lt;div&gt;
  160. AZ-120: Planning and Administering Microsoft Azure for SAP Workloads&lt;/div&gt;
  161. &lt;div&gt;
  162. AZ-203: Developing Solutions for Microsoft Azure&lt;/div&gt;
  163. &lt;div&gt;
  164. AZ-300: Microsoft Azure Architect Technologies&lt;/div&gt;
  165. &lt;div&gt;
  166. AZ-301: Microsoft Azure Architect Design&lt;/div&gt;
  167. &lt;div&gt;
  168. AZ-400: Microsoft Azure DevOps Solutions&lt;/div&gt;
  169. &lt;div&gt;
  170. AZ-500: Microsoft Azure Security Technologies&lt;/div&gt;
  171. &lt;div&gt;
  172. AZ-900: Microsoft Azure Fundamentals&lt;/div&gt;
  173. &lt;div&gt;
  174. DP-100: Designing and Implementing a Data Science Solution on Azure&lt;/div&gt;
  175. &lt;div&gt;
  176. DP-200: Implementing an Azure Data Solution&lt;/div&gt;
  177. &lt;div&gt;
  178. DP-201: Designing an Azure Data Solution &lt;/div&gt;
  179. &lt;div&gt;
  180. Dynamics 365 and Power Platform&lt;span style=&quot;white-space: pre;&quot;&gt; &lt;/span&gt;MB-200: Microsoft Power Platform + Dynamics 365 Core&lt;/div&gt;
  181. &lt;div&gt;
  182. MB-210: Microsoft Dynamics 365 Sales&lt;/div&gt;
  183. &lt;div&gt;
  184. MB-220: Microsoft Dynamics 365 Marketing&lt;/div&gt;
  185. &lt;div&gt;
  186. MB-230: Microsoft Dynamics 365 Customer Service&lt;/div&gt;
  187. &lt;div&gt;
  188. MB-240: Microsoft Dynamics 365 Field Service&lt;/div&gt;
  189. &lt;div&gt;
  190. MB-300: Microsoft Dynamics 365: Core Finance and Operations&lt;/div&gt;
  191. &lt;div&gt;
  192. MB-310: Microsoft Dynamics 365 Finance&lt;/div&gt;
  193. &lt;div&gt;
  194. MB-320: Microsoft Dynamics 365 Supply Chain Management, Manufacturing&lt;/div&gt;
  195. &lt;div&gt;
  196. MB-330: Microsoft Dynamics 365 Supply Chain Management&lt;/div&gt;
  197. &lt;div&gt;
  198. MB-400: Microsoft PowerApps + Dynamics 365 Developer&lt;/div&gt;
  199. &lt;div&gt;
  200. MB-500: Microsoft Dynamics 365: Finance and Operations Apps Developer&lt;/div&gt;
  201. &lt;div&gt;
  202. MB-600: Microsoft Power Platform + Dynamics 365 Solution Architect (exam will not be available in beta until after December 31, 2019)&lt;/div&gt;
  203. &lt;div&gt;
  204. MB-700: Microsoft Dynamics 365: Finance and Operations Apps Solution Architect (exam will not be available in beta until after December 31, 2019)&lt;/div&gt;
  205. &lt;div&gt;
  206. MB-900: Microsoft Dynamics 365 Fundamentals&lt;/div&gt;
  207. &lt;div&gt;
  208. PL-900: Microsoft Power Platform Fundamentals&lt;/div&gt;
  209. &lt;div&gt;
  210. Microsoft 365&lt;span style=&quot;white-space: pre;&quot;&gt; &lt;/span&gt;MD-100: Windows 10&lt;/div&gt;
  211. &lt;div&gt;
  212. MD-101: Managing Modern Desktops&lt;/div&gt;
  213. &lt;div&gt;
  214. MS-100: Microsoft 365 Identity and Services&lt;/div&gt;
  215. &lt;div&gt;
  216. MS-101: Microsoft 365 Mobility and Security&lt;/div&gt;
  217. &lt;div&gt;
  218. MS-200: Planning and Configuring a Messaging Platform&lt;/div&gt;
  219. &lt;div&gt;
  220. MS-201: Implementing a Hybrid and Secure Messaging Platform&lt;/div&gt;
  221. &lt;div&gt;
  222. MS-300: Deploying Microsoft 365 Teamwork&lt;/div&gt;
  223. &lt;div&gt;
  224. MS-301: Deploying SharePoint Server Hybrid&lt;/div&gt;
  225. &lt;div&gt;
  226. MS-500: Microsoft 365 Security Administration&lt;/div&gt;
  227. &lt;div&gt;
  228. MS-600: Building Applications and Solutions with Microsoft 365 Core Services&lt;/div&gt;
  229. &lt;div&gt;
  230. MS-700: Managing Microsoft Teams&lt;/div&gt;
  231. &lt;div&gt;
  232. MS-900: Microsoft 365 Fundamentals&lt;/div&gt;
  233. &lt;/div&gt;
  234. &lt;div&gt;
  235. &lt;br /&gt;&lt;/div&gt;
  236. &lt;div&gt;
  237. &lt;div&gt;
  238. &lt;b&gt;Terms and conditions&lt;/b&gt;&lt;/div&gt;
  239. &lt;div&gt;
  240. This exam offer is available to eligible individuals who have attended Microsoft Ignite 2019 or a Microsoft Ignite The Tour 2019-2020 event.&lt;/div&gt;
  241. &lt;div&gt;
  242. This exam offer may be redeemed to take one (1) Microsoft Certification exam, delivered at an authorized Pearson Vue testing center or through a Pearson Vue online proctoring site.&lt;/div&gt;
  243. &lt;div&gt;
  244. This exam offer is exam-specific and only redeemable for select Microsoft exams.&lt;/div&gt;
  245. &lt;div&gt;
  246. This exam offer is available for a period beginning the first day of the event at which you received this exam offer and expires 180 days after the last day of such event.&lt;/div&gt;
  247. &lt;div&gt;
  248. This exam offer entitles you to register for one (1) exam prior to the offer expiration date.&lt;/div&gt;
  249. &lt;div&gt;
  250. This exam offer expiration date cannot be extended under any circumstances.&lt;/div&gt;
  251. &lt;div&gt;
  252. This exam offer is not valid for, and may not be redeemed by, either: 1) government officials; or 2) residents of Hong Kong, Switzerland, Israel, Germany, Russia, or Sweden. *This offer is not available to government officials or residents as noted as it exceeds the limits permissible under Microsoft policy and local law.&lt;/div&gt;
  253. &lt;div&gt;
  254. This exam offer may only be redeemed once.&lt;/div&gt;
  255. &lt;div&gt;
  256. This exam offer may not be redeemed or exchanged for cash, credit or refund.&lt;/div&gt;
  257. &lt;div&gt;
  258. This exam offer is nontransferable and is void if you alter, revise or transfer it in any way.&lt;/div&gt;
  259. &lt;div&gt;
  260. This exam offer is only offered to individuals who have registered and attended an official Microsoft Ignite 2019 or Microsoft Ignite The Tour 2019-2020 event.&lt;/div&gt;
  261. &lt;/div&gt;
  262. &lt;div&gt;
  263. &lt;br /&gt;&lt;/div&gt;
  264. &lt;div&gt;
  265. &lt;br /&gt;&lt;/div&gt;
  266. &lt;div&gt;
  267. &lt;b&gt;for more details&amp;nbsp;&lt;/b&gt;&lt;/div&gt;
  268. &lt;div&gt;
  269. &lt;a href=&quot;https://docs.microsoft.com/en-us/learn/certifications/microsoft-ignite-free-certification-exam-offer?WT.mc_id=msignitethetour2019_akawwlflag_-email-event&quot;&gt;https://docs.microsoft.com/en-us/learn/certifications/microsoft-ignite-free-certification-exam-offer?WT.mc_id=msignitethetour2019_akawwlflag_-email-event&lt;/a&gt;&lt;/div&gt;
  270. &lt;div&gt;
  271. &lt;br /&gt;&lt;/div&gt;
  272. &lt;/div&gt;
  273. &lt;/div&gt;
  274. </description><link>http://usamawahabkhan.blogspot.com/2020/01/free-certification-exam-offer-from.html</link><author>noreply@blogger.com (Usama Wahab Khan)</author><media:thumbnail xmlns:media="http://search.yahoo.com/mrss/" url="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjKzdPMU4xAXJ0NIDbN3DdeMnx0-JM1SG2fmuVwaPkIRXQjNuBbja90gdK_GNpxvizrTEyh4hcB3fvC8n00KtEvDcNoW09jylk4_swcqCQRsrFAutI8r5GJ7Aoo6QcAK7YEuuCC2gbRWHqQ/s72-c/Untitled.png" height="72" width="72"/><thr:total>21</thr:total></item><item><guid isPermaLink="false">tag:blogger.com,1999:blog-5888213217342714132.post-7161024433083490398</guid><pubDate>Sun, 09 Jul 2017 07:46:00 +0000</pubDate><atom:updated>2017-07-09T00:46:06.999-07:00</atom:updated><category domain="http://www.blogger.com/atom/ns#">MVP Award</category><title>Thanks to Microsoft and MVP Team for another MVP Award kit</title><description>&lt;div class=&quot;separator&quot; style=&quot;clear: both; text-align: center;&quot;&gt;
  275. &lt;a href=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhcnCFc4a6SAk6mHHDu7A5pUQzLrid_ncm-Hw8d8Riykw0RXJhuMKJvyfLRI9dLH5bVTDqLxwh7PQxE8S9zwh4W-gUORP86QTdidiBo_AfIBldMXjbs77S9Yak_vWD8mCLrPl-4whtZ5ONq/s1600/5acfbe8a-8c8d-4493-b13c-af0a7c0b96fd.jpg&quot; imageanchor=&quot;1&quot; style=&quot;margin-left: 1em; margin-right: 1em;&quot;&gt;&lt;img border=&quot;0&quot; data-original-height=&quot;960&quot; data-original-width=&quot;1280&quot; height=&quot;480&quot; src=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhcnCFc4a6SAk6mHHDu7A5pUQzLrid_ncm-Hw8d8Riykw0RXJhuMKJvyfLRI9dLH5bVTDqLxwh7PQxE8S9zwh4W-gUORP86QTdidiBo_AfIBldMXjbs77S9Yak_vWD8mCLrPl-4whtZ5ONq/s640/5acfbe8a-8c8d-4493-b13c-af0a7c0b96fd.jpg&quot; width=&quot;640&quot; /&gt;&lt;/a&gt;&lt;/div&gt;
  276. &lt;div class=&quot;separator&quot; style=&quot;clear: both; text-align: center;&quot;&gt;
  277. &lt;a href=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEilHTYdOnRiioZHj-xmwfs3j-J5A7fAb8qhvhVYERIgM7Ozwh0l3dv6b5sfpYhp8D4nxTGDVvT2yAvNl0KdV2_hCJoQxDr29kCtO72tkNVbLsS1buFlY_mr6HtMCc0bPZeF_TW_yTp5lVzO/s1600/2f5f8493-a57d-490e-a7cd-bcc4a17070a8.jpg&quot; imageanchor=&quot;1&quot; style=&quot;margin-left: 1em; margin-right: 1em;&quot;&gt;&lt;img border=&quot;0&quot; data-original-height=&quot;1280&quot; data-original-width=&quot;960&quot; height=&quot;640&quot; src=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEilHTYdOnRiioZHj-xmwfs3j-J5A7fAb8qhvhVYERIgM7Ozwh0l3dv6b5sfpYhp8D4nxTGDVvT2yAvNl0KdV2_hCJoQxDr29kCtO72tkNVbLsS1buFlY_mr6HtMCc0bPZeF_TW_yTp5lVzO/s640/2f5f8493-a57d-490e-a7cd-bcc4a17070a8.jpg&quot; width=&quot;480&quot; /&gt;&lt;/a&gt;&lt;/div&gt;
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  290. &lt;a href=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgXpe0jYlWmjoCQ1yqfWtd-ASg3jiFmaPSvfccs7osZDJ2-Ch__YM3VLhaGJUJ0EMWeb3t-Pbu1RNoJhErPk75n26Ed-UcKVMJ5IDT9AwOk-dwVfjQ_V2aI1vuA-18EtmfTa9n_7gAi2ncr/s1600/f70e1ce3-0450-4f29-8161-17e68ce3aa98.jpg&quot; imageanchor=&quot;1&quot; style=&quot;margin-left: 1em; margin-right: 1em;&quot;&gt;&lt;img border=&quot;0&quot; data-original-height=&quot;309&quot; data-original-width=&quot;340&quot; height=&quot;290&quot; src=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgXpe0jYlWmjoCQ1yqfWtd-ASg3jiFmaPSvfccs7osZDJ2-Ch__YM3VLhaGJUJ0EMWeb3t-Pbu1RNoJhErPk75n26Ed-UcKVMJ5IDT9AwOk-dwVfjQ_V2aI1vuA-18EtmfTa9n_7gAi2ncr/s320/f70e1ce3-0450-4f29-8161-17e68ce3aa98.jpg&quot; width=&quot;320&quot; /&gt;&lt;/a&gt;&lt;/div&gt;
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  292. &lt;a href=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhgmyUx0ZLOFXm7xz1MfsVG5BSyUrVcYQeNx1QloU4m3Q5TAQn8qNodQw9Rl7NOK7IOFddOa6X8-KnAgi0fYcYtFmsNVfmQm4o5d2uGszV5bI_WWbkg4JwQvWRRLPvr_DxwD-dRXhwIZ132/s1600/bf070118-d262-4ec0-b4b5-041c4adc56b1.jpg&quot; imageanchor=&quot;1&quot; style=&quot;margin-left: 1em; margin-right: 1em;&quot;&gt;&lt;img border=&quot;0&quot; data-original-height=&quot;960&quot; data-original-width=&quot;1280&quot; height=&quot;240&quot; src=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhgmyUx0ZLOFXm7xz1MfsVG5BSyUrVcYQeNx1QloU4m3Q5TAQn8qNodQw9Rl7NOK7IOFddOa6X8-KnAgi0fYcYtFmsNVfmQm4o5d2uGszV5bI_WWbkg4JwQvWRRLPvr_DxwD-dRXhwIZ132/s320/bf070118-d262-4ec0-b4b5-041c4adc56b1.jpg&quot; width=&quot;320&quot; /&gt;&lt;/a&gt;&lt;/div&gt;
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  296. &lt;br /&gt;</description><link>http://usamawahabkhan.blogspot.com/2017/07/thanks-to-microsoft-and-mvp-team-for.html</link><author>noreply@blogger.com (Usama Wahab Khan)</author><media:thumbnail xmlns:media="http://search.yahoo.com/mrss/" url="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhcnCFc4a6SAk6mHHDu7A5pUQzLrid_ncm-Hw8d8Riykw0RXJhuMKJvyfLRI9dLH5bVTDqLxwh7PQxE8S9zwh4W-gUORP86QTdidiBo_AfIBldMXjbs77S9Yak_vWD8mCLrPl-4whtZ5ONq/s72-c/5acfbe8a-8c8d-4493-b13c-af0a7c0b96fd.jpg" height="72" width="72"/><thr:total>10</thr:total></item><item><guid isPermaLink="false">tag:blogger.com,1999:blog-5888213217342714132.post-4090241938423538896</guid><pubDate>Sun, 21 May 2017 07:40:00 +0000</pubDate><atom:updated>2017-05-21T00:40:56.583-07:00</atom:updated><category domain="http://www.blogger.com/atom/ns#">AZUR</category><category domain="http://www.blogger.com/atom/ns#">Azure App Service</category><category domain="http://www.blogger.com/atom/ns#">Big Data</category><category domain="http://www.blogger.com/atom/ns#">claim based authentication</category><category domain="http://www.blogger.com/atom/ns#">Microsft Gulf</category><category domain="http://www.blogger.com/atom/ns#">Microsoft Certified Trainer</category><category domain="http://www.blogger.com/atom/ns#">MVP</category><category domain="http://www.blogger.com/atom/ns#">MVP Award</category><category domain="http://www.blogger.com/atom/ns#">PowerBI</category><category domain="http://www.blogger.com/atom/ns#">Usama wahab khan</category><category domain="http://www.blogger.com/atom/ns#">Windows Azure</category><title>Present Big Data Three V and Microsoft Azure Stream Analytics Microsoft Cloud Roadshow </title><description>&lt;div class=&quot;separator&quot; style=&quot;clear: both; text-align: center;&quot;&gt;
  297. &lt;/div&gt;
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  300. &lt;a href=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiLiuknJLBcSRYBmrWD6NIec84gXLtjp3X-bZYmT43oGsbxBTpOM-_d1-66Xj0F0aOMCdLhU_zPL1_uT2l8xXQjkdwdnKwh6WjFd9PeXtrS9HXAa-nnymAASUGu4Ov2NAaOS_sgKQxhximY/s1600/IMG_20170520_110129.jpg&quot; imageanchor=&quot;1&quot; style=&quot;margin-left: 1em; margin-right: 1em;&quot;&gt;&lt;img border=&quot;0&quot; height=&quot;360&quot; src=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiLiuknJLBcSRYBmrWD6NIec84gXLtjp3X-bZYmT43oGsbxBTpOM-_d1-66Xj0F0aOMCdLhU_zPL1_uT2l8xXQjkdwdnKwh6WjFd9PeXtrS9HXAa-nnymAASUGu4Ov2NAaOS_sgKQxhximY/s640/IMG_20170520_110129.jpg&quot; width=&quot;640&quot; /&gt;&lt;/a&gt;&lt;/div&gt;
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  304. &lt;a href=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgI-qPAqVyqH09CtAE2UucnZMdf_MBwvt13oevTWZWOWMyllQH30BEPTgt-wosg7xguXtRDs5Nf6Ku5lMt31v7Wvki4r0p7mzsxU9912WZiQ_A9OG2yTYk8o41lLEESOB2j-87lX7cIzBN9/s1600/IMG_20170520_110151.jpg&quot; imageanchor=&quot;1&quot; style=&quot;margin-left: 1em; margin-right: 1em;&quot;&gt;&lt;img border=&quot;0&quot; height=&quot;360&quot; src=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgI-qPAqVyqH09CtAE2UucnZMdf_MBwvt13oevTWZWOWMyllQH30BEPTgt-wosg7xguXtRDs5Nf6Ku5lMt31v7Wvki4r0p7mzsxU9912WZiQ_A9OG2yTYk8o41lLEESOB2j-87lX7cIzBN9/s640/IMG_20170520_110151.jpg&quot; width=&quot;640&quot; /&gt;&lt;/a&gt;&lt;/div&gt;
  305. &lt;a href=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgcTmEcy5zlxLBM1pFaznGALJbijR3KJ1SrUQsI_CBSw_JSTmhIjq1_l7l3AP-o9lWI6v8aaDnEwEXRXKCocejM3UUiXh5_J4Nq3YdgOmnHBooXO5DZE5WRzoz4ZJ70lGSeb-Q1G94-SxRP/s1600/IMG_20170520_104135.jpg&quot; imageanchor=&quot;1&quot; style=&quot;clear: left; float: left; margin-bottom: 1em; margin-right: 1em;&quot;&gt;&lt;br /&gt;&lt;/a&gt;&lt;a href=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgcTmEcy5zlxLBM1pFaznGALJbijR3KJ1SrUQsI_CBSw_JSTmhIjq1_l7l3AP-o9lWI6v8aaDnEwEXRXKCocejM3UUiXh5_J4Nq3YdgOmnHBooXO5DZE5WRzoz4ZJ70lGSeb-Q1G94-SxRP/s1600/IMG_20170520_104135.jpg&quot; imageanchor=&quot;1&quot; style=&quot;clear: left; float: left; margin-bottom: 1em; margin-right: 1em;&quot;&gt;&lt;img border=&quot;0&quot; height=&quot;360&quot; src=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgcTmEcy5zlxLBM1pFaznGALJbijR3KJ1SrUQsI_CBSw_JSTmhIjq1_l7l3AP-o9lWI6v8aaDnEwEXRXKCocejM3UUiXh5_J4Nq3YdgOmnHBooXO5DZE5WRzoz4ZJ70lGSeb-Q1G94-SxRP/s640/IMG_20170520_104135.jpg&quot; width=&quot;640&quot; /&gt;&lt;/a&gt;&lt;br /&gt;
  306. &lt;br /&gt;
  307. &lt;div class=&quot;separator&quot; style=&quot;clear: both; text-align: center;&quot;&gt;
  308. &lt;a href=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEim2VOTZZvSejpdEdXvywmzvV3zk-V3WDgDZAVJAIoH-VzHnIOzB7r917epU-VMl5yR-phna1lrv6MtWrc4lUu_zlS48yBiu8duYxZqWc0J3dW1v5xzCPD3agxe2adon1lmmXpXAutMF4ai/s1600/IMG_20170520_111038.jpg&quot; imageanchor=&quot;1&quot; style=&quot;clear: right; float: right; margin-bottom: 1em; margin-left: 1em;&quot;&gt;&lt;img border=&quot;0&quot; height=&quot;180&quot; src=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEim2VOTZZvSejpdEdXvywmzvV3zk-V3WDgDZAVJAIoH-VzHnIOzB7r917epU-VMl5yR-phna1lrv6MtWrc4lUu_zlS48yBiu8duYxZqWc0J3dW1v5xzCPD3agxe2adon1lmmXpXAutMF4ai/s320/IMG_20170520_111038.jpg&quot; width=&quot;320&quot; /&gt;&lt;/a&gt;&lt;/div&gt;
  309. &lt;br /&gt;
  310. &lt;span style=&quot;color: #073763; font-family: Source Sans Pro, Helvetica, Arial, sans-serif, Hiragino Kaku Gothic Pro, Meiryo, Hiragino Sans GB W3, Noto Naskh Arabic, Droid Arabic Naskh, Geeza Pro, Simplified Arabic, Noto Sans Thai, Thonburi, Dokchampa, Droid Sans Thai, Droid Sans Fallback, -apple-system, .SFNSDisplay-Regular, Heiti SC, Microsoft Yahei, Segoe UI;&quot;&gt;&lt;span style=&quot;background-color: white; font-size: 15px; white-space: pre-wrap;&quot;&gt;&lt;br /&gt;&lt;/span&gt;&lt;/span&gt;
  311. &lt;span style=&quot;color: #073763; font-family: Source Sans Pro, Helvetica, Arial, sans-serif, Hiragino Kaku Gothic Pro, Meiryo, Hiragino Sans GB W3, Noto Naskh Arabic, Droid Arabic Naskh, Geeza Pro, Simplified Arabic, Noto Sans Thai, Thonburi, Dokchampa, Droid Sans Thai, Droid Sans Fallback, -apple-system, .SFNSDisplay-Regular, Heiti SC, Microsoft Yahei, Segoe UI;&quot;&gt;&lt;span style=&quot;background-color: white; font-size: 15px; white-space: pre-wrap;&quot;&gt;It was my pleasure to be part of data platform roadshow event! I Talked about Microsoft Azure Platform and Big Data and PowerBI with Microsoft Real Time data Stream solution for IOT and Real Time dashboards with Azure Stream Analytics Microsoft Cloud Roadshow. Event Arranged by Microsoft for Data Science Community in UAE.&lt;/span&gt;&lt;/span&gt;&lt;br /&gt;
  312. &lt;span style=&quot;color: #073763; font-family: Source Sans Pro, Helvetica, Arial, sans-serif, Hiragino Kaku Gothic Pro, Meiryo, Hiragino Sans GB W3, Noto Naskh Arabic, Droid Arabic Naskh, Geeza Pro, Simplified Arabic, Noto Sans Thai, Thonburi, Dokchampa, Droid Sans Thai, Droid Sans Fallback, -apple-system, .SFNSDisplay-Regular, Heiti SC, Microsoft Yahei, Segoe UI;&quot;&gt;&lt;span style=&quot;background-color: white; font-size: 15px; white-space: pre-wrap;&quot;&gt;&lt;br /&gt;&lt;/span&gt;&lt;/span&gt;
  313. &lt;div class=&quot;separator&quot; style=&quot;clear: both; text-align: center;&quot;&gt;
  314. &lt;a href=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEi9fV6s64_RRXlfT26kXxxtlTfd6ok2GCiXJgYyFe_bwxOy8hsX4qvjziCAmDTc6GHPQnoV-eYIJKx9h_2vzgO38m0nCC-8PyPJ-rgHlMW-c_f7CpTO4miDjC9ixXLykFYHspi2-NdJ1MDW/s1600/2Azure+Stream+Analytics.jpg&quot; imageanchor=&quot;1&quot; style=&quot;clear: left; float: left; margin-bottom: 1em; margin-right: 1em;&quot;&gt;&lt;img border=&quot;0&quot; height=&quot;360&quot; src=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEi9fV6s64_RRXlfT26kXxxtlTfd6ok2GCiXJgYyFe_bwxOy8hsX4qvjziCAmDTc6GHPQnoV-eYIJKx9h_2vzgO38m0nCC-8PyPJ-rgHlMW-c_f7CpTO4miDjC9ixXLykFYHspi2-NdJ1MDW/s640/2Azure+Stream+Analytics.jpg&quot; width=&quot;640&quot; /&gt;&lt;/a&gt;&lt;a href=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhnh-Gpuf58FDMm4QuajoL7wD6FBnkFJNBBVVylpy9iQIbKRJCDkNNZbzeu-saH39Ike2R9Fl6EAymPl1aWyNW7BZvk_PI9-y8KAz9oJLu4_RMIMWZcQ0QvNjxMT20YK-EzprbxLL1ySMZh/s1600/3Azure+Stream+Analytics.jpg&quot; imageanchor=&quot;1&quot; style=&quot;clear: right; display: inline !important; margin-bottom: 1em; margin-left: 1em;&quot;&gt;&lt;img border=&quot;0&quot; height=&quot;360&quot; src=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhnh-Gpuf58FDMm4QuajoL7wD6FBnkFJNBBVVylpy9iQIbKRJCDkNNZbzeu-saH39Ike2R9Fl6EAymPl1aWyNW7BZvk_PI9-y8KAz9oJLu4_RMIMWZcQ0QvNjxMT20YK-EzprbxLL1ySMZh/s640/3Azure+Stream+Analytics.jpg&quot; width=&quot;640&quot; /&gt;&lt;/a&gt;&lt;/div&gt;
  315. &lt;br /&gt;
  316. &lt;div class=&quot;separator&quot; style=&quot;clear: both; text-align: center;&quot;&gt;
  317. &lt;a href=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEi56-16wVCrrzf0ffkmFM_TktLa1AJb4cBN3SuO4BqL7VIV5Z0ZSWNvpKtsD92zWFLMXZYdAnpj7ZqFkgXqYEQL2IkLxnx0U3uQnbiWAitYIhBctMqcpS2upXM9SbGaPKoBtXCa3RqeK89C/s1600/Azure+Stream+Analytics.jpg&quot; imageanchor=&quot;1&quot; style=&quot;margin-left: 1em; margin-right: 1em;&quot;&gt;&lt;img border=&quot;0&quot; height=&quot;360&quot; src=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEi56-16wVCrrzf0ffkmFM_TktLa1AJb4cBN3SuO4BqL7VIV5Z0ZSWNvpKtsD92zWFLMXZYdAnpj7ZqFkgXqYEQL2IkLxnx0U3uQnbiWAitYIhBctMqcpS2upXM9SbGaPKoBtXCa3RqeK89C/s640/Azure+Stream+Analytics.jpg&quot; width=&quot;640&quot; /&gt;&lt;/a&gt;&lt;/div&gt;
  318. &lt;span style=&quot;color: #073763; font-family: Source Sans Pro, Helvetica, Arial, sans-serif, Hiragino Kaku Gothic Pro, Meiryo, Hiragino Sans GB W3, Noto Naskh Arabic, Droid Arabic Naskh, Geeza Pro, Simplified Arabic, Noto Sans Thai, Thonburi, Dokchampa, Droid Sans Thai, Droid Sans Fallback, -apple-system, .SFNSDisplay-Regular, Heiti SC, Microsoft Yahei, Segoe UI;&quot;&gt;&lt;span style=&quot;background-color: white; font-size: 15px; white-space: pre-wrap;&quot;&gt;&lt;br /&gt;&lt;/span&gt;&lt;/span&gt;</description><link>http://usamawahabkhan.blogspot.com/2017/05/present-big-data-three-v-and-microsoft.html</link><author>noreply@blogger.com (Usama Wahab Khan)</author><media:thumbnail xmlns:media="http://search.yahoo.com/mrss/" url="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiLiuknJLBcSRYBmrWD6NIec84gXLtjp3X-bZYmT43oGsbxBTpOM-_d1-66Xj0F0aOMCdLhU_zPL1_uT2l8xXQjkdwdnKwh6WjFd9PeXtrS9HXAa-nnymAASUGu4Ov2NAaOS_sgKQxhximY/s72-c/IMG_20170520_110129.jpg" height="72" width="72"/><thr:total>6</thr:total></item><item><guid isPermaLink="false">tag:blogger.com,1999:blog-5888213217342714132.post-4084801209813988224</guid><pubDate>Mon, 06 Mar 2017 09:06:00 +0000</pubDate><atom:updated>2017-05-21T01:07:06.284-07:00</atom:updated><category domain="http://www.blogger.com/atom/ns#">azure</category><category domain="http://www.blogger.com/atom/ns#">gis</category><category domain="http://www.blogger.com/atom/ns#">Usama wahab khan</category><title>GIS &amp;a Remote Sensing Annual Scientist Forum by DUBAI MUNICIPALITY</title><description>&lt;div class=&quot;separator&quot; style=&quot;clear: both; text-align: center;&quot;&gt;
  319. &lt;a href=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhR81PKNIKpyDpK-eWqde_6FFOzS190FwxpxBYsc2LqlMfAeFv-yy2SJDYVcqVR_2EPKhZ1r_f5qj3asOrX5qpaa-e7ESkQiNFN0tC1Z6hEcIPD7S3pno1koV20m4CcAUpd8yYv4DaeF8i3/s1600/17155618_10154178812160780_8952002179674000265_n.jpg&quot; imageanchor=&quot;1&quot; style=&quot;margin-left: 1em; margin-right: 1em;&quot;&gt;&lt;img border=&quot;0&quot; height=&quot;320&quot; src=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhR81PKNIKpyDpK-eWqde_6FFOzS190FwxpxBYsc2LqlMfAeFv-yy2SJDYVcqVR_2EPKhZ1r_f5qj3asOrX5qpaa-e7ESkQiNFN0tC1Z6hEcIPD7S3pno1koV20m4CcAUpd8yYv4DaeF8i3/s320/17155618_10154178812160780_8952002179674000265_n.jpg&quot; width=&quot;304&quot; /&gt;&lt;/a&gt;&lt;/div&gt;
  320. &lt;br /&gt;
  321. &lt;div class=&quot;separator&quot; style=&quot;clear: both; text-align: center;&quot;&gt;
  322. &lt;a href=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgegMYI72GJqtDCfGX17gv80mUhmYSQQN16uHrOYHOIpD4_q2LxFUsGpcnuh8N99GMoTI1FS3-OzmJB_TFZqpN48Rp9zfNrRFdLk02IFI-TxBm47U5eHnhANM7I9ys2Q8AhAmTr0zINNgeX/s1600/16996291_10154178812170780_1033122847998992010_n.jpg&quot; imageanchor=&quot;1&quot; style=&quot;margin-left: 1em; margin-right: 1em;&quot;&gt;&lt;img border=&quot;0&quot; height=&quot;180&quot; src=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgegMYI72GJqtDCfGX17gv80mUhmYSQQN16uHrOYHOIpD4_q2LxFUsGpcnuh8N99GMoTI1FS3-OzmJB_TFZqpN48Rp9zfNrRFdLk02IFI-TxBm47U5eHnhANM7I9ys2Q8AhAmTr0zINNgeX/s320/16996291_10154178812170780_1033122847998992010_n.jpg&quot; width=&quot;320&quot; /&gt;&lt;/a&gt;&lt;/div&gt;
  323. &lt;br /&gt;
  324. &lt;br /&gt;
  325. Thanks to Government of Dubai and DUBAI MUNICIPALITYGIS) for great speaking opportunity @&amp;nbsp;&lt;span style=&quot;background-color: #f6d5d9;&quot;&gt;GIS &amp;amp;a Remote Sensing Annual Scientist Forum by govt Dubai&lt;/span&gt;</description><link>http://usamawahabkhan.blogspot.com/2017/03/gis-remote-sensing-annual-scientist.html</link><author>noreply@blogger.com (Usama Wahab Khan)</author><media:thumbnail xmlns:media="http://search.yahoo.com/mrss/" url="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhR81PKNIKpyDpK-eWqde_6FFOzS190FwxpxBYsc2LqlMfAeFv-yy2SJDYVcqVR_2EPKhZ1r_f5qj3asOrX5qpaa-e7ESkQiNFN0tC1Z6hEcIPD7S3pno1koV20m4CcAUpd8yYv4DaeF8i3/s72-c/17155618_10154178812160780_8952002179674000265_n.jpg" height="72" width="72"/><thr:total>2</thr:total></item><item><guid isPermaLink="false">tag:blogger.com,1999:blog-5888213217342714132.post-8976262858894260941</guid><pubDate>Tue, 14 Feb 2017 09:01:00 +0000</pubDate><atom:updated>2017-05-21T01:07:32.939-07:00</atom:updated><category domain="http://www.blogger.com/atom/ns#">MCT</category><category domain="http://www.blogger.com/atom/ns#">Microsft</category><category domain="http://www.blogger.com/atom/ns#">Microsoft Certified Trainer</category><category domain="http://www.blogger.com/atom/ns#">MVP</category><category domain="http://www.blogger.com/atom/ns#">Usama wahab khan</category><title> Microsoft Certified Trainer (MCT) 2017</title><description>I am highly honored to be a part MCT community again this year. it&#39;s my 5th year in as Microsoft Certifed Trainer. I am proud of my this Achievement. &lt;br /&gt;
  326. &lt;br /&gt;
  327. &lt;br /&gt;
  328. &lt;div class=&quot;separator&quot; style=&quot;clear: both; text-align: center;&quot;&gt;
  329. &lt;a href=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEi40XDWIAyoW3EA4uTLWAydGnLTC0d_-dVVWHMmnbJzQ-aC8fvSgj6Wb7NI49nenntB7ug2StNKnw_CY4WLgIxUnkTAp3FiDDjSDol7vO85_QdAMThgynLkwqrj3-Krc0IV84sLePtVoJcO/s1600/FB_IMG_1456623148372.jpg&quot; imageanchor=&quot;1&quot; style=&quot;margin-left: 1em; margin-right: 1em;&quot;&gt;&lt;img border=&quot;0&quot; height=&quot;494&quot; src=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEi40XDWIAyoW3EA4uTLWAydGnLTC0d_-dVVWHMmnbJzQ-aC8fvSgj6Wb7NI49nenntB7ug2StNKnw_CY4WLgIxUnkTAp3FiDDjSDol7vO85_QdAMThgynLkwqrj3-Krc0IV84sLePtVoJcO/s640/FB_IMG_1456623148372.jpg&quot; width=&quot;640&quot; /&gt;&lt;/a&gt;&lt;/div&gt;
  330. &lt;div class=&quot;separator&quot; style=&quot;clear: both; text-align: center;&quot;&gt;
  331. &lt;/div&gt;
  332. &lt;br /&gt;
  333. I am Offering Training for&lt;br /&gt;
  334. SharePoint (Full Stack)&lt;br /&gt;
  335. Office365 &amp;nbsp;(Full Stack)&lt;br /&gt;
  336. SQL Server&lt;br /&gt;
  337. PowerBI (Full Stack)&lt;br /&gt;
  338. MVC/ASP (Full Stack)&lt;br /&gt;
  339. Visual Studio&lt;br /&gt;
  340. PowerBI&lt;br /&gt;
  341. Azure (Full Stack)&lt;br /&gt;
  342. &lt;br /&gt;
  343. for Contact email me at ukhan@evoluitontech.ae&lt;br /&gt;
  344. &lt;div class=&quot;separator&quot; style=&quot;clear: both; text-align: center;&quot;&gt;
  345. &lt;a href=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgAO9EU_nu2ZPEtWpnszB4Mu9Xqt5rWNhGqSEt840-Ku1uJNRhFkA5AAASpaCd_VNX8H6UjWXK_6DLjMB_VLhy7Z0GqN0QCJ2Pod3TWVzofsvTaP8-YPSjYoKu4KzLXnfSslHPvmmlwnesT/s1600/17434473_1249813768389826_446627982563128030_o.jpg&quot; imageanchor=&quot;1&quot; style=&quot;clear: left; float: left; margin-bottom: 1em; margin-right: 1em;&quot;&gt;&lt;img border=&quot;0&quot; height=&quot;640&quot; src=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgAO9EU_nu2ZPEtWpnszB4Mu9Xqt5rWNhGqSEt840-Ku1uJNRhFkA5AAASpaCd_VNX8H6UjWXK_6DLjMB_VLhy7Z0GqN0QCJ2Pod3TWVzofsvTaP8-YPSjYoKu4KzLXnfSslHPvmmlwnesT/s640/17434473_1249813768389826_446627982563128030_o.jpg&quot; width=&quot;425&quot; /&gt;&lt;/a&gt;&lt;/div&gt;
  346. &lt;br /&gt;
  347. &lt;br /&gt;</description><link>http://usamawahabkhan.blogspot.com/2017/05/microsoft-certified-trainer-mct-2017.html</link><author>noreply@blogger.com (Usama Wahab Khan)</author><media:thumbnail xmlns:media="http://search.yahoo.com/mrss/" url="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEi40XDWIAyoW3EA4uTLWAydGnLTC0d_-dVVWHMmnbJzQ-aC8fvSgj6Wb7NI49nenntB7ug2StNKnw_CY4WLgIxUnkTAp3FiDDjSDol7vO85_QdAMThgynLkwqrj3-Krc0IV84sLePtVoJcO/s72-c/FB_IMG_1456623148372.jpg" height="72" width="72"/><thr:total>7</thr:total></item><item><guid isPermaLink="false">tag:blogger.com,1999:blog-5888213217342714132.post-4963897443082946445</guid><pubDate>Sat, 14 Jan 2017 13:00:00 +0000</pubDate><atom:updated>2017-01-25T05:59:30.310-08:00</atom:updated><category domain="http://www.blogger.com/atom/ns#">Dev Saturday UAE</category><category domain="http://www.blogger.com/atom/ns#">Microsft</category><category domain="http://www.blogger.com/atom/ns#">MVP</category><category domain="http://www.blogger.com/atom/ns#">MVP Award</category><category domain="http://www.blogger.com/atom/ns#">SharePoint</category><category domain="http://www.blogger.com/atom/ns#">SPSDubai</category><category domain="http://www.blogger.com/atom/ns#">UAE SharePoint</category><category domain="http://www.blogger.com/atom/ns#">Usama wahab khan</category><title>I am honored to Received 4th time Microsoft Most Valuable Professional Award - 2017</title><description>&lt;span style=&quot;font-family: &amp;quot;verdana&amp;quot; , sans-serif; font-size: x-small;&quot;&gt;&lt;br /&gt;&lt;/span&gt;
  348. &lt;br /&gt;
  349. &lt;div class=&quot;separator&quot; style=&quot;clear: both; text-align: center;&quot;&gt;
  350. &lt;a href=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEi_D2kC1BMoNRDjvULmjUgpn9mF54lPGvOk3mk6_yfYmKtwEioCuQVWaXJH-6rWaUxlHh2MaWfwfkUzMDc0zz6_XgjO_1XDC78lHtWOA0NI4R_TBsuyYdHmd1vEFs0_m5dVkTK2NajJUwy7/s1600/IMG_1622.JPG&quot; imageanchor=&quot;1&quot; style=&quot;margin-left: 1em; margin-right: 1em;&quot;&gt;&lt;img border=&quot;0&quot; height=&quot;506&quot; src=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEi_D2kC1BMoNRDjvULmjUgpn9mF54lPGvOk3mk6_yfYmKtwEioCuQVWaXJH-6rWaUxlHh2MaWfwfkUzMDc0zz6_XgjO_1XDC78lHtWOA0NI4R_TBsuyYdHmd1vEFs0_m5dVkTK2NajJUwy7/s640/IMG_1622.JPG&quot; width=&quot;640&quot; /&gt;&lt;/a&gt;&lt;/div&gt;
  351. &lt;br /&gt;
  352. &lt;div class=&quot;separator&quot; style=&quot;clear: both; text-align: center;&quot;&gt;
  353. &lt;a href=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEi6T0VrPANVc9_BPyliSohDxUYrNGufygr6Q39dkBcQTKMC5LafR9YNuOa5crclEPmYjSE_QyJQ73tV0PDtrbRn0kUp_jZRwJ5sdvNYQlR5sz3b7ctLFSrEFyBKa6k7mQrKxY7Y2GToy9pF/s1600/IMG_1729.JPG&quot; imageanchor=&quot;1&quot; style=&quot;clear: left; float: left; margin-bottom: 1em; margin-right: 1em;&quot;&gt;&lt;img border=&quot;0&quot; height=&quot;480&quot; src=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEi6T0VrPANVc9_BPyliSohDxUYrNGufygr6Q39dkBcQTKMC5LafR9YNuOa5crclEPmYjSE_QyJQ73tV0PDtrbRn0kUp_jZRwJ5sdvNYQlR5sz3b7ctLFSrEFyBKa6k7mQrKxY7Y2GToy9pF/s640/IMG_1729.JPG&quot; width=&quot;640&quot; /&gt;&lt;/a&gt;&lt;/div&gt;
  354. &lt;div class=&quot;separator&quot; style=&quot;clear: both; text-align: center;&quot;&gt;
  355. &lt;/div&gt;
  356. &lt;div class=&quot;separator&quot; style=&quot;clear: both; text-align: center;&quot;&gt;
  357. &lt;a href=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgtUIrvA_syj95b-F-4oDHHPhsac_bvYy-aREvgE-JDJ_u9TM2IavPjPzveP0QXrFaO8Zv7PWXEEAjEQ_NrQPTBOhiaMGeZXVKIr7JGVDVfbXttzz1PLtShUM1Ev7fnGcKNv903KKa3lg-H/s1600/IMG_1736.JPG&quot; imageanchor=&quot;1&quot; style=&quot;clear: right; float: right; margin-bottom: 1em; margin-left: 1em;&quot;&gt;&lt;img border=&quot;0&quot; height=&quot;320&quot; src=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgtUIrvA_syj95b-F-4oDHHPhsac_bvYy-aREvgE-JDJ_u9TM2IavPjPzveP0QXrFaO8Zv7PWXEEAjEQ_NrQPTBOhiaMGeZXVKIr7JGVDVfbXttzz1PLtShUM1Ev7fnGcKNv903KKa3lg-H/s320/IMG_1736.JPG&quot; width=&quot;240&quot; /&gt;&lt;/a&gt;&lt;/div&gt;
  358. &lt;a href=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEi3BCeOwrYFMJ0grZXy00ir1-t9hwAomqlNHk8gz991wMigk_on9C2tC9i7hH7BwXmlAg0DNfP09ptLsR0eTVWfScsaRREVx1u8TCey5vJ5oHPXDYlYGknKnkDFfem_2mbRMIBJf2o9Xn4v/s1600/IMG_1758.JPG&quot; imageanchor=&quot;1&quot; style=&quot;clear: right; float: right; margin-bottom: 1em; margin-left: 1em;&quot;&gt;&lt;img border=&quot;0&quot; height=&quot;240&quot; src=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEi3BCeOwrYFMJ0grZXy00ir1-t9hwAomqlNHk8gz991wMigk_on9C2tC9i7hH7BwXmlAg0DNfP09ptLsR0eTVWfScsaRREVx1u8TCey5vJ5oHPXDYlYGknKnkDFfem_2mbRMIBJf2o9Xn4v/s320/IMG_1758.JPG&quot; width=&quot;320&quot; /&gt;&lt;/a&gt;&lt;br /&gt;
  359. &lt;br /&gt;
  360. &lt;a href=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhYOEEGYAecBDHJosoVpoZf3BXfT79m_MFCthaz1ysAmjep2_6HzhnrF7tcwgjA0-jqBiPjoSu7m4YET9ymK5y8QY8U2JV8xXpYPPbYNjD8qH59PTxznW0VrqZY3jrAttAPX0GnttoDkBAA/s1600/IMG_1740.JPG&quot; imageanchor=&quot;1&quot; style=&quot;clear: left; float: left; margin-bottom: 1em; margin-right: 1em;&quot;&gt;&lt;img border=&quot;0&quot; height=&quot;240&quot; src=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhYOEEGYAecBDHJosoVpoZf3BXfT79m_MFCthaz1ysAmjep2_6HzhnrF7tcwgjA0-jqBiPjoSu7m4YET9ymK5y8QY8U2JV8xXpYPPbYNjD8qH59PTxznW0VrqZY3jrAttAPX0GnttoDkBAA/s320/IMG_1740.JPG&quot; width=&quot;320&quot; /&gt;&lt;/a&gt;&lt;span style=&quot;font-family: &amp;quot;verdana&amp;quot; , sans-serif; font-size: x-small;&quot;&gt;I am really glad to Share this News that i received Microsoft Most Valuable Professional award 2017 for Office and Service. its my 4th MVP award.I am really honored and humble to receive this award. Previously i received MVP Award for SharePoint and Office server and Services 2014,2015,2016. I am thankful to almighty ALLAH and friends and family for their great support. My Special thanks to my Global SP community ( UAE SharePoint Community , UAE Microsoft Dev Community ,SPS Dubai, SPS Paris, AOS Community , European SharePoint Community,SP brunei Usergroup,User Group,Power BI Global ) and Microsoft, MVP Program, Microsoft Gulf, SharePoint Team. i received MVP Award for My technical contribute last year(2016) with great support of local Microsoft and our Dx Team (Fatima Faturinwal,Ahmed ) and my friend Ovais Mahboob MVP and Co-Organizers local dev UG . I hope this year i will able to share more knowledge and do really valuable contributions.&lt;/span&gt;&lt;br /&gt;
  361. &lt;span style=&quot;font-family: &amp;quot;verdana&amp;quot; , sans-serif; font-size: x-small;&quot;&gt;&lt;br /&gt;&lt;/span&gt;
  362. &lt;br /&gt;
  363. &lt;b&gt;&amp;nbsp;MVP Award Program&amp;nbsp;&lt;/b&gt;&lt;br /&gt;
  364. &lt;div&gt;
  365. &lt;br /&gt;&lt;/div&gt;
  366. &lt;div class=&quot;content overview-pad&quot; style=&quot;border: 0px; font-family: wf_segoe-ui_normal, &amp;quot;Segoe UI&amp;quot;, Segoe, &amp;quot;Segoe WP&amp;quot;, Tahoma, Verdana, Arial, sans-serif; font-size: 16px; font-stretch: inherit; font-variant-numeric: inherit; line-height: inherit; margin-left: auto; margin-right: auto; max-width: 1450px; padding-bottom: 0px; padding-left: 0px !important; padding-right: 20px; padding-top: 0px; vertical-align: baseline; width: auto !important;&quot;&gt;
  367. For more than two decades, the Microsoft MVP Award is our way of saying &quot;Thanks!&quot; to outstanding community leaders. The contributions MVPs make to the community, ranging from speaking engagements, to social media posts, to writing books, to helping others in online communities, have incredible impact. Among other benefits, MVPs get early access to Microsoft products, direct communication channels with our product teams and are invited to the Global MVP Summit, an exclusive annual event hosted in our global HQ in Redmond. They also have a very close relationship with the local Microsoft teams in their area, who are there to support and empower MVPs to address needs and opportunities in the local ecosystem.&lt;/div&gt;
  368. &lt;a class=&quot;cta url&quot; href=&quot;https://mvp.microsoft.com/en-us/pages/mvp-award-update&quot; style=&quot;border: 0px; color: #1570a6; cursor: pointer; display: inline-block; font-family: wf_segoe-ui_normal, &amp;quot;Segoe UI&amp;quot;, Segoe, &amp;quot;Segoe WP&amp;quot;, Tahoma, Verdana, Arial, sans-serif; font-size: 16px; font-stretch: inherit; font-variant-numeric: inherit; line-height: 48px; margin: 0px; padding: 0px 30px 0px 0px; text-decoration: none; transition: color 0.1s linear; vertical-align: baseline;&quot;&gt;Find out what&#39;s new!&amp;nbsp;&lt;img alt=&quot;&quot; src=&quot;https://mvpprod.blob.core.windows.net/content/overview/images/arrow_icon.png&quot; style=&quot;border: none; font-family: inherit; font-size: inherit; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; height: auto; line-height: inherit; margin: 0px; max-width: 100%; padding: 0px; position: relative; top: 5px; vertical-align: baseline;&quot; /&gt;&lt;/a&gt;&lt;br /&gt;
  369. &lt;br /&gt;
  370. &lt;br /&gt;
  371. &lt;br /&gt;
  372. &lt;b&gt;Contact Info&amp;nbsp;&lt;/b&gt;&lt;br /&gt;
  373. Usama Wahab Khan&lt;br /&gt;
  374. CTO Evolution Technologies&lt;br /&gt;
  375. twitter &amp;nbsp; &amp;nbsp; &amp;nbsp;:&lt;a href=&quot;https://twitter.com/usamawahabkhan&quot;&gt;@usamawahabkhan&lt;/a&gt;  &lt;a href=&quot;https://twitter.com/usamawahabkhan&quot;&gt;&lt;/a&gt;
  376.  
  377.  
  378. &lt;br /&gt;
  379. linkedin &amp;nbsp; :&amp;nbsp;&lt;a href=&quot;https://www.linkedin.com/in/usamawahabkhan&quot;&gt;usamawahabkhan&lt;/a&gt;&lt;br /&gt;
  380. Facebook :&amp;nbsp;&lt;a href=&quot;https://www.facebook.com/Usama-Wahab-Khan-116633851695763/&quot;&gt;FB Page Usama Wahab Khan&lt;/a&gt;&lt;br /&gt;
  381. &lt;br /&gt;
  382. &lt;br /&gt;</description><link>http://usamawahabkhan.blogspot.com/2017/01/i-am-horned-to-received-4th-time.html</link><author>noreply@blogger.com (Usama Wahab Khan)</author><media:thumbnail xmlns:media="http://search.yahoo.com/mrss/" url="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEi_D2kC1BMoNRDjvULmjUgpn9mF54lPGvOk3mk6_yfYmKtwEioCuQVWaXJH-6rWaUxlHh2MaWfwfkUzMDc0zz6_XgjO_1XDC78lHtWOA0NI4R_TBsuyYdHmd1vEFs0_m5dVkTK2NajJUwy7/s72-c/IMG_1622.JPG" height="72" width="72"/><thr:total>45</thr:total></item><item><guid isPermaLink="false">tag:blogger.com,1999:blog-5888213217342714132.post-5784838874312368300</guid><pubDate>Tue, 28 Jun 2016 22:27:00 +0000</pubDate><atom:updated>2016-06-28T15:27:39.891-07:00</atom:updated><category domain="http://www.blogger.com/atom/ns#">free exam</category><category domain="http://www.blogger.com/atom/ns#">Microsft</category><category domain="http://www.blogger.com/atom/ns#">Office365</category><category domain="http://www.blogger.com/atom/ns#">SharePoint 2016</category><category domain="http://www.blogger.com/atom/ns#">Usama wahab khan</category><title>Free Beta Exam for  SharePoint Server 2016 70-339</title><description>&lt;div class=&quot;separator&quot; style=&quot;clear: both; text-align: center;&quot;&gt;
  383. &lt;a href=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEg5TTR08ZzbKb1IMh1iJPqsbOL6NLBPW8yepDs8F7h5TOjWEAD5HtOV0EQoUr12BK_NtVNSEJ429X75h5jrbR7mTefyCC0Yf73isKT7EMsyrz6kzRBX_AEpg6yOm_1eJunkGou7_Vsdmsdt/s1600/image_thumb7.png&quot; imageanchor=&quot;1&quot; style=&quot;margin-left: 1em; margin-right: 1em;&quot;&gt;&lt;img border=&quot;0&quot; height=&quot;179&quot; src=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEg5TTR08ZzbKb1IMh1iJPqsbOL6NLBPW8yepDs8F7h5TOjWEAD5HtOV0EQoUr12BK_NtVNSEJ429X75h5jrbR7mTefyCC0Yf73isKT7EMsyrz6kzRBX_AEpg6yOm_1eJunkGou7_Vsdmsdt/s320/image_thumb7.png&quot; width=&quot;320&quot; /&gt;&lt;/a&gt;&lt;/div&gt;
  384. &lt;br /&gt;
  385. &amp;nbsp;Microsoft &amp;nbsp;has made many fundamental changes in SharePoint 2016 Release. Its first ever SharePoint with Cloud first and Mobile First Approach. thats mean now SharePoint developer ,SharePoint IT Pro , SharePoint Consultants, SharePoint UX Designer, SharePoint Trainers &amp;nbsp;need to update themself with new skills. Microsoft also Released new certifications for SharePoint 2016 one of the is&amp;nbsp;Managing Microsoft SharePoint Server 2016 (Beta) AKA 70-339&amp;nbsp;&lt;a href=&quot;https://www.microsoft.com/en-us/learning/exam-70-339.aspx&quot;&gt;Exam Link&lt;/a&gt;. So ASAP because its limited time offer. &amp;nbsp;to be noted my all friends from Turkey, Pakistan, India, China, Vietnam can not avail this offer. 70-339 is IT-Pro Exam and It Focus on majorly SharePoint infrastructure and hybrid seniors. if any of participants need training or have any question about SharePoint Feel free to Contact me Twitter or Facebook. &lt;br /&gt;
  386. &lt;br /&gt;
  387. &lt;b&gt;Main topics for 70-339&lt;/b&gt;&lt;br /&gt;
  388. Design SharePoint infrastructure (15–20%)&lt;br /&gt;
  389. Plan authentication and security (15–20%)&lt;br /&gt;
  390. Plan workload optimization (15–20%)&lt;br /&gt;
  391. Plan productivity solutions (15–20%)&lt;br /&gt;
  392. Manage search capabilities (10–15%)&lt;br /&gt;
  393. Plan and configure cloud services (5–10%)&lt;br /&gt;
  394. Monitor and optimize a SharePoint environment (10–15%)&lt;br /&gt;
  395. Preparation options&lt;br /&gt;
  396. &lt;br /&gt;
  397. More Details about Exam Registration and Free copen&amp;nbsp;&lt;a href=&quot;https://borntolearn.mslearn.net/b/weblog/posts/beta-exam-for-70-339-managing-microsoft-sharepoint-server-2016-now-available&quot;&gt;Click Here&lt;/a&gt;&lt;br /&gt;
  398. &lt;br /&gt;
  399. Happy SharePointing&lt;br /&gt;
  400. Usama Wahab Khan&lt;br /&gt;
  401. MVP,MCT,MCC CTO EP Technologies&lt;br /&gt;
  402. &lt;br /&gt;</description><link>http://usamawahabkhan.blogspot.com/2016/06/free-beta-exam-for-sharepoint-server.html</link><author>noreply@blogger.com (Usama Wahab Khan)</author><media:thumbnail xmlns:media="http://search.yahoo.com/mrss/" url="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEg5TTR08ZzbKb1IMh1iJPqsbOL6NLBPW8yepDs8F7h5TOjWEAD5HtOV0EQoUr12BK_NtVNSEJ429X75h5jrbR7mTefyCC0Yf73isKT7EMsyrz6kzRBX_AEpg6yOm_1eJunkGou7_Vsdmsdt/s72-c/image_thumb7.png" height="72" width="72"/><thr:total>18</thr:total></item><item><guid isPermaLink="false">tag:blogger.com,1999:blog-5888213217342714132.post-1735110851952745478</guid><pubDate>Sun, 13 Mar 2016 18:03:00 +0000</pubDate><atom:updated>2016-03-13T11:03:27.278-07:00</atom:updated><category domain="http://www.blogger.com/atom/ns#">Microsft</category><category domain="http://www.blogger.com/atom/ns#">MVP</category><category domain="http://www.blogger.com/atom/ns#">MVP Award</category><category domain="http://www.blogger.com/atom/ns#">Office365</category><category domain="http://www.blogger.com/atom/ns#">Pakistan</category><category domain="http://www.blogger.com/atom/ns#">PowerBI</category><category domain="http://www.blogger.com/atom/ns#">SharePoint 2013</category><category domain="http://www.blogger.com/atom/ns#">Usama wahab khan</category><title>Speaking at Online Webinar on PowerBI Join us</title><description>&lt;div class=&quot;separator&quot; style=&quot;clear: both; text-align: center;&quot;&gt;
  403. &lt;a href=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgiNdZ_jrjj1hITMgD6H_1XN2NIjdn8wp1xoRR4MiAYHTkQqJLXRD0a9ttN2ko1A6JJsXTvnbUA7kRzg6Xl1Kh5jOIbvRLJ-gFcqAuyzqenMwXVG-U_74r4Rjc-bJLkOzVRu5kO2IsZ79ce/s1600/BI-Banner.png&quot; imageanchor=&quot;1&quot; style=&quot;margin-left: 1em; margin-right: 1em;&quot;&gt;&lt;img border=&quot;0&quot; height=&quot;256&quot; src=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgiNdZ_jrjj1hITMgD6H_1XN2NIjdn8wp1xoRR4MiAYHTkQqJLXRD0a9ttN2ko1A6JJsXTvnbUA7kRzg6Xl1Kh5jOIbvRLJ-gFcqAuyzqenMwXVG-U_74r4Rjc-bJLkOzVRu5kO2IsZ79ce/s640/BI-Banner.png&quot; width=&quot;640&quot; /&gt;&lt;/a&gt;&lt;/div&gt;
  404. &lt;div style=&quot;background-color: white; color: #141823; font-family: helvetica, arial, sans-serif; font-size: 14px; line-height: 19.32px; margin-bottom: 6px; margin-top: 6px;&quot;&gt;
  405. &lt;br /&gt;&lt;/div&gt;
  406. &lt;div style=&quot;background-color: white; color: #141823; font-family: helvetica, arial, sans-serif; font-size: 14px; line-height: 19.32px; margin-bottom: 6px; margin-top: 6px;&quot;&gt;
  407. Join us &amp;nbsp;on &amp;nbsp;&lt;span style=&quot;line-height: 19.32px;&quot;&gt;23rd March - Big Day&amp;nbsp;&lt;/span&gt;&lt;/div&gt;
  408. &lt;div style=&quot;background-color: white; color: #141823; font-family: helvetica, arial, sans-serif; font-size: 14px; line-height: 19.32px; margin-bottom: 6px; margin-top: 6px;&quot;&gt;
  409. &lt;span class=&quot;text_exposed_show&quot; style=&quot;display: inline;&quot;&gt;Join&amp;nbsp;&lt;a aria-describedby=&quot;js_1g&quot; aria-haspopup=&quot;true&quot; aria-owns=&quot;js_1f&quot; class=&quot;profileLink&quot; data-hovercard=&quot;/ajax/hovercard/user.php?id=639740779&quot; href=&quot;https://www.facebook.com/usamawahabkhan&quot; id=&quot;js_1h&quot; style=&quot;color: #3b5998; cursor: pointer; text-decoration: none;&quot;&gt;Usama Wahab Khan Yousfzai&lt;/a&gt;&amp;nbsp;(MVP &amp;amp; MCT)&lt;br /&gt;Register the Informative Power BI Session. ( everything you need to know about PowerBI)&lt;/span&gt;&lt;/div&gt;
  410. &lt;div class=&quot;text_exposed_show&quot; style=&quot;background-color: white; color: #141823; display: inline; font-family: helvetica, arial, sans-serif; font-size: 14px; line-height: 19.32px;&quot;&gt;
  411. &lt;div style=&quot;margin-bottom: 6px;&quot;&gt;
  412. Linke :&amp;nbsp;&lt;a href=&quot;http://1drv.ms/1TA433N&quot; rel=&quot;nofollow&quot; style=&quot;color: #3b5998; cursor: pointer; text-decoration: none;&quot; target=&quot;_blank&quot;&gt;http://1drv.ms/1TA433N&lt;/a&gt;&lt;br /&gt;Session Mode: Skype for Business (Online)&lt;br /&gt;Date : 23 march 2016&lt;br /&gt;Time: 8pm to 9:30pm&lt;/div&gt;
  413. &lt;/div&gt;
  414. </description><link>http://usamawahabkhan.blogspot.com/2016/03/speaking-at-online-webinar-on-powerbi.html</link><author>noreply@blogger.com (Usama Wahab Khan)</author><media:thumbnail xmlns:media="http://search.yahoo.com/mrss/" url="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgiNdZ_jrjj1hITMgD6H_1XN2NIjdn8wp1xoRR4MiAYHTkQqJLXRD0a9ttN2ko1A6JJsXTvnbUA7kRzg6Xl1Kh5jOIbvRLJ-gFcqAuyzqenMwXVG-U_74r4Rjc-bJLkOzVRu5kO2IsZ79ce/s72-c/BI-Banner.png" height="72" width="72"/><thr:total>29</thr:total></item><item><guid isPermaLink="false">tag:blogger.com,1999:blog-5888213217342714132.post-4434393821551739715</guid><pubDate>Fri, 11 Mar 2016 19:55:00 +0000</pubDate><atom:updated>2016-03-11T11:55:03.995-08:00</atom:updated><category domain="http://www.blogger.com/atom/ns#">azure</category><category domain="http://www.blogger.com/atom/ns#">Azure App Service</category><category domain="http://www.blogger.com/atom/ns#">MVP</category><category domain="http://www.blogger.com/atom/ns#">Office365</category><category domain="http://www.blogger.com/atom/ns#">Office365 API</category><category domain="http://www.blogger.com/atom/ns#">PowerApps</category><category domain="http://www.blogger.com/atom/ns#">SharePoint</category><category domain="http://www.blogger.com/atom/ns#">SharePoint 2013</category><category domain="http://www.blogger.com/atom/ns#">SharePoint Saturday</category><category domain="http://www.blogger.com/atom/ns#">SPS</category><category domain="http://www.blogger.com/atom/ns#">SPSParis</category><category domain="http://www.blogger.com/atom/ns#">Usama wahab khan</category><category domain="http://www.blogger.com/atom/ns#">Windows Azure</category><title>I am Speaking At SharePoint Saturday Paris 2016</title><description>&lt;div class=&quot;separator&quot; style=&quot;clear: both; text-align: center;&quot;&gt;
  415. &lt;a href=&quot;https://pbs.twimg.com/media/CdIrIIPWEAAfSj_.jpg:large&quot; imageanchor=&quot;1&quot; style=&quot;margin-left: 1em; margin-right: 1em;&quot;&gt;&lt;img border=&quot;0&quot; height=&quot;360&quot; src=&quot;https://pbs.twimg.com/media/CdIrIIPWEAAfSj_.jpg:large&quot; width=&quot;640&quot; /&gt;&lt;/a&gt;&lt;/div&gt;
  416. &lt;div style=&quot;background-color: white; box-sizing: content-box !important; margin: inherit;&quot;&gt;
  417. &lt;span style=&quot;font-size: x-small;&quot;&gt;&lt;br /&gt;&lt;span style=&quot;color: #313131; font-family: Segoe UI, Segoe, Tahoma, Helvetica, Arial, sans-serif;&quot;&gt;&lt;span style=&quot;line-height: 25.2px;&quot;&gt;&lt;br /&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/div&gt;
  418. &lt;div style=&quot;background-color: white; box-sizing: content-box !important; margin: inherit;&quot;&gt;
  419. &lt;span style=&quot;font-size: x-small;&quot;&gt;&lt;span style=&quot;color: #313131; font-family: Segoe UI, Segoe, Tahoma, Helvetica, Arial, sans-serif;&quot;&gt;&lt;span style=&quot;line-height: 25.2px;&quot;&gt;I am Proud to&amp;nbsp;announce&amp;nbsp;that I am &amp;nbsp;Speaking at SPS Paris 2016. I`ve been really honoured to been selected by SPS Paris Team among the top International speakers. my session will focus on Microsoft PowerApps under the title of SharePoint Forms Evolution.&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/div&gt;
  420. &lt;div style=&quot;background-color: white; box-sizing: content-box !important; margin: inherit;&quot;&gt;
  421. &lt;br /&gt;&lt;/div&gt;
  422. &lt;div class=&quot;separator&quot; style=&quot;clear: both; text-align: center;&quot;&gt;
  423. &lt;a href=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiVTiiO9xXxzv65Vw7xA9f1UNr2jhodz2H8Uh7NmUKxCKVYzhU9TITFRt7VKpne6gHwTVM5tHe4HTTAvi71PXazHL_xzF4PpIeq48uFJ1hsHX2OOGu_dahC81kzEB3byxqsVqi4pqxEEbqC/s1600/images.jpg&quot; imageanchor=&quot;1&quot; style=&quot;margin-left: 1em; margin-right: 1em;&quot;&gt;&lt;img border=&quot;0&quot; height=&quot;356&quot; src=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiVTiiO9xXxzv65Vw7xA9f1UNr2jhodz2H8Uh7NmUKxCKVYzhU9TITFRt7VKpne6gHwTVM5tHe4HTTAvi71PXazHL_xzF4PpIeq48uFJ1hsHX2OOGu_dahC81kzEB3byxqsVqi4pqxEEbqC/s640/images.jpg&quot; width=&quot;640&quot; /&gt;&lt;/a&gt;&lt;/div&gt;
  424. &lt;div style=&quot;background-color: white; box-sizing: content-box !important; margin: inherit;&quot;&gt;
  425. &lt;br /&gt;&lt;/div&gt;
  426. &lt;div&gt;
  427. &lt;span style=&quot;color: #313131; font-family: &#39;Segoe UI&#39;, Segoe, Tahoma, Helvetica, Arial, sans-serif; font-size: 18px;&quot;&gt;&lt;br /&gt;&lt;/span&gt;&lt;/div&gt;
  428. &lt;div&gt;
  429. &lt;span style=&quot;color: #313131; font-family: &#39;Segoe UI&#39;, Segoe, Tahoma, Helvetica, Arial, sans-serif; font-size: 18px;&quot;&gt;&lt;b&gt;About SharePoint Saturday Paris 2016.&lt;/b&gt;&lt;/span&gt;&lt;/div&gt;
  430. &lt;h2 style=&quot;background-color: white; box-sizing: content-box !important; font-family: &#39;segoe ui&#39;, segoe, tahoma, helvetica, arial, sans-serif; font-size: 25px; font-weight: 500; line-height: 1.4; margin: inherit;&quot;&gt;
  431. &lt;span style=&quot;color: #313131; font-family: &#39;Segoe UI&#39;, Segoe, Tahoma, Helvetica, Arial, sans-serif; font-size: 18px;&quot;&gt;Administrateurs SharePoint, utilisateurs, architectes, développeurs, et autres professionnels travaillant&amp;nbsp;sur les technologies&amp;nbsp;&lt;/span&gt;&lt;strong style=&quot;box-sizing: content-box !important; color: #313131; font-family: &#39;Segoe UI&#39;, Segoe, Tahoma, Helvetica, Arial, sans-serif; font-size: 18px;&quot;&gt;&lt;img alt=&quot;&quot; src=&quot;http://upload.wikimedia.org/wikipedia/en/1/1b/SharePoint_logo_2013.png&quot; style=&quot;-webkit-tap-highlight-color: transparent; border: 0px; box-sizing: content-box !important; margin: 5px; vertical-align: middle; width: 145px;&quot; /&gt;&lt;/strong&gt;&lt;span style=&quot;color: #313131; font-family: &#39;Segoe UI&#39;, Segoe, Tahoma, Helvetica, Arial, sans-serif; font-size: 18px;&quot;&gt;et associées comme:&lt;/span&gt;&lt;/h2&gt;
  432. &lt;div style=&quot;background-color: white; box-sizing: content-box !important; color: #313131; font-family: &#39;Segoe UI&#39;, Segoe, Tahoma, Helvetica, Arial, sans-serif; font-size: 18px;&quot;&gt;
  433. &lt;br style=&quot;box-sizing: content-box !important;&quot; /&gt;&lt;/div&gt;
  434. &lt;div style=&quot;background-color: white; box-sizing: content-box !important; color: #313131; font-family: &#39;Segoe UI&#39;, Segoe, Tahoma, Helvetica, Arial, sans-serif; font-size: 18px;&quot;&gt;
  435. &lt;ul style=&quot;box-sizing: content-box !important; margin-bottom: 10px; margin-top: 0px;&quot;&gt;
  436. &lt;li style=&quot;box-sizing: content-box !important;&quot;&gt;&lt;span class=&quot;ms-rteThemeForeColor-1-0&quot; style=&quot;box-sizing: content-box !important; color: white;&quot;&gt;&lt;strong style=&quot;box-sizing: content-box !important; line-height: inherit;&quot;&gt;&lt;img alt=&quot;&quot; src=&quot;http://upload.wikimedia.org/wikipedia/commons/1/1f/Yammer_logo.png&quot; style=&quot;-webkit-tap-highlight-color: transparent; border: 0px; box-sizing: content-box !important; margin: 5px; vertical-align: middle; width: 146px;&quot; /&gt;&lt;/strong&gt;&lt;/span&gt;&lt;/li&gt;
  437. &lt;li style=&quot;box-sizing: content-box !important;&quot;&gt;&lt;span class=&quot;ms-rteThemeForeColor-1-0&quot; style=&quot;box-sizing: content-box !important; color: white;&quot;&gt;&lt;strong style=&quot;box-sizing: content-box !important; line-height: inherit;&quot;&gt;&amp;nbsp;​&lt;img alt=&quot;&quot; src=&quot;http://upload.wikimedia.org/wikipedia/commons/7/74/Office_365_logo.png&quot; style=&quot;-webkit-tap-highlight-color: transparent; border: 0px; box-sizing: content-box !important; margin: 5px; vertical-align: middle; width: 141px;&quot; /&gt;&lt;/strong&gt;&lt;/span&gt;&lt;/li&gt;
  438. &lt;li style=&quot;box-sizing: content-box !important;&quot;&gt;&lt;span class=&quot;ms-rteThemeForeColor-1-0&quot; style=&quot;box-sizing: content-box !important; color: white;&quot;&gt;&lt;strong style=&quot;box-sizing: content-box !important; line-height: inherit;&quot;&gt;&lt;img alt=&quot;&quot; src=&quot;http://social.technet.microsoft.com/wiki/cfs-filesystemfile.ashx/__key/communityserver-components-imagefileviewer/CommunityServer-Wikis-Components-Files-00-00-00-00-05/0310.SQLServerLogo.png_2D00_550x0.png&quot; style=&quot;-webkit-tap-highlight-color: transparent; border: 0px; box-sizing: content-box !important; margin: 5px; vertical-align: middle; width: 150px;&quot; /&gt;&lt;/strong&gt;&lt;span style=&quot;box-sizing: content-box !important; line-height: inherit;&quot;&gt;​&lt;/span&gt;&lt;/span&gt;&lt;/li&gt;
  439. &lt;li style=&quot;box-sizing: content-box !important;&quot;&gt;&lt;img alt=&quot;&quot; class=&quot;ms-rteThemeForeColor-1-0&quot; src=&quot;http://sqlbackupandftp.com/css/images/WindowsAzure.png&quot; style=&quot;-webkit-tap-highlight-color: transparent; border: 0px; box-sizing: content-box !important; color: white; line-height: inherit; margin: 5px; vertical-align: middle; width: 72px;&quot; /&gt;&lt;/li&gt;
  440. &lt;/ul&gt;
  441. &lt;/div&gt;
  442. &lt;div style=&quot;background-color: white; box-sizing: content-box !important; color: #313131; font-family: &#39;Segoe UI&#39;, Segoe, Tahoma, Helvetica, Arial, sans-serif; font-size: 18px;&quot;&gt;
  443. &lt;/div&gt;
  444. &lt;div style=&quot;background-color: white; box-sizing: content-box !important; color: #313131; font-family: &#39;Segoe UI&#39;, Segoe, Tahoma, Helvetica, Arial, sans-serif; font-size: 18px;&quot;&gt;
  445. &lt;/div&gt;
  446. &lt;div style=&quot;background-color: white; box-sizing: content-box !important; color: #313131; font-family: &#39;Segoe UI&#39;, Segoe, Tahoma, Helvetica, Arial, sans-serif; font-size: 18px;&quot;&gt;
  447. &lt;/div&gt;
  448. &lt;div style=&quot;background-color: white; box-sizing: content-box !important; color: #313131; font-family: &#39;Segoe UI&#39;, Segoe, Tahoma, Helvetica, Arial, sans-serif; font-size: 18px;&quot;&gt;
  449. Nous vous donnons&amp;nbsp;rendez-vous le 28&amp;nbsp;mai 2016 à la Tour Montparnasse, 33 Avenue du maine, 75015 Paris pour le&amp;nbsp;&lt;strong style=&quot;box-sizing: content-box !important;&quot;&gt;SharePoint Saturday&amp;nbsp;Paris 2016&lt;/strong&gt;.​​&lt;/div&gt;
  450. &lt;div style=&quot;background-color: white; box-sizing: content-box !important; color: #313131; font-family: &#39;Segoe UI&#39;, Segoe, Tahoma, Helvetica, Arial, sans-serif; font-size: 18px;&quot;&gt;
  451. &lt;div class=&quot;spse-welcome&quot; style=&quot;box-sizing: content-box !important;&quot;&gt;
  452. &lt;div style=&quot;box-sizing: content-box !important;&quot;&gt;
  453. &lt;b&gt;English&lt;/b&gt;&lt;/div&gt;
  454. &lt;div style=&quot;box-sizing: content-box !important;&quot;&gt;
  455. SharePoint administrators, end users, architects, developers, and other&amp;nbsp;&lt;/div&gt;
  456. &lt;div style=&quot;box-sizing: content-box !important;&quot;&gt;
  457. professionals that work with Microsoft&amp;nbsp;&lt;strong style=&quot;box-sizing: content-box !important;&quot;&gt;&lt;img alt=&quot;&quot; src=&quot;http://upload.wikimedia.org/wikipedia/en/1/1b/SharePoint_logo_2013.png&quot; style=&quot;-webkit-tap-highlight-color: transparent; border: 0px; box-sizing: content-box !important; height: 29px; margin: 5px; vertical-align: middle; width: 145px;&quot; /&gt;&amp;nbsp;&lt;/strong&gt;and associated technologies like:&amp;nbsp;&lt;/div&gt;
  458. &lt;div style=&quot;box-sizing: content-box !important;&quot;&gt;
  459. &lt;br /&gt;&lt;/div&gt;
  460. &lt;/div&gt;
  461. &lt;blockquote style=&quot;border: none; box-sizing: content-box !important; font-size: 17.3333px; margin: 0px 0px 0px 40px; padding: 0px;&quot;&gt;
  462. &lt;/blockquote&gt;
  463. &lt;div class=&quot;spse-welcome&quot; style=&quot;box-sizing: content-box !important;&quot;&gt;
  464. &lt;div style=&quot;box-sizing: content-box !important;&quot;&gt;
  465. &lt;span style=&quot;box-sizing: content-box !important; line-height: inherit;&quot;&gt;Please join us&amp;nbsp;&lt;/span&gt;&lt;span style=&quot;box-sizing: content-box !important; line-height: inherit;&quot;&gt;on May 28th 2016&amp;nbsp;at the Montparnasse Tower&amp;nbsp;located at 33 Avenue du maine, 75015 Paris, for the​&amp;nbsp;&lt;strong style=&quot;box-sizing: content-box !important;&quot;&gt;SharePoint Saturday&amp;nbsp;Paris 2016&lt;/strong&gt;.​&lt;/span&gt;&lt;/div&gt;
  466. &lt;div style=&quot;box-sizing: content-box !important;&quot;&gt;
  467. &lt;br style=&quot;box-sizing: content-box !important;&quot; /&gt;&lt;/div&gt;
  468. &lt;div style=&quot;box-sizing: content-box !important;&quot;&gt;
  469. &lt;span style=&quot;box-sizing: content-box !important; line-height: inherit;&quot;&gt;&lt;/span&gt;Need&amp;nbsp;complementary information about the event? You can reach us&amp;nbsp;by sending an email to:&amp;nbsp;&lt;span style=&quot;box-sizing: content-box !important; color: #0072c6;&quot;&gt;&lt;a href=&quot;mailto:spsparis@outlook.com&quot; style=&quot;background: transparent; box-sizing: content-box !important; color: #663399; text-decoration: none;&quot;&gt;spsparis@outlook.com​&lt;/a&gt;​&lt;/span&gt;&lt;/div&gt;
  470. &lt;/div&gt;
  471. &lt;/div&gt;
  472. </description><link>http://usamawahabkhan.blogspot.com/2016/03/i-am-speaking-at-sharepoint-saturday.html</link><author>noreply@blogger.com (Usama Wahab Khan)</author><media:thumbnail xmlns:media="http://search.yahoo.com/mrss/" url="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiVTiiO9xXxzv65Vw7xA9f1UNr2jhodz2H8Uh7NmUKxCKVYzhU9TITFRt7VKpne6gHwTVM5tHe4HTTAvi71PXazHL_xzF4PpIeq48uFJ1hsHX2OOGu_dahC81kzEB3byxqsVqi4pqxEEbqC/s72-c/images.jpg" height="72" width="72"/><thr:total>0</thr:total></item><item><guid isPermaLink="false">tag:blogger.com,1999:blog-5888213217342714132.post-5619043411264130205</guid><pubDate>Sun, 28 Feb 2016 14:44:00 +0000</pubDate><atom:updated>2016-02-28T06:44:21.412-08:00</atom:updated><category domain="http://www.blogger.com/atom/ns#">MCT</category><category domain="http://www.blogger.com/atom/ns#">Microsft</category><category domain="http://www.blogger.com/atom/ns#">Microsft Gulf</category><category domain="http://www.blogger.com/atom/ns#">MVP</category><category domain="http://www.blogger.com/atom/ns#">Office365</category><category domain="http://www.blogger.com/atom/ns#">PowerApps</category><category domain="http://www.blogger.com/atom/ns#">Usama wahab khan</category><title>Introduction to  Microsoft Power Apps at Microsoft Gulf</title><description>First ever Demo of &amp;nbsp;Microsoft New Product for Rapid Mobile App creation for end user demonstrated in Dubai Microsoft Gulf.&lt;br /&gt;
  473. &lt;div class=&quot;separator&quot; style=&quot;clear: both; text-align: center;&quot;&gt;
  474. &lt;a href=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjD2y_ZxV5A3AYRA8KCGondpPY2EO8CnWPPZypoxRcJbfW58fF3i8OZohQPfvuXLYte1fzZ4yOZGZCF4v57m3qnB6kvqYo5tEcmLuEIOMOG2_VqC9ZbOnyAaleOJqn34o0BVK8ri-gDMzEI/s1600/12734273_10153658544808173_85379576125858498_n.jpg&quot; imageanchor=&quot;1&quot; style=&quot;clear: right; float: right; margin-bottom: 1em; margin-left: 1em;&quot;&gt;&lt;img border=&quot;0&quot; height=&quot;480&quot; src=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjD2y_ZxV5A3AYRA8KCGondpPY2EO8CnWPPZypoxRcJbfW58fF3i8OZohQPfvuXLYte1fzZ4yOZGZCF4v57m3qnB6kvqYo5tEcmLuEIOMOG2_VqC9ZbOnyAaleOJqn34o0BVK8ri-gDMzEI/s640/12734273_10153658544808173_85379576125858498_n.jpg&quot; width=&quot;640&quot; /&gt;&lt;/a&gt;&lt;a href=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjcjb2sSIAxRdMjGvjc69UE9yubcn9aiJ43W4_ZwZxsNuFHSdXNmO4sWfgDpMJmK_i83FaubU7t6JcuKUBBPaf04ZNq8IrW8O8x5-867d9SNSLVO-b6u4_unnwrIPkFH6aQ6mNqDlp2Zuxc/s1600/12733374_10153658544828173_4921633158075441624_n.jpg&quot; imageanchor=&quot;1&quot; style=&quot;margin-left: 1em; margin-right: 1em;&quot;&gt;&lt;img border=&quot;0&quot; height=&quot;480&quot; src=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjcjb2sSIAxRdMjGvjc69UE9yubcn9aiJ43W4_ZwZxsNuFHSdXNmO4sWfgDpMJmK_i83FaubU7t6JcuKUBBPaf04ZNq8IrW8O8x5-867d9SNSLVO-b6u4_unnwrIPkFH6aQ6mNqDlp2Zuxc/s640/12733374_10153658544828173_4921633158075441624_n.jpg&quot; width=&quot;640&quot; /&gt;&lt;/a&gt;&lt;/div&gt;
  475. &lt;h2 style=&quot;text-align: center;&quot;&gt;
  476. &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;b&gt;&amp;nbsp;&lt;a aria-describedby=&quot;js_g&quot; aria-haspopup=&quot;true&quot; aria-owns=&quot;js_f&quot; class=&quot;profileLink&quot; data-hovercard=&quot;/ajax/hovercard/user.php?id=678738172&quot; href=&quot;https://www.facebook.com/ovaismehboob&quot; id=&quot;js_h&quot; style=&quot;background-color: white; color: #3b5998; cursor: pointer; font-family: helvetica, arial, sans-serif; font-size: 14px; line-height: 19.32px; text-decoration: none;&quot;&gt;Ovais Mehboob&lt;/a&gt;&lt;span style=&quot;background-color: white; color: #141823; font-family: &amp;quot;helvetica&amp;quot; , &amp;quot;arial&amp;quot; , sans-serif; font-size: 14px; line-height: 19.32px;&quot;&gt;&amp;nbsp;&lt;/span&gt;&lt;a class=&quot;_58cn&quot; data-ft=&quot;{&amp;quot;tn&amp;quot;:&amp;quot;*N&amp;quot;,&amp;quot;type&amp;quot;:104}&quot; href=&quot;https://www.facebook.com/hashtag/aspnercore?source=feed_text&amp;amp;story_id=10153275898055780&quot; style=&quot;background-color: white; color: #3b5998; cursor: pointer; font-family: helvetica, arial, sans-serif; font-size: 14px; line-height: 19.32px; text-decoration: none;&quot;&gt;&lt;span aria-label=&quot;hashtag&quot; class=&quot;_58cl&quot; style=&quot;color: #627aad;&quot;&gt;‪#‎&lt;/span&gt;&lt;span class=&quot;_58cm&quot;&gt;aspnercore‬&lt;/span&gt;&lt;/a&gt;&lt;span style=&quot;background-color: white; color: #141823; font-family: &amp;quot;helvetica&amp;quot; , &amp;quot;arial&amp;quot; , sans-serif; font-size: 14px; line-height: 19.32px;&quot;&gt;&amp;nbsp;&lt;/span&gt;&lt;a class=&quot;_58cn&quot; data-ft=&quot;{&amp;quot;tn&amp;quot;:&amp;quot;*N&amp;quot;,&amp;quot;type&amp;quot;:104}&quot; href=&quot;https://www.facebook.com/hashtag/introduction?source=feed_text&amp;amp;story_id=10153275898055780&quot; style=&quot;background-color: white; color: #3b5998; cursor: pointer; font-family: helvetica, arial, sans-serif; font-size: 14px; line-height: 19.32px; text-decoration: none;&quot;&gt;&lt;span aria-label=&quot;hashtag&quot; class=&quot;_58cl&quot; style=&quot;color: #627aad;&quot;&gt;‪#‎&lt;/span&gt;&lt;span class=&quot;_58cm&quot;&gt;introduction‬&lt;/span&gt;&lt;/a&gt;&lt;span style=&quot;background-color: white; color: #141823; font-family: &amp;quot;helvetica&amp;quot; , &amp;quot;arial&amp;quot; , sans-serif; font-size: 14px; line-height: 19.32px;&quot;&gt;&amp;nbsp;&lt;/span&gt;&lt;a class=&quot;_58cn&quot; data-ft=&quot;{&amp;quot;tn&amp;quot;:&amp;quot;*N&amp;quot;,&amp;quot;type&amp;quot;:104}&quot; href=&quot;https://www.facebook.com/hashtag/dubaidevug?source=feed_text&amp;amp;story_id=10153275898055780&quot; style=&quot;background-color: white; color: #3b5998; cursor: pointer; font-family: helvetica, arial, sans-serif; font-size: 14px; line-height: 19.32px; text-decoration: none;&quot;&gt;&lt;span aria-label=&quot;hashtag&quot; class=&quot;_58cl&quot; style=&quot;color: #627aad;&quot;&gt;‪#‎&lt;/span&gt;&lt;span class=&quot;_58cm&quot;&gt;DubaidevUG‬&lt;/span&gt;&lt;/a&gt;&lt;span style=&quot;background-color: white; color: #141823; font-family: &amp;quot;helvetica&amp;quot; , &amp;quot;arial&amp;quot; , sans-serif; font-size: 14px; line-height: 19.32px;&quot;&gt;&amp;nbsp;&lt;/span&gt;&lt;a class=&quot;_58cn&quot; data-ft=&quot;{&amp;quot;tn&amp;quot;:&amp;quot;*N&amp;quot;,&amp;quot;type&amp;quot;:104}&quot; href=&quot;https://www.facebook.com/hashtag/mvp?source=feed_text&amp;amp;story_id=10153275898055780&quot; style=&quot;background-color: white; color: #3b5998; cursor: pointer; font-family: helvetica, arial, sans-serif; font-size: 14px; line-height: 19.32px; text-decoration: none;&quot;&gt;&lt;span aria-label=&quot;hashtag&quot; class=&quot;_58cl&quot; style=&quot;color: #627aad;&quot;&gt;‪#‎&lt;/span&gt;&lt;span class=&quot;_58cm&quot;&gt;MVP‬&lt;/span&gt;&lt;/a&gt;&lt;/b&gt;&lt;/h2&gt;
  477. &lt;div class=&quot;separator&quot; style=&quot;clear: both; text-align: center;&quot;&gt;
  478. &lt;/div&gt;
  479. &lt;div class=&quot;separator&quot; style=&quot;clear: both; text-align: center;&quot;&gt;
  480. &lt;a href=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgKBGWxcFEeozLJxJ21FwfTespaHZWmGh5GRxL1empCSVvzz9wdiNuiZUNRbbKBGHqF2Wn45HtluvW0UejJrKM3oXMOXt7LYm3ap3_TLYW_7uWjEthyD4n7HZB373YF3WvkcGsz8vuDQWqK/s1600/12717933_10153275894100780_3305502771509425787_n.jpg&quot; imageanchor=&quot;1&quot; style=&quot;clear: left; float: left; margin-bottom: 1em; margin-right: 1em;&quot;&gt;&lt;br /&gt;&lt;/a&gt;&lt;a href=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgKBGWxcFEeozLJxJ21FwfTespaHZWmGh5GRxL1empCSVvzz9wdiNuiZUNRbbKBGHqF2Wn45HtluvW0UejJrKM3oXMOXt7LYm3ap3_TLYW_7uWjEthyD4n7HZB373YF3WvkcGsz8vuDQWqK/s1600/12717933_10153275894100780_3305502771509425787_n.jpg&quot; imageanchor=&quot;1&quot; style=&quot;clear: left; float: left; margin-bottom: 1em; margin-right: 1em;&quot;&gt;&lt;br /&gt;&lt;/a&gt;&lt;a href=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgKBGWxcFEeozLJxJ21FwfTespaHZWmGh5GRxL1empCSVvzz9wdiNuiZUNRbbKBGHqF2Wn45HtluvW0UejJrKM3oXMOXt7LYm3ap3_TLYW_7uWjEthyD4n7HZB373YF3WvkcGsz8vuDQWqK/s1600/12717933_10153275894100780_3305502771509425787_n.jpg&quot; imageanchor=&quot;1&quot; style=&quot;margin-left: 1em; margin-right: 1em; text-align: left;&quot;&gt;&lt;img border=&quot;0&quot; height=&quot;300&quot; src=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgKBGWxcFEeozLJxJ21FwfTespaHZWmGh5GRxL1empCSVvzz9wdiNuiZUNRbbKBGHqF2Wn45HtluvW0UejJrKM3oXMOXt7LYm3ap3_TLYW_7uWjEthyD4n7HZB373YF3WvkcGsz8vuDQWqK/s400/12717933_10153275894100780_3305502771509425787_n.jpg&quot; width=&quot;400&quot; /&gt;&lt;/a&gt;&lt;/div&gt;
  481. &lt;div class=&quot;separator&quot; style=&quot;clear: both; text-align: center;&quot;&gt;
  482. &lt;br /&gt;&lt;/div&gt;
  483. &lt;div class=&quot;separator&quot; style=&quot;clear: both; text-align: center;&quot;&gt;
  484. &lt;br /&gt;&lt;/div&gt;
  485. &lt;a href=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiZDovwc8CKsThEnOyl0TQuS3jFP5e0LBIKkQRsiYNv-bxef4gJ9xq1UiQeKZtq35b34I-WaQ5un5_OhMRcnOnSv4uDNb5bPSdBn4HTC2QXTiv0bMHsWkQebXF8K11ozyL5LPPs427Hb2yC/s1600/12733647_10153658544908173_7779887748344141085_n.jpg&quot; imageanchor=&quot;1&quot; style=&quot;margin-left: 1em; margin-right: 1em;&quot;&gt;&lt;img border=&quot;0&quot; height=&quot;300&quot; src=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiZDovwc8CKsThEnOyl0TQuS3jFP5e0LBIKkQRsiYNv-bxef4gJ9xq1UiQeKZtq35b34I-WaQ5un5_OhMRcnOnSv4uDNb5bPSdBn4HTC2QXTiv0bMHsWkQebXF8K11ozyL5LPPs427Hb2yC/s400/12733647_10153658544908173_7779887748344141085_n.jpg&quot; width=&quot;400&quot; /&gt;&lt;/a&gt;&lt;br /&gt;
  486. &lt;br /&gt;
  487. &lt;br /&gt;
  488. &lt;br /&gt;
  489. &lt;iframe allowfullscreen=&quot;&quot; frameborder=&quot;0&quot; height=&quot;485&quot; marginheight=&quot;0&quot; marginwidth=&quot;0&quot; scrolling=&quot;no&quot; src=&quot;//www.slideshare.net/slideshow/embed_code/key/7jK4TRijB1Vruj&quot; style=&quot;border-width: 1px; border: 1px solid #ccc; margin-bottom: 5px; max-width: 100%;&quot; width=&quot;595&quot;&gt; &lt;/iframe&gt; &lt;br /&gt;
  490. &lt;div style=&quot;margin-bottom: 5px;&quot;&gt;
  491. &lt;strong&gt; &lt;a href=&quot;https://www.slideshare.net/UsamaYousfzai/power-app-by-usama&quot; target=&quot;_blank&quot; title=&quot;Microsoft PowerApps Introduction by Usama Wahab Khan MVP &quot;&gt;Microsoft PowerApps Introduction by Usama Wahab Khan MVP &lt;/a&gt; &lt;/strong&gt; from &lt;strong&gt;&lt;a href=&quot;https://www.slideshare.net/UsamaYousfzai&quot; target=&quot;_blank&quot;&gt;Usama Wahab Khan SharePoint/office365/azure Architect&lt;/a&gt;&lt;/strong&gt; &lt;/div&gt;
  492. &lt;br /&gt;
  493. More Event Details :&lt;a href=&quot;http://www.meetup.com/Microsoft-Developers-UAE-Meetup/events/228840611/&quot; target=&quot;_blank&quot;&gt;Here&lt;/a&gt;</description><link>http://usamawahabkhan.blogspot.com/2016/02/introduction-to-microsoft-power-apps-at.html</link><author>noreply@blogger.com (Usama Wahab Khan)</author><media:thumbnail xmlns:media="http://search.yahoo.com/mrss/" url="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjD2y_ZxV5A3AYRA8KCGondpPY2EO8CnWPPZypoxRcJbfW58fF3i8OZohQPfvuXLYte1fzZ4yOZGZCF4v57m3qnB6kvqYo5tEcmLuEIOMOG2_VqC9ZbOnyAaleOJqn34o0BVK8ri-gDMzEI/s72-c/12734273_10153658544808173_85379576125858498_n.jpg" height="72" width="72"/><thr:total>0</thr:total></item><item><guid isPermaLink="false">tag:blogger.com,1999:blog-5888213217342714132.post-4780265330456182748</guid><pubDate>Tue, 16 Feb 2016 10:17:00 +0000</pubDate><atom:updated>2016-02-16T02:17:35.275-08:00</atom:updated><category domain="http://www.blogger.com/atom/ns#">MCT</category><category domain="http://www.blogger.com/atom/ns#">Microsoft Certified Trainer</category><category domain="http://www.blogger.com/atom/ns#">MVP</category><category domain="http://www.blogger.com/atom/ns#">Usama wahab khan</category><title>Renewed Microsoft Certified Trainer (MCT) </title><description>&lt;div class=&quot;separator&quot; style=&quot;clear: both; text-align: center;&quot;&gt;
  494. &lt;a href=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgVfF8J48baEi8z7gRs5SR68B0VhfCa9AkvE0Xw9lmOTMWRkldG-qq7ahyTqoPgB1n3TXLNfmMK6Og_kZy5A_xJLcGn5xGXqS2zyxsN6SA9_Z8ZiWx-bxNt9W9LQF7PHEzN11NfzwC1pVTj/s1600/MCT+2016.png&quot; imageanchor=&quot;1&quot; style=&quot;margin-left: 1em; margin-right: 1em;&quot;&gt;&lt;img border=&quot;0&quot; height=&quot;494&quot; src=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgVfF8J48baEi8z7gRs5SR68B0VhfCa9AkvE0Xw9lmOTMWRkldG-qq7ahyTqoPgB1n3TXLNfmMK6Og_kZy5A_xJLcGn5xGXqS2zyxsN6SA9_Z8ZiWx-bxNt9W9LQF7PHEzN11NfzwC1pVTj/s640/MCT+2016.png&quot; width=&quot;640&quot; /&gt;&lt;/a&gt;&lt;/div&gt;
  495. &lt;div&gt;
  496. &lt;br /&gt;&lt;/div&gt;
  497. &lt;div class=&quot;separator&quot; style=&quot;clear: both; text-align: center;&quot;&gt;
  498. &lt;a href=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEj47cBgdFW4pPWSLlJvgeQ14oDKI415NSHwX2maeUbbhdx2rR6QbQ-uD9OkuGMt_hqn7MA-dEOwCoGpO9FmJ78DrqDBJkeI-0Hvf68_YTYxm20DNcjHtkXdwIy-OMAE4gZf9KOkA__kIjyQ/s1600/Untitlsed.png&quot; imageanchor=&quot;1&quot; style=&quot;margin-left: 1em; margin-right: 1em;&quot;&gt;&lt;img border=&quot;0&quot; height=&quot;504&quot; src=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEj47cBgdFW4pPWSLlJvgeQ14oDKI415NSHwX2maeUbbhdx2rR6QbQ-uD9OkuGMt_hqn7MA-dEOwCoGpO9FmJ78DrqDBJkeI-0Hvf68_YTYxm20DNcjHtkXdwIy-OMAE4gZf9KOkA__kIjyQ/s640/Untitlsed.png&quot; width=&quot;640&quot; /&gt;&lt;/a&gt;&lt;/div&gt;
  499. &lt;div&gt;
  500. &lt;br /&gt;&lt;/div&gt;
  501. By the grace of Almighty&amp;nbsp;ALLAH. I become again Microsoft Certified Trainer (MCT) for 2016. I am MCT from since 2012. its been wonderful experenice to be a part of MCT Community. I hope so this year will able to focus on cloud training and share my knowledge by delivering quality training in this region.&lt;div&gt;
  502. &lt;br /&gt;&lt;/div&gt;
  503. &lt;div&gt;
  504. Thank you&amp;nbsp;&lt;/div&gt;
  505. &lt;div&gt;
  506. Usama Wahab Khan&lt;/div&gt;
  507. &lt;div&gt;
  508. MVP,MCT,MCC,PMPc&lt;/div&gt;
  509. </description><link>http://usamawahabkhan.blogspot.com/2016/02/renewed-microsoft-certified-trainer-mct.html</link><author>noreply@blogger.com (Usama Wahab Khan)</author><media:thumbnail xmlns:media="http://search.yahoo.com/mrss/" url="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgVfF8J48baEi8z7gRs5SR68B0VhfCa9AkvE0Xw9lmOTMWRkldG-qq7ahyTqoPgB1n3TXLNfmMK6Og_kZy5A_xJLcGn5xGXqS2zyxsN6SA9_Z8ZiWx-bxNt9W9LQF7PHEzN11NfzwC1pVTj/s72-c/MCT+2016.png" height="72" width="72"/><thr:total>0</thr:total></item><item><guid isPermaLink="false">tag:blogger.com,1999:blog-5888213217342714132.post-692198587922046270</guid><pubDate>Sun, 17 Jan 2016 12:16:00 +0000</pubDate><atom:updated>2016-01-17T04:16:30.785-08:00</atom:updated><category domain="http://www.blogger.com/atom/ns#">Dev Saturday UAE</category><category domain="http://www.blogger.com/atom/ns#">Microsft</category><category domain="http://www.blogger.com/atom/ns#">MVP</category><category domain="http://www.blogger.com/atom/ns#">MVP Award</category><category domain="http://www.blogger.com/atom/ns#">Office365</category><category domain="http://www.blogger.com/atom/ns#">PowerBI</category><category domain="http://www.blogger.com/atom/ns#">UAE SharePoint</category><category domain="http://www.blogger.com/atom/ns#">Usama wahab khan</category><title>Introductory sessions on ASP.NET 5 MVC 6 and Microsoft Power BI By MVPs at Microsoft Dubai </title><description>&lt;div class=&quot;separator&quot; style=&quot;clear: both; text-align: center;&quot;&gt;
  510. &lt;a href=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiwbJkPjCVWfnGB-onmUmd3bEzUpEspwkh6r715zHUohZOMT0DfSnFQRu-ITJEWohC7gS7vXCSSX9WCosUQKsJLl0DYTV7zLpHAVrAoKJURGpHrU6f4rrDjh0pOalQ8Q9jdrPF2APXCu8qf/s1600/Untitled-1.png&quot; imageanchor=&quot;1&quot; style=&quot;margin-left: 1em; margin-right: 1em;&quot;&gt;&lt;img border=&quot;0&quot; height=&quot;400&quot; src=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiwbJkPjCVWfnGB-onmUmd3bEzUpEspwkh6r715zHUohZOMT0DfSnFQRu-ITJEWohC7gS7vXCSSX9WCosUQKsJLl0DYTV7zLpHAVrAoKJURGpHrU6f4rrDjh0pOalQ8Q9jdrPF2APXCu8qf/s640/Untitled-1.png&quot; width=&quot;640&quot; /&gt;&lt;/a&gt;&lt;/div&gt;
  511. &lt;br /&gt;
  512. &lt;div style=&quot;animation-delay: 0.1s; animation-duration: 0.1s; animation-iteration-count: 1; animation-name: fontfix; animation-timing-function: linear; background-color: white; color: rgba(0, 0, 0, 0.670588); font-family: Whitney, helvetica, arial, sans-serif; font-size: 16px; line-height: 22.4px; margin-bottom: 18px; padding: 0px;&quot;&gt;
  513. Hello everyone!&lt;/div&gt;
  514. &lt;div style=&quot;animation-delay: 0.1s; animation-duration: 0.1s; animation-iteration-count: 1; animation-name: fontfix; animation-timing-function: linear; background-color: white; color: rgba(0, 0, 0, 0.670588); font-family: Whitney, helvetica, arial, sans-serif; font-size: 16px; line-height: 22.4px; margin-bottom: 18px; padding: 0px;&quot;&gt;
  515. Our next meet-up will take place on January 20th from 6.00 pm onwards. This gathering is the opportunity for programmers &amp;nbsp;to meet &amp;amp; get to know each other. Please join us to share experiences and network with other developers as well as the Microsoft technical experts.&lt;/div&gt;
  516. &lt;div style=&quot;animation-delay: 0.1s; animation-duration: 0.1s; animation-iteration-count: 1; animation-name: fontfix; animation-timing-function: linear; background-color: white; color: rgba(0, 0, 0, 0.670588); font-family: Whitney, helvetica, arial, sans-serif; font-size: 16px; line-height: 22.4px; margin-bottom: 18px; padding: 0px;&quot;&gt;
  517. Agenda:&lt;/div&gt;
  518. &lt;div style=&quot;animation-delay: 0.1s; animation-duration: 0.1s; animation-iteration-count: 1; animation-name: fontfix; animation-timing-function: linear; background-color: white; color: rgba(0, 0, 0, 0.670588); font-family: Whitney, helvetica, arial, sans-serif; font-size: 16px; line-height: 22.4px; margin-bottom: 18px; padding: 0px;&quot;&gt;
  519. 6:00-7:00: Introduction to ASP.NET 5 and MVC 6&lt;/div&gt;
  520. &lt;div style=&quot;animation-delay: 0.1s; animation-duration: 0.1s; animation-iteration-count: 1; animation-name: fontfix; animation-timing-function: linear; background-color: white; color: rgba(0, 0, 0, 0.670588); font-family: Whitney, helvetica, arial, sans-serif; font-size: 16px; line-height: 22.4px; margin-bottom: 18px; padding: 0px;&quot;&gt;
  521. Speaker: Ovais Mehboob, Microsoft MVP - Visual Studio and Development Technologies&lt;/div&gt;
  522. &lt;div style=&quot;animation-delay: 0.1s; animation-duration: 0.1s; animation-iteration-count: 1; animation-name: fontfix; animation-timing-function: linear; background-color: white; color: rgba(0, 0, 0, 0.670588); font-family: Whitney, helvetica, arial, sans-serif; font-size: 16px; line-height: 22.4px; margin-bottom: 18px; padding: 0px;&quot;&gt;
  523. This will be an introductory session that help developers to start developing web applications using ASP.NET 5 and MVC 6&lt;/div&gt;
  524. &lt;div style=&quot;animation-delay: 0.1s; animation-duration: 0.1s; animation-iteration-count: 1; animation-name: fontfix; animation-timing-function: linear; background-color: white; color: rgba(0, 0, 0, 0.670588); font-family: Whitney, helvetica, arial, sans-serif; font-size: 16px; line-height: 22.4px; margin-bottom: 18px; padding: 0px;&quot;&gt;
  525. 7:00-8:00: Introduction to Microsoft Power BI&lt;/div&gt;
  526. &lt;div style=&quot;animation-delay: 0.1s; animation-duration: 0.1s; animation-iteration-count: 1; animation-name: fontfix; animation-timing-function: linear; background-color: white; color: rgba(0, 0, 0, 0.670588); font-family: Whitney, helvetica, arial, sans-serif; font-size: 16px; line-height: 22.4px; margin-bottom: 18px; padding: 0px;&quot;&gt;
  527. Speaker: Usama Wahab Khan, Microsoft MVP - Office Servers and Services&lt;/div&gt;
  528. &lt;div style=&quot;animation-delay: 0.1s; animation-duration: 0.1s; animation-iteration-count: 1; animation-name: fontfix; animation-timing-function: linear; background-color: white; color: rgba(0, 0, 0, 0.670588); font-family: Whitney, helvetica, arial, sans-serif; font-size: 16px; line-height: 22.4px; margin-bottom: 18px; padding: 0px;&quot;&gt;
  529. In this session you will see how easily you can start creating personalized dashboards and reports on your data using Microsoft Power BI&amp;nbsp;&lt;/div&gt;
  530. &lt;div style=&quot;animation-delay: 0.1s; animation-duration: 0.1s; animation-iteration-count: 1; animation-name: fontfix; animation-timing-function: linear; background-color: white; color: rgba(0, 0, 0, 0.670588); font-family: Whitney, helvetica, arial, sans-serif; font-size: 16px; line-height: 22.4px; margin-bottom: 18px; padding: 0px;&quot;&gt;
  531. 8:00 onwards: Pizza &amp;amp; Networking&lt;/div&gt;
  532. @usamawahabkhan&lt;br /&gt;
  533. &lt;br /&gt;
  534. &lt;b&gt;Registration and &amp;nbsp;Details&amp;nbsp;&lt;/b&gt;&lt;br /&gt;
  535. &lt;a href=&quot;http://www.meetup.com/Microsoft-Developers-UAE-Meetup/events/227797631/?rv=me1&amp;amp;_af=event&amp;amp;_af_eid=227797631&amp;amp;https=off&quot;&gt;http://www.meetup.com/Microsoft-Developers-UAE-Meetup/events/227797631/?rv=me1&amp;amp;_af=event&amp;amp;_af_eid=227797631&amp;amp;https=off&lt;/a&gt;</description><link>http://usamawahabkhan.blogspot.com/2016/01/introductory-sessions-on-aspnet-5-mvc-6.html</link><author>noreply@blogger.com (Usama Wahab Khan)</author><media:thumbnail xmlns:media="http://search.yahoo.com/mrss/" url="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiwbJkPjCVWfnGB-onmUmd3bEzUpEspwkh6r715zHUohZOMT0DfSnFQRu-ITJEWohC7gS7vXCSSX9WCosUQKsJLl0DYTV7zLpHAVrAoKJURGpHrU6f4rrDjh0pOalQ8Q9jdrPF2APXCu8qf/s72-c/Untitled-1.png" height="72" width="72"/><thr:total>2</thr:total></item><item><guid isPermaLink="false">tag:blogger.com,1999:blog-5888213217342714132.post-5124741077883043022</guid><pubDate>Sun, 17 Jan 2016 11:54:00 +0000</pubDate><atom:updated>2016-01-17T03:56:41.464-08:00</atom:updated><category domain="http://www.blogger.com/atom/ns#">MVP</category><category domain="http://www.blogger.com/atom/ns#">MVP Award</category><category domain="http://www.blogger.com/atom/ns#">SharePoint</category><category domain="http://www.blogger.com/atom/ns#">SharePoint Saturday</category><category domain="http://www.blogger.com/atom/ns#">SPS</category><category domain="http://www.blogger.com/atom/ns#">SPSLahore</category><category domain="http://www.blogger.com/atom/ns#">Usama wahab khan</category><title>  I am Speaking at SharePoint Saturday Lahore: Join Us</title><description>&lt;div class=&quot;spse-welcome&quot; style=&quot;background-color: white; box-sizing: content-box !important; color: #313131; font-family: &#39;Segoe UI&#39;, Segoe, Tahoma, Helvetica, Arial, sans-serif; font-size: 18px;&quot;&gt;
  536. &lt;br /&gt;
  537. &lt;div class=&quot;separator&quot; style=&quot;clear: both; text-align: center;&quot;&gt;
  538. &lt;a href=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEh8EJPHNJk9HC3JoiCsNyWF_H3tXJjGt_sDK-kPx1Twmf-_VBtNduXGemw78k9L_CKfZCJEaGjBUuj12O2gNd5RGhUbTON9ZF_M6lVwd7pESMoHaw3DrcVWYzPFXo1oXas7yi_YMM_JmrCk/s1600/Untitled.png&quot; imageanchor=&quot;1&quot; style=&quot;margin-left: 1em; margin-right: 1em;&quot;&gt;&lt;img border=&quot;0&quot; height=&quot;262&quot; src=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEh8EJPHNJk9HC3JoiCsNyWF_H3tXJjGt_sDK-kPx1Twmf-_VBtNduXGemw78k9L_CKfZCJEaGjBUuj12O2gNd5RGhUbTON9ZF_M6lVwd7pESMoHaw3DrcVWYzPFXo1oXas7yi_YMM_JmrCk/s640/Untitled.png&quot; width=&quot;640&quot; /&gt;&lt;/a&gt;&lt;/div&gt;
  539. &lt;div class=&quot;separator&quot; style=&quot;clear: both; text-align: center;&quot;&gt;
  540. &lt;br /&gt;&lt;/div&gt;
  541. &lt;div class=&quot;separator&quot; style=&quot;clear: both; text-align: center;&quot;&gt;
  542. &lt;br /&gt;&lt;/div&gt;
  543. &lt;div class=&quot;separator&quot; style=&quot;clear: both; text-align: left;&quot;&gt;
  544. we are coming to Lahore for Share Saturday Lahore (SPS Lahore) along with my MVP Friends Michael Noel and Joel on 23 of Jan 2016. Join us.&lt;/div&gt;
  545. &lt;div class=&quot;separator&quot; style=&quot;clear: both; text-align: left;&quot;&gt;
  546. &lt;br /&gt;&lt;/div&gt;
  547. &lt;div class=&quot;separator&quot; style=&quot;clear: both; text-align: left;&quot;&gt;
  548. &lt;br /&gt;&lt;/div&gt;
  549. &lt;div class=&quot;separator&quot; style=&quot;clear: both; text-align: center;&quot;&gt;
  550. &lt;br /&gt;&lt;/div&gt;
  551. &lt;/div&gt;
  552. &lt;div class=&quot;spse-welcome&quot; style=&quot;background-color: white; box-sizing: content-box !important; color: #313131; font-family: &#39;segoe ui&#39;, segoe, tahoma, helvetica, arial, sans-serif; font-size: 18px; font-stretch: normal;&quot;&gt;
  553. &lt;b&gt;SharePoint Saturday&amp;nbsp;Lahore&lt;/b&gt;&lt;/div&gt;
  554. &lt;div class=&quot;spse-welcome&quot; style=&quot;background-color: white; box-sizing: content-box !important; color: #313131; font-family: &#39;segoe ui&#39;, segoe, tahoma, helvetica, arial, sans-serif; font-size: 18px; font-stretch: normal;&quot;&gt;
  555. SharePoint administrators, end users, architects, developers, and other professionals that work with Microsoft SharePoint Technologies will meet for the&amp;nbsp;&lt;strong style=&quot;box-sizing: content-box !important;&quot;&gt;2nd SharePoint Saturday Lahore event&lt;/strong&gt;&amp;nbsp;on&amp;nbsp;January 23, 2016.&lt;/div&gt;
  556. &lt;div class=&quot;spse-welcome&quot; style=&quot;background-color: white; box-sizing: content-box !important; color: #313131; font-family: &#39;segoe ui&#39;, segoe, tahoma, helvetica, arial, sans-serif; font-size: 18px; font-stretch: normal;&quot;&gt;
  557. &lt;br style=&quot;box-sizing: content-box !important;&quot; /&gt;
  558. &lt;/div&gt;
  559. &lt;div class=&quot;spse-welcome&quot; style=&quot;background-color: white; box-sizing: content-box !important; color: #313131; font-family: &#39;segoe ui&#39;, segoe, tahoma, helvetica, arial, sans-serif; font-size: 17px; font-stretch: normal;&quot;&gt;
  560. &lt;strong style=&quot;box-sizing: content-box !important;&quot;&gt;Event Venue &lt;/strong&gt;&lt;/div&gt;
  561. &lt;div class=&quot;spse-welcome&quot; style=&quot;background-color: white; box-sizing: content-box !important; color: #313131; font-family: &#39;segoe ui&#39;, segoe, tahoma, helvetica, arial, sans-serif; font-size: 18px; font-stretch: normal;&quot;&gt;
  562. &lt;span style=&quot;box-sizing: content-box !important; font-size: 17px;&quot;&gt;Superior University Campus - Main Raiwind Road Lahore.&amp;nbsp; Click&amp;nbsp;&lt;/span&gt;&lt;a href=&quot;https://www.google.com/maps/dir/31.340951,74.2357332/superior+campus+Main+Raiwind+Road,+Lahore/@31.3289829,74.1761955,11z/data=!4m8!4m7!1m0!1m5!1m1!1s0x3919aadc70075215:0xf14fa2ec4eba8377!2m2!1d74.2359072!2d31.3340789&quot; style=&quot;background: transparent; box-sizing: content-box !important; color: #663399; font-size: 17px; text-decoration: none;&quot; target=&quot;_blank&quot;&gt;here&lt;/a&gt;&lt;span style=&quot;box-sizing: content-box !important; font-size: 17px;&quot;&gt;&amp;nbsp;for location map.&amp;nbsp;&lt;/span&gt;&lt;/div&gt;
  563. &lt;div class=&quot;spse-welcome&quot; style=&quot;background-color: white; box-sizing: content-box !important; color: #313131; font-family: &#39;segoe ui&#39;, segoe, tahoma, helvetica, arial, sans-serif; font-size: 18px; font-stretch: normal;&quot;&gt;
  564. &lt;span style=&quot;box-sizing: content-box !important; font-size: 17px;&quot;&gt;&lt;br style=&quot;box-sizing: content-box !important;&quot; /&gt;&lt;/span&gt;&lt;/div&gt;
  565. &lt;div class=&quot;spse-welcome&quot; style=&quot;background-color: white; box-sizing: content-box !important; color: #313131; font-family: &#39;segoe ui&#39;, segoe, tahoma, helvetica, arial, sans-serif; font-size: 18px; font-stretch: normal;&quot;&gt;
  566. &lt;span style=&quot;box-sizing: content-box !important; font-size: 17px;&quot;&gt;&lt;span style=&quot;box-sizing: content-box !important; font-size: 18px;&quot;&gt;Call for speakers and sponsors is NOW OPEN!&lt;/span&gt; &lt;/span&gt;&lt;/div&gt;
  567. &lt;div class=&quot;spse-welcome&quot; style=&quot;background-color: white; box-sizing: content-box !important; color: #313131; font-family: &#39;segoe ui&#39;, segoe, tahoma, helvetica, arial, sans-serif; font-size: 18px; font-stretch: normal;&quot;&gt;
  568. &lt;span style=&quot;box-sizing: content-box !important; font-size: 17px;&quot;&gt;&lt;br style=&quot;box-sizing: content-box !important;&quot; /&gt;&lt;/span&gt;&lt;/div&gt;
  569. &lt;div class=&quot;spse-welcome&quot; style=&quot;background-color: white; box-sizing: content-box !important; color: #313131; font-family: &#39;segoe ui&#39;, segoe, tahoma, helvetica, arial, sans-serif; font-size: 18px; font-stretch: normal;&quot;&gt;
  570. &lt;span style=&quot;box-sizing: content-box !important; font-size: 17px;&quot;&gt;Sponsor Packet for SPS Lahore is located&amp;nbsp;&lt;a href=&quot;http://www.spsevents.org/city/Lahore/Lahore2016/Documents/SPS%20Lahore%20Sponsor%20Packet%20-%202016.pdf&quot; style=&quot;background: transparent; box-sizing: content-box !important; color: #663399; text-decoration: none;&quot;&gt;here &lt;/a&gt;. &lt;/span&gt;&lt;/div&gt;
  571. &lt;div class=&quot;spse-welcome&quot; style=&quot;background-color: white; box-sizing: content-box !important; color: #313131; font-family: &#39;segoe ui&#39;, segoe, tahoma, helvetica, arial, sans-serif; font-size: 18px; font-stretch: normal;&quot;&gt;
  572. &lt;span style=&quot;box-sizing: content-box !important; font-size: 17px;&quot;&gt;&lt;br /&gt;&lt;/span&gt;&lt;/div&gt;
  573. &lt;div class=&quot;spse-welcome&quot; style=&quot;background-color: white; box-sizing: content-box !important; color: #313131; font-family: &#39;segoe ui&#39;, segoe, tahoma, helvetica, arial, sans-serif; font-size: 18px; font-stretch: normal;&quot;&gt;
  574. &lt;span style=&quot;box-sizing: content-box !important; font-size: 17px;&quot;&gt;&lt;b&gt;Speakers :&amp;nbsp;&lt;/b&gt;&lt;/span&gt;&lt;/div&gt;
  575. &lt;div class=&quot;spse-welcome&quot; style=&quot;background-color: white; box-sizing: content-box !important; color: #313131; font-family: &#39;segoe ui&#39;, segoe, tahoma, helvetica, arial, sans-serif; font-size: 18px; font-stretch: normal;&quot;&gt;
  576. &lt;span style=&quot;box-sizing: content-box !important; font-size: 17px;&quot;&gt;&lt;b&gt;&lt;br /&gt;&lt;/b&gt;&lt;/span&gt;&lt;/div&gt;
  577. &lt;div class=&quot;separator&quot; style=&quot;clear: both; text-align: center;&quot;&gt;
  578. &lt;/div&gt;
  579. &lt;div class=&quot;separator&quot; style=&quot;clear: both; text-align: center;&quot;&gt;
  580. &lt;a href=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjiMMaQ4Chwp05aGlcUqoo_2EhGBSOcJ-jEel45qCikSYZCDwsCJF6U6BrhL2LzMcLN_hc9seF-SxIYLvJTajvpcKbhlctJVu3ZCkUEkcnz30_biTZRTSkx0GSUJtHengavTtJnQWQorVXb/s1600/Untitled.png&quot; imageanchor=&quot;1&quot; style=&quot;margin-left: 1em; margin-right: 1em;&quot;&gt;&lt;img border=&quot;0&quot; height=&quot;299&quot; src=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjiMMaQ4Chwp05aGlcUqoo_2EhGBSOcJ-jEel45qCikSYZCDwsCJF6U6BrhL2LzMcLN_hc9seF-SxIYLvJTajvpcKbhlctJVu3ZCkUEkcnz30_biTZRTSkx0GSUJtHengavTtJnQWQorVXb/s640/Untitled.png&quot; width=&quot;640&quot; /&gt;&lt;/a&gt;&lt;/div&gt;
  581. &lt;div class=&quot;spse-welcome&quot; style=&quot;background-color: white; box-sizing: content-box !important; color: #313131; font-family: &#39;segoe ui&#39;, segoe, tahoma, helvetica, arial, sans-serif; font-size: 18px; font-stretch: normal;&quot;&gt;
  582. &lt;span style=&quot;box-sizing: content-box !important; font-size: 17px;&quot;&gt;&lt;b&gt;&lt;br /&gt;&lt;/b&gt;&lt;/span&gt;&lt;/div&gt;
  583. &lt;div class=&quot;spse-welcome&quot; style=&quot;background-color: white; box-sizing: content-box !important; color: #313131; font-family: &#39;segoe ui&#39;, segoe, tahoma, helvetica, arial, sans-serif; font-size: 18px; font-stretch: normal;&quot;&gt;
  584. &lt;span style=&quot;box-sizing: content-box !important; font-size: 17px;&quot;&gt;&lt;b&gt;&lt;br /&gt;&lt;/b&gt;&lt;/span&gt;&lt;/div&gt;
  585. &lt;div class=&quot;spse-welcome&quot; style=&quot;background-color: white; box-sizing: content-box !important; font-stretch: normal;&quot;&gt;
  586. &lt;span style=&quot;box-sizing: content-box !important; color: #313131; font-family: &#39;segoe ui&#39;, segoe, tahoma, helvetica, arial, sans-serif; font-size: 17px;&quot;&gt;&lt;b&gt;Registration and Details :&amp;nbsp;&lt;/b&gt;&lt;/span&gt;&lt;span style=&quot;background-color: transparent; font-size: 17px;&quot;&gt;&lt;span style=&quot;color: #313131; font-family: segoe ui, segoe, tahoma, helvetica, arial, sans-serif;&quot;&gt;&lt;b&gt;&lt;a href=&quot;http://www.spsevents.org/city/Lahore/Lahore2016&quot;&gt;http://www.spsevents.org/city/Lahore/Lahore2016&lt;/a&gt;&lt;/b&gt;&lt;/span&gt;&lt;/span&gt;&lt;/div&gt;
  587. </description><link>http://usamawahabkhan.blogspot.com/2016/01/i-am-speaking-at-sharepoint-saturday_17.html</link><author>noreply@blogger.com (Usama Wahab Khan)</author><media:thumbnail xmlns:media="http://search.yahoo.com/mrss/" url="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEh8EJPHNJk9HC3JoiCsNyWF_H3tXJjGt_sDK-kPx1Twmf-_VBtNduXGemw78k9L_CKfZCJEaGjBUuj12O2gNd5RGhUbTON9ZF_M6lVwd7pESMoHaw3DrcVWYzPFXo1oXas7yi_YMM_JmrCk/s72-c/Untitled.png" height="72" width="72"/><thr:total>0</thr:total></item><item><guid isPermaLink="false">tag:blogger.com,1999:blog-5888213217342714132.post-6345740194948208734</guid><pubDate>Sun, 17 Jan 2016 11:47:00 +0000</pubDate><atom:updated>2016-01-17T03:56:47.284-08:00</atom:updated><category domain="http://www.blogger.com/atom/ns#">MVP</category><category domain="http://www.blogger.com/atom/ns#">MVP Award</category><category domain="http://www.blogger.com/atom/ns#">Office365</category><category domain="http://www.blogger.com/atom/ns#">Office365 API</category><category domain="http://www.blogger.com/atom/ns#">SharePoint</category><category domain="http://www.blogger.com/atom/ns#">SharePoint Saturday</category><category domain="http://www.blogger.com/atom/ns#">SPS</category><category domain="http://www.blogger.com/atom/ns#">SPSDubai</category><category domain="http://www.blogger.com/atom/ns#">Usama wahab khan</category><title>I am Speaking at SharePoint Saturday Dubai : Join Us</title><description>&lt;div class=&quot;separator&quot; style=&quot;clear: both; text-align: center;&quot;&gt;
  588. &lt;a href=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgRIBgvN_nvVPdT-qNOzAoiT0ZP_NIlt4hTxt-OodJ508j4LJ-ZskMcQTpxDM2KQ5w35SrREWWW8El_DXVkKXxW4G9Ci9rVqdgm9ZQP2rVnHrGx_9oiruWatXb03healPQYJ-AVexGPW3K1/s1600/Untitled.png&quot; imageanchor=&quot;1&quot; style=&quot;margin-left: 1em; margin-right: 1em;&quot;&gt;&lt;img border=&quot;0&quot; height=&quot;266&quot; src=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgRIBgvN_nvVPdT-qNOzAoiT0ZP_NIlt4hTxt-OodJ508j4LJ-ZskMcQTpxDM2KQ5w35SrREWWW8El_DXVkKXxW4G9Ci9rVqdgm9ZQP2rVnHrGx_9oiruWatXb03healPQYJ-AVexGPW3K1/s640/Untitled.png&quot; width=&quot;640&quot; /&gt;&lt;/a&gt;&lt;/div&gt;
  589. &lt;br /&gt;
  590. &lt;br /&gt;
  591. &lt;div class=&quot;spse-welcome&quot; style=&quot;background-color: white; box-sizing: content-box !important; color: #313131; font-family: &#39;Segoe UI&#39;, Segoe, Tahoma, Helvetica, Arial, sans-serif; font-size: 18px;&quot;&gt;
  592. &lt;b&gt;About SharePoint Saturday Dubai&lt;/b&gt;&lt;/div&gt;
  593. &lt;div class=&quot;spse-welcome&quot; style=&quot;background-color: white; box-sizing: content-box !important; color: #313131; font-family: &#39;Segoe UI&#39;, Segoe, Tahoma, Helvetica, Arial, sans-serif; font-size: 18px;&quot;&gt;
  594. &lt;b&gt;&lt;br /&gt;&lt;/b&gt;SharePoint administrators, end users, architects, developers, and other professionals that work with Microsoft SharePoint Technologies will meet for the&amp;nbsp; &lt;strong style=&quot;box-sizing: content-box !important;&quot;&gt;5th SharePoint Saturday Dubai event&lt;/strong&gt;&amp;nbsp;on January&amp;nbsp;30, 2016.&lt;/div&gt;
  595. &lt;div class=&quot;spse-welcome&quot; style=&quot;background-color: white; box-sizing: content-box !important; color: #313131; font-family: &#39;Segoe UI&#39;, Segoe, Tahoma, Helvetica, Arial, sans-serif; font-size: 18px;&quot;&gt;
  596. &lt;br style=&quot;box-sizing: content-box !important;&quot; /&gt;&lt;/div&gt;
  597. &lt;div class=&quot;spse-welcome&quot; style=&quot;background-color: white; box-sizing: content-box !important; color: #313131; font-family: &#39;Segoe UI&#39;, Segoe, Tahoma, Helvetica, Arial, sans-serif; font-size: 17px;&quot;&gt;
  598. &lt;strong style=&quot;box-sizing: content-box !important;&quot;&gt;Event Venue &lt;/strong&gt;&lt;/div&gt;
  599. &lt;div class=&quot;spse-welcome&quot; style=&quot;background-color: white; box-sizing: content-box !important; color: #313131; font-family: &#39;Segoe UI&#39;, Segoe, Tahoma, Helvetica, Arial, sans-serif; font-size: 18px;&quot;&gt;
  600. &lt;span style=&quot;box-sizing: content-box !important; font-size: 17px;&quot;&gt;Microsoft Gulf Office, Building 8, Dubai Internet City, Dubai.&amp;nbsp; Click&amp;nbsp;&lt;/span&gt;&lt;a href=&quot;http://bit.ly/1mWz0eH&quot; style=&quot;background: transparent; box-sizing: content-box !important; color: #663399; font-size: 17px; text-decoration: none;&quot;&gt;he re&lt;/a&gt;&lt;span style=&quot;box-sizing: content-box !important; font-size: 17px;&quot;&gt;&amp;nbsp;for location map.&amp;nbsp; &lt;/span&gt;&lt;/div&gt;
  601. &lt;div class=&quot;spse-welcome&quot; style=&quot;background-color: white; box-sizing: content-box !important; color: #313131; font-family: &#39;Segoe UI&#39;, Segoe, Tahoma, Helvetica, Arial, sans-serif; font-size: 18px;&quot;&gt;
  602. &lt;br /&gt;&lt;/div&gt;
  603. &lt;div class=&quot;spse-welcome&quot; style=&quot;background-color: white; box-sizing: content-box !important; color: #313131; font-family: &#39;Segoe UI&#39;, Segoe, Tahoma, Helvetica, Arial, sans-serif; font-size: 18px;&quot;&gt;
  604. &lt;b&gt;Speakers : &amp;nbsp;&lt;/b&gt;&lt;br /&gt;
  605. &lt;div class=&quot;separator&quot; style=&quot;clear: both; text-align: center;&quot;&gt;
  606. &lt;b&gt;&lt;a href=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgtikhBjVTNFF0J6WKnzVu0lVhSybU663xePRBk2ZjijtQ4sW6Pu7PQE-vAuCj1iqme3pX-lGY4zQwLMvGtUUUw1v-UrfTzffnKepD84yqoXcR0dooByApRnlC8LfZjFn49xNLO76RPUeW2/s1600/Untitled.png&quot; imageanchor=&quot;1&quot; style=&quot;margin-left: 1em; margin-right: 1em;&quot;&gt;&lt;img border=&quot;0&quot; height=&quot;513&quot; src=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgtikhBjVTNFF0J6WKnzVu0lVhSybU663xePRBk2ZjijtQ4sW6Pu7PQE-vAuCj1iqme3pX-lGY4zQwLMvGtUUUw1v-UrfTzffnKepD84yqoXcR0dooByApRnlC8LfZjFn49xNLO76RPUeW2/s640/Untitled.png&quot; width=&quot;640&quot; /&gt;&lt;/a&gt;&lt;/b&gt;&lt;/div&gt;
  607. &lt;b&gt;
  608. &lt;/b&gt;&lt;/div&gt;
  609. &lt;div class=&quot;spse-welcome&quot; style=&quot;background-color: white; box-sizing: content-box !important;&quot;&gt;
  610. &lt;div class=&quot;spse-speaker&quot; style=&quot;box-sizing: content-box !important; display: inline-table;&quot;&gt;
  611. &lt;div class=&quot;spse-speaker-info&quot; style=&quot;box-sizing: content-box !important; float: left; width: 625px;&quot;&gt;
  612. &lt;div class=&quot;spse-speaker-sessions&quot; style=&quot;box-sizing: content-box !important; clear: both; margin-top: 10px; padding-top: 10px; width: 625px;&quot;&gt;
  613. &lt;div id=&quot;ctl00_ctl42_g_0f4e256a_569c_4bab_b277_7bd643304c91_speakerListRepeater_ctl18_speakerControl68_updatePanel&quot; style=&quot;box-sizing: content-box !important;&quot;&gt;
  614. &lt;div class=&quot;spse-speaker-sessions-title&quot; style=&quot;box-sizing: content-box !important; color: #313131; font-family: &#39;Segoe UI Light&#39;, &#39;Segoe UI&#39;, Segoe, Tahoma, Helvetica, Arial, sans-serif; font-size: 18pt; font-weight: bold;&quot;&gt;
  615. My Session Sessions&lt;/div&gt;
  616. &lt;ul class=&quot;spse-events&quot; style=&quot;box-sizing: content-box !important; margin-bottom: 10px; margin-top: 0px; padding-left: 0px;&quot;&gt;
  617. &lt;li class=&quot;spse-event&quot; style=&quot;box-sizing: content-box !important; color: #313131; font-family: &#39;Segoe UI&#39;, Segoe, Tahoma, Helvetica, Arial, sans-serif; font-size: 13px; list-style: none;&quot;&gt;&lt;div class=&quot;spse-event-sessions-panel&quot; style=&quot;box-sizing: content-box !important;&quot;&gt;
  618. &lt;ul class=&quot;spse-event-sessions&quot; style=&quot;box-sizing: content-box !important; margin-bottom: 0px; margin-top: 0px; padding-left: 30px;&quot;&gt;
  619. &lt;li style=&quot;box-sizing: content-box !important; list-style: none;&quot;&gt;&lt;div class=&quot;spse-session-title&quot; id=&quot;sessionTitlePanel&quot; style=&quot;box-sizing: content-box !important; font-family: &#39;Segoe UI Light&#39;, &#39;Segoe UI&#39;, Segoe, Tahoma, Helvetica, Arial, sans-serif; font-size: 12pt; font-weight: bold;&quot;&gt;
  620. &lt;div class=&quot;spse-session-expander spse-session-expander-collapsed&quot; style=&quot;background-image: url(&amp;quot;/_layouts/15/images/expand.gif&amp;quot;); background-repeat: no-repeat; box-sizing: content-box !important; display: inline-block; height: 16px; text-align: center; vertical-align: middle; width: 16px;&quot;&gt;
  621. &lt;/div&gt;
  622. &lt;a href=&quot;http://www.spsevents.org/city/Dubai/Dubai2016/_layouts/15/SPSEvents/Speakers/Session.aspx?SpeakerId=68&amp;amp;ID=25&amp;amp;source=http%3a%2f%2fwww.spsevents.org%2fcity%2fDubai%2fDubai2016%2fspeakers&quot; style=&quot;background: transparent; box-sizing: content-box !important; color: #663399; text-decoration: none;&quot;&gt;SharePoint and Office 365 API with angularjs&lt;/a&gt;&lt;/div&gt;
  623. &lt;/li&gt;
  624. &lt;/ul&gt;
  625. &lt;div&gt;
  626. &lt;br /&gt;&lt;/div&gt;
  627. &lt;/div&gt;
  628. &lt;/li&gt;
  629. &lt;li class=&quot;spse-event&quot; style=&quot;box-sizing: content-box !important; list-style: none;&quot;&gt;&lt;div&gt;
  630. &lt;b style=&quot;color: #313131; font-family: &#39;Segoe UI&#39;, Segoe, Tahoma, Helvetica, Arial, sans-serif; font-size: 13px;&quot;&gt;Registration :&amp;nbsp;&lt;/b&gt;&lt;span style=&quot;color: #313131; font-family: Segoe UI, Segoe, Tahoma, Helvetica, Arial, sans-serif;&quot;&gt;&lt;span style=&quot;font-size: 13px;&quot;&gt;&lt;b&gt;https://www.eventbrite.com/e/sharepoint-saturday-dubai-2016-tickets-19699566935&lt;/b&gt;&lt;/span&gt;&lt;/span&gt;&lt;/div&gt;
  631. &lt;/li&gt;
  632. &lt;/ul&gt;
  633. &lt;/div&gt;
  634. &lt;/div&gt;
  635. &lt;/div&gt;
  636. &lt;/div&gt;
  637. &lt;span style=&quot;color: #313131; font-family: Segoe UI, Segoe, Tahoma, Helvetica, Arial, sans-serif;&quot;&gt;&lt;span style=&quot;font-size: 13px;&quot;&gt;&lt;/span&gt;&lt;/span&gt;&lt;/div&gt;
  638. </description><link>http://usamawahabkhan.blogspot.com/2016/01/i-am-speaking-at-sharepoint-saturday.html</link><author>noreply@blogger.com (Usama Wahab Khan)</author><media:thumbnail xmlns:media="http://search.yahoo.com/mrss/" url="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgRIBgvN_nvVPdT-qNOzAoiT0ZP_NIlt4hTxt-OodJ508j4LJ-ZskMcQTpxDM2KQ5w35SrREWWW8El_DXVkKXxW4G9Ci9rVqdgm9ZQP2rVnHrGx_9oiruWatXb03healPQYJ-AVexGPW3K1/s72-c/Untitled.png" height="72" width="72"/><thr:total>0</thr:total></item><item><guid isPermaLink="false">tag:blogger.com,1999:blog-5888213217342714132.post-1527403732571719469</guid><pubDate>Wed, 06 Jan 2016 08:43:00 +0000</pubDate><atom:updated>2016-01-06T00:43:34.415-08:00</atom:updated><category domain="http://www.blogger.com/atom/ns#">Microsft Gulf</category><category domain="http://www.blogger.com/atom/ns#">Microsoft</category><category domain="http://www.blogger.com/atom/ns#">MVP</category><category domain="http://www.blogger.com/atom/ns#">MVP Award</category><category domain="http://www.blogger.com/atom/ns#">Office365</category><category domain="http://www.blogger.com/atom/ns#">Office365 API</category><category domain="http://www.blogger.com/atom/ns#">UAE SharePoint</category><category domain="http://www.blogger.com/atom/ns#">Usama wahab khan</category><title>I have been awarded by Microsoft again for Microsoft Most Valuable Professional Award 2016</title><description>&lt;div dir=&quot;ltr&quot;&gt;
  639. #Hat-trick !Yes Thanks to Almighty ALLAH and my family for support. I Just Received an email from Microsoft &quot;We are pleased to present you with the 2016 Microsoft® MVP Award! This award is given to exceptional technical community leaders who actively share their high quality, real world expertise with others. We appreciate your outstanding contributions in Office Servers and Services technical communities during the past year.&quot;&amp;nbsp; Thank you everyone in Community Ovais Mehboob Sohail Hanif Baloch Madridista Salman Ahmad. Special thank to Hande Kayadeniz Torkan Fatima Furniturewala for Their Support. Thank you Microsoft for this honer. #Microsoft #MVPBuzz #MVPMEA&lt;/div&gt;
  640. &lt;div class=&quot;separator&quot; style=&quot;clear: both; text-align: center;&quot;&gt;
  641. &lt;a href=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEh0qx5Ql6NwvxeJPPNXKiPtOijednYZPNSoK8cZtDUiqYPEi9a7iuvMbYvJ19IwExm96PbF3q73BBN7I9sNIO3LdX49jmfT72VIvpUB009dH3Gy1Ll-gSYTV-DRl8oe9HWZ6xaUNuDx4cro/s1600/FB_IMG_1451685491189.jpg&quot; imageanchor=&quot;1&quot; style=&quot;margin-left: 1em; margin-right: 1em;&quot;&gt; &lt;img border=&quot;0&quot; src=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEh0qx5Ql6NwvxeJPPNXKiPtOijednYZPNSoK8cZtDUiqYPEi9a7iuvMbYvJ19IwExm96PbF3q73BBN7I9sNIO3LdX49jmfT72VIvpUB009dH3Gy1Ll-gSYTV-DRl8oe9HWZ6xaUNuDx4cro/s640/FB_IMG_1451685491189.jpg&quot; /&gt; &lt;/a&gt; &lt;/div&gt;
  642. </description><link>http://usamawahabkhan.blogspot.com/2016/01/i-been-awarded-bt-microsoft-again.html</link><author>noreply@blogger.com (Usama Wahab Khan)</author><media:thumbnail xmlns:media="http://search.yahoo.com/mrss/" url="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEh0qx5Ql6NwvxeJPPNXKiPtOijednYZPNSoK8cZtDUiqYPEi9a7iuvMbYvJ19IwExm96PbF3q73BBN7I9sNIO3LdX49jmfT72VIvpUB009dH3Gy1Ll-gSYTV-DRl8oe9HWZ6xaUNuDx4cro/s72-c/FB_IMG_1451685491189.jpg" height="72" width="72"/><thr:total>1</thr:total></item><item><guid isPermaLink="false">tag:blogger.com,1999:blog-5888213217342714132.post-194322629719130509</guid><pubDate>Mon, 17 Aug 2015 03:05:00 +0000</pubDate><atom:updated>2015-08-16T20:05:14.859-07:00</atom:updated><category domain="http://www.blogger.com/atom/ns#">0365</category><category domain="http://www.blogger.com/atom/ns#">MVP</category><category domain="http://www.blogger.com/atom/ns#">MVP Award</category><category domain="http://www.blogger.com/atom/ns#">Office365</category><category domain="http://www.blogger.com/atom/ns#">Office365 API</category><category domain="http://www.blogger.com/atom/ns#">SharePoint 2013</category><category domain="http://www.blogger.com/atom/ns#">Usama wahab khan</category><category domain="http://www.blogger.com/atom/ns#">xamarin</category><title>Speaking at  Collab365 Global Conference - Office365 API with Mobile Apps</title><description>&lt;div class=&quot;separator&quot; style=&quot;clear: both; text-align: center;&quot;&gt;
  643. &lt;a href=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjImQANjhwgIFUxHd09AphrkxdCZowbfe1UeU0pg5xqmu8xGCtQUNJdz7Mx8tofyk5_uNHRwDw_TeRfS4Wo-6FjAtK0DXoPTxBRO3Dy3kuN0tiusnBs5V_HsA5ZOqEkwe7Io0wEoUCf5wN_/s1600/Speaking+at.png&quot; imageanchor=&quot;1&quot; style=&quot;margin-left: 1em; margin-right: 1em;&quot;&gt;&lt;img border=&quot;0&quot; height=&quot;213&quot; src=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjImQANjhwgIFUxHd09AphrkxdCZowbfe1UeU0pg5xqmu8xGCtQUNJdz7Mx8tofyk5_uNHRwDw_TeRfS4Wo-6FjAtK0DXoPTxBRO3Dy3kuN0tiusnBs5V_HsA5ZOqEkwe7Io0wEoUCf5wN_/s320/Speaking+at.png&quot; width=&quot;320&quot; /&gt;&lt;/a&gt;&lt;a href=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjRl0jPs5w4bW5cNcGa658JWEBGynRs8_hV4G8Fxz_okiBYkIG5syQ1GcH24OA7oV2vyEyYhIdUrUvUwXrPYVpBEOgH2LVHTWQrtLeEuQvq3sUh7AiaYLp3aYX66p62TQzxwA9ksH2MMEs8/s1600/Speaking.png&quot; imageanchor=&quot;1&quot; style=&quot;margin-left: 1em; margin-right: 1em;&quot;&gt;&lt;img border=&quot;0&quot; height=&quot;124&quot; src=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjRl0jPs5w4bW5cNcGa658JWEBGynRs8_hV4G8Fxz_okiBYkIG5syQ1GcH24OA7oV2vyEyYhIdUrUvUwXrPYVpBEOgH2LVHTWQrtLeEuQvq3sUh7AiaYLp3aYX66p62TQzxwA9ksH2MMEs8/s320/Speaking.png&quot; width=&quot;320&quot; /&gt;&lt;/a&gt;&lt;/div&gt;
  644. &lt;br /&gt;
  645. I am Speaking at The Collab365 Global Conference my Session information is available on &amp;nbsp;Office365 with&amp;nbsp;Xxamarin at Registration and &amp;nbsp;More details find Visit&amp;nbsp;&amp;nbsp;http://www.collab365.events/.&lt;br /&gt;
  646. &lt;br /&gt;
  647. The Collab365 Global Conference is set to be this years BIGGEST and most wide ranging event yet. With over 120 speakers, more sessions that you can fit into a week (never mind aday!) and a unique 24 hour format, this one is going to be a fun ride.&lt;br /&gt;
  648. &lt;br /&gt;
  649. If you are into SharePoint, Office365, Azure or the Business Implementations of all of these, there is something for you to enjoy. Best of all, it wont cost a penny, dime or euro…its completely free.</description><link>http://usamawahabkhan.blogspot.com/2015/08/speaking-at-collab365-global-conference.html</link><author>noreply@blogger.com (Usama Wahab Khan)</author><media:thumbnail xmlns:media="http://search.yahoo.com/mrss/" url="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjImQANjhwgIFUxHd09AphrkxdCZowbfe1UeU0pg5xqmu8xGCtQUNJdz7Mx8tofyk5_uNHRwDw_TeRfS4Wo-6FjAtK0DXoPTxBRO3Dy3kuN0tiusnBs5V_HsA5ZOqEkwe7Io0wEoUCf5wN_/s72-c/Speaking+at.png" height="72" width="72"/><thr:total>1</thr:total></item><item><guid isPermaLink="false">tag:blogger.com,1999:blog-5888213217342714132.post-7915583900552314809</guid><pubDate>Sat, 25 Jul 2015 10:49:00 +0000</pubDate><atom:updated>2015-07-25T03:49:33.935-07:00</atom:updated><category domain="http://www.blogger.com/atom/ns#">MVP</category><category domain="http://www.blogger.com/atom/ns#">MVP Award</category><category domain="http://www.blogger.com/atom/ns#">SharePoint</category><title>I am Speaking at SharePoint Saturday Bogotá, Colombia</title><description>&lt;div style=&quot;background-color: white; box-sizing: content-box !important; color: #313131; font-family: &#39;Segoe UI&#39;, Segoe, Tahoma, Helvetica, Arial, sans-serif; font-size: 17.3333339691162px; line-height: 1.6; margin-bottom: 10px;&quot;&gt;
  650. &lt;br /&gt;&lt;/div&gt;
  651. &lt;div class=&quot;separator&quot; style=&quot;clear: both; text-align: center;&quot;&gt;
  652. &lt;a href=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEj0ZB8iUGfrlFdVUCM6VXTNtTi9Z8GlD1gMdjJauCIErueJmGfI5D1mnjWjpxrNtDENj1rk9eANqZtQcGgCoh9BpoB9GPzXfiixnmKl-E8-ObdgyhaiX_myz6yH5H0Dh3Q2I6wILu9mqGPA/s1600/LogotipoSPSBogota.png&quot; imageanchor=&quot;1&quot; style=&quot;margin-left: 1em; margin-right: 1em;&quot;&gt;&lt;img border=&quot;0&quot; height=&quot;265&quot; src=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEj0ZB8iUGfrlFdVUCM6VXTNtTi9Z8GlD1gMdjJauCIErueJmGfI5D1mnjWjpxrNtDENj1rk9eANqZtQcGgCoh9BpoB9GPzXfiixnmKl-E8-ObdgyhaiX_myz6yH5H0Dh3Q2I6wILu9mqGPA/s320/LogotipoSPSBogota.png&quot; width=&quot;320&quot; /&gt;&lt;/a&gt;&lt;/div&gt;
  653. &lt;div class=&quot;spse-welcome&quot; style=&quot;background-color: white; box-sizing: content-box !important; color: #313131; font-family: &#39;Segoe UI&#39;, Segoe, Tahoma, Helvetica, Arial, sans-serif; font-size: 18px;&quot;&gt;
  654. SharePoint administrators, end users, architects, developers, and other professionals that work with Microsoft SharePoint Technologies will meet for the Second&amp;nbsp;&lt;strong style=&quot;box-sizing: content-box !important;&quot;&gt;SharePoint Saturday event in Bogotá, Colombia&amp;nbsp;&lt;/strong&gt;on&amp;nbsp;July 25th, 2015&amp;nbsp;at the&amp;nbsp;&lt;a href=&quot;http://www.javeriana.edu.co/&quot; style=&quot;background: transparent; box-sizing: content-box !important; color: #663399; text-decoration: none;&quot;&gt;Pontificia Universidad Javeriana&lt;/a&gt;&amp;nbsp;Carrera 5 # 40 - 45, Edificio Fernando Barón Pisos 6 y 7, Bogotá, Colombia​.&lt;/div&gt;
  655. &lt;div class=&quot;separator&quot; style=&quot;clear: both; text-align: center;&quot;&gt;
  656. &lt;iframe width=&quot;320&quot; height=&quot;266&quot; class=&quot;YOUTUBE-iframe-video&quot; data-thumbnail-src=&quot;https://i.ytimg.com/vi/NsamPTwwrw8/0.jpg&quot; src=&quot;https://www.youtube.com/embed/NsamPTwwrw8?feature=player_embedded&quot; frameborder=&quot;0&quot; allowfullscreen&gt;&lt;/iframe&gt;&lt;/div&gt;
  657. &lt;div class=&quot;spse-welcome&quot; style=&quot;background-color: white; box-sizing: content-box !important; color: #313131; font-family: &#39;Segoe UI&#39;, Segoe, Tahoma, Helvetica, Arial, sans-serif; font-size: 18px;&quot;&gt;
  658. &lt;br /&gt;&lt;/div&gt;
  659. &lt;div class=&quot;spse-welcome&quot; style=&quot;background-color: white; box-sizing: content-box !important;&quot;&gt;
  660. &lt;span style=&quot;background-color: transparent; font-size: 32.0779647827148px;&quot;&gt;&lt;span style=&quot;color: #313131; font-family: Segoe UI, Segoe, Tahoma, Helvetica, Arial, sans-serif;&quot;&gt;http://www.spsevents.org/city/Bogota/Bogota2015/home&lt;/span&gt;&lt;/span&gt;&lt;/div&gt;
  661. &lt;div class=&quot;spse-welcome&quot; style=&quot;background-color: white; box-sizing: content-box !important;&quot;&gt;
  662. &lt;span style=&quot;color: #313131; font-family: &#39;Segoe UI Light&#39;, &#39;Segoe UI&#39;, Segoe, Tahoma, Helvetica, Arial, sans-serif; font-size: 24pt;&quot;&gt;&lt;br /&gt;&lt;/span&gt;&lt;/div&gt;
  663. &lt;div class=&quot;spse-welcome&quot; style=&quot;background-color: white; box-sizing: content-box !important;&quot;&gt;
  664. &lt;span style=&quot;color: #313131; font-family: &#39;Segoe UI Light&#39;, &#39;Segoe UI&#39;, Segoe, Tahoma, Helvetica, Arial, sans-serif; font-size: 24pt;&quot;&gt;SPSB07: SharePoint and o365 api with angularjs&lt;/span&gt;&lt;/div&gt;
  665. &lt;div class=&quot;spse-welcome&quot; style=&quot;background-color: white; box-sizing: content-box !important; color: #313131; font-family: &#39;Segoe UI&#39;, Segoe, Tahoma, Helvetica, Arial, sans-serif; font-size: 18px;&quot;&gt;
  666. &lt;div class=&quot;spse-session-info&quot; style=&quot;box-sizing: content-box !important; font-size: 13px;&quot;&gt;
  667. &lt;div class=&quot;spse-session-info&quot; style=&quot;box-sizing: content-box !important;&quot;&gt;
  668. &lt;div class=&quot;spse-session-level&quot; style=&quot;box-sizing: content-box !important; font-weight: bold;&quot;&gt;
  669. Level: 300&lt;/div&gt;
  670. &lt;div class=&quot;spse-session-track&quot; style=&quot;box-sizing: content-box !important; font-weight: bold;&quot;&gt;
  671. Track: Developer&lt;/div&gt;
  672. &lt;/div&gt;
  673. &lt;div class=&quot;spse-session-description&quot; style=&quot;box-sizing: content-box !important;&quot;&gt;
  674. I will showcase how developer can can leverage angularjs framework to create a modern applications by using office 365 and SharePoint API angularjs is modren JavaScript framework.&lt;/div&gt;
  675. &lt;div class=&quot;spse-session-speakers&quot; style=&quot;box-sizing: content-box !important; padding-top: 10px;&quot;&gt;
  676. &lt;h2 id=&quot;ctl00_ctl42_g_3463e20d_6030_461e_ae3f_8c8c7e9eba2d_sessionListRepeater_ctl12_ctl00_speakersHeading&quot; style=&quot;box-sizing: content-box !important; color: #666666; font-family: &#39;Helvetica Neue&#39;, Helvetica, Arial, sans-serif; font-size: 12pt; line-height: 1.1; margin: inherit;&quot;&gt;
  677. Speaker(s)&lt;/h2&gt;
  678. &lt;div class=&quot;spse-session-speaker spse-session-speaker-1&quot; id=&quot;ctl00_ctl42_g_3463e20d_6030_461e_ae3f_8c8c7e9eba2d_sessionListRepeater_ctl12_ctl00_speaker1Panel&quot; style=&quot;box-sizing: content-box !important; clear: both; display: inline-block; float: left; margin-top: 5px; padding-right: 20px;&quot;&gt;
  679. &lt;img alt=&quot;usama khan&quot; id=&quot;ctl00_ctl42_g_3463e20d_6030_461e_ae3f_8c8c7e9eba2d_sessionListRepeater_ctl12_ctl00_speaker1Photo&quot; src=&quot;http://www.spsevents.org/SPSSpeakerPhotos/Speaker_68.png?RenditionID=8&quot; style=&quot;-webkit-tap-highlight-color: transparent; border: 0px; box-sizing: content-box !important; float: left; margin-right: 10px; min-height: 64px; vertical-align: middle; width: 64px;&quot; /&gt;&lt;div style=&quot;box-sizing: content-box !important; display: table;&quot;&gt;
  680. &lt;div class=&quot;spse-session-speaker-name&quot; style=&quot;box-sizing: content-box !important;&quot;&gt;
  681. &lt;a href=&quot;http://www.spsevents.org/city/Bogota/Bogota2015/sessions#&quot; style=&quot;background: transparent; box-sizing: content-box !important; color: #663399; text-decoration: none;&quot;&gt;usama khan (MCT, MVP)&lt;/a&gt;&lt;/div&gt;
  682. &lt;div class=&quot;spse-session-speaker-company&quot; style=&quot;box-sizing: content-box !important;&quot;&gt;
  683. V.P Technology (Sr.SharePoint Architect)&lt;br style=&quot;box-sizing: content-box !important;&quot; /&gt;&lt;a href=&quot;http://www.davigold.com/&quot; style=&quot;background: transparent; box-sizing: content-box !important; color: #663399; display: block; text-decoration: none;&quot; target=&quot;_blank&quot;&gt;Davigold&lt;/a&gt;&lt;/div&gt;
  684. &lt;/div&gt;
  685. &lt;/div&gt;
  686. &lt;/div&gt;
  687. &lt;/div&gt;
  688. &lt;/div&gt;
  689. </description><link>http://usamawahabkhan.blogspot.com/2015/07/i-am-speaking-at-sharepoint-saturday.html</link><author>noreply@blogger.com (Usama Wahab Khan)</author><media:thumbnail xmlns:media="http://search.yahoo.com/mrss/" url="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEj0ZB8iUGfrlFdVUCM6VXTNtTi9Z8GlD1gMdjJauCIErueJmGfI5D1mnjWjpxrNtDENj1rk9eANqZtQcGgCoh9BpoB9GPzXfiixnmKl-E8-ObdgyhaiX_myz6yH5H0Dh3Q2I6wILu9mqGPA/s72-c/LogotipoSPSBogota.png" height="72" width="72"/><thr:total>0</thr:total></item><item><guid isPermaLink="false">tag:blogger.com,1999:blog-5888213217342714132.post-5737595357642254563</guid><pubDate>Sun, 26 Apr 2015 11:32:00 +0000</pubDate><atom:updated>2015-04-26T04:32:51.046-07:00</atom:updated><category domain="http://www.blogger.com/atom/ns#">MVP</category><category domain="http://www.blogger.com/atom/ns#">MVP Award</category><category domain="http://www.blogger.com/atom/ns#">SharePoint 2013</category><category domain="http://www.blogger.com/atom/ns#">SharePoint 2013 Rest</category><category domain="http://www.blogger.com/atom/ns#">SharePoint Saturday Abu Dhabi</category><category domain="http://www.blogger.com/atom/ns#">Usama wahab khan</category><category domain="http://www.blogger.com/atom/ns#">Usama wahab khana</category><title>I am honoured to be speaking at the first SPBiz</title><description>&lt;br /&gt;
  690. &lt;div class=&quot;separator&quot; style=&quot;clear: both; text-align: center;&quot;&gt;
  691. &lt;a href=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiuGk78Ai-aghoo6wgvCS1Ea1azb0gPN6JQccTZzneRyS7zn8fYh-G0Y9rnyh3qBGAhmiAKLNDw6l9kYNAYd5npCNwZGIyimZSv3vFwlOSdtxIYSQQzWwrVRCtf1lpEZM5AO7w58WvAC-X2/s1600/sp.png&quot; imageanchor=&quot;1&quot; style=&quot;margin-left: 1em; margin-right: 1em;&quot;&gt;&lt;img border=&quot;0&quot; src=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiuGk78Ai-aghoo6wgvCS1Ea1azb0gPN6JQccTZzneRyS7zn8fYh-G0Y9rnyh3qBGAhmiAKLNDw6l9kYNAYd5npCNwZGIyimZSv3vFwlOSdtxIYSQQzWwrVRCtf1lpEZM5AO7w58WvAC-X2/s1600/sp.png&quot; height=&quot;99&quot; width=&quot;320&quot; /&gt;&lt;/a&gt;&lt;/div&gt;
  692. &lt;br /&gt;
  693. I am honoured to be speaking at the first SPBiz conference in the world! The follow-up to the very successful SP24 conference is coming this June! I am proud to be part of such an amazing group of people. You can read all about the event by &lt;a href=&quot;http://www.spbizconf.com/&quot; target=&quot;_blank&quot;&gt;clicking here&lt;/a&gt;. My session is about SharePoint API and PowerShell.&lt;br /&gt;
  694. &lt;br /&gt;
  695. List of Speaker &lt;a href=&quot;http://www.spbizconf.com/spbiz-sharepoint-speakers/&quot; target=&quot;_blank&quot;&gt;Click Here&lt;/a&gt;&lt;br /&gt;
  696. &lt;br /&gt;
  697. &lt;h2&gt;
  698. &lt;b&gt;About SPBiz&lt;/b&gt;&lt;/h2&gt;
  699. 2 days, over 60 sessions. One purpose - To bring the benefits of SharePoint business expertise to your device, wherever you are. If you want to get the most out of your SharePoint platform, this is THE conference to attend. Free to attend as a delegate, bringing some of the most influential business users and direction setters in the SharePoint community directly to your device to help you and your business maximise the potential of SharePoint.</description><link>http://usamawahabkhan.blogspot.com/2015/04/i-am-honoured-to-be-speaking-at-first.html</link><author>noreply@blogger.com (Usama Wahab Khan)</author><media:thumbnail xmlns:media="http://search.yahoo.com/mrss/" url="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiuGk78Ai-aghoo6wgvCS1Ea1azb0gPN6JQccTZzneRyS7zn8fYh-G0Y9rnyh3qBGAhmiAKLNDw6l9kYNAYd5npCNwZGIyimZSv3vFwlOSdtxIYSQQzWwrVRCtf1lpEZM5AO7w58WvAC-X2/s72-c/sp.png" height="72" width="72"/><thr:total>0</thr:total></item><item><guid isPermaLink="false">tag:blogger.com,1999:blog-5888213217342714132.post-2848873051510537703</guid><pubDate>Sun, 26 Apr 2015 11:21:00 +0000</pubDate><atom:updated>2015-04-26T04:21:15.205-07:00</atom:updated><category domain="http://www.blogger.com/atom/ns#">Microsft</category><category domain="http://www.blogger.com/atom/ns#">MVP</category><category domain="http://www.blogger.com/atom/ns#">MVP Award</category><category domain="http://www.blogger.com/atom/ns#">SharePoint 2013</category><title>MVP Virtual Conference</title><description>&lt;div align=&quot;center&quot; class=&quot;MsoNormal&quot; style=&quot;text-align: center;&quot;&gt;
  700. &lt;a href=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEj7Z1YxUPnZAKqDybYhdsAlu_EoTf4OHP6cbOUjB8OfLDMdTKygtSBG8goA38U8Dw5kBFklTJrctQGmt7mfdpHCcDqx4Noq5a1bTX50u46IOs8g9LGX10Uzxj7fgo8yLM2u_VWogt9rHDs7/s1600/unnamed.jpg&quot; imageanchor=&quot;1&quot; style=&quot;margin-left: 1em; margin-right: 1em;&quot;&gt;&lt;img border=&quot;0&quot; src=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEj7Z1YxUPnZAKqDybYhdsAlu_EoTf4OHP6cbOUjB8OfLDMdTKygtSBG8goA38U8Dw5kBFklTJrctQGmt7mfdpHCcDqx4Noq5a1bTX50u46IOs8g9LGX10Uzxj7fgo8yLM2u_VWogt9rHDs7/s1600/unnamed.jpg&quot; height=&quot;241&quot; width=&quot;640&quot; /&gt;&lt;/a&gt;&lt;/div&gt;
  701. &lt;div align=&quot;center&quot; class=&quot;MsoNormal&quot; style=&quot;text-align: center;&quot;&gt;
  702. &lt;u&gt;&lt;span style=&quot;font-family: &amp;quot;Calibri Light&amp;quot;,sans-serif; font-size: 20.0pt; mso-ansi-language: EN-US;&quot;&gt;Register to attend the Microsoft MVP Virtual Conference&lt;o:p&gt;&lt;/o:p&gt;&lt;/span&gt;&lt;/u&gt;&lt;/div&gt;
  703. &lt;div class=&quot;MsoNormal&quot;&gt;
  704. &lt;br /&gt;&lt;/div&gt;
  705. &lt;div class=&quot;MsoNormal&quot;&gt;
  706. &lt;br /&gt;&lt;/div&gt;
  707. &lt;div class=&quot;MsoNormal&quot;&gt;
  708. &lt;span style=&quot;font-family: &amp;quot;Calibri Light&amp;quot;,sans-serif; font-size: 12.0pt; mso-ansi-language: EN-US;&quot;&gt;Hi All – I wanted to let you know about a great free
  709. event that Microsoft and the MVPs are putting on, May 14&lt;sup&gt;th&lt;/sup&gt; &amp;amp; 15&lt;sup&gt;th&lt;/sup&gt;.&amp;nbsp;
  710. Join Microsoft MVPs from the Americas’ region as they share their knowledge and
  711. real-world expertise during a free event, the &lt;/span&gt;&lt;span lang=&quot;EN-CA&quot;&gt;&lt;a href=&quot;http://mvp.microsoft.com/en-us/virtualconference.aspx&quot;&gt;&lt;span lang=&quot;EN-US&quot; style=&quot;font-family: &amp;quot;Calibri Light&amp;quot;,sans-serif; font-size: 12.0pt; mso-ansi-language: EN-US;&quot;&gt;MVP Virtual Conference&lt;/span&gt;&lt;/a&gt;&lt;/span&gt;&lt;span style=&quot;font-family: &amp;quot;Calibri Light&amp;quot;,sans-serif; font-size: 12.0pt; mso-ansi-language: EN-US;&quot;&gt;. &lt;o:p&gt;&lt;/o:p&gt;&lt;/span&gt;&lt;/div&gt;
  712. &lt;div class=&quot;MsoNormal&quot;&gt;
  713. &lt;br /&gt;&lt;/div&gt;
  714. &lt;div class=&quot;MsoNormal&quot;&gt;
  715. &lt;span style=&quot;background: white; font-family: &#39;Calibri Light&#39;, sans-serif; font-size: 12pt;&quot;&gt;The MVP Virtual
  716. Conference will showcase 95 sessions of content for IT Pros, Developers and
  717. Consumer experts designed to help you navigate life in a mobile-first,
  718. cloud-first world.&amp;nbsp; Microsoft’s Corporate Vice President of Developer
  719. Platform, &lt;/span&gt;&lt;span lang=&quot;EN-CA&quot;&gt;&lt;a href=&quot;http://blogs.msdn.com/b/stevengu/archive/2015/04/02/announcing-the-mvp-virtual-conference.aspx&quot;&gt;&lt;span lang=&quot;EN-US&quot; style=&quot;background: white; font-family: &amp;quot;Calibri Light&amp;quot;,sans-serif; font-size: 12.0pt; mso-ansi-language: EN-US;&quot;&gt;Steve Guggenheimer&lt;/span&gt;&lt;/a&gt;&lt;/span&gt;&lt;span style=&quot;background: white; font-family: &#39;Calibri Light&#39;, sans-serif; font-size: 12pt;&quot;&gt;, will be on hand to deliver the
  720. opening Key Note Address. &lt;o:p&gt;&lt;/o:p&gt;&lt;/span&gt;&lt;/div&gt;
  721. &lt;div class=&quot;MsoNormal&quot;&gt;
  722. &lt;br /&gt;&lt;/div&gt;
  723. &lt;div class=&quot;MsoNormal&quot;&gt;
  724. &lt;span style=&quot;background: white; font-family: &#39;Calibri Light&#39;, sans-serif; font-size: 12pt;&quot;&gt;Why attend MVP
  725. V-Conf?&amp;nbsp; The conference will have 5
  726. tracks, IT Pro English, Dev English, Consumer English, Portuguese mixed
  727. sessions &amp;amp; Spanish mixed sessions, there is something for everyone!&amp;nbsp; Learn from the best and brightest MVPs in the
  728. tech world today and develop some great skills!&lt;o:p&gt;&lt;/o:p&gt;&lt;/span&gt;&lt;/div&gt;
  729. &lt;div class=&quot;MsoNormal&quot;&gt;
  730. &lt;br /&gt;&lt;/div&gt;
  731. &lt;div class=&quot;MsoNormal&quot;&gt;
  732. &lt;span style=&quot;background: white; font-family: &#39;Calibri Light&#39;, sans-serif; font-size: 12pt;&quot;&gt;Be sure to &lt;/span&gt;&lt;span lang=&quot;EN-CA&quot;&gt;&lt;a href=&quot;http://mvp.microsoft.com/en-us/virtualconference.aspx&quot;&gt;&lt;span lang=&quot;EN-US&quot; style=&quot;background: white; font-family: &amp;quot;Calibri Light&amp;quot;,sans-serif; font-size: 12.0pt; mso-ansi-language: EN-US;&quot;&gt;register&lt;/span&gt;&lt;/a&gt;&lt;/span&gt;&lt;span style=&quot;background: white; font-family: &#39;Calibri Light&#39;, sans-serif; font-size: 12pt;&quot;&gt; quickly to hold your spot and tell
  733. your friends &amp;amp; colleagues.&amp;nbsp; &lt;o:p&gt;&lt;/o:p&gt;&lt;/span&gt;&lt;/div&gt;
  734. &lt;div class=&quot;MsoNormal&quot;&gt;
  735. &lt;br /&gt;&lt;/div&gt;
  736. &lt;div class=&quot;MsoNormal&quot;&gt;
  737. &lt;span style=&quot;background: white; font-family: &#39;Calibri Light&#39;, sans-serif; font-size: 12pt;&quot;&gt;The conference will be
  738. widely covered on social media, you can join the conversation by following &lt;/span&gt;&lt;span lang=&quot;EN-CA&quot;&gt;&lt;a href=&quot;https://twitter.com/MVPAward&quot;&gt;&lt;span lang=&quot;EN-US&quot; style=&quot;background: white; font-family: &amp;quot;Calibri Light&amp;quot;,sans-serif; font-size: 12.0pt; mso-ansi-language: EN-US;&quot;&gt;@MVPAward&lt;/span&gt;&lt;/a&gt;&lt;/span&gt;&lt;span style=&quot;background: white; font-family: &#39;Calibri Light&#39;, sans-serif; font-size: 12pt;&quot;&gt; and using the hashtag #MVPvConf.&lt;o:p&gt;&lt;/o:p&gt;&lt;/span&gt;&lt;/div&gt;
  739. &lt;div class=&quot;MsoNormal&quot;&gt;
  740. &lt;br /&gt;&lt;/div&gt;
  741. &lt;div align=&quot;center&quot; class=&quot;MsoNormal&quot; style=&quot;text-align: center;&quot;&gt;
  742. &lt;span style=&quot;background: white; font-family: &#39;Segoe UI Light&#39;, sans-serif; font-size: 20pt;&quot;&gt;Register now and feel the power of
  743. community!&lt;o:p&gt;&lt;/o:p&gt;&lt;/span&gt;&lt;/div&gt;
  744. &lt;div align=&quot;center&quot; class=&quot;MsoNormal&quot; style=&quot;text-align: center;&quot;&gt;
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  773. &lt;div class=&quot;separator&quot; style=&quot;clear: both; text-align: center;&quot;&gt;
  774. &lt;img border=&quot;0&quot; src=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEh3qwJCTQqLLsqhAfwcovgo0-VdLfZrW5Lluo0HSal9s77iknaUs36yL1fynv5LVHiH9UR7mpI0WPZM1dv4Q3UmqN5KZYfqejO15mv5ku5a6swvipgx6uPDA5UMYtWkESqXC-G5axwRdnto/s1600/MVP15_MicrosoftMVP_VC_WebTile_RegisterNow_160x160px.png&quot; /&gt;&lt;/div&gt;
  775. &lt;div class=&quot;separator&quot; style=&quot;clear: both; text-align: center;&quot;&gt;
  776. &lt;br /&gt;&lt;/div&gt;
  777. &lt;div class=&quot;separator&quot; style=&quot;clear: both; text-align: center;&quot;&gt;
  778. &lt;a href=&quot;http://mvp.microsoft.com/en-us/virtualconference.aspx&quot; target=&quot;_blank&quot;&gt;http://mvp.microsoft.com/en-us/virtualconference.aspx&lt;/a&gt;&lt;/div&gt;
  779. </description><link>http://usamawahabkhan.blogspot.com/2015/04/mvp-virtual-conference.html</link><author>noreply@blogger.com (Usama Wahab Khan)</author><media:thumbnail xmlns:media="http://search.yahoo.com/mrss/" url="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEj7Z1YxUPnZAKqDybYhdsAlu_EoTf4OHP6cbOUjB8OfLDMdTKygtSBG8goA38U8Dw5kBFklTJrctQGmt7mfdpHCcDqx4Noq5a1bTX50u46IOs8g9LGX10Uzxj7fgo8yLM2u_VWogt9rHDs7/s72-c/unnamed.jpg" height="72" width="72"/><thr:total>0</thr:total></item><item><guid isPermaLink="false">tag:blogger.com,1999:blog-5888213217342714132.post-6712684656314059815</guid><pubDate>Thu, 01 Jan 2015 16:10:00 +0000</pubDate><atom:updated>2015-01-01T08:10:44.959-08:00</atom:updated><category domain="http://www.blogger.com/atom/ns#">Dev Saturday UAE</category><category domain="http://www.blogger.com/atom/ns#">Microsft Gulf</category><category domain="http://www.blogger.com/atom/ns#">MVP</category><category domain="http://www.blogger.com/atom/ns#">MVP Award</category><category domain="http://www.blogger.com/atom/ns#">SharePoint 2013</category><category domain="http://www.blogger.com/atom/ns#">SharePoint Saturday</category><category domain="http://www.blogger.com/atom/ns#">UAE SharePoint</category><category domain="http://www.blogger.com/atom/ns#">Usama wahab khan</category><category domain="http://www.blogger.com/atom/ns#">Usama wahab khana</category><title>I Received Microsoft® MVP Award for 2015 .</title><description>&lt;span style=&quot;background-color: white; color: #141823; font-family: Helvetica, Arial, &#39;lucida grande&#39;, tahoma, verdana, arial, sans-serif; font-size: 14px; line-height: 19.3199996948242px;&quot;&gt;ALLAHUDLLIHA ! &lt;/span&gt;&lt;br /&gt;
  780. &lt;div class=&quot;separator&quot; style=&quot;clear: both; text-align: center;&quot;&gt;
  781. &lt;a href=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgtAeaYGqZ1ttXf05IDzoHPGvrvpcWCUK2AKmi_Pw2a4czQWVBgSe4insZwHy6bgn1_2NS8cEPvShLaixUjUDumx1QwsEE864qQOFYo2m44lvLMpcl3s3aJPop6G-s_KHlktEqFujuNFSOF/s1600/MVP+2015+Email.png&quot; imageanchor=&quot;1&quot; style=&quot;margin-left: 1em; margin-right: 1em;&quot;&gt;&lt;img border=&quot;0&quot; src=&quot;https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgtAeaYGqZ1ttXf05IDzoHPGvrvpcWCUK2AKmi_Pw2a4czQWVBgSe4insZwHy6bgn1_2NS8cEPvShLaixUjUDumx1QwsEE864qQOFYo2m44lvLMpcl3s3aJPop6G-s_KHlktEqFujuNFSOF/s1600/MVP+2015+Email.png&quot; height=&quot;348&quot; width=&quot;640&quot; /&gt;&lt;/a&gt;&lt;/div&gt;
  782. What a Wonderful start for year 2015! I just received email that I&#39;ve been renewed for 2nd Year Microsoft® MVP Award. especial thanks to&amp;nbsp;&lt;a class=&quot;profileLink&quot; data-hovercard=&quot;/ajax/hovercard/user.php?id=516982560&quot; href=&quot;https://www.facebook.com/hkayadeniztorkan&quot; style=&quot;background-color: white; color: #3b5998; cursor: pointer; font-family: Helvetica, Arial, &#39;lucida grande&#39;, tahoma, verdana, arial, sans-serif; font-size: 14px; line-height: 19.3199996948242px; text-decoration: none;&quot;&gt;Hande Kayadeniz Torkan&lt;/a&gt;&lt;span style=&quot;background-color: white; color: #141823; font-family: Helvetica, Arial, &#39;lucida grande&#39;, tahoma, verdana, arial, sans-serif; font-size: 14px; line-height: 19.3199996948242px;&quot;&gt;&amp;nbsp;&lt;/span&gt;&lt;a class=&quot;profileLink&quot; data-hovercard=&quot;/ajax/hovercard/page.php?id=524450731022995&quot; href=&quot;https://www.facebook.com/pages/Microsoft-Gulf-ITPro/524450731022995&quot; style=&quot;background-color: white; color: #3b5998; cursor: pointer; font-family: Helvetica, Arial, &#39;lucida grande&#39;, tahoma, verdana, arial, sans-serif; font-size: 14px; line-height: 19.3199996948242px; text-decoration: none;&quot;&gt;Microsoft Gulf ITPro&lt;/a&gt;&lt;span style=&quot;background-color: white; color: #141823; font-family: Helvetica, Arial, &#39;lucida grande&#39;, tahoma, verdana, arial, sans-serif; font-size: 14px; line-height: 19.3199996948242px;&quot;&gt;&lt;/span&gt;&lt;a class=&quot;profileLink&quot; data-hovercard=&quot;/ajax/hovercard/page.php?id=158459834354466&quot; href=&quot;https://www.facebook.com/microsoftmvpmentor&quot; style=&quot;background-color: white; color: #3b5998; cursor: pointer; font-family: Helvetica, Arial, &#39;lucida grande&#39;, tahoma, verdana, arial, sans-serif; font-size: 14px; line-height: 19.3199996948242px; text-decoration: none;&quot;&gt;Microsoft MVP Mentor Program&lt;/a&gt;&lt;span style=&quot;background-color: white; color: #141823; font-family: Helvetica, Arial, &#39;lucida grande&#39;, tahoma, verdana, arial, sans-serif; font-size: 14px; line-height: 19.3199996948242px;&quot;&gt;&amp;nbsp;&lt;/span&gt;&lt;a class=&quot;profileLink&quot; data-hovercard=&quot;/ajax/hovercard/page.php?id=510042812371211&quot; href=&quot;https://www.facebook.com/MEAMVP&quot; style=&quot;background-color: white; color: #3b5998; cursor: pointer; font-family: Helvetica, Arial, &#39;lucida grande&#39;, tahoma, verdana, arial, sans-serif; font-size: 14px; line-height: 19.3199996948242px; text-decoration: none;&quot;&gt;Microsoft MVP MEA Community&lt;/a&gt;&lt;span style=&quot;background-color: white; color: #141823; font-family: Helvetica, Arial, &#39;lucida grande&#39;, tahoma, verdana, arial, sans-serif; font-size: 14px; line-height: 19.3199996948242px;&quot;&gt;&amp;nbsp;&lt;/span&gt;&lt;a class=&quot;profileLink&quot; data-hovercard=&quot;/ajax/hovercard/page.php?id=301779819941244&quot; href=&quot;https://www.facebook.com/UAESharepoint&quot; style=&quot;background-color: white; color: #3b5998; cursor: pointer; font-family: Helvetica, Arial, &#39;lucida grande&#39;, tahoma, verdana, arial, sans-serif; font-size: 14px; line-height: 19.3199996948242px; text-decoration: none;&quot;&gt;UAE SharePoint&lt;/a&gt;&lt;span style=&quot;background-color: white; color: #141823; font-family: Helvetica, Arial, &#39;lucida grande&#39;, tahoma, verdana, arial, sans-serif; font-size: 14px; line-height: 19.3199996948242px;&quot;&gt;&amp;nbsp;&lt;/span&gt;&lt;a class=&quot;profileLink&quot; data-hovercard=&quot;/ajax/hovercard/group.php?id=254601744660754&quot; href=&quot;https://www.facebook.com/groups/254601744660754/&quot; style=&quot;background-color: white; color: #3b5998; cursor: pointer; font-family: Helvetica, Arial, &#39;lucida grande&#39;, tahoma, verdana, arial, sans-serif; font-size: 14px; line-height: 19.3199996948242px; text-decoration: none;&quot;&gt;Dev Saturday UAE&lt;/a&gt;&lt;span style=&quot;background-color: white; color: #141823; font-family: Helvetica, Arial, &#39;lucida grande&#39;, tahoma, verdana, arial, sans-serif; font-size: 14px; line-height: 19.3199996948242px;&quot;&gt;&amp;nbsp;&lt;/span&gt;&lt;a class=&quot;profileLink&quot; data-hovercard=&quot;/ajax/hovercard/page.php?id=321737938338&quot; href=&quot;https://www.facebook.com/OfficeDev&quot; style=&quot;background-color: white; color: #3b5998; cursor: pointer; font-family: Helvetica, Arial, &#39;lucida grande&#39;, tahoma, verdana, arial, sans-serif; font-size: 14px; line-height: 19.3199996948242px; text-decoration: none;&quot;&gt;Office Developer&lt;/a&gt;&lt;span style=&quot;background-color: white; color: #141823; font-family: Helvetica, Arial, &#39;lucida grande&#39;, tahoma, verdana, arial, sans-serif; font-size: 14px; line-height: 19.3199996948242px;&quot;&gt;&amp;nbsp;&lt;/span&gt;&lt;a aria-haspopup=&quot;true&quot; aria-owns=&quot;js_58&quot; class=&quot;profileLink&quot; data-hovercard=&quot;/ajax/hovercard/page.php?id=490595454324270&quot; href=&quot;https://www.facebook.com/spsabudhabi&quot; id=&quot;js_59&quot; style=&quot;background-color: white; color: #3b5998; cursor: pointer; font-family: Helvetica, Arial, &#39;lucida grande&#39;, tahoma, verdana, arial, sans-serif; font-size: 14px; line-height: 19.3199996948242px; text-decoration: none;&quot;&gt;SharePoint Saturday Abu Dhabi&lt;/a&gt;&lt;span style=&quot;background-color: white; color: #141823; font-family: Helvetica, Arial, &#39;lucida grande&#39;, tahoma, verdana, arial, sans-serif; font-size: 14px; line-height: 19.3199996948242px;&quot;&gt;&amp;nbsp;&lt;/span&gt;&lt;a class=&quot;profileLink&quot; data-hovercard=&quot;/ajax/hovercard/user.php?id=1459515175&quot; href=&quot;https://www.facebook.com/SharePointGoose&quot; style=&quot;background-color: white; color: #3b5998; cursor: pointer; font-family: Helvetica, Arial, &#39;lucida grande&#39;, tahoma, verdana, arial, sans-serif; font-size: 14px; line-height: 19.3199996948242px; text-decoration: none;&quot;&gt;Salman Ahmad&lt;/a&gt;&lt;span style=&quot;background-color: white; color: #141823; font-family: Helvetica, Arial, &#39;lucida grande&#39;, tahoma, verdana, arial, sans-serif; font-size: 14px; line-height: 19.3199996948242px;&quot;&gt;&amp;nbsp;&lt;/span&gt;&lt;a class=&quot;profileLink&quot; data-hovercard=&quot;/ajax/hovercard/user.php?id=504563399&quot; href=&quot;https://www.facebook.com/JamilHaddadin&quot; style=&quot;background-color: white; color: #3b5998; cursor: pointer; font-family: Helvetica, Arial, &#39;lucida grande&#39;, tahoma, verdana, arial, sans-serif; font-size: 14px; line-height: 19.3199996948242px; text-decoration: none;&quot;&gt;Jamil Hani Haddadin&lt;/a&gt;&lt;span style=&quot;background-color: white; color: #141823; font-family: Helvetica, Arial, &#39;lucida grande&#39;, tahoma, verdana, arial, sans-serif; font-size: 14px; line-height: 19.3199996948242px;&quot;&gt;&amp;nbsp;and my family especially my late DADI . I miss you Allot.&lt;/span&gt;</description><link>http://usamawahabkhan.blogspot.com/2015/01/i-received-microsoft-mvp-award-for-2015.html</link><author>noreply@blogger.com (Usama Wahab Khan)</author><media:thumbnail xmlns:media="http://search.yahoo.com/mrss/" url="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgtAeaYGqZ1ttXf05IDzoHPGvrvpcWCUK2AKmi_Pw2a4czQWVBgSe4insZwHy6bgn1_2NS8cEPvShLaixUjUDumx1QwsEE864qQOFYo2m44lvLMpcl3s3aJPop6G-s_KHlktEqFujuNFSOF/s72-c/MVP+2015+Email.png" height="72" width="72"/><thr:total>0</thr:total></item><item><guid isPermaLink="false">tag:blogger.com,1999:blog-5888213217342714132.post-2387115826500997128</guid><pubDate>Thu, 11 Dec 2014 10:22:00 +0000</pubDate><atom:updated>2014-12-11T02:22:34.772-08:00</atom:updated><category domain="http://www.blogger.com/atom/ns#">azure</category><category domain="http://www.blogger.com/atom/ns#">IAAS</category><category domain="http://www.blogger.com/atom/ns#">Microsft</category><category domain="http://www.blogger.com/atom/ns#">Microsft Gulf</category><category domain="http://www.blogger.com/atom/ns#">SharePoint 2013</category><category domain="http://www.blogger.com/atom/ns#">Windows Azure</category><title>Azure Summit Dubai 2014 SharePoint on Azure </title><description>&lt;div class=&quot;separator&quot; style=&quot;clear: both; text-align: center;&quot;&gt;
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