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sections.html
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---
layout: page
title: Sections
weight: 0
---
<section class="main-container text">
<div class="main">
<h2 class="title" id="mid2">Midterm 2 Review Topics and Problems</h2>
<p class="head-subtitle">Friday, April 16 to Tuesday April 27</p>
<ul class="lists">
<li><a href="sections/midterm2-checklist.pdf" target="_blank">(Non-Exaustive) List of Things to Know</a><li>
<li><a href="sections/midterm2_review.pdf" target="_blank">Practice Problems</a></li>
<li><a href="sections/midterm2_review_soln.pdf" target="_blank">Practice Problem Solutions</a></li>
</ul>
<h2 class="title" id="sec11">Section 12: Reinforcement Learning</h2>
<p class="head-subtitle">Monday, April 19</p>
<ul class="lists">
<li><a href="sections/sec12.pdf" target="_blank">PDF</a></li>
<li><a href="sections/sec12_soln.pdf" target="_blank">Solutions PDF</a></li>
</ul>
<h2 class="title" id="sec11">Section 11: HMMs and MDPs</h2>
<p class="head-subtitle">Monday, April 12</p>
<ul class="lists">
<li><a href="sections/sec11.pdf" target="_blank">PDF</a></li>
<li><a href="sections/sec11_soln.pdf" target="_blank">Solutions PDF</a></li>
</ul>
<h2 class="title" id="sec10">Section 10: Inference for Bayes Nets</h2>
<p class="head-subtitle">Monday, April 5</p>
<ul class="lists">
<li><a href="sections/sec10.pdf" target="_blank">PDF</a></li>
<li><a href="sections/sec10_soln.pdf" target="_blank">Solutions PDF</a></li>
</ul>
<h2 class="title" id="sec9">Section 9: Topic Models, Factor Analysis, and PCA</h2>
<p class="head-subtitle">Monday, March 29</p>
<ul class="lists">
<li><a href="sections/sec09.pdf" target="_blank">PDF</a></li>
<li><a href="sections/sec09_soln.pdf" target="_blank">Solutions PDF</a></li>
</ul>
<h2 class="title" id="sec8">Section 8: Mixture Models and Expectation Maximization (EM)</h2>
<p class="head-subtitle">Monday, March 22</p>
<ul class="lists">
<li><a href="sections/sec08.pdf" target="_blank">PDF</a></li>
<li><a href="sections/sec08_soln.pdf" target="_blank">Solutions PDF</a></li>
</ul>
<h2 class="title" id="sec7">Section 7: Clustering</h2>
<p class="head-subtitle">Monday, March 15</p>
<ul class="lists">
<li><a href="sections/sec07.pdf" target="_blank">PDF</a></li>
<li><a href="sections/sec07_soln.pdf" target="_blank">Solutions PDF</a></li>
</ul>
<ul class="lists">
<li><a href="sections/Curse of Dimensionality Simulations.ipynb" target="_blank">Curse of Dimensionality iPython Notebook</a></li>
</ul>
<h2 class="title" id="sec6">Section 6: SVM Dual + Kernels</h2>
<p class="head-subtitle">Monday, March 8</p>
<ul class="lists">
<li><a href="sections/sec06.pdf" target="_blank">PDF</a></li>
<li><a href="sections/sec06_soln.pdf" target="_blank">Solutions PDF</a></li>
<li><a href="https://www.youtube.com/watch?v=9r-jeZLWwC8">Video Walkthrough</a></li>
</ul>
<h2 class="title" id="mid">Midterm Review Topics and Problems</h2>
<p class="head-subtitle">Tuesday, March 2 to Thursday March 11</p>
<ul class="lists">
<li><a href="sections/midterm1-checklist.pdf" target="_blank">(Non-Exaustive) List of Things to Know</a><li>
<li><a href="sections/midterm_review.pdf" target="_blank">Problems PDF</a></li>
<li><a href="sections/midterm_review_soln.pdf" target="_blank">Solutions PDF</a></li>
</ul>
<h2 class="title" id="sec5">Section 5: Margin-Based Classification, SVMs</h2>
<p class="head-subtitle">Monday, March 1</p>
<ul class="lists">
<li><a href="sections/sec05.pdf" target="_blank">PDF</a></li>
<li><a href="sections/sec05_soln.pdf" target="_blank">Solutions PDF</a></li>
</ul>
<h2 class="title" id="sec4">Section 4: Bayesian Approaches, Neural Networks</h2>
<p class="head-subtitle">Tuesday, February 23</p>
<ul class="lists">
<li><a href="sections/sec04.pdf" target="_blank">PDF</a></li>
<li><a href="sections/sec04_soln.pdf" target="_blank">Solutions PDF</a></li>
</ul>
<h2 class="title" id="sec3">Section 3: Model Selection</h2>
<p class="head-subtitle">Tuesday, February 16</p>
<ul class="lists">
<li><a href="sections/sec03.pdf" target="_blank">PDF</a></li>
<li><a href="sections/sec03_soln.pdf" target="_blank">Solutions PDF</a></li>
</ul>
<h2 class="title" id="sec2">Section 2: Probabilistic Classification</h2>
<p class="head-subtitle">Tuesday, February 9</p>
<ul class="lists">
<li><a href="sections/sec02.pdf" target="_blank">PDF</a></li>
<li><a href="sections/sec02_soln.pdf" target="_blank">Solutions PDF</a></li>
</ul>
<h2 class="title" id="sec1">Section 1: Linear Regression, MLE</h2>
<p class="head-subtitle">Tuesday, February 2</p>
<ul class="lists">
<li><a href="sections/sec01.pdf" target="_blank">PDF</a></li>
<li><a href="sections/sec01_soln.pdf" target="_blank">Solutions PDF</a></li>
</ul>
<h2 class="title" id="sec0">Section 0: Code Review</h2>
<p class="head-subtitle">Friday, January 29</p>
<ul class="lists">
<li><a href="https://colab.research.google.com/drive/1OUSK0Twia1M-DIMB-wg80iAlysO5F81z?usp=sharing" target="_blank">Colab Link</a></li>
<li><a href="https://harvard.zoom.us/rec/play/p7qEzl5g0xrGGxAqGV7to1A7Xo3bsIfWb-VHmKlDk_T3ErK8wNn96Pb21wONHeU_A8PHPPZNYevBtz_k.OXs1usLS17-V7got
" target="_blank">Zoom Recording</a></li>
</ul>
<h2 class="title" id="sec0">Section 0: Math Review</h2>
<p class="head-subtitle">Tuesday, January 26</p>
<ul class="lists">
<li><a href="sections/sec0.pdf" target="_blank">Math Review</a></li>
<li><a href="sections/sec0_semicondensed.pdf" target="_blank">Math Review - Condensed</a></li>
</ul>
</div>
</section>