udpate
This commit is contained in:
Morten Hjorth-Jensen
@@ -1,61 +1,50 @@
|
||||
|
||||
|
||||
<!DOCTYPE html>
|
||||
|
||||
|
||||
<html lang="en" >
|
||||
|
||||
<html>
|
||||
<head>
|
||||
<meta charset="utf-8" />
|
||||
<meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.18.1: http://docutils.sourceforge.net/" />
|
||||
|
||||
<meta name="viewport" content="width=device-width, initial-scale=1.0" />
|
||||
<title>Exercises week 38 — Applied Data Analysis and Machine Learning</title>
|
||||
|
||||
|
||||
|
||||
<script data-cfasync="false">
|
||||
document.documentElement.dataset.mode = localStorage.getItem("mode") || "";
|
||||
document.documentElement.dataset.theme = localStorage.getItem("theme") || "light";
|
||||
</script>
|
||||
|
||||
<!-- Loaded before other Sphinx assets -->
|
||||
<link href="_static/styles/theme.css?digest=ac02cc09edc035673794" rel="stylesheet" />
|
||||
<link href="_static/styles/bootstrap.css?digest=ac02cc09edc035673794" rel="stylesheet" />
|
||||
<link href="_static/styles/pydata-sphinx-theme.css?digest=ac02cc09edc035673794" rel="stylesheet" />
|
||||
|
||||
<link href="_static/css/theme.css" rel="stylesheet">
|
||||
<link href="_static/css/index.ff1ffe594081f20da1ef19478df9384b.css" rel="stylesheet">
|
||||
|
||||
|
||||
<link href="_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=ac02cc09edc035673794" rel="stylesheet" />
|
||||
<link rel="preload" as="font" type="font/woff2" crossorigin href="_static/vendor/fontawesome/6.1.2/webfonts/fa-solid-900.woff2" />
|
||||
<link rel="preload" as="font" type="font/woff2" crossorigin href="_static/vendor/fontawesome/6.1.2/webfonts/fa-brands-400.woff2" />
|
||||
<link rel="preload" as="font" type="font/woff2" crossorigin href="_static/vendor/fontawesome/6.1.2/webfonts/fa-regular-400.woff2" />
|
||||
|
||||
<link rel="stylesheet"
|
||||
href="_static/vendor/fontawesome/5.13.0/css/all.min.css">
|
||||
<link rel="preload" as="font" type="font/woff2" crossorigin
|
||||
href="_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2">
|
||||
<link rel="preload" as="font" type="font/woff2" crossorigin
|
||||
href="_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
<link rel="stylesheet" type="text/css" href="_static/pygments.css" />
|
||||
<link rel="stylesheet" href="_static/styles/sphinx-book-theme.css?digest=14f4ca6b54d191a8c7657f6c759bf11a5fb86285" type="text/css" />
|
||||
<link rel="stylesheet" type="text/css" href="_static/sphinx-book-theme.css?digest=c3fdc42140077d1ad13ad2f1588a4309" />
|
||||
<link rel="stylesheet" type="text/css" href="_static/togglebutton.css" />
|
||||
<link rel="stylesheet" type="text/css" href="_static/copybutton.css" />
|
||||
<link rel="stylesheet" type="text/css" href="_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css" />
|
||||
<link rel="stylesheet" type="text/css" href="_static/mystnb.css" />
|
||||
<link rel="stylesheet" type="text/css" href="_static/sphinx-thebe.css" />
|
||||
<link rel="stylesheet" type="text/css" href="_static/design-style.4045f2051d55cab465a707391d5b2007.min.css" />
|
||||
|
||||
<!-- Pre-loaded scripts that we'll load fully later -->
|
||||
<link rel="preload" as="script" href="_static/scripts/bootstrap.js?digest=ac02cc09edc035673794" />
|
||||
<link rel="preload" as="script" href="_static/scripts/pydata-sphinx-theme.js?digest=ac02cc09edc035673794" />
|
||||
<script src="_static/vendor/fontawesome/6.1.2/js/all.min.js?digest=ac02cc09edc035673794"></script>
|
||||
<link rel="stylesheet" type="text/css" href="_static/panels-main.c949a650a448cc0ae9fd3441c0e17fb0.css" />
|
||||
<link rel="stylesheet" type="text/css" href="_static/panels-variables.06eb56fa6e07937060861dad626602ad.css" />
|
||||
|
||||
<link rel="preload" as="script" href="_static/js/index.be7d3bbb2ef33a8344ce.js">
|
||||
|
||||
<script data-url_root="./" id="documentation_options" src="_static/documentation_options.js"></script>
|
||||
<script src="_static/jquery.js"></script>
|
||||
<script src="_static/underscore.js"></script>
|
||||
<script src="_static/_sphinx_javascript_frameworks_compat.js"></script>
|
||||
<script src="_static/doctools.js"></script>
|
||||
<script src="_static/clipboard.min.js"></script>
|
||||
<script src="_static/copybutton.js"></script>
|
||||
<script src="_static/scripts/sphinx-book-theme.js?digest=5a5c038af52cf7bc1a1ec88eea08e6366ee68824"></script>
|
||||
<script>let toggleHintShow = 'Click to show';</script>
|
||||
<script>let toggleHintHide = 'Click to hide';</script>
|
||||
<script>let toggleOpenOnPrint = 'true';</script>
|
||||
<script src="_static/togglebutton.js"></script>
|
||||
<script>var togglebuttonSelector = '.toggle, .admonition.dropdown';</script>
|
||||
<script src="_static/design-tabs.js"></script>
|
||||
<script>var togglebuttonSelector = '.toggle, .admonition.dropdown, .tag_hide_input div.cell_input, .tag_hide-input div.cell_input, .tag_hide_output div.cell_output, .tag_hide-output div.cell_output, .tag_hide_cell.cell, .tag_hide-cell.cell';</script>
|
||||
<script src="_static/sphinx-book-theme.d59cb220de22ca1c485ebbdc042f0030.js"></script>
|
||||
<script>const THEBE_JS_URL = "https://unpkg.com/thebe@0.8.2/lib/index.js"
|
||||
const thebe_selector = ".thebe,.cell"
|
||||
const thebe_selector_input = "pre"
|
||||
@@ -64,363 +53,396 @@ const thebe_selector_output = ".output, .cell_output"
|
||||
<script async="async" src="_static/sphinx-thebe.js"></script>
|
||||
<script>window.MathJax = {"options": {"processHtmlClass": "tex2jax_process|mathjax_process|math|output_area"}}</script>
|
||||
<script defer="defer" src="https://cdn.jsdelivr.net/npm/mathjax@3/es5/tex-mml-chtml.js"></script>
|
||||
<script>DOCUMENTATION_OPTIONS.pagename = 'exercisesweek38';</script>
|
||||
<link rel="index" title="Index" href="genindex.html" />
|
||||
<link rel="search" title="Search" href="search.html" />
|
||||
<link rel="next" title="Week 38: Logistic Regression and Optimization" href="week38.html" />
|
||||
<link rel="prev" title="Week 37: Statistical interpretations and Resampling Methods" href="week37.html" />
|
||||
<meta name="viewport" content="width=device-width, initial-scale=1"/>
|
||||
<meta name="docsearch:language" content="en"/>
|
||||
<meta name="viewport" content="width=device-width, initial-scale=1" />
|
||||
<meta name="docsearch:language" content="None">
|
||||
|
||||
|
||||
<!-- Google Analytics -->
|
||||
|
||||
</head>
|
||||
|
||||
|
||||
<body data-bs-spy="scroll" data-bs-target=".bd-toc-nav" data-offset="180" data-bs-root-margin="0px 0px -60%" data-default-mode="">
|
||||
<body data-spy="scroll" data-target="#bd-toc-nav" data-offset="80">
|
||||
|
||||
<div class="container-fluid" id="banner"></div>
|
||||
|
||||
|
||||
|
||||
<a class="skip-link" href="#main-content">Skip to main content</a>
|
||||
|
||||
<div id="pst-scroll-pixel-helper"></div>
|
||||
|
||||
|
||||
|
||||
<button type="button" class="btn rounded-pill" id="pst-back-to-top">
|
||||
<i class="fa-solid fa-arrow-up"></i>
|
||||
Back to top
|
||||
</button>
|
||||
|
||||
|
||||
<input type="checkbox"
|
||||
class="sidebar-toggle"
|
||||
name="__primary"
|
||||
id="__primary"/>
|
||||
<label class="overlay overlay-primary" for="__primary"></label>
|
||||
|
||||
<input type="checkbox"
|
||||
class="sidebar-toggle"
|
||||
name="__secondary"
|
||||
id="__secondary"/>
|
||||
<label class="overlay overlay-secondary" for="__secondary"></label>
|
||||
|
||||
<div class="search-button__wrapper">
|
||||
<div class="search-button__overlay"></div>
|
||||
<div class="search-button__search-container">
|
||||
<form class="bd-search d-flex align-items-center"
|
||||
action="search.html"
|
||||
method="get">
|
||||
<i class="fa-solid fa-magnifying-glass"></i>
|
||||
<input type="search"
|
||||
class="form-control"
|
||||
name="q"
|
||||
id="search-input"
|
||||
placeholder="Search this book..."
|
||||
aria-label="Search this book..."
|
||||
autocomplete="off"
|
||||
autocorrect="off"
|
||||
autocapitalize="off"
|
||||
spellcheck="false"/>
|
||||
<span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd>K</kbd></span>
|
||||
</form></div>
|
||||
</div>
|
||||
|
||||
<nav class="bd-header navbar navbar-expand-lg bd-navbar">
|
||||
</nav>
|
||||
|
||||
<div class="bd-container">
|
||||
<div class="bd-container__inner bd-page-width">
|
||||
<div class="container-xl">
|
||||
<div class="row">
|
||||
|
||||
<div class="col-12 col-md-3 bd-sidebar site-navigation show" id="site-navigation">
|
||||
|
||||
<div class="navbar-brand-box">
|
||||
<a class="navbar-brand text-wrap" href="index.html">
|
||||
|
||||
<div class="bd-sidebar-primary bd-sidebar">
|
||||
<!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 -->
|
||||
|
||||
|
||||
|
||||
<div class="sidebar-header-items sidebar-primary__section">
|
||||
|
||||
|
||||
|
||||
|
||||
</div>
|
||||
|
||||
<div class="sidebar-primary-items__start sidebar-primary__section">
|
||||
<div class="sidebar-primary-item">
|
||||
|
||||
|
||||
<a class="navbar-brand logo" href="intro.html">
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
<img src="_static/logo.png" class="logo__image only-light" alt="Logo image"/>
|
||||
<script>document.write(`<img src="_static/logo.png" class="logo__image only-dark" alt="Logo image"/>`);</script>
|
||||
|
||||
|
||||
</a></div>
|
||||
<div class="sidebar-primary-item"><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
|
||||
<div class="bd-toc-item navbar-nav active">
|
||||
|
||||
<ul class="nav bd-sidenav bd-sidenav__home-link">
|
||||
<li class="toctree-l1">
|
||||
<a class="reference internal" href="intro.html">
|
||||
Applied Data Analysis and Machine Learning
|
||||
</a>
|
||||
</li>
|
||||
</ul>
|
||||
<p aria-level="2" class="caption" role="heading"><span class="caption-text">About the course</span></p>
|
||||
<ul class="nav bd-sidenav">
|
||||
<li class="toctree-l1"><a class="reference internal" href="schedule.html">Teaching schedule with links to material</a></li>
|
||||
<li class="toctree-l1"><a class="reference internal" href="teachers.html">Teachers and Grading</a></li>
|
||||
<li class="toctree-l1"><a class="reference internal" href="textbooks.html">Textbooks</a></li>
|
||||
|
||||
|
||||
<img src="_static/logo.png" class="logo" alt="logo">
|
||||
|
||||
|
||||
<h1 class="site-logo" id="site-title">Applied Data Analysis and Machine Learning</h1>
|
||||
|
||||
</a>
|
||||
</div><form class="bd-search d-flex align-items-center" action="search.html" method="get">
|
||||
<i class="icon fas fa-search"></i>
|
||||
<input type="search" class="form-control" name="q" id="search-input" placeholder="Search this book..." aria-label="Search this book..." autocomplete="off" >
|
||||
</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
|
||||
<div class="bd-toc-item active">
|
||||
<ul class="nav bd-sidenav">
|
||||
<li class="toctree-l1">
|
||||
<a class="reference internal" href="intro.html">
|
||||
Applied Data Analysis and Machine Learning
|
||||
</a>
|
||||
</li>
|
||||
</ul>
|
||||
<p aria-level="2" class="caption" role="heading"><span class="caption-text">Review of Statistics with Resampling Techniques and Linear Algebra</span></p>
|
||||
<p aria-level="2" class="caption" role="heading">
|
||||
<span class="caption-text">
|
||||
About the course
|
||||
</span>
|
||||
</p>
|
||||
<ul class="nav bd-sidenav">
|
||||
<li class="toctree-l1"><a class="reference internal" href="statistics.html">1. Elements of Probability Theory and Statistical Data Analysis</a></li>
|
||||
<li class="toctree-l1"><a class="reference internal" href="linalg.html">2. Linear Algebra, Handling of Arrays and more Python Features</a></li>
|
||||
<li class="toctree-l1">
|
||||
<a class="reference internal" href="schedule.html">
|
||||
Teaching schedule with links to material
|
||||
</a>
|
||||
</li>
|
||||
<li class="toctree-l1">
|
||||
<a class="reference internal" href="teachers.html">
|
||||
Teachers and Grading
|
||||
</a>
|
||||
</li>
|
||||
<li class="toctree-l1">
|
||||
<a class="reference internal" href="textbooks.html">
|
||||
Textbooks
|
||||
</a>
|
||||
</li>
|
||||
</ul>
|
||||
<p aria-level="2" class="caption" role="heading"><span class="caption-text">From Regression to Support Vector Machines</span></p>
|
||||
<p aria-level="2" class="caption" role="heading">
|
||||
<span class="caption-text">
|
||||
Review of Statistics with Resampling Techniques and Linear Algebra
|
||||
</span>
|
||||
</p>
|
||||
<ul class="nav bd-sidenav">
|
||||
<li class="toctree-l1"><a class="reference internal" href="chapter1.html">3. Linear Regression</a></li>
|
||||
<li class="toctree-l1"><a class="reference internal" href="chapter2.html">4. Ridge and Lasso Regression</a></li>
|
||||
<li class="toctree-l1"><a class="reference internal" href="chapter3.html">5. Resampling Methods</a></li>
|
||||
<li class="toctree-l1"><a class="reference internal" href="chapter4.html">6. Logistic Regression</a></li>
|
||||
<li class="toctree-l1"><a class="reference internal" href="chapteroptimization.html">7. Optimization, the central part of any Machine Learning algortithm</a></li>
|
||||
<li class="toctree-l1"><a class="reference internal" href="chapter5.html">8. Support Vector Machines, overarching aims</a></li>
|
||||
<li class="toctree-l1">
|
||||
<a class="reference internal" href="statistics.html">
|
||||
1. Elements of Probability Theory and Statistical Data Analysis
|
||||
</a>
|
||||
</li>
|
||||
<li class="toctree-l1">
|
||||
<a class="reference internal" href="linalg.html">
|
||||
2. Linear Algebra, Handling of Arrays and more Python Features
|
||||
</a>
|
||||
</li>
|
||||
</ul>
|
||||
<p aria-level="2" class="caption" role="heading"><span class="caption-text">Decision Trees, Ensemble Methods and Boosting</span></p>
|
||||
<p aria-level="2" class="caption" role="heading">
|
||||
<span class="caption-text">
|
||||
From Regression to Support Vector Machines
|
||||
</span>
|
||||
</p>
|
||||
<ul class="nav bd-sidenav">
|
||||
<li class="toctree-l1"><a class="reference internal" href="chapter6.html">9. Decision trees, overarching aims</a></li>
|
||||
<li class="toctree-l1"><a class="reference internal" href="chapter7.html">10. Ensemble Methods: From a Single Tree to Many Trees and Extreme Boosting, Meet the Jungle of Methods</a></li>
|
||||
<li class="toctree-l1">
|
||||
<a class="reference internal" href="chapter1.html">
|
||||
3. Linear Regression
|
||||
</a>
|
||||
</li>
|
||||
<li class="toctree-l1">
|
||||
<a class="reference internal" href="chapter2.html">
|
||||
4. Ridge and Lasso Regression
|
||||
</a>
|
||||
</li>
|
||||
<li class="toctree-l1">
|
||||
<a class="reference internal" href="chapter3.html">
|
||||
5. Resampling Methods
|
||||
</a>
|
||||
</li>
|
||||
<li class="toctree-l1">
|
||||
<a class="reference internal" href="chapter4.html">
|
||||
6. Logistic Regression
|
||||
</a>
|
||||
</li>
|
||||
<li class="toctree-l1">
|
||||
<a class="reference internal" href="chapteroptimization.html">
|
||||
7. Optimization, the central part of any Machine Learning algortithm
|
||||
</a>
|
||||
</li>
|
||||
<li class="toctree-l1">
|
||||
<a class="reference internal" href="chapter5.html">
|
||||
8. Support Vector Machines, overarching aims
|
||||
</a>
|
||||
</li>
|
||||
</ul>
|
||||
<p aria-level="2" class="caption" role="heading"><span class="caption-text">Dimensionality Reduction</span></p>
|
||||
<p aria-level="2" class="caption" role="heading">
|
||||
<span class="caption-text">
|
||||
Decision Trees, Ensemble Methods and Boosting
|
||||
</span>
|
||||
</p>
|
||||
<ul class="nav bd-sidenav">
|
||||
<li class="toctree-l1"><a class="reference internal" href="chapter8.html">11. Basic ideas of the Principal Component Analysis (PCA)</a></li>
|
||||
<li class="toctree-l1"><a class="reference internal" href="clustering.html">12. Clustering and Unsupervised Learning</a></li>
|
||||
<li class="toctree-l1">
|
||||
<a class="reference internal" href="chapter6.html">
|
||||
9. Decision trees, overarching aims
|
||||
</a>
|
||||
</li>
|
||||
<li class="toctree-l1">
|
||||
<a class="reference internal" href="chapter7.html">
|
||||
10. Ensemble Methods: From a Single Tree to Many Trees and Extreme Boosting, Meet the Jungle of Methods
|
||||
</a>
|
||||
</li>
|
||||
</ul>
|
||||
<p aria-level="2" class="caption" role="heading"><span class="caption-text">Deep Learning Methods</span></p>
|
||||
<p aria-level="2" class="caption" role="heading">
|
||||
<span class="caption-text">
|
||||
Dimensionality Reduction
|
||||
</span>
|
||||
</p>
|
||||
<ul class="nav bd-sidenav">
|
||||
<li class="toctree-l1"><a class="reference internal" href="chapter9.html">13. Neural networks</a></li>
|
||||
<li class="toctree-l1"><a class="reference internal" href="chapter10.html">14. Building a Feed Forward Neural Network</a></li>
|
||||
<li class="toctree-l1"><a class="reference internal" href="chapter11.html">15. Solving Differential Equations with Deep Learning</a></li>
|
||||
<li class="toctree-l1"><a class="reference internal" href="chapter12.html">16. Convolutional Neural Networks</a></li>
|
||||
<li class="toctree-l1"><a class="reference internal" href="chapter13.html">17. Recurrent neural networks: Overarching view</a></li>
|
||||
|
||||
<li class="toctree-l1">
|
||||
<a class="reference internal" href="chapter8.html">
|
||||
11. Basic ideas of the Principal Component Analysis (PCA)
|
||||
</a>
|
||||
</li>
|
||||
<li class="toctree-l1">
|
||||
<a class="reference internal" href="clustering.html">
|
||||
12. Clustering and Unsupervised Learning
|
||||
</a>
|
||||
</li>
|
||||
</ul>
|
||||
<p aria-level="2" class="caption" role="heading"><span class="caption-text">Weekly material, notes and exercises</span></p>
|
||||
<p aria-level="2" class="caption" role="heading">
|
||||
<span class="caption-text">
|
||||
Deep Learning Methods
|
||||
</span>
|
||||
</p>
|
||||
<ul class="nav bd-sidenav">
|
||||
<li class="toctree-l1">
|
||||
<a class="reference internal" href="chapter9.html">
|
||||
13. Neural networks
|
||||
</a>
|
||||
</li>
|
||||
<li class="toctree-l1">
|
||||
<a class="reference internal" href="chapter10.html">
|
||||
14. Building a Feed Forward Neural Network
|
||||
</a>
|
||||
</li>
|
||||
<li class="toctree-l1">
|
||||
<a class="reference internal" href="chapter11.html">
|
||||
15. Solving Differential Equations with Deep Learning
|
||||
</a>
|
||||
</li>
|
||||
<li class="toctree-l1">
|
||||
<a class="reference internal" href="chapter12.html">
|
||||
16. Convolutional Neural Networks
|
||||
</a>
|
||||
</li>
|
||||
<li class="toctree-l1">
|
||||
<a class="reference internal" href="chapter13.html">
|
||||
17. Recurrent neural networks: Overarching view
|
||||
</a>
|
||||
</li>
|
||||
</ul>
|
||||
<p aria-level="2" class="caption" role="heading">
|
||||
<span class="caption-text">
|
||||
Weekly material, notes and exercises
|
||||
</span>
|
||||
</p>
|
||||
<ul class="current nav bd-sidenav">
|
||||
<li class="toctree-l1"><a class="reference internal" href="exercisesweek34.html">Exercises week 34</a></li>
|
||||
<li class="toctree-l1"><a class="reference internal" href="week34.html">Week 34: Introduction to the course, Logistics and Practicalities</a></li>
|
||||
<li class="toctree-l1"><a class="reference internal" href="exercisesweek35.html">Exercises week 35</a></li>
|
||||
<li class="toctree-l1"><a class="reference internal" href="week35.html">Week 35: From Ordinary Linear Regression to Ridge and Lasso Regression</a></li>
|
||||
<li class="toctree-l1"><a class="reference internal" href="exercisesweek36.html">Exercises week 36</a></li>
|
||||
<li class="toctree-l1"><a class="reference internal" href="week36.html">Week 36: Statistical interpretation of Linear Regression and Resampling techniques</a></li>
|
||||
<li class="toctree-l1"><a class="reference internal" href="exercisesweek37.html">Exercises week 37</a></li>
|
||||
<li class="toctree-l1"><a class="reference internal" href="week37.html">Week 37: Statistical interpretations and Resampling Methods</a></li>
|
||||
<li class="toctree-l1 current active"><a class="current reference internal" href="#">Exercises week 38</a></li>
|
||||
<li class="toctree-l1"><a class="reference internal" href="week38.html">Week 38: Logistic Regression and Optimization</a></li>
|
||||
<li class="toctree-l1">
|
||||
<a class="reference internal" href="exercisesweek34.html">
|
||||
Exercises week 34
|
||||
</a>
|
||||
</li>
|
||||
<li class="toctree-l1">
|
||||
<a class="reference internal" href="week34.html">
|
||||
Week 34: Introduction to the course, Logistics and Practicalities
|
||||
</a>
|
||||
</li>
|
||||
<li class="toctree-l1">
|
||||
<a class="reference internal" href="exercisesweek35.html">
|
||||
Exercises week 35
|
||||
</a>
|
||||
</li>
|
||||
<li class="toctree-l1">
|
||||
<a class="reference internal" href="week35.html">
|
||||
Week 35: From Ordinary Linear Regression to Ridge and Lasso Regression
|
||||
</a>
|
||||
</li>
|
||||
<li class="toctree-l1">
|
||||
<a class="reference internal" href="exercisesweek36.html">
|
||||
Exercises week 36
|
||||
</a>
|
||||
</li>
|
||||
<li class="toctree-l1">
|
||||
<a class="reference internal" href="week36.html">
|
||||
Week 36: Statistical interpretation of Linear Regression and Resampling techniques
|
||||
</a>
|
||||
</li>
|
||||
<li class="toctree-l1">
|
||||
<a class="reference internal" href="exercisesweek37.html">
|
||||
Exercises week 37
|
||||
</a>
|
||||
</li>
|
||||
<li class="toctree-l1">
|
||||
<a class="reference internal" href="week37.html">
|
||||
Week 37: Statistical interpretations and Resampling Methods
|
||||
</a>
|
||||
</li>
|
||||
<li class="toctree-l1 current active">
|
||||
<a class="current reference internal" href="#">
|
||||
Exercises week 38
|
||||
</a>
|
||||
</li>
|
||||
<li class="toctree-l1">
|
||||
<a class="reference internal" href="week38.html">
|
||||
Week 38: Logistic Regression and Optimization
|
||||
</a>
|
||||
</li>
|
||||
<li class="toctree-l1">
|
||||
<a class="reference internal" href="exercisesweek39.html">
|
||||
Exercises week 39
|
||||
</a>
|
||||
</li>
|
||||
<li class="toctree-l1">
|
||||
<a class="reference internal" href="week39.html">
|
||||
Week 39: Optimization and Gradient Methods
|
||||
</a>
|
||||
</li>
|
||||
<li class="toctree-l1">
|
||||
<a class="reference internal" href="week40.html">
|
||||
Week 40: Gradient descent methods (continued) and start Neural networks
|
||||
</a>
|
||||
</li>
|
||||
</ul>
|
||||
<p aria-level="2" class="caption" role="heading"><span class="caption-text">Projects</span></p>
|
||||
<p aria-level="2" class="caption" role="heading">
|
||||
<span class="caption-text">
|
||||
Projects
|
||||
</span>
|
||||
</p>
|
||||
<ul class="nav bd-sidenav">
|
||||
<li class="toctree-l1"><a class="reference internal" href="project1.html">Project 1 on Machine Learning, deadline October 9 (midnight), 2023</a></li>
|
||||
<li class="toctree-l1">
|
||||
<a class="reference internal" href="project1.html">
|
||||
Project 1 on Machine Learning, deadline October 9 (midnight), 2023
|
||||
</a>
|
||||
</li>
|
||||
</ul>
|
||||
|
||||
</div>
|
||||
</nav></div>
|
||||
</div>
|
||||
|
||||
|
||||
<div class="sidebar-primary-items__end sidebar-primary__section">
|
||||
</div>
|
||||
|
||||
<div id="rtd-footer-container"></div>
|
||||
</nav> <!-- To handle the deprecated key -->
|
||||
|
||||
<div class="navbar_extra_footer">
|
||||
Powered by <a href="https://jupyterbook.org">Jupyter Book</a>
|
||||
</div>
|
||||
|
||||
</div>
|
||||
|
||||
<main id="main-content" class="bd-main">
|
||||
|
||||
|
||||
|
||||
<div class="sbt-scroll-pixel-helper"></div>
|
||||
|
||||
<div class="bd-content">
|
||||
<div class="bd-article-container">
|
||||
|
||||
<div class="bd-header-article">
|
||||
<div class="header-article-items header-article__inner">
|
||||
|
||||
<div class="header-article-items__start">
|
||||
|
||||
<div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
|
||||
<span class="fa-solid fa-bars"></span>
|
||||
</label></div>
|
||||
|
||||
</div>
|
||||
|
||||
|
||||
<div class="header-article-items__end">
|
||||
|
||||
<div class="header-article-item">
|
||||
|
||||
<div class="article-header-buttons">
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
<div class="dropdown dropdown-launch-buttons">
|
||||
<button class="btn dropdown-toggle" type="button" data-bs-toggle="dropdown" aria-expanded="false" aria-label="Launch interactive content">
|
||||
<i class="fas fa-rocket"></i>
|
||||
</button>
|
||||
<ul class="dropdown-menu">
|
||||
|
||||
|
||||
|
||||
<li><a href="https://mybinder.org/v2/git/https%3A//compphysics.github.io/MachineLearning/doc/LectureNotes/_build/html/index.html/master?urlpath=tree/exercisesweek38.ipynb" target="_blank"
|
||||
class="btn btn-sm dropdown-item"
|
||||
title="Launch onBinder"
|
||||
data-bs-placement="left" data-bs-toggle="tooltip"
|
||||
>
|
||||
|
||||
|
||||
<span class="btn__icon-container">
|
||||
|
||||
<img src="_static/images/logo_binder.svg">
|
||||
</span>
|
||||
<span class="btn__text-container">Binder</span>
|
||||
</a>
|
||||
</li>
|
||||
|
||||
</ul>
|
||||
</div>
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
<div class="dropdown dropdown-download-buttons">
|
||||
<button class="btn dropdown-toggle" type="button" data-bs-toggle="dropdown" aria-expanded="false" aria-label="Download this page">
|
||||
<i class="fas fa-download"></i>
|
||||
</button>
|
||||
<ul class="dropdown-menu">
|
||||
|
||||
|
||||
|
||||
<li><a href="_sources/exercisesweek38.ipynb" target="_blank"
|
||||
class="btn btn-sm btn-download-source-button dropdown-item"
|
||||
title="Download source file"
|
||||
data-bs-placement="left" data-bs-toggle="tooltip"
|
||||
>
|
||||
|
||||
|
||||
<span class="btn__icon-container">
|
||||
<i class="fas fa-file"></i>
|
||||
</span>
|
||||
<span class="btn__text-container">.ipynb</span>
|
||||
</a>
|
||||
</li>
|
||||
|
||||
|
||||
|
||||
|
||||
<li>
|
||||
<button onclick="window.print()"
|
||||
class="btn btn-sm btn-download-pdf-button dropdown-item"
|
||||
title="Print to PDF"
|
||||
data-bs-placement="left" data-bs-toggle="tooltip"
|
||||
>
|
||||
|
||||
|
||||
<span class="btn__icon-container">
|
||||
<i class="fas fa-file-pdf"></i>
|
||||
</span>
|
||||
<span class="btn__text-container">.pdf</span>
|
||||
</button>
|
||||
</li>
|
||||
|
||||
</ul>
|
||||
</div>
|
||||
|
||||
|
||||
|
||||
|
||||
<button onclick="toggleFullScreen()"
|
||||
class="btn btn-sm btn-fullscreen-button"
|
||||
title="Fullscreen mode"
|
||||
data-bs-placement="bottom" data-bs-toggle="tooltip"
|
||||
>
|
||||
|
||||
|
||||
<span class="btn__icon-container">
|
||||
<i class="fas fa-expand"></i>
|
||||
</span>
|
||||
|
||||
</button>
|
||||
|
||||
|
||||
<script>
|
||||
document.write(`
|
||||
<button class="btn btn-sm navbar-btn theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
|
||||
<span class="theme-switch nav-link" data-mode="light"><i class="fa-solid fa-sun fa-lg"></i></span>
|
||||
<span class="theme-switch nav-link" data-mode="dark"><i class="fa-solid fa-moon fa-lg"></i></span>
|
||||
<span class="theme-switch nav-link" data-mode="auto"><i class="fa-solid fa-circle-half-stroke fa-lg"></i></span>
|
||||
</button>
|
||||
`);
|
||||
</script>
|
||||
|
||||
<script>
|
||||
document.write(`
|
||||
<button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
|
||||
<i class="fa-solid fa-magnifying-glass fa-lg"></i>
|
||||
</button>
|
||||
`);
|
||||
</script>
|
||||
<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
|
||||
<span class="fa-solid fa-list"></span>
|
||||
</label>
|
||||
</div></div>
|
||||
|
||||
</div>
|
||||
|
||||
</div>
|
||||
</div>
|
||||
|
||||
|
||||
|
||||
<div id="jb-print-docs-body" class="onlyprint">
|
||||
<h1>Exercises week 38</h1>
|
||||
<!-- Table of contents -->
|
||||
<div id="print-main-content">
|
||||
<div id="jb-print-toc">
|
||||
|
||||
<main class="col py-md-3 pl-md-4 bd-content overflow-auto" role="main">
|
||||
|
||||
<div class="topbar container-xl fixed-top">
|
||||
<div class="topbar-contents row">
|
||||
<div class="col-12 col-md-3 bd-topbar-whitespace site-navigation show"></div>
|
||||
<div class="col pl-md-4 topbar-main">
|
||||
|
||||
<div>
|
||||
<h2> Contents </h2>
|
||||
<button id="navbar-toggler" class="navbar-toggler ml-0" type="button" data-toggle="collapse"
|
||||
data-toggle="tooltip" data-placement="bottom" data-target=".site-navigation" aria-controls="navbar-menu"
|
||||
aria-expanded="true" aria-label="Toggle navigation" aria-controls="site-navigation"
|
||||
title="Toggle navigation" data-toggle="tooltip" data-placement="left">
|
||||
<i class="fas fa-bars"></i>
|
||||
<i class="fas fa-arrow-left"></i>
|
||||
<i class="fas fa-arrow-up"></i>
|
||||
</button>
|
||||
|
||||
|
||||
<div class="dropdown-buttons-trigger">
|
||||
<button id="dropdown-buttons-trigger" class="btn btn-secondary topbarbtn" aria-label="Download this page"><i
|
||||
class="fas fa-download"></i></button>
|
||||
|
||||
<div class="dropdown-buttons">
|
||||
<!-- ipynb file if we had a myst markdown file -->
|
||||
|
||||
<!-- Download raw file -->
|
||||
<a class="dropdown-buttons" href="_sources/exercisesweek38.ipynb"><button type="button"
|
||||
class="btn btn-secondary topbarbtn" title="Download source file" data-toggle="tooltip"
|
||||
data-placement="left">.ipynb</button></a>
|
||||
<!-- Download PDF via print -->
|
||||
<button type="button" id="download-print" class="btn btn-secondary topbarbtn" title="Print to PDF"
|
||||
onclick="printPdf(this)" data-toggle="tooltip" data-placement="left">.pdf</button>
|
||||
</div>
|
||||
</div>
|
||||
|
||||
<!-- Source interaction buttons -->
|
||||
|
||||
<!-- Full screen (wrap in <a> to have style consistency -->
|
||||
|
||||
<a class="full-screen-button"><button type="button" class="btn btn-secondary topbarbtn" data-toggle="tooltip"
|
||||
data-placement="bottom" onclick="toggleFullScreen()" aria-label="Fullscreen mode"
|
||||
title="Fullscreen mode"><i
|
||||
class="fas fa-expand"></i></button></a>
|
||||
|
||||
<!-- Launch buttons -->
|
||||
|
||||
</div>
|
||||
|
||||
<!-- Table of contents -->
|
||||
<div class="d-none d-md-block col-md-2 bd-toc show noprint">
|
||||
|
||||
<div class="tocsection onthispage pt-5 pb-3">
|
||||
<i class="fas fa-list"></i> Contents
|
||||
</div>
|
||||
<nav aria-label="Page">
|
||||
<nav id="bd-toc-nav" aria-label="Page">
|
||||
<ul class="visible nav section-nav flex-column">
|
||||
<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#overarching-aims-of-the-exercises-this-week">Overarching aims of the exercises this week</a></li>
|
||||
<li class="toc-h2 nav-item toc-entry">
|
||||
<a class="reference internal nav-link" href="#overarching-aims-of-the-exercises-this-week">
|
||||
Overarching aims of the exercises this week
|
||||
</a>
|
||||
</li>
|
||||
</ul>
|
||||
|
||||
</nav>
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
<div id="main-content" class="row">
|
||||
<div class="col-12 col-md-9 pl-md-3 pr-md-0">
|
||||
<!-- Table of contents that is only displayed when printing the page -->
|
||||
<div id="jb-print-docs-body" class="onlyprint">
|
||||
<h1>Exercises week 38</h1>
|
||||
<!-- Table of contents -->
|
||||
<div id="print-main-content">
|
||||
<div id="jb-print-toc">
|
||||
|
||||
<div>
|
||||
<h2> Contents </h2>
|
||||
</div>
|
||||
<nav aria-label="Page">
|
||||
<ul class="visible nav section-nav flex-column">
|
||||
<li class="toc-h2 nav-item toc-entry">
|
||||
<a class="reference internal nav-link" href="#overarching-aims-of-the-exercises-this-week">
|
||||
Overarching aims of the exercises this week
|
||||
</a>
|
||||
</li>
|
||||
</ul>
|
||||
|
||||
|
||||
</nav>
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
|
||||
<div>
|
||||
|
||||
<div id="searchbox"></div>
|
||||
<article class="bd-article" role="main">
|
||||
|
||||
<!-- HTML file automatically generated from DocOnce source (https://github.com/doconce/doconce/)
|
||||
doconce format html exercisesweek38.do.txt -->
|
||||
<!-- dom:TITLE: Exercises week 38 --><section class="tex2jax_ignore mathjax_ignore" id="exercises-week-38">
|
||||
<h1>Exercises week 38<a class="headerlink" href="#exercises-week-38" title="Permalink to this heading">#</a></h1>
|
||||
<!-- dom:TITLE: Exercises week 38 --><div class="tex2jax_ignore mathjax_ignore section" id="exercises-week-38">
|
||||
<h1>Exercises week 38<a class="headerlink" href="#exercises-week-38" title="Permalink to this headline">¶</a></h1>
|
||||
<p><strong>September 18-22, 2023</strong></p>
|
||||
<p>Date: <strong>Deadline is Sunday September 24 at midnight</strong></p>
|
||||
<section id="overarching-aims-of-the-exercises-this-week">
|
||||
<h2>Overarching aims of the exercises this week<a class="headerlink" href="#overarching-aims-of-the-exercises-this-week" title="Permalink to this heading">#</a></h2>
|
||||
<div class="section" id="overarching-aims-of-the-exercises-this-week">
|
||||
<h2>Overarching aims of the exercises this week<a class="headerlink" href="#overarching-aims-of-the-exercises-this-week" title="Permalink to this headline">¶</a></h2>
|
||||
<p>The aim of the exercises this week is to derive the equations for the bias-variance tradeoff to be used in project 1 as well as testing this for a simpler function using the bootstrap method. The exercises here can be reused in project 1 as well.</p>
|
||||
<p>Consider a
|
||||
dataset <span class="math notranslate nohighlight">\(\mathcal{L}\)</span> consisting of the data
|
||||
@@ -467,9 +489,9 @@ studying the MSE value as function of the complexity of your model. Use ordinary
|
||||
of your model complexity (the degree of the polynomial) and the number
|
||||
of data points, and possibly also your training and test data using the <strong>bootstrap</strong> resampling method.
|
||||
You can follow the code example in the jupyter-book at <a class="reference external" href="https://compphysics.github.io/MachineLearning/doc/LectureNotes/_build/html/chapter3.html#the-bias-variance-tradeoff">https://compphysics.github.io/MachineLearning/doc/LectureNotes/_build/html/chapter3.html#the-bias-variance-tradeoff</a>.</p>
|
||||
<p>See also the whiteboard notes from week 37 at <a class="github reference external" href="https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2023/NotesSep14.pdf">CompPhysics/MachineLearning</a></p>
|
||||
</section>
|
||||
</section>
|
||||
<p>See also the whiteboard notes from week 37 at <a class="reference external" href="https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2023/NotesSep14.pdf">https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2023/NotesSep14.pdf</a></p>
|
||||
</div>
|
||||
</div>
|
||||
|
||||
<script type="text/x-thebe-config">
|
||||
{
|
||||
@@ -483,7 +505,7 @@ You can follow the code example in the jupyter-book at <a class="reference exter
|
||||
mode: "python"
|
||||
},
|
||||
kernelOptions: {
|
||||
name: "python3",
|
||||
kernelName: "python3",
|
||||
path: "./."
|
||||
},
|
||||
predefinedOutput: true
|
||||
@@ -491,101 +513,44 @@ You can follow the code example in the jupyter-book at <a class="reference exter
|
||||
</script>
|
||||
<script>kernelName = 'python3'</script>
|
||||
|
||||
</article>
|
||||
</div>
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
<footer class="prev-next-footer">
|
||||
<!-- Previous / next buttons -->
|
||||
<div class="prev-next-area">
|
||||
<a class="left-prev"
|
||||
href="week37.html"
|
||||
title="previous page">
|
||||
<i class="fa-solid fa-angle-left"></i>
|
||||
<div class="prev-next-info">
|
||||
<p class="prev-next-subtitle">previous</p>
|
||||
<p class="prev-next-title">Week 37: Statistical interpretations and Resampling Methods</p>
|
||||
</div>
|
||||
|
||||
<!-- Previous / next buttons -->
|
||||
<div class='prev-next-area'>
|
||||
<a class='left-prev' id="prev-link" href="week37.html" title="previous page">
|
||||
<i class="fas fa-angle-left"></i>
|
||||
<div class="prev-next-info">
|
||||
<p class="prev-next-subtitle">previous</p>
|
||||
<p class="prev-next-title">Week 37: Statistical interpretations and Resampling Methods</p>
|
||||
</div>
|
||||
</a>
|
||||
<a class="right-next"
|
||||
href="week38.html"
|
||||
title="next page">
|
||||
<div class="prev-next-info">
|
||||
<a class='right-next' id="next-link" href="week38.html" title="next page">
|
||||
<div class="prev-next-info">
|
||||
<p class="prev-next-subtitle">next</p>
|
||||
<p class="prev-next-title">Week 38: Logistic Regression and Optimization</p>
|
||||
</div>
|
||||
<i class="fa-solid fa-angle-right"></i>
|
||||
</div>
|
||||
<i class="fas fa-angle-right"></i>
|
||||
</a>
|
||||
</div>
|
||||
</footer>
|
||||
|
||||
</div>
|
||||
|
||||
|
||||
|
||||
<div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
|
||||
|
||||
<div class="sidebar-secondary-item">
|
||||
<div class="page-toc tocsection onthispage">
|
||||
<i class="fa-solid fa-list"></i> Contents
|
||||
</div>
|
||||
<nav class="bd-toc-nav page-toc">
|
||||
<ul class="visible nav section-nav flex-column">
|
||||
<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#overarching-aims-of-the-exercises-this-week">Overarching aims of the exercises this week</a></li>
|
||||
</ul>
|
||||
</nav></div>
|
||||
|
||||
</div></div>
|
||||
|
||||
|
||||
</div>
|
||||
<footer class="bd-footer-content">
|
||||
|
||||
<div class="bd-footer-content__inner container">
|
||||
|
||||
<div class="footer-item">
|
||||
|
||||
<p class="component-author">
|
||||
By Morten Hjorth-Jensen
|
||||
</p>
|
||||
|
||||
</div>
|
||||
|
||||
<div class="footer-item">
|
||||
|
||||
<p class="copyright">
|
||||
|
||||
© Copyright 2022.
|
||||
<br/>
|
||||
|
||||
</p>
|
||||
|
||||
</div>
|
||||
|
||||
<div class="footer-item">
|
||||
|
||||
</div>
|
||||
|
||||
<div class="footer-item">
|
||||
|
||||
</div>
|
||||
|
||||
</div>
|
||||
</footer>
|
||||
|
||||
|
||||
</main>
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
|
||||
<!-- Scripts loaded after <body> so the DOM is not blocked -->
|
||||
<script src="_static/scripts/bootstrap.js?digest=ac02cc09edc035673794"></script>
|
||||
<script src="_static/scripts/pydata-sphinx-theme.js?digest=ac02cc09edc035673794"></script>
|
||||
<footer class="footer">
|
||||
<p>
|
||||
|
||||
By Morten Hjorth-Jensen<br/>
|
||||
|
||||
© Copyright 2021.<br/>
|
||||
</p>
|
||||
</footer>
|
||||
</main>
|
||||
|
||||
|
||||
</div>
|
||||
</div>
|
||||
|
||||
<script src="_static/js/index.be7d3bbb2ef33a8344ce.js"></script>
|
||||
|
||||
<footer class="bd-footer">
|
||||
</footer>
|
||||
</body>
|
||||
</html>
|
||||
Reference in New Issue
Block a user