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sections.html
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---
layout: page
title: Sections
weight: 0
---
<section class="main-container text">
<div class="main">
<p>
CS 181 has weekly sections to reinforce lecture material with extra explanations
and exercises. Solutions are posted after all sections have taken place.
The section times are:
<ul>
<li> Lucy & Alex: Tuesday 2-3pm @ SEC 1.412 Seminar Room</li>
<li> Skyler & Charu: Tuesday 4-5pm @ Science Center 705</li>
<li> Katherine & Catherine: Wednesday 3-4pm @ Science Center 316.12 Open Area (NOTE: on March 9, section will be in Maxwell Dworkin 123 instead of Sci Center) </li>
<li> Matthew S. & Sean: Wednesday 4:30-5:30pm @ Maxwell Dworkin 323 Thomas H. Mahoney, IV Room</li>
<li> Anurag & Oliver: Wednesday 5:30pm @ Zoom</li>
<li> Wenqi & Raphael: Thursday 3:15-4:15pm @ SEC 1.316 Seminar Room</li>
<li> Anna (Beyond 181): Friday 1-2pm @ SEC 1.316 Seminar Room</li>
</ul>
</p>
<!-- Example for releasing sections. Upload files in the sections folder -->
<!-- <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="mid2">Midterm 2 Review</h2>
<p class="head-subtitle"> Midterm 2 is on Tuesday, April 26 </p>
<ul class="lists">
<li><a href="sections/midterm2_review/Midterm_2_Checklist.pdf" target="_blank">Study Checklist</a></li>
<li><a href="sections/midterm2_review/Midterm_2_Review.pdf" target="_blank">Review Problems</a></li>
<li><a href="sections/midterm2_review/Midterm_2_ReviewSOL.pdf" target="_blank">Review Solutions</a></li>
<li><a href="sections/midterm2_review/MDP-RL-Review.pdf" target="_blank">MDPs and RL Review</a></li>
</ul>
<h2 class="title" id="sec10">Section 10: Reinforcement Learning</h2>
<p class="head-subtitle">Tuesday - Thursday, April 18-22</p>
<ul class="lists">
<li><a href="sections/sec10-reinforcement_learning/sec10.pdf" target="_blank">PDF</a></li>
<li><a href="sections/sec10-reinforcement_learning/sec10-soln.pdf" target="_blank">Solutions PDF</a></li>
</ul>
<h2 class="title" id="sec9">Section 9: HMMs, Kalman Filters, MDPs</h2>
<p class="head-subtitle">Tuesday - Thursday, April 12-15</p>
<ul class="lists">
<li><a href="sections/sec9-hmm_kf_mdp/sec9.pdf" target="_blank">PDF</a></li>
<li><a href="sections/sec9-hmm_kf_mdp/sec9-soln.pdf" target="_blank">Solutions PDF</a></li>
</ul>
<h2 class="title" id="sec8">Section 8: Bayes Nets and Inference</h2>
<p class="head-subtitle">Tuesday - Thursday, April 5-7</p>
<ul class="lists">
<li><a href="sections/sec08-bayes_nets_inference/cs181-section8.pdf" target="_blank">PDF</a></li>
<li><a href="sections/sec08-bayes_nets_inference/cs181-section8-soln.pdf" target="_blank">Solutions PDF</a></li>
</ul>
<h2 class="title" id="practical">Practical Section: Scikit-Learn and PyTorch</h2>
<p class="head-subtitle">Friday, April 1</p>
<ul class="lists">
<li><a href="https://github.com/harvard-ml-courses/cs181-web/blob/main/sections/practical/CS181%20Practical%20Section.pdf" target="_blank">PDF</a></li>
<li><a href="https://github.com/harvard-ml-courses/cs181-web/blob/main/sections/practical/CS181%20Practical%20Section.ipynb" target="_blank">Jupyter Notebook</a></li>
<li><a href="https://github.com/harvard-ml-courses/cs181-web/blob/main/sections/practical/data.txt" target="_blank">Data Link</a></li>
</ul>
<h2 class="title" id="sec7">Section 7: Mixture Models and PCA</h2>
<p class="head-subtitle">Tuesday - Thursday, Mar 29-31</p>
<ul class="lists">
<li><a href="sections/sec07-mixture-pca/cs181-section7.pdf" target="_blank">PDF</a></li>
<li><a href="sections/sec07-mixture-pca/cs181-section7-soln.pdf" target="_blank">Solutions PDF</a></li>
<li><a href="https://harvard.zoom.us/rec/play/xgSqPjcWvew_Ur4Hla466i3bNrQ_adXhXb43mB7sYSuhkEA1Lq2wKKSjnr9NsUfuE8Z_PowdcY8R5cIE.jg83x8_obGSD5tH7" target="_blank">Recording</a></li>
</ul>
<h2 class="title" id="sec1">Section 6: Clustering and SVM Review</h2>
<p class="head-subtitle">Tuesday - Thursday, Mar 22-24</p>
<ul class="lists">
<li><a href="sections/sec06-cluster/section_6.pdf" target="_blank">PDF</a></li>
<li><a href="sections/sec06-cluster/section_6_soln.pdf">Solutions PDF</a></li>
</ul>
<h2 class="title" id="sec1">Section 5: Margin-Based Classification, SVMs</h2>
<p class="head-subtitle">Tuesday - Thursday, Mar 7-9</p>
<ul class="lists">
<li><a href="sections/sec05-svm/05.pdf" target="_blank">PDF</a></li>
<li><a href="sections/sec05-svm/05-soln.pdf" target="_blank">Solutions PDF</a></li>
</ul>
<h2 class="title" id="sec1">Section 4: Bayesian Regression, Neural Networks</h2>
<p class="head-subtitle">Tuesday - Thursday, Feb 22-24</p>
<ul class="lists">
<li><a href="sections/sec04-nn/04.pdf" target="_blank">PDF</a></li>
<li><a href="sections/sec04-nn/04-soln.pdf" target="_blank">Solutions PDF</a></li>
</ul>
<h2 class="title" id="mid1">Midterm 1 Review</h2>
<p class="head-subtitle"> Midterm 1 is on Tuesday, March 1 </p>
<ul class="lists">
<li><a href="sections/midterm1_review/review-checklist-2022.pdf" target="_blank">Study Checklist</a></li>
<li><a href="sections/midterm1_review/review-section-notes-2022.pdf" target="_blank">Review Section Notes</a></li>
<li><a href="sections/midterm1_review/review-problems.pdf" target="_blank">Review Problems</a></li>
<li><a href="sections/midterm1_review/review-soln.pdf" target="_blank">Review Solutions</a></li>
</ul>
<h2 class="title" id="sec3">Section 3: Model Selection</h2>
<p class="head-subtitle"> Tuesday - Thursday, Feb 15-17 </p>
<ul class="lists">
<li><a href="sections/sec03-model_selection/03.pdf" target="_blank">PDF</a></li>
<li><a href="sections/sec03-model_selection/03-soln.pdf" target="_blank">Solutions PDF</a></li>
</ul>
<h2 class="title" id="sec2">Section 2: Probabilistic Regression, Classification</h2>
<p class="head-subtitle"> Tuesday - Thursday, Feb 8-10 </p>
<ul class="lists">
<li><a href="sections/sec02-prob_classification/02.pdf" target="_blank">PDF</a></li>
<li><a href="sections/sec02-prob_classification/02-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 - Thursday, Feb 1-3 </p>
<ul class="lists">
<li><a href="sections/sec01-linear_regression/01.pdf" target="_blank">PDF</a></li>
<li><a href="sections/sec01-linear_regression/01-soln.pdf" target="_blank">Solutions PDF</a></li>
</ul>
<h2 class="title" id="sec0">Section 0: Code Crash Course</h2>
<p class="head-subtitle"> Friday, January 28</p>
<ul class="lists">
<li><a href="sections/sec0_CS181_Code_Crash_Course.pdf" target="_blank">PDF</a></li>
<li><a href="sections/sec0_CS181_Code_Crash_Course.ipynb" target="_blank">Jupyter Notebook</a></li>
<li><a href="sections/sec0_code_review_toy_dataset.csv" target="_blank">Toy Dataset</a></li>
</ul>
<h2 class="title" id="sec0">Section 0: Math Review</h2>
<p class="head-subtitle"> Wednesday, January 26</p>
<ul class="lists">
<li><a href="sections/sec0_semicondensed.pdf" target="_blank">PDF</a></li>
<li><a href="sections/sec0_solutions.pdf" target="_blank">Solutions</a></li>
</ul>
</div>
</section>