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Morten Hjorth-Jensen
2022-08-23 11:19:05 +02:00
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<meta name="viewport" content="width=device-width, initial-scale=1.0" />
<title>Teaching schedule with links to material &#8212; Applied Data Analysis and Machine Learning</title>
<link href="_static/css/theme.css" rel="stylesheet" />
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<link rel="stylesheet" type="text/css" href="_static/panels-main.c949a650a448cc0ae9fd3441c0e17fb0.css" />
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<link rel="index" title="Index" href="genindex.html" />
<link rel="search" title="Search" href="search.html" />
<link rel="next" title="Teachers and Grading" href="teachers.html" />
<link rel="prev" title="Applied Data Analysis and Machine Learning, FYS-STK3155/4155 at the University of Oslo, Norway" href="intro.html" />
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@@ -89,11 +91,11 @@
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="intro.html">
Applied Data Analysis and Machine Learning, FYS-STK3155/4155 at the University of Oslo, Norway
Applied Data Analysis and Machine Learning
</a>
</li>
</ul>
<p class="caption" role="heading">
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
About the course
</span>
@@ -115,7 +117,7 @@
</a>
</li>
</ul>
<p class="caption" role="heading">
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Review of Statistics with Resampling Techniques and Linear Algebra
</span>
@@ -132,7 +134,7 @@
</a>
</li>
</ul>
<p class="caption" role="heading">
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
From Regression to Support Vector Machines
</span>
@@ -169,7 +171,7 @@
</a>
</li>
</ul>
<p class="caption" role="heading">
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Decision Trees, Ensemble Methods and Boosting
</span>
@@ -186,7 +188,7 @@
</a>
</li>
</ul>
<p class="caption" role="heading">
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Dimensionality Reduction
</span>
@@ -197,8 +199,13 @@
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 class="caption" role="heading">
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Deep Learning Methods
</span>
@@ -206,17 +213,27 @@
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="chapter9.html">
12. Neural networks
13. Neural networks
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="chapter10.html">
13. Building a Feed Forward Neural Network
14. Building a Feed Forward Neural Network
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="chapter11.html">
14. Solving Differential Equations with Deep Learning
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>
@@ -265,7 +282,7 @@
data-placement="left">.md</button></a>
<!-- Download PDF via print -->
<button type="button" id="download-print" class="btn btn-secondary topbarbtn" title="Print to PDF"
onClick="window.print()" data-toggle="tooltip" data-placement="left">.pdf</button>
onclick="printPdf(this)" data-toggle="tooltip" data-placement="left">.pdf</button>
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</div>
<!-- Table of contents -->
<div class="d-none d-md-block col-md-2 bd-toc show">
<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
@@ -296,73 +313,73 @@
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#week-34-august-23-27">
Week 34 August 23-27
<a class="reference internal nav-link" href="#week-34-august-22-26">
Week 34 August 22-26
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#week-35-august-30-september-3">
Week 35 August 30-September 3
<a class="reference internal nav-link" href="#week-35-august-29-september-2">
Week 35 August 29-September 2
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#week-36-september-6-10">
Week 36 September 6-10
<a class="reference internal nav-link" href="#week-36-september-5-9">
Week 36 September 5-9
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#week-37-september-13-17">
Week 37 September 13-17
<a class="reference internal nav-link" href="#week-37-september-12-16">
Week 37 September 12-16
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#week-38-september-20-24">
Week 38 September 20-24
<a class="reference internal nav-link" href="#week-38-september-19-23">
Week 38 September 19-23
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#week-39-september-27-october-1">
Week 39 September 27- October 1
<a class="reference internal nav-link" href="#week-39-september-26-30">
Week 39 September 26-30
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#week-40-october-4-8">
Week 40 October 4-8
<a class="reference internal nav-link" href="#week-40-october-3-7">
Week 40 October 3-7
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#week-41-october-11-15">
Week 41 October 11-15
<a class="reference internal nav-link" href="#week-41-october-10-14">
Week 41 October 10-14
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#week-42-october-18-22">
Week 42 October 18-22
<a class="reference internal nav-link" href="#week-42-october-17-21">
Week 42 October 17-21
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#week-43-october-25-29">
Week 43 October 25-29
<a class="reference internal nav-link" href="#week-43-october-24-28">
Week 43 October 24-28
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#week-44-november-1-5">
Week 44 November 1-5
<a class="reference internal nav-link" href="#week-44-october-31-november-4">
Week 44 October 31-November 4
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#week-45-november-8-12">
Week 45 November 8-12
<a class="reference internal nav-link" href="#week-45-november-7-11">
Week 45 November 7-11
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#week-46-november-15-19">
Week 46 November 15-19
<a class="reference internal nav-link" href="#week-46-november-14-18">
Week 46 November 14-18
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#week-47-november-22-26">
Week 47 November 22-26
<a class="reference internal nav-link" href="#week-47-november-21-25">
Week 47 November 21-25
</a>
</li>
</ul>
@@ -375,7 +392,102 @@
</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>Teaching schedule with links to material</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="#weekly-schedule">
Weekly Schedule
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#week-34-august-22-26">
Week 34 August 22-26
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#week-35-august-29-september-2">
Week 35 August 29-September 2
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#week-36-september-5-9">
Week 36 September 5-9
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#week-37-september-12-16">
Week 37 September 12-16
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#week-38-september-19-23">
Week 38 September 19-23
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#week-39-september-26-30">
Week 39 September 26-30
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#week-40-october-3-7">
Week 40 October 3-7
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#week-41-october-10-14">
Week 41 October 10-14
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#week-42-october-17-21">
Week 42 October 17-21
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#week-43-october-24-28">
Week 43 October 24-28
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#week-44-october-31-november-4">
Week 44 October 31-November 4
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#week-45-november-7-11">
Week 45 November 7-11
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#week-46-november-14-18">
Week 46 November 14-18
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#week-47-november-21-25">
Week 47 November 21-25
</a>
</li>
</ul>
</li>
</ul>
</nav>
</div>
</div>
</div>
<div>
<div class="tex2jax_ignore mathjax_ignore section" id="teaching-schedule-with-links-to-material">
@@ -384,11 +496,11 @@
<ol class="simple">
<li><p>Four lectures per week, Fall semester, 10 ECTS. The lectures are in person but will be recorded and linked to this site and the official University of Oslo website for the course;</p></li>
<li><p>Two hours of laboratory sessions for work on computational projects and exercises for each group. There will also be fully digital laboratory sessions for those who cannot attend;</p></li>
<li><p>Three projects which are graded and count 1/3 each of the final grade. The deadlines for the projects are October 11 for project 1, November 15 for project 2 and December 13 for project 3.</p></li>
<li><p>Three projects which are graded and count 1/3 each of the final grade. The deadlines for the projects are October 7 for project 1, November 11 for project 2 and December 9 for project 3.</p></li>
<li><p>A selected number of weekly assignments;</p></li>
<li><p>The course is part of the CS Master of Science program, but is open to other bachelor and Master of Science students at the University of Oslo;</p></li>
<li><p>The course is offered as a FYS-MAT4155 (Master of Science level) and a FYS-MAT3155 (senior undergraduate) course;</p></li>
<li><p>Videos of teaching material are available via the links at <a class="reference external" href="https://compphysics.github.io/MachineLearning/doc/web/course.html">https://compphysics.github.io/MachineLearning/doc/web/course.html</a></p></li>
<li><p>The course is offered as a FYS-STK4155 (Master of Science level) and a FYS-STK3155 (senior undergraduate) course;</p></li>
<li><p>Videos of teaching material are available via the links at <a class="reference external" href="https://compphysics.github.io/MachineLearning/doc/web/course.html">https://compphysics.github.io/MachineLearning/doc/web/course.html</a>;</p></li>
<li><p>Weekly emails with summary of activities will be mailed to all participants;</p></li>
</ol>
<div class="section" id="weekly-schedule">
@@ -400,14 +512,14 @@
<li><p>HTF: Hastie, Tibshirani, and Friedman, The Elements of Statistical Learning</p></li>
<li><p>AG: Aurelien Geron, Hands‑On Machine Learning with Scikit‑Learn and TensorFlow</p></li>
</ul>
<div class="section" id="week-34-august-23-27">
<h3>Week 34 August 23-27<a class="headerlink" href="#week-34-august-23-27" title="Permalink to this headline"></a></h3>
<div class="section" id="week-34-august-22-26">
<h3>Week 34 August 22-26<a class="headerlink" href="#week-34-august-22-26" title="Permalink to this headline"></a></h3>
<ul class="simple">
<li><p>Lab Wednesday: Introduction to software and repetition of Python Programming</p></li>
<li><p>Lecture Thursday: Introduction to the course, what is Machine Learning and introduction to Linear Regression.</p></li>
<li><p>Video of Lecture August 26, 2021 at <a class="reference external" href="https://www.uio.no/studier/emner/matnat/fys/FYS-STK4155/h21/forelesningsvideoer/LectureThursdayAugust26.mp4?vrtx=view-as-webpage">https://www.uio.no/studier/emner/matnat/fys/FYS-STK4155/h21/forelesningsvideoer/LectureThursdayAugust26.mp4?vrtx=view-as-webpage</a></p></li>
<li><p>Video of Lecture August 25, 2022 at</p></li>
<li><p>Lecture Friday: Basics of Linear Regression</p></li>
<li><p>Video of Lecture August 27, 2021 at <a class="reference external" href="https://www.uio.no/studier/emner/matnat/fys/FYS-STK4155/h21/forelesningsvideoer/LectureThursdayAugust27.mp4?vrtx=view-as-webpage">https://www.uio.no/studier/emner/matnat/fys/FYS-STK4155/h21/forelesningsvideoer/LectureThursdayAugust27.mp4?vrtx=view-as-webpage</a></p></li>
<li><p>Video of Lecture August 26, 2022 at</p></li>
<li><p>Reading recommendations:</p>
<ul>
<li><p>Refresh linear algebra, GBC chapters 1 and 2.</p></li>
@@ -418,14 +530,14 @@
</li>
</ul>
</div>
<div class="section" id="week-35-august-30-september-3">
<h3>Week 35 August 30-September 3<a class="headerlink" href="#week-35-august-30-september-3" title="Permalink to this headline"></a></h3>
<div class="section" id="week-35-august-29-september-2">
<h3>Week 35 August 29-September 2<a class="headerlink" href="#week-35-august-29-september-2" title="Permalink to this headline"></a></h3>
<ul class="simple">
<li><p>Lab Wednesday: Work on exercises 1-3 for week 35</p></li>
<li><p>Thursday: Review of ordinary Least Squares with applications and discussion of Ridge Regression and Singular Value Decomposition</p></li>
<li><p>Video of lecture Thursday at <a class="reference external" href="https://www.uio.no/studier/emner/matnat/fys/FYS-STK3155/h21/forelesningsvideoer/LectureSeptember2.mp4?vrtx=view-as-webpage">https://www.uio.no/studier/emner/matnat/fys/FYS-STK3155/h21/forelesningsvideoer/LectureSeptember2.mp4?vrtx=view-as-webpage</a>.</p></li>
<li><p>Video of lecture Thursday at</p></li>
<li><p>Friday: Analysis of Ridge and Lasso Regression and links with Singular Value Decomposition</p></li>
<li><p>Video of lecture Friday at <a class="reference external" href="https://www.uio.no/studier/emner/matnat/fys/FYS-STK3155/h21/forelesningsvideoer/LectureSeptember3.mp4?vrtx=view-as-webpage">https://www.uio.no/studier/emner/matnat/fys/FYS-STK3155/h21/forelesningsvideoer/LectureSeptember3.mp4?vrtx=view-as-webpage</a></p></li>
<li><p>Video of lecture Friday at</p></li>
<li><p>Reading recommendations:</p>
<ul>
<li><p>See lecture notes for week 35 at <a class="reference external" href="https://compphysics.github.io/MachineLearning/doc/web/course.html">https://compphysics.github.io/MachineLearning/doc/web/course.html</a>.</p></li>
@@ -435,14 +547,14 @@
</li>
</ul>
</div>
<div class="section" id="week-36-september-6-10">
<h3>Week 36 September 6-10<a class="headerlink" href="#week-36-september-6-10" title="Permalink to this headline"></a></h3>
<div class="section" id="week-36-september-5-9">
<h3>Week 36 September 5-9<a class="headerlink" href="#week-36-september-5-9" title="Permalink to this headline"></a></h3>
<ul class="simple">
<li><p>Lab Wednesday: Exercises 1 and 2 from week 36</p></li>
<li><p>Lecture Thursday: Summary from last week on SVD, Statistics, probability theory and linear regression</p></li>
<li><p>Video of Lecture <a class="reference external" href="https://www.uio.no/studier/emner/matnat/fys/FYS-STK3155/h21/forelesningsvideoer/LectureSeptember9.mp4?vrtx=view-as-webpage">https://www.uio.no/studier/emner/matnat/fys/FYS-STK3155/h21/forelesningsvideoer/LectureSeptember9.mp4?vrtx=view-as-webpage</a></p></li>
<li><p>Video of Lecture</p></li>
<li><p>Friday: Linear Regression and links with Statistics, Resampling methods and presentation of first project.</p></li>
<li><p>Video of Lecture at <a class="reference external" href="https://www.uio.no/studier/emner/matnat/fys/FYS-STK4155/h21/forelesningsvideoer/LectureSeptember10.mp4?vrtx=view-as-webpage">https://www.uio.no/studier/emner/matnat/fys/FYS-STK4155/h21/forelesningsvideoer/LectureSeptember10.mp4?vrtx=view-as-webpage</a></p></li>
<li><p>Video of Lecture</p></li>
<li><p>Reading recommendations:</p>
<ul>
<li><p>Lectures on Regression for week 36 at <a class="reference external" href="https://compphysics.github.io/MachineLearning/doc/web/course.html">https://compphysics.github.io/MachineLearning/doc/web/course.html</a>.</p></li>
@@ -452,23 +564,22 @@
</li>
</ul>
</div>
<div class="section" id="week-37-september-13-17">
<h3>Week 37 September 13-17<a class="headerlink" href="#week-37-september-13-17" title="Permalink to this headline"></a></h3>
<div class="section" id="week-37-september-12-16">
<h3>Week 37 September 12-16<a class="headerlink" href="#week-37-september-12-16" title="Permalink to this headline"></a></h3>
<ul class="simple">
<li><p>Lab Wednesday: Work on Project 1</p></li>
<li><p>Lecture Thursday: Resampling methods, cross-validation and Bootstrap</p>
<ul>
<li><p>Thursday September 16: Summary of Ridge and Lasso with examples and start resampling techniques</p>
<li><p>Thursday September: Summary of Ridge and Lasso with examples and start resampling techniques</p>
<ul>
<li><p>Video of Lecture, first part at <a class="reference external" href="https://www.uio.no/studier/emner/matnat/fys/FYS-STK3155/h21/forelesningsvideoer/LectureSeptember16Firstpart.mp4?vrtx=view-as-webpage">https://www.uio.no/studier/emner/matnat/fys/FYS-STK3155/h21/forelesningsvideoer/LectureSeptember16Firstpart.mp4?vrtx=view-as-webpage</a>”</p></li>
<li><p>Video of Lecture, second part at <a class="reference external" href="https://www.uio.no/studier/emner/matnat/fys/FYS-STK3155/h21/forelesningsvideoer/LectureSeptember16SecondPart.mp4?vrtx=view-as-webpage">https://www.uio.no/studier/emner/matnat/fys/FYS-STK3155/h21/forelesningsvideoer/LectureSeptember16SecondPart.mp4?vrtx=view-as-webpage</a></p></li>
<li><p>Video of Lecture</p></li>
</ul>
</li>
</ul>
</li>
<li><p>Lecture Friday: More on Resampling methods and summary of linear regression</p>
<ul>
<li><p>Video of Lecture at <a class="reference external" href="https://www.uio.no/studier/emner/matnat/fys/FYS-STK3155/h21/forelesningsvideoer/LectureSeptember17.mp4?vrtx=view-as-webpage">https://www.uio.no/studier/emner/matnat/fys/FYS-STK3155/h21/forelesningsvideoer/LectureSeptember17.mp4?vrtx=view-as-webpage</a></p></li>
<li><p>Video of Lecture</p></li>
</ul>
</li>
<li><p>Reading recommendations:</p>
@@ -481,18 +592,18 @@
</li>
</ul>
</div>
<div class="section" id="week-38-september-20-24">
<h3>Week 38 September 20-24<a class="headerlink" href="#week-38-september-20-24" title="Permalink to this headline"></a></h3>
<div class="section" id="week-38-september-19-23">
<h3>Week 38 September 19-23<a class="headerlink" href="#week-38-september-19-23" title="Permalink to this headline"></a></h3>
<ul class="simple">
<li><p>Lab Wednesday: Work on Project 1</p></li>
<li><p>Lecture Thursday: Classification problems and Logistic Regression, from binary cases to several categories</p>
<ul>
<li><p>Video of Lecture at <a class="reference external" href="https://www.uio.no/studier/emner/matnat/fys/FYS-STK4155/h21/forelesningsvideoer/LectureSeptember23.mp4?vrtx=view-as-webpage">https://www.uio.no/studier/emner/matnat/fys/FYS-STK4155/h21/forelesningsvideoer/LectureSeptember23.mp4?vrtx=view-as-webpage</a></p></li>
<li><p>Video of Lecture at</p></li>
</ul>
</li>
<li><p>Lecture Friday: Logistic Regression and gradient optimization</p>
<ul>
<li><p>Video of Lecture at <a class="reference external" href="https://www.uio.no/studier/emner/matnat/fys/FYS-STK3155/h21/forelesningsvideoer/LectureSeptember24.mp4?vrtx=view-as-webpage">https://www.uio.no/studier/emner/matnat/fys/FYS-STK3155/h21/forelesningsvideoer/LectureSeptember24.mp4?vrtx=view-as-webpage</a></p></li>
<li><p>Video of Lecture at</p></li>
</ul>
</li>
<li><p>Reading recommendations:</p>
@@ -505,18 +616,18 @@
</li>
</ul>
</div>
<div class="section" id="week-39-september-27-october-1">
<h3>Week 39 September 27- October 1<a class="headerlink" href="#week-39-september-27-october-1" title="Permalink to this headline"></a></h3>
<div class="section" id="week-39-september-26-30">
<h3>Week 39 September 26-30<a class="headerlink" href="#week-39-september-26-30" title="Permalink to this headline"></a></h3>
<ul class="simple">
<li><p>Lab Wednesday: Work on Project 1</p></li>
<li><p>Lecture Thursday: Gradient Optimization methods</p>
<ul>
<li><p>Video of Lecture at <a class="reference external" href="https://www.uio.no/studier/emner/matnat/fys/FYS-STK3155/h21/forelesningsvideoer/LectureSeptember30.mp4?vrtx=view-as-webpage">https://www.uio.no/studier/emner/matnat/fys/FYS-STK3155/h21/forelesningsvideoer/LectureSeptember30.mp4?vrtx=view-as-webpage</a></p></li>
<li><p>Video of Lecture at</p></li>
</ul>
</li>
<li><p>Lecture Friday: Gradient methods</p>
<ul>
<li><p>Video of Lecture at <a class="reference external" href="https://www.uio.no/studier/emner/matnat/fys/FYS-STK3155/h21/forelesningsvideoer/LectureOctober1.mp4?vrtx=view-as-webpage">https://www.uio.no/studier/emner/matnat/fys/FYS-STK3155/h21/forelesningsvideoer/LectureOctober1.mp4?vrtx=view-as-webpage</a></p></li>
<li><p>Video of Lecture at</p></li>
</ul>
</li>
<li><p>Reading recommendations:</p>
@@ -527,18 +638,18 @@
</li>
</ul>
</div>
<div class="section" id="week-40-october-4-8">
<h3>Week 40 October 4-8<a class="headerlink" href="#week-40-october-4-8" title="Permalink to this headline"></a></h3>
<div class="section" id="week-40-october-3-7">
<h3>Week 40 October 3-7<a class="headerlink" href="#week-40-october-3-7" title="Permalink to this headline"></a></h3>
<ul class="simple">
<li><p>Lab Wednesday: Wrap up project 1</p></li>
<li><p>Lecture Thursday: Stochastic gradient descent, automatic differentiation and start discussion of feed-forward Neural Network code for regression and classification</p>
<ul>
<li><p>Video of Lecture at <a class="reference external" href="https://www.uio.no/studier/emner/matnat/fys/FYS-STK3155/h21/forelesningsvideoer/LectureOctober7.mp4?vrtx=view-as-webpage">https://www.uio.no/studier/emner/matnat/fys/FYS-STK3155/h21/forelesningsvideoer/LectureOctober7.mp4?vrtx=view-as-webpage</a></p></li>
<li><p>Video of Lecture at</p></li>
</ul>
</li>
<li><p>Lecture Friday: Deep Learning and Neural Networks: the back propagation algorithm</p>
<ul>
<li><p>Video of Lecture at <a class="reference external" href="https://www.uio.no/studier/emner/matnat/fys/FYS-STK3155/h21/forelesningsvideoer/LectureOctober8.mp4?vrtx=view-as-webpage">https://www.uio.no/studier/emner/matnat/fys/FYS-STK3155/h21/forelesningsvideoer/LectureOctober8.mp4?vrtx=view-as-webpage</a></p></li>
<li><p>Video of Lecture at</p></li>
</ul>
</li>
<li><p>Reading recommendations:</p>
@@ -550,8 +661,8 @@
</li>
</ul>
</div>
<div class="section" id="week-41-october-11-15">
<h3>Week 41 October 11-15<a class="headerlink" href="#week-41-october-11-15" title="Permalink to this headline"></a></h3>
<div class="section" id="week-41-october-10-14">
<h3>Week 41 October 10-14<a class="headerlink" href="#week-41-october-10-14" title="Permalink to this headline"></a></h3>
<ul class="simple">
<li><p>Lab Wednesday: Work on project 2</p></li>
<li><p>Lecture Thursday: Deep learning and Neural Networks, developing a code for Neural Networks</p>
@@ -572,18 +683,18 @@
</li>
</ul>
</div>
<div class="section" id="week-42-october-18-22">
<h3>Week 42 October 18-22<a class="headerlink" href="#week-42-october-18-22" title="Permalink to this headline"></a></h3>
<div class="section" id="week-42-october-17-21">
<h3>Week 42 October 17-21<a class="headerlink" href="#week-42-october-17-21" title="Permalink to this headline"></a></h3>
<ul class="simple">
<li><p>Lab Wednesday: Work on project 2</p></li>
<li><p>Lecture Thursday: Solving differential equations with neural networks and start Convolutional Neural Networks and classification problems</p>
<ul>
<li><p>Video of Lecture at <a class="reference external" href="https://www.uio.no/studier/emner/matnat/fys/FYS-STK3155/h21/forelesningsvideoer/LectureOctober21.mp4?vrtx=view-as-webpage">https://www.uio.no/studier/emner/matnat/fys/FYS-STK3155/h21/forelesningsvideoer/LectureOctober21.mp4?vrtx=view-as-webpage</a></p></li>
<li><p>Video of Lecture at</p></li>
</ul>
</li>
<li><p>Lecture Friday: Convolutional Neural Networks and classification problems</p>
<ul>
<li><p>Video of Lecture at <a class="reference external" href="https://www.uio.no/studier/emner/matnat/fys/FYS-STK4155/h21/forelesningsvideoer/LectureOctober22.mp4?vrtx=view-as-webpage">https://www.uio.no/studier/emner/matnat/fys/FYS-STK4155/h21/forelesningsvideoer/LectureOctober22.mp4?vrtx=view-as-webpage</a></p></li>
<li><p>Video of Lecture at</p></li>
</ul>
</li>
<li><p>Reading recommendations:</p>
@@ -594,18 +705,18 @@
</li>
</ul>
</div>
<div class="section" id="week-43-october-25-29">
<h3>Week 43 October 25-29<a class="headerlink" href="#week-43-october-25-29" title="Permalink to this headline"></a></h3>
<div class="section" id="week-43-october-24-28">
<h3>Week 43 October 24-28<a class="headerlink" href="#week-43-october-24-28" title="Permalink to this headline"></a></h3>
<ul class="simple">
<li><p>Lab Wednesday: Work on project 2</p></li>
<li><p>Lecture Thursday: Recurrent Neural Networks</p>
<ul>
<li><p>Video of Lecture at <a class="reference external" href="https://www.uio.no/studier/emner/matnat/fys/FYS-STK3155/h21/forelesningsvideoer/LectureOctober28.mp4?vrtx=view-as-webpage">https://www.uio.no/studier/emner/matnat/fys/FYS-STK3155/h21/forelesningsvideoer/LectureOctober28.mp4?vrtx=view-as-webpage</a></p></li>
<li><p>Video of Lecture at</p></li>
</ul>
</li>
<li><p>Lecture Friday: Recurrent Neural Networks and time series and principal component analysis (PCA)</p>
<ul>
<li><p>Video of Lecture at <a class="reference external" href="https://www.uio.no/studier/emner/matnat/fys/FYS-STK3155/h21/forelesningsvideoer/LectureOctober29.mp4?vrtx=view-as-webpage">https://www.uio.no/studier/emner/matnat/fys/FYS-STK3155/h21/forelesningsvideoer/LectureOctober29.mp4?vrtx=view-as-webpage</a></p></li>
<li><p>Video of Lecture at</p></li>
</ul>
</li>
<li><p>Reading recommendations:</p>
@@ -617,18 +728,18 @@
</li>
</ul>
</div>
<div class="section" id="week-44-november-1-5">
<h3>Week 44 November 1-5<a class="headerlink" href="#week-44-november-1-5" title="Permalink to this headline"></a></h3>
<div class="section" id="week-44-october-31-november-4">
<h3>Week 44 October 31-November 4<a class="headerlink" href="#week-44-october-31-november-4" title="Permalink to this headline"></a></h3>
<ul class="simple">
<li><p>Lab Wednesday: Work on project 2</p></li>
<li><p>Lecture Thursday: Summary on PCA and discussion of Clustering for unsupervised learning. Decision trees, classification and regression</p>
<ul>
<li><p>Video of Lecture at <a class="reference external" href="https://www.uio.no/studier/emner/matnat/fys/FYS-STK3155/h21/forelesningsvideoer/LectureNovember4.mp4?vrtx=view-as-webpage">https://www.uio.no/studier/emner/matnat/fys/FYS-STK3155/h21/forelesningsvideoer/LectureNovember4.mp4?vrtx=view-as-webpage</a></p></li>
<li><p>Video of Lecture at</p></li>
</ul>
</li>
<li><p>Lecture Friday: Decision trees, basic algorithms</p>
<ul>
<li><p>Video of Lecture at <a class="reference external" href="https://www.uio.no/studier/emner/matnat/fys/FYS-STK3155/h21/forelesningsvideoer/LectureNovember5.mp4?vrtx=view-as-webpage">https://www.uio.no/studier/emner/matnat/fys/FYS-STK3155/h21/forelesningsvideoer/LectureNovember5.mp4?vrtx=view-as-webpage</a></p></li>
<li><p>Video of Lecture at</p></li>
</ul>
</li>
<li><p>Reading recommendations:</p>
@@ -639,18 +750,18 @@
</li>
</ul>
</div>
<div class="section" id="week-45-november-8-12">
<h3>Week 45 November 8-12<a class="headerlink" href="#week-45-november-8-12" title="Permalink to this headline"></a></h3>
<div class="section" id="week-45-november-7-11">
<h3>Week 45 November 7-11<a class="headerlink" href="#week-45-november-7-11" title="Permalink to this headline"></a></h3>
<ul class="simple">
<li><p>Lab Wednesday: Work on project 2, project 3 available. Deadline project 2 is November 15.</p></li>
<li><p>Lab Wednesday: Work on project 2, project 3 available.</p></li>
<li><p>Lecture Thursday: Ensemble methods, bagging and random forests</p>
<ul>
<li><p>Video of Lecture at <a class="reference external" href="https://www.uio.no/studier/emner/matnat/fys/FYS-STK3155/h21/forelesningsvideoer/LectureNovember11.mp4?vrtx=view-as-webpage">https://www.uio.no/studier/emner/matnat/fys/FYS-STK3155/h21/forelesningsvideoer/LectureNovember11.mp4?vrtx=view-as-webpage</a></p></li>
<li><p>Video of Lecture at</p></li>
</ul>
</li>
<li><p>Lecture Friday: Boosting and gradient boosting</p>
<ul>
<li><p>Video of Lecture at <a class="reference external" href="https://www.uio.no/studier/emner/matnat/fys/FYS-STK3155/h21/forelesningsvideoer/LectureNovember12.mp4?vrtx=view-as-webpage">https://www.uio.no/studier/emner/matnat/fys/FYS-STK3155/h21/forelesningsvideoer/LectureNovember12.mp4?vrtx=view-as-webpage</a></p></li>
<li><p>Video of Lecture at</p></li>
</ul>
</li>
<li><p>Reading recommendations:</p>
@@ -661,14 +772,14 @@
</li>
</ul>
</div>
<div class="section" id="week-46-november-15-19">
<h3>Week 46 November 15-19<a class="headerlink" href="#week-46-november-15-19" title="Permalink to this headline"></a></h3>
<div class="section" id="week-46-november-14-18">
<h3>Week 46 November 14-18<a class="headerlink" href="#week-46-november-14-18" title="Permalink to this headline"></a></h3>
<ul class="simple">
<li><p>Lab Wednesday: Work on project 3</p></li>
<li><p>Lecture Thursday: Support Vector machines</p></li>
<li><p>Lecture Friday: Workshop on project 3</p>
<ul>
<li><p>Video of Lecture at <a class="reference external" href="https://www.uio.no/studier/emner/matnat/fys/FYS-STK4155/h21/forelesningsvideoer/LectureNovember19.mp4?vrtx=view-as-webpage">https://www.uio.no/studier/emner/matnat/fys/FYS-STK4155/h21/forelesningsvideoer/LectureNovember19.mp4?vrtx=view-as-webpage</a></p></li>
<li><p>Video of Lecture at</p></li>
</ul>
</li>
<li><p>Reading recommendations:</p>
@@ -679,18 +790,18 @@
</li>
</ul>
</div>
<div class="section" id="week-47-november-22-26">
<h3>Week 47 November 22-26<a class="headerlink" href="#week-47-november-22-26" title="Permalink to this headline"></a></h3>
<div class="section" id="week-47-november-21-25">
<h3>Week 47 November 21-25<a class="headerlink" href="#week-47-november-21-25" title="Permalink to this headline"></a></h3>
<ul class="simple">
<li><p>Lab Wednesday: Work on project 3</p></li>
<li><p>Lecture Thursday: Support Vector Machines</p>
<ul>
<li><p>Video of Lecture at <a class="reference external" href="https://www.uio.no/studier/emner/matnat/fys/FYS-STK4155/h21/forelesningsvideoer/LectureNovember25.mp4?vrtx=view-as-webpage">https://www.uio.no/studier/emner/matnat/fys/FYS-STK4155/h21/forelesningsvideoer/LectureNovember25.mp4?vrtx=view-as-webpage</a></p></li>
<li><p>Video of Lecture</p></li>
</ul>
</li>
<li><p>Lecture Friday: Support Vector Machines and Summary of course</p>
<ul>
<li><p>Video of Lecture at <a class="reference external" href="https://www.uio.no/studier/emner/matnat/fys/FYS-STK3155/h21/forelesningsvideoer/LectureNovember26.mp4?vrtx=view-as-webpage">https://www.uio.no/studier/emner/matnat/fys/FYS-STK3155/h21/forelesningsvideoer/LectureNovember26.mp4?vrtx=view-as-webpage</a></p></li>
<li><p>Video of Lecture</p></li>
</ul>
</li>
<li><p>Reading recommendations:</p>
@@ -728,54 +839,42 @@
</div>
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