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sections.html
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---
layout: page
title: Sections
weight: 0
---
<section class="main-container text">
<div class="main">
<h3>Times and Locations</h3>
<ul>
<li>Monday 1:30-2:30 pm, Location: Northwest B166 </li>
<li>Monday 3:00-4:00 pm, Location: Pierce 100F</li>
<li>Tuesday 10:30-11:30 am, Location: Maxwell Dworkin 221</li>
<li>Tuesday 3:00-4:00 pm, Location: Cruft 309</li>
<li>Wednesday 4:30-5:30 pm, Location: Maxwell Dworkin 221</li>
</ul>
<h2 class="title" id="sec10">Section 10 : Markov Decision Processes and Reinforcement Learning</h2>
<p class="head-subtitle">Mon Apr 20</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 : Variable Elimination, HMMs, and Kalman Filters</h2>
<p class="head-subtitle">Mon Apr 13</p>
<ul class="lists">
<li><a href="sections/sec9.pdf" target="_blank">PDF</a></li>
<li><a href="sections/sec9-soln.pdf" target="_blank">Solutions PDF</a></li>
</ul>
<h2 class="title" id="sec8">Section 8 : Bayesian Networks</h2>
<p class="head-subtitle">Mon Apr 6</p>
<ul class="lists">
<li><a href="sections/sec8.pdf" target="_blank">PDF</a></li>
<li><a href="sections/sec8-soln.pdf" target="_blank">Solutions PDF</a></li>
</ul>
<h2 class="title" id="sec7">Section 7 : Mixture Models, EM, PCA</h2>
<p class="head-subtitle">Mon Mar 30</p>
<ul class="lists">
<li><a href="sections/sec7.pdf" target="_blank">PDF</a></li>
<li><a href="sections/sec7-soln.pdf" target="_blank">Solutions PDF</a></li>
</ul>
<h2 class="title" id="sec6">Section 6 : Clustering</h2>
<p class="head-subtitle">Mon Mar 23</p>
<ul class="lists">
<li><a href="sections/sec6.pdf" target="_blank">PDF</a></li>
<li><a href="sections/sec6-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">Thu Mar 19</p>
<ul class="lists">
<li><a href="sections/sec5.pdf" target="_blank">PDF</a></li>
<li><a href="sections/sec5-soln.pdf" target="_blank">Solutions PDF</a></li>
</ul>
<h2 class="title" id="review1">Midterm 1 Review</h2>
<p class="head-subtitle">Mon Mar 2</p>
<ul class="lists">
<li><a href="sections/topics1.pdf" target="_blank">Topics</a></li>
<li><a href="sections/review1.pdf" target="_blank">Review</a></li>
<li><a href="sections/practice1.pdf" target="_blank">Practice Questions</a></li>
<li><a href="sections/practice1-soln.pdf" target="_blank">Practice Questions Solutions</a></li>
</ul>
<h2 class="title" id="sec4">Section 4 : Bayesian Approaches, Neural Networks</h2>
<p class="head-subtitle">Mon Feb 24</p>
<ul class="lists">
<li><a href="sections/sec4.pdf" target="_blank">PDF</a></li>
<li><a href="sections/sec4-soln.pdf" target="_blank">Solutions PDF</a></li>
</ul>
<h2 class="title" id="sec3">Section 3 : Model Selection </h2>
<p class="head-subtitle">Mon Feb 17</p>
<ul class="lists">
<li><a href="sections/sec3.pdf" target="_blank">PDF</a></li>
<li><a href="sections/sec3-soln.pdf" target="_blank">Solutions PDF</a></li>
<li><a href="https://colab.research.google.com/drive/1k4m4frPf2zEjud-dF3tCnLeK5ZD_Ml6r" target="_blank">Cross Validation, Grid Search (Demo)</a></li>
</ul>
<h2 class="title" id="sec2">Section 2 : Probabilistic Regression, Classification</h2>
<p class="head-subtitle">Mon Feb 10</p>
<ul class="lists">
<li><a href="sections/sec2.pdf" target="_blank">PDF</a></li>
<li><a href="sections/sec2-soln.pdf" target="_blank">Solutions PDF</a></li>
<li><a href="sections/softmax.pdf" target="_blank">Softmax</a></li>
<li><a href="https://colab.research.google.com/drive/1AJRaGeqgTosVNWjinYPahB1RHGAOwIh-" target="_blank">Gradient Descent (Demo)</a></li>
<li><a href="https://colab.research.google.com/drive/1la6XJT5wy7NvOZiq4u-y-N7yQR2m2NT-" target="_blank">One-hot Encoding (Demo)</a></li>
</ul>
<h2 class="title" id="sec1">Section 1 : Linear Regression, MLE</h2>
<p class="head-subtitle">Mon Feb 3</p>
<ul class="lists">
<li><a href="sections/sec1.pdf" target="_blank">PDF</a></li>
<li><a href="sections/sec1-soln.pdf" target="_blank">Solutions PDF</a></li>
</ul>
<h2 class="title" id="sec0">Section 0 : Math and Code Review</h2>
<p class="head-subtitle">Wed Jan 29</p>
<ul class="lists">
<li><a href="sections/sec0.pdf" target="_blank">Math Review</a></li>
<li><a href="sections/sec0-condensed.pdf" target="_blank">Math Review - Condensed</a></li>
<li><a href="https://colab.research.google.com/drive/1On1sgFpD05ju6bjsp4fWASArrBhLFCnj" target="_blank">
Code Review</a></li>
</ul>
</div>
</section>