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<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="utf-8">
<meta name="author" content="Joaquin Vanschoren">
<title>Open Machine Learning course</title>
<!-- Bootstrap core CSS -->
<link href="https://stackpath.bootstrapcdn.com/bootstrap/4.1.3/css/bootstrap.min.css" rel="stylesheet">
<link href="https://stackpath.bootstrapcdn.com/bootswatch/4.1.3/flatly/bootstrap.min.css" rel="stylesheet">
<style>.snug{margin-top:-0.75rem;margin-bottom:-0.75rem;margin-right:-1.25rem;}
.roomy{margin-top:40px;}
</style>
</head>
<body>
<!-- Navigation -->
<div class="navbar navbar-expand-lg fixed-top navbar-dark bg-primary">
<div class="container">
<a href="#" class="navbar-brand">An Open Machine Learning Course</a>
<ul class="nav navbar-nav ml-auto">
<li class="nav-item">
<a class="nav-link" href="https://github.com/joaquinvanschoren/ML-course">GitHub</a>
</li>
</ul>
</div>
</div>
<div class="container" style="margin-top:100px">
<div class="bs-docs-section clearfix" style="min-height:100vh">
<div class="row">
<div class="col-lg-12">
<h1 class="roomy">Machine Learning Lectures</h1>
<p class="lead">Master course</p>
<ul class="list-group">
<li class="list-group-item d-flex justify-content-between showlinks"><span>00 - Prerequisites</span></li>
<li class="list-group-item d-flex justify-content-between showlinks"><span>01 - Introduction</span></li>
<li class="list-group-item d-flex justify-content-between showlinks"><span>02 - Linear Models</span></li>
<li class="list-group-item d-flex justify-content-between showlinks"><span>03 - Model Selection</span></li>
<li class="list-group-item d-flex justify-content-between showlinks"><span>04 - Ensemble Learning</span></li>
<li class="list-group-item d-flex justify-content-between showlinks"><span>05 - Kernelization</span></li>
<li class="list-group-item d-flex justify-content-between showlinks"><span>06 - Bayesian Learning</span></li>
<li class="list-group-item d-flex justify-content-between showlinks"><span>07 - Neural Networks</span></li>
<li class="list-group-item d-flex justify-content-between showlinks"><span>08 - Neural Networks in practice</span></li>
<li class="list-group-item d-flex justify-content-between showlinks"><span>09 - Convolutional Neural Networks</span></li>
<li class="list-group-item d-flex justify-content-between showlinks"><span>10 - Feature Engineering</span></li>
</ul>
<h1 class="roomy">Automatic Machine Learning</h1>
<p class="lead">ACDL Summer school</p>
<ul class="list-group">
<li class="list-group-item d-flex justify-content-between showpdflink"><span>AutoML - Introduction</span></li>
<li class="list-group-item d-flex justify-content-between showpdflink"><span>AutoML - Metalearning</span></li>
<li class="list-group-item d-flex justify-content-between showpdflink"><span>AutoML - Deep Learning</span></li>
</ul>
<h1 class="roomy">Short course</h1>
<p class="lead">Short intensive course</p>
<ul class="list-group">
<li class="list-group-item d-flex justify-content-between showlinks"><span>X1 - Introduction</span></li>
<li class="list-group-item d-flex justify-content-between showlinks"><span>X2 - Fundamental Algorithms</span></li>
<li class="list-group-item d-flex justify-content-between showlinks"><span>X3 - Evaluation</span></li>
<li class="list-group-item d-flex justify-content-between showlinks"><span>X4 - Exercise</span></li>
</ul>
<h1 class="roomy">Tutorials</h1>
<p class="lead">Basic programming</p>
<ul class="list-group">
<li class="list-group-item d-flex justify-content-between showlinks"><span>Tutorial 1 - Python</span></li>
<li class="list-group-item d-flex justify-content-between showlinks"><span>Tutorial 2 - Python for Data Analysis</span></li>
<li class="list-group-item d-flex justify-content-between showlinks"><span>Tutorial 3 - Machine Learning in Python</span></li>
<li class="list-group-item d-flex justify-content-between showlinks"><span>Tutorial 4 - Deep Learning in Python</span></li>
</ul>
<p class="lead roomy">Additional resources</p>
<ul><li><a href="https://github.com/jrjohansson/scientific-python-lectures">Scientific Python Lectures (by J.R. Johansson)</a></li></ul>
</div>
</div>
</div>
</div>
<!-- Footer -->
<footer id="footer" style="padding-top:50px">
<div class="container">
<div class="row">
<div class="col-lg-12">
<p>Made with love by <a href="https://joaquinvanschoren.github.io/">Joaquin Vanschoren</a></p>
<p>Materials released under the <a href="https://creativecommons.org/share-your-work/public-domain/cc0">CC0 License</a>. You can use them as you like.</p>
<p>Partly based on notebooks by <a href="https://github.com/amueller/introduction_to_ml_with_python">Andreas Mueller</a> (CC0 licenced), <a href="https://github.com/fchollet/deep-learning-with-python-notebooks">François Chollet</a> (MIT licenced), <a href="https://github.com/rasbt/python-machine-learning-book-2nd-edition">Sebastian Raschka</a> (MIT licenced), and <a href="https://github.com/lawrennd/talks">Neil Lawrence</a> (with permission)</p>
</div>
</div>
</div>
</footer>
<!-- JavaScript -->
<script src="https://ajax.googleapis.com/ajax/libs/jquery/3.3.1/jquery.min.js"></script>
<script src="https://stackpath.bootstrapcdn.com/bootstrap/4.1.3/js/bootstrap.min.js"></script>
<script>
$(function() {
$( ".showlinks").each(function() { $(this).append(
"<div class='btn-group snug' role='group'><button type='button' class='btn btn-outline-primary' onclick=\"window.location.href=\'https:\/\/github.com\/joaquinvanschoren\/ML-course\/blob\/master\/notebooks\/"+$(this).find("span").html()+".ipynb\'\")>View</button><button type='button' class='btn btn-outline-primary' onclick=\"window.location.href=\'notebooks\/"+$(this).find("span").html()+".ipynb\'\")>Notebook</button><button type='button' class='btn btn-outline-primary' onclick=\"window.location.href=\'slides_html\/"+$(this).find("span").html()+".slides.html\'\")>HTML</button><button type='button' class='btn btn-outline-primary' onclick=\"window.location.href=\'slides_pdf\/"+$(this).find("span").html()+".pdf\'\")>PDF</button></div>")});;
});
$( ".showpdflink").each(function() { $(this).append(
"<div class='btn-group snug' role='group'><button type='button' class='btn btn-outline-primary' onclick=\"window.location.href=\'slides_pdf\/"+$(this).find("span").html()+".pdf\'\")>PDF</button></div>"
)});
</script>
</body>
</html>