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Morten Hjorth-Jensen
2024-08-18 22:06:49 +02:00
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Week 35: From Ordinary Linear Regression to Ridge and Lasso Regression
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<a class="reference internal" href="exercisesweek36.html">
Exercises week 36
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<a class="reference internal" href="week36.html">
Week 36: Statistical interpretation of Linear Regression and Resampling techniques
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<li class="toctree-l1">
<a class="reference internal" href="exercisesweek37.html">
Exercises week 37
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<li class="toctree-l1">
<a class="reference internal" href="week37.html">
Week 37: Statistical interpretations and Resampling Methods
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<li class="toctree-l1">
<a class="reference internal" href="exercisesweek38.html">
Exercises week 38
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Week 38: Logistic Regression and Optimization
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<a class="reference internal" href="exercisesweek39.html">
Exercises week 39
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Week 39: Optimization and Gradient Methods
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Week 40: Gradient descent methods (continued) and start Neural networks
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Exercises week 41
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Week 41 Neural networks and constructing a neural network code
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Exercises week 42
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Week 42 Constructing a Neural Network code with introduction to Tensor flow
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<li class="toctree-l1">
<a class="reference internal" href="exercisesweek43.html">
Exercises weeks 43 and 44
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Week 43: Deep Learning: Constructing a Neural Network code and solving differential equations
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<a class="reference internal" href="week44.html">
Week 44, Convolutional Neural Networks (CNN)
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<a class="reference internal" href="week45.html">
Week 45, Recurrent Neural Networks
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Week 46: Decision Trees, Ensemble methods and Random Forests
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<a class="reference internal" href="week47.html">
Week 47: From Decision Trees to Ensemble Methods, Random Forests and Boosting Methods and Summary of Course
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<a class="reference internal" href="exercisesweek47.html">
Exercise week 47
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<p aria-level="2" class="caption" role="heading">
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Projects
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<li class="toctree-l1">
<a class="reference internal" href="project1.html">
Project 1 on Machine Learning, deadline October 9 (midnight), 2023
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<li class="toctree-l1">
<a class="reference internal" href="project2.html">
Project 2 on Machine Learning, deadline November 17 (Midnight)
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</ul>
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doconce format html exercisesweek35.do.txt -->
<!-- dom:TITLE: Exercises week 35 --><div class="tex2jax_ignore mathjax_ignore section" id="exercises-week-35">
<h1>Exercises week 35<a class="headerlink" href="#exercises-week-35" title="Permalink to this headline"></a></h1>
<p><strong>August 28-September 1, 2023</strong></p>
<p>Date: <strong>Deadline is Friday September 1 at midnight</strong></p>
<p><strong>August 26-30, 2024</strong></p>
<p>Date: <strong>Deadline is Friday August 30 at midnight</strong></p>
<div class="section" id="exercise-1-analytical-exercises">
<h2>Exercise 1: Analytical exercises<a class="headerlink" href="#exercise-1-analytical-exercises" title="Permalink to this headline"></a></h2>
<p>In this exercise we derive the expressions for various derivatives of