<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="UTF-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<meta name="author" content="Mesinpintar">
<title>Apa itu Supervised Learning?</title>
<meta name="publisher" content="Mesinpintar">
<meta property="og:site_name" content="Mesinpintar">
<meta name="robots" content="index, follow">
<meta name="description" content="Apa itu Supervised Learning? Temukan jawabannya di sini! Dari filter email spam hingga prediksi harga rumah, pelajari cara mesin belajar dari data berlabel dan algoritma canggih yang bikin teknologi ini jadi kunci masa depan AI. Jangan sampai ketinggalan!">
<meta name="keywords" content="Apa itu Supervised Learning, contoh Supervised Learning, apa itu supervised learning dan unsupervised learning">
<meta property="og:title" content="Apa itu Supervised Learning?" />
<meta property="og:image" content="https://img.mesinpintar.com/apa-itu-supervised-learning.jpg" />
<meta property="twitter:image" content="https://img.mesinpintar.com/apa-itu-supervised-learning.jpg" />
<meta property="og:url" content="https://www.mesinpintar.com/blog/apa-itu-supervised-learning" />
<meta property="og:site_name" content="Mesinpintar">
<meta property="og:description" content="Apa itu Supervised Learning? Temukan jawabannya di sini! Dari filter email spam hingga prediksi harga rumah, pelajari cara mesin belajar dari data berlabel dan algoritma canggih yang bikin teknologi ini jadi kunci masa depan AI. Jangan sampai ketinggalan!" />
<meta property="twitter:title" content="Apa itu Supervised Learning?" />
<meta property="twitter:url" content="https://www.mesinpintar.com/blog/apa-itu-supervised-learning" />
<meta name="twitter:card" content="summary_large_image">
<meta property="og:type" content="article">
<!-- Bootstrap CSS -->
<link href="https://cdn.jsdelivr.net/npm/bootstrap@5.3.3/dist/css/bootstrap.min.css" rel="stylesheet" integrity="sha384-QWTKZyjpPEjISv5WaRU9OFeRpok6YctnYmDr5pNlyT2bRjXh0JMhjY6hW+ALEwIH" crossorigin="anonymous">
<link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.5.0/css/all.min.css" rel="stylesheet">
<link rel="stylesheet" href="https://fonts.googleapis.com/css2?family=Material+Symbols+Outlined:opsz,wght,FILL,GRAD@48,400,0,0"/>
<link rel="stylesheet" href="https://fonts.googleapis.com/css2?family=Material+Symbols+Rounded:opsz,wght,FILL,GRAD@48,400,1,0"/>
<link href="https://fonts.googleapis.com/css2?family=Fira+Code:wght@400;500;600;700&display=swap" rel="stylesheet">
<link href="https://cdnjs.cloudflare.com/ajax/libs/prism/1.24.1/themes/prism-tomorrow.min.css" rel="stylesheet">
<script src="https://cdnjs.cloudflare.com/ajax/libs/prism/1.24.1/prism.min.js"></script>
<script src="https://cdnjs.cloudflare.com/ajax/libs/prism/1.24.1/components/prism-python.min.js"></script>
<script src="https://cdnjs.cloudflare.com/ajax/libs/prism/1.24.1/components/prism-bash.min.js"></script>
<link rel="stylesheet" href="/styles-2.css">
<script type="application/ld+json">
{
"@context": "https://schema.org",
"@graph": [
{
"@type": "WebPage",
"@id": "https://www.mesinpintar.com/about",
"url": "https://www.mesinpintar.com/about",
"name": "About",
"description": "Learn more about Mesinpintar and our mission to provide free productivity tools for everyone.",
"isPartOf": {
"@id": "https://www.mesinpintar.com/#website"
},
"breadcrumb": {
"@id": "https://www.mesinpintar.com/about#breadcrumb"
},
"inLanguage": "en"
},
{
"@context": "https://schema.org",
"@type": "BreadcrumbList",
"@id": "https://www.mesinpintar.com/breadcrumb",
"itemListElement": [
{
"@type": "ListItem",
"position": 1,
"name": "Home",
"item": "https://www.mesinpintar.com"
},
{
"@type": "ListItem",
"position": 2,
"name": "Blog",
"item": "https://www.mesinpintar.com/blog"
},
{
"@type": "ListItem",
"position": 3,
"name": "Apa itu Supervised Learning?",
"item": "https://www.mesinpintar.com/blog/apa-itu-supervised-learning"
}
]
}
]
}
</script>
<!-- Google tag (gtag.js) -->
<script async src="https://www.googletagmanager.com/gtag/js?id=G-638D1K569H"></script>
<script>
window.dataLayer = window.dataLayer || [];
function gtag(){dataLayer.push(arguments);}
gtag('js', new Date());
gtag('config', 'G-638D1K569H');
</script>
<style>
.copy-button {
position: absolute;
right: 10px;
top: 10px;
background-color: #4CAF50;
color: white;
border: none;
padding: 5px 10px;
cursor: pointer;
border-radius: 3px;
z-index: 10; /* Menambahkan properti z-index */
font-size: 12px;
}
</style>
<script async src="https://pagead2.googlesyndication.com/pagead/js/adsbygoogle.js?client=ca-pub-3735713809451778" crossorigin="anonymous"></script>
</head>
<body>
<nav class="navbar navbar-expand-lg navbar-light bg-light">
<div class="container">
<a class="navbar-brand" href="/">
<img
src="https://img.mesinpintar.com/banner-new-mesinpintar.png"
alt="Mesinpintar Logo"
style="height: 40px; width: auto;"
>
</a>
<button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbarNav"
aria-controls="navbarNav" aria-expanded="false" aria-label="Toggle navigation">
<span class="navbar-toggler-icon"></span>
</button>
<div class="collapse navbar-collapse" id="navbarNav">
<ul class="navbar-nav ms-auto">
<!-- Home -->
<li class="nav-item"><a class="nav-link" href="/">Home</a></li>
<!-- Dropdown for Expenses Tracking -->
<li class="nav-item"><a class="nav-link" href="/expenses-tracking">Expenses Tracking</a></li>
<!-- Dropdown for Tools -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="#" id="toolsDropdown" role="button" data-bs-toggle="dropdown" aria-expanded="false">
Tools
</a>
<ul class="dropdown-menu bg-light" aria-labelledby="toolsDropdown">
<li><a class="dropdown-item" href="/cv-extractor">CV Bulk Extractor</a></li>
<li><a class="dropdown-item" href="/excel-to-json-xml">Excel to JSON/XML</a></li>
<li><a class="dropdown-item" href="/paraphrase">Paraphrase</a></li>
<li><a class="dropdown-item" href="/background-remover">Image Background Remover</a></li>
<li><a class="dropdown-item" href="/all-tools">All Tools</a></li>
</ul>
</li>
<!-- Pricing -->
<li class="nav-item"><a class="nav-link" href="/pricing">Pricing</a></li>
<!-- Profile and Authentication -->
<li class="nav-item"><a class="btn btn-outline-primary me-2 gy-3" href="/login">Login</a></li>
<li class="nav-item"><a class="btn btn-primary me-2 gy-3" href="/register">Register</a></li>
</ul>
</div>
</div>
</nav>
<div class="container py-4 pt-5">
<div class="markdown-body row justify-content-center pt-5">
<div>
<header>
<h1>Apa itu Supervised Learning?</h1>
<p class="author-date">By: Mesinpintar | January 14, 2025</p>
</header>
<article class="markdown-body">
<p><p><img src="https://img.mesinpintar.com/apa-itu-supervised-learning.jpg" alt="Ilustrasi Apa Itu Supervised Learning"><br><em>Ilustrasi supervised learning dengan mesin belajar dari data berlabel.</em> </p>
<p>Bayangkan Kamu lagi belajar berenang. Di sampingmu, ada pelatih yang terus kasih arahan: "Luruskan tanganmu!", "Jangan lupa tendang kakinya!", dan "Kepalamu jangan terlalu masuk ke air!" Pelatih itu memastikan Kamu belajar dengan benar dari tiap gerakan yang Kamu lakukan. Nah, kalau mesin belajar kayak gini, itu disebut <strong>Supervised Learning</strong>. </p>
<p>Dalam <strong><a href="https://en.wikipedia.org/wiki/Supervised_learning">supervised learning</a></strong>, kita memberikan data yang sudah diberi label ke mesin, kayak pelatih renang yang kasih contoh gerakan. Mesin ini akan belajar menemukan pola dari data tersebut, lalu menerapkannya ke data baru. Penasaran gimana cara kerjanya atau ingin tahu <strong>contoh supervised learning</strong> di dunia nyata? Yuk, kita eksplor lebih dalam sambil tetap santai, oke? </p>
<h2>Contoh Supervised Learning</h2>
<p><img src="https://img.mesinpintar.com/apa-itu-supervised-learning-email-spam.jpg" alt="Contoh Supervised Learning"><br><em>Contoh supervised learning dalam analisis data.</em> </p>
<p>Untuk memahami <strong>apa itu supervised learning</strong>, mari kita lihat <strong>contoh supervised learning</strong> yang nyata. Misalnya, ada aplikasi email yang bisa mendeteksi mana email yang spam dan mana yang bukan. Awalnya, mesin dilatih dengan data yang sudah diberi label, seperti “ini spam” atau “ini bukan spam.” </p>
<p>Contoh lainnya adalah prediksi harga rumah. Algoritma dilatih menggunakan data historis: ukuran rumah, lokasi, jumlah kamar tidur, dan harga jual sebelumnya. Dengan data ini, mesin bisa memprediksi harga rumah baru berdasarkan pola dari data yang ada. </p>
<p>Dan jangan lupa, ada juga aplikasi pengenalan wajah yang bisa mengidentifikasi wajah Kamu di foto. Itu semua berkat <strong>supervised learning</strong> yang belajar dari ribuan foto berlabel. </p>
<h2>Algoritma Supervised Learning</h2>
<p>Di balik semua contoh keren tadi, ada beberapa algoritma yang sering digunakan dalam <strong>supervised learning</strong>. Ini beberapa yang paling populer: </p>
<ol>
<li><strong>Regresi Linear</strong>: Digunakan untuk memprediksi nilai kontinu, seperti harga rumah atau suhu udara. </li>
<li><strong>K-Nearest Neighbors (KNN)</strong>: Algoritma yang bekerja dengan cara membandingkan data baru dengan data terdekatnya. </li>
<li><strong>Random Forest</strong>: Metode yang menggunakan banyak pohon keputusan untuk meningkatkan akurasi prediksi.</li>
</ol>
<p>Setiap algoritma ini punya cara kerja dan keunggulan masing-masing. Kalau Kamu tertarik, kita bisa bahas lebih dalam di artikel berikutnya! </p>
<h2>Kesimpulan</h2>
<p>Bayangkan dunia tanpa email filter atau prediksi harga rumah—rumit banget, kan? Dengan <strong>supervised learning</strong>, kita bisa membuat mesin lebih cerdas dan hidup lebih mudah. Tapi tunggu, supervised learning hanya satu sisi dari cerita besar. Kalau Kamu ingin tahu lebih banyak tentang sisi lainnya, yaitu <strong>unsupervised learning</strong>, di sini <a href="https://www.mesinpintar.com/blog/apa-itu-unsupervised-learning">Apa itu Unsupervised learning</a>. Siap untuk belajar lebih banyak?</p>
</p>
</article>
<div class="tags-container">
<p><strong>Tags:</strong>
<span>AI, </span>
<span>Machine Learning, </span>
<span>Algoritma Machine Learning</span>
</p>
</div>
</div>
</div>
</div>
<div>
<button class="chatbot-toggler">
<span class="material-symbols-rounded">comment</span>
<span class="material-symbols-outlined">close</span>
</button>
<div class="chatbot">
<header>
<h2>Mesinpintar Chatbot</h2>
<span class="close-btn material-symbols-outlined">close</span>
</header>
<ul class="chatbox">
<li class="chat incoming">
<span class="material-symbols-outlined">robot_2</span>
<p>Hi there 👋, I am a chat assistant powered by meta-Llama-3.1 model. How can I help you today?</p>
</li>
</ul>
<div class="chat-input">
<textarea placeholder="Enter a message..." spellcheck="false" required></textarea>
<span id="send-btn" class="material-symbols-rounded">send</span>
</div>
</div>
<script src="/scripts-chat.js"></script>
</div>
<!-- Footer -->
<footer class="text-center text-lg-start bg-body-tertiary-white text-muted pt-5">
<section class="pt-1" style="background-color: #b6d7ff;">
<div class="container text-center text-md-start mt-5">
<!-- Grid row -->
<div class="row mt-3">
<!-- Grid column -->
<div class="col-md-3 col-lg-4 col-xl-3 mx-auto mb-4">
<!-- Content -->
<h6 class="text-uppercase fw-bold mb-4">
<i class="fas fa-paper-plane me-3"></i>Mesinpintar
</h6>
<p>
A platform offering a diverse range with AI powered tools, from expense tracking using just your receipt to bulk resume extraction and paraphrasing.
</p>
</div>
<!-- Grid column -->
<!-- Grid column -->
<div class="col-md-2 col-lg-2 col-xl-2 mx-auto mb-4">
<!-- Links -->
<h6 class="text-uppercase fw-bold mb-4">
Tools
</h6>
<p>
<a href="/expenses-tracking" class="text-reset toggle-link">Expenses Tracking</a>
</p>
<p>
<a href="/cv-extractor" class="text-reset toggle-link">CV Bulk Extraction</a>
</p>
<p>
<a href="/excel-to-json-xml" class="text-reset toggle-link">Excel to JSON/XML</a>
</p>
<p>
<a href="/paraphrase" class="text-reset toggle-link">Paraphrase</a>
</p>
</div>
<!-- Grid column -->
<!-- Grid column -->
<div class="col-md-3 col-lg-2 col-xl-2 mx-auto mb-4">
<!-- Links -->
<h6 class="text-uppercase fw-bold mb-4">
Useful links
</h6>
<p>
<a href="/terms-of-service" class="text-reset toggle-link">Terms</a>
</p>
<p>
<a href="/privacy-policy" class="text-reset toggle-link">Privacy Policy</a>
</p>
<p>
<a href="/contact" class="text-reset toggle-link">Contact</a>
</p>
<p>
<a href="/about" class="text-reset toggle-link">About</a>
</p>
</div>
<!-- Grid column -->
<!-- Grid column -->
<div class="col-md-4 col-lg-3 col-xl-3 mx-auto mb-md-0 mb-4">
<!-- Links -->
<h6 class="text-uppercase fw-bold mb-4">Contact</h6>
<p><i class="fas fa-home me-3"></i>Surakarta, Central Java, ID</p>
<p>
<i class="fas fa-envelope me-3"></i>
<a href="/cdn-cgi/l/email-protection" class="__cf_email__" data-cfemail="6e0d01001a0f0d1a2e030b1d07001e07001a0f1c400d0103">[email protected]</a>
</p>
<p><i class="fab fa-twitter me-3"></i> @mesinpintarX</p>
<p><i class="fab fa-instagram me-3"></i> @mesinpintar.ig</p>
</div>
<!-- Grid column -->
</div>
</div>
</section>
<!-- Copyright -->
<div class="text-center p-4" style="background-color: #95bcff;">
© 2025 Mesinpintar. All Rights Reserved.
<a class="text-reset fw-bold toggle-link" href="https://www.mesinpintar.com/">Mesinpintar</a>
</div>
</footer>
<!-- Bootstrap JS -->
<script data-cfasync="false" src="/cdn-cgi/scripts/5c5dd728/cloudflare-static/email-decode.min.js"></script><script src="https://cdn.jsdelivr.net/npm/bootstrap@5.3.0-alpha3/dist/js/bootstrap.bundle.min.js"></script>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/simplemde/latest/simplemde.min.css">
<script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.7/MathJax.js?config=TeX-MML-AM_CHTML" async></script>
<script src="/scripts-blog.js"></script>
<script>
document.addEventListener("DOMContentLoaded", function () {
// Ambil semua heading (h2, h3, dst.)
let headings = document.querySelectorAll("h2, h3, h4, h5, h6");
headings.forEach((heading) => {
if (!heading.id) {
let text = heading.innerText || heading.textContent;
let id = text.toLowerCase().replace(/[^a-z0-9]+/g, "-").replace(/^-+|-+$/g, ""); // Buat slug
heading.id = id;
}
});
});
</script>
<script async src="https://pagead2.googlesyndication.com/pagead/js/adsbygoogle.js?client=ca-pub-3735713809451778"
crossorigin="anonymous"></script>
<ins class="adsbygoogle"
style="display:block; text-align:center;"
data-ad-layout="in-article"
data-ad-format="fluid"
data-ad-client="ca-pub-3735713809451778"
data-ad-slot="7880849272"></ins>
<script>
(adsbygoogle = window.adsbygoogle || []).push({});
</script>
</body>
</html>