mhjensen
253 lines
12 KiB
HTML
253 lines
12 KiB
HTML
<!--
|
|
Automatically generated HTML file from DocOnce source
|
|
(https://github.com/hplgit/doconce/)
|
|
-->
|
|
<html>
|
|
<head>
|
|
<meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
|
|
<meta name="generator" content="DocOnce: https://github.com/hplgit/doconce/" />
|
|
<meta name="viewport" content="width=device-width, initial-scale=1.0" />
|
|
<meta name="description" content="Summary of course">
|
|
|
|
<title>Summary of course</title>
|
|
|
|
<!-- Bootstrap style: bootstrap -->
|
|
<link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
|
|
<!-- not necessary
|
|
<link href="https://netdna.bootstrapcdn.com/font-awesome/4.0.3/css/font-awesome.css" rel="stylesheet">
|
|
-->
|
|
|
|
<style type="text/css">
|
|
|
|
/* Add scrollbar to dropdown menus in bootstrap navigation bar */
|
|
.dropdown-menu {
|
|
height: auto;
|
|
max-height: 400px;
|
|
overflow-x: hidden;
|
|
}
|
|
|
|
/* Adds an invisible element before each target to offset for the navigation
|
|
bar */
|
|
.anchor::before {
|
|
content:"";
|
|
display:block;
|
|
height:50px; /* fixed header height for style bootstrap */
|
|
margin:-50px 0 0; /* negative fixed header height */
|
|
}
|
|
</style>
|
|
|
|
|
|
</head>
|
|
|
|
<!-- tocinfo
|
|
{'highest level': 2,
|
|
'sections': [('What? Me worry? No final exam in this course!',
|
|
2,
|
|
None,
|
|
'___sec0'),
|
|
('What did I learn in school this year?', 2, None, '___sec1'),
|
|
('Topics we have covered this year', 2, None, '___sec2'),
|
|
('Statistical analysis and optimization of data',
|
|
2,
|
|
None,
|
|
'___sec3'),
|
|
('Machine learning', 2, None, '___sec4'),
|
|
('Learning outcomes and overarching aims of this course',
|
|
2,
|
|
None,
|
|
'___sec5'),
|
|
('Perspective on Machine Learning', 2, None, '___sec6'),
|
|
('Machine Learning Research', 2, None, '___sec7'),
|
|
('Starting your Machine Learning Project', 2, None, '___sec8'),
|
|
('Choose a Model and Algorithm', 2, None, '___sec9'),
|
|
('Preparing Your Data', 2, None, '___sec10'),
|
|
('Which Activation and Weights to Choose in Neural Networks',
|
|
2,
|
|
None,
|
|
'___sec11'),
|
|
('Optimization Methods and Hyperparameters', 2, None, '___sec12'),
|
|
('Resampling', 2, None, '___sec13'),
|
|
('Other courses on Data science and Machine Learning at UiO',
|
|
2,
|
|
None,
|
|
'___sec14'),
|
|
('Additional courses of interest', 2, None, '___sec15'),
|
|
("What's the future like?", 2, None, '___sec16'),
|
|
('Bayesian Machine Learning', 2, None, '___sec17'),
|
|
('Reinforcement Learning', 2, None, '___sec18'),
|
|
('Transfer learning', 2, None, '___sec19'),
|
|
('Adversarial learning', 2, None, '___sec20'),
|
|
('Dual learning', 2, None, '___sec21'),
|
|
('Distributed machine learning', 2, None, '___sec22'),
|
|
('Meta learning', 2, None, '___sec23'),
|
|
('The Challenges Facing Machine Learning', 2, None, '___sec24'),
|
|
('Explainable machine learning', 2, None, '___sec25'),
|
|
('Quantum machine learning', 2, None, '___sec26'),
|
|
('Quantum machine learning algorithms based on linear algebra',
|
|
2,
|
|
None,
|
|
'___sec27'),
|
|
('Quantum reinforcement learning', 2, None, '___sec28'),
|
|
('Quantum deep learning', 2, None, '___sec29'),
|
|
('Social machine learning', 2, None, '___sec30'),
|
|
('The last words?', 2, None, '___sec31'),
|
|
('Best wishes to you all and thanks so much for your heroic '
|
|
'efforts this semester',
|
|
2,
|
|
None,
|
|
'___sec32')]}
|
|
end of tocinfo -->
|
|
|
|
<body>
|
|
|
|
|
|
|
|
<script type="text/x-mathjax-config">
|
|
MathJax.Hub.Config({
|
|
TeX: {
|
|
equationNumbers: { autoNumber: "none" },
|
|
extensions: ["AMSmath.js", "AMSsymbols.js", "autobold.js", "color.js"]
|
|
}
|
|
});
|
|
</script>
|
|
<script type="text/javascript" async
|
|
src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
|
|
</script>
|
|
|
|
|
|
|
|
|
|
<!-- Bootstrap navigation bar -->
|
|
<div class="navbar navbar-default navbar-fixed-top">
|
|
<div class="navbar-header">
|
|
<button type="button" class="navbar-toggle" data-toggle="collapse" data-target=".navbar-responsive-collapse">
|
|
<span class="icon-bar"></span>
|
|
<span class="icon-bar"></span>
|
|
<span class="icon-bar"></span>
|
|
</button>
|
|
<a class="navbar-brand" href="summary-bs.html">Summary of course</a>
|
|
</div>
|
|
|
|
<div class="navbar-collapse collapse navbar-responsive-collapse">
|
|
<ul class="nav navbar-nav navbar-right">
|
|
<li class="dropdown">
|
|
<a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
|
|
<ul class="dropdown-menu">
|
|
<!-- navigation toc: --> <li><a href="._summary-bs001.html#___sec0" style="font-size: 80%;">What? Me worry? No final exam in this course!</a></li>
|
|
<!-- navigation toc: --> <li><a href="._summary-bs002.html#___sec1" style="font-size: 80%;">What did I learn in school this year?</a></li>
|
|
<!-- navigation toc: --> <li><a href="._summary-bs003.html#___sec2" style="font-size: 80%;">Topics we have covered this year</a></li>
|
|
<!-- navigation toc: --> <li><a href="._summary-bs004.html#___sec3" style="font-size: 80%;">Statistical analysis and optimization of data</a></li>
|
|
<!-- navigation toc: --> <li><a href="._summary-bs005.html#___sec4" style="font-size: 80%;">Machine learning</a></li>
|
|
<!-- navigation toc: --> <li><a href="._summary-bs006.html#___sec5" style="font-size: 80%;">Learning outcomes and overarching aims of this course</a></li>
|
|
<!-- navigation toc: --> <li><a href="._summary-bs007.html#___sec6" style="font-size: 80%;">Perspective on Machine Learning</a></li>
|
|
<!-- navigation toc: --> <li><a href="._summary-bs008.html#___sec7" style="font-size: 80%;">Machine Learning Research</a></li>
|
|
<!-- navigation toc: --> <li><a href="._summary-bs009.html#___sec8" style="font-size: 80%;">Starting your Machine Learning Project</a></li>
|
|
<!-- navigation toc: --> <li><a href="._summary-bs010.html#___sec9" style="font-size: 80%;">Choose a Model and Algorithm</a></li>
|
|
<!-- navigation toc: --> <li><a href="._summary-bs011.html#___sec10" style="font-size: 80%;">Preparing Your Data</a></li>
|
|
<!-- navigation toc: --> <li><a href="._summary-bs012.html#___sec11" style="font-size: 80%;">Which Activation and Weights to Choose in Neural Networks</a></li>
|
|
<!-- navigation toc: --> <li><a href="._summary-bs013.html#___sec12" style="font-size: 80%;">Optimization Methods and Hyperparameters</a></li>
|
|
<!-- navigation toc: --> <li><a href="._summary-bs014.html#___sec13" style="font-size: 80%;">Resampling</a></li>
|
|
<!-- navigation toc: --> <li><a href="._summary-bs015.html#___sec14" style="font-size: 80%;">Other courses on Data science and Machine Learning at UiO</a></li>
|
|
<!-- navigation toc: --> <li><a href="._summary-bs016.html#___sec15" style="font-size: 80%;">Additional courses of interest</a></li>
|
|
<!-- navigation toc: --> <li><a href="._summary-bs017.html#___sec16" style="font-size: 80%;">What's the future like?</a></li>
|
|
<!-- navigation toc: --> <li><a href="._summary-bs018.html#___sec17" style="font-size: 80%;">Bayesian Machine Learning</a></li>
|
|
<!-- navigation toc: --> <li><a href="._summary-bs019.html#___sec18" style="font-size: 80%;">Reinforcement Learning</a></li>
|
|
<!-- navigation toc: --> <li><a href="._summary-bs020.html#___sec19" style="font-size: 80%;">Transfer learning</a></li>
|
|
<!-- navigation toc: --> <li><a href="._summary-bs021.html#___sec20" style="font-size: 80%;">Adversarial learning</a></li>
|
|
<!-- navigation toc: --> <li><a href="._summary-bs022.html#___sec21" style="font-size: 80%;">Dual learning</a></li>
|
|
<!-- navigation toc: --> <li><a href="._summary-bs023.html#___sec22" style="font-size: 80%;">Distributed machine learning</a></li>
|
|
<!-- navigation toc: --> <li><a href="._summary-bs024.html#___sec23" style="font-size: 80%;">Meta learning</a></li>
|
|
<!-- navigation toc: --> <li><a href="._summary-bs025.html#___sec24" style="font-size: 80%;">The Challenges Facing Machine Learning</a></li>
|
|
<!-- navigation toc: --> <li><a href="._summary-bs026.html#___sec25" style="font-size: 80%;">Explainable machine learning</a></li>
|
|
<!-- navigation toc: --> <li><a href="._summary-bs027.html#___sec26" style="font-size: 80%;">Quantum machine learning</a></li>
|
|
<!-- navigation toc: --> <li><a href="._summary-bs028.html#___sec27" style="font-size: 80%;">Quantum machine learning algorithms based on linear algebra</a></li>
|
|
<!-- navigation toc: --> <li><a href="._summary-bs029.html#___sec28" style="font-size: 80%;">Quantum reinforcement learning</a></li>
|
|
<!-- navigation toc: --> <li><a href="._summary-bs030.html#___sec29" style="font-size: 80%;">Quantum deep learning</a></li>
|
|
<!-- navigation toc: --> <li><a href="._summary-bs031.html#___sec30" style="font-size: 80%;">Social machine learning</a></li>
|
|
<!-- navigation toc: --> <li><a href="._summary-bs032.html#___sec31" style="font-size: 80%;">The last words?</a></li>
|
|
<!-- navigation toc: --> <li><a href="._summary-bs033.html#___sec32" style="font-size: 80%;">Best wishes to you all and thanks so much for your heroic efforts this semester</a></li>
|
|
|
|
</ul>
|
|
</li>
|
|
</ul>
|
|
</div>
|
|
</div>
|
|
</div> <!-- end of navigation bar -->
|
|
|
|
<div class="container">
|
|
|
|
<p> </p><p> </p><p> </p> <!-- add vertical space -->
|
|
|
|
<a name="part0000"></a>
|
|
<!-- ------------------- main content ---------------------- -->
|
|
|
|
|
|
|
|
<div class="jumbotron">
|
|
<center><h1>Summary of course</h1></center> <!-- document title -->
|
|
|
|
<p>
|
|
<!-- author(s): Morten Hjorth-Jensen Email morten.hjorth-jensen@fys.uio.no -->
|
|
|
|
<center>
|
|
<b>Morten Hjorth-Jensen Email morten.hjorth-jensen@fys.uio.no</b> [1, 2]
|
|
</center>
|
|
|
|
<p>
|
|
<!-- institution(s) -->
|
|
|
|
<center>[1] <b>Department of Physics and Center of Mathematics for Applications, University of Oslo</b></center>
|
|
<center>[2] <b>National Superconducting Cyclotron Laboratory, Michigan State University</b></center>
|
|
<br>
|
|
<p>
|
|
<center><h4>Nov 28, 2019</h4></center> <!-- date -->
|
|
<br>
|
|
<p>
|
|
|
|
|
|
<p><a href="._summary-bs001.html" class="btn btn-primary btn-lg">Read »</a></p>
|
|
|
|
|
|
</div> <!-- end jumbotron -->
|
|
|
|
<p>
|
|
<!-- navigation buttons at the bottom of the page -->
|
|
<ul class="pagination">
|
|
<li class="active"><a href="._summary-bs000.html">1</a></li>
|
|
<li><a href="._summary-bs001.html">2</a></li>
|
|
<li><a href="._summary-bs002.html">3</a></li>
|
|
<li><a href="._summary-bs003.html">4</a></li>
|
|
<li><a href="._summary-bs004.html">5</a></li>
|
|
<li><a href="._summary-bs005.html">6</a></li>
|
|
<li><a href="._summary-bs006.html">7</a></li>
|
|
<li><a href="._summary-bs007.html">8</a></li>
|
|
<li><a href="._summary-bs008.html">9</a></li>
|
|
<li><a href="._summary-bs009.html">10</a></li>
|
|
<li><a href="">...</a></li>
|
|
<li><a href="._summary-bs033.html">34</a></li>
|
|
<li><a href="._summary-bs001.html">»</a></li>
|
|
</ul>
|
|
<!-- ------------------- end of main content --------------- -->
|
|
|
|
</div> <!-- end container -->
|
|
<!-- include javascript, jQuery *first* -->
|
|
<script src="https://ajax.googleapis.com/ajax/libs/jquery/1.10.2/jquery.min.js"></script>
|
|
<script src="https://netdna.bootstrapcdn.com/bootstrap/3.0.0/js/bootstrap.min.js"></script>
|
|
|
|
<!-- Bootstrap footer
|
|
<footer>
|
|
<a href="http://..."><img width="250" align=right src="http://..."></a>
|
|
</footer>
|
|
-->
|
|
|
|
|
|
<center style="font-size:80%">
|
|
<!-- copyright --> © 1999-2019, Morten Hjorth-Jensen Email morten.hjorth-jensen@fys.uio.no. Released under CC Attribution-NonCommercial 4.0 license
|
|
</center>
|
|
|
|
|
|
</body>
|
|
</html>
|
|
|
|
|