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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.
Please see the Google Calendar for the section schedule.
<!--<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>
<h2 class="title" id="sec9">Section 9: MDPs and Review</h2>
<p class="head-subtitle">Monday, April 17</p>
<ul class="lists">
<li><a href="sections/section9/section9.pdf" target="_blank">PDF</a></li>
<li><a href="sections/section9/section9_soln.pdf" target="_blank">Solutions</a></li>
</ul>
<h2 class="title" id="sec8">Section 8: Graphical Models and HMMs</h2>
<p class="head-subtitle">Monday, April 10</p>
<ul class="lists">
<li><a href="sections/section8/sec8.pdf" target="_blank">PDF</a></li>
<li><a href="sections/section8/sec8-solutions.pdf" target="_blank">Solutions</a></li>
</ul>
<h2 class="title" id="sec7">Section 7: GMMs, LDA, pLSA</h2>
<p class="head-subtitle">Monday, April 03</p>
<ul class="lists">
<li><a href="sections/section7/section7.pdf" target="_blank">PDF</a></li>
</ul>
<h2 class="title" id="sec5">Section 6: Latent Variable Models, EM, and PCA</h2>
<p class="head-subtitle">Monday, March 27</p>
<ul class="lists">
<li><a href="sections/sec06-cluster/pca_em.pdf" target="_blank">PDF</a></li>
<li><a href="sections/sec06-cluster/pca_em_soln.pdf" target="_blank">Solutions</a></li>
</ul>
<h2 class="title" id="practical">Practical I Guide to Scikit-Learn and PyTorch</h2>
<p class="head-subtitle">Monday, March 20</p>
<ul class="lists">
<li><a href="https://github.com/harvard-ml-courses/cs181-web/blob/main/sections/practical_I/CS181%20Practical%20Section.pdf" target="_blank">PDF</a></li>
<li><a href="https://github.com/harvard-ml-courses/cs181-web/blob/main/sections/practical_I/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_I/data.txt" target="_blank">Data Link</a></li>
</ul>
<h2 class="title" id="sec5">Section 5: Midterm Review and Bayesian Inference</h2>
<p class="head-subtitle">Monday, February 27</p>
<ul class="lists">
<li><a href="sections/sec05/CS181_Midterm_Review.pdf" target="_blank">PDF</a></li>
</ul>
<h2 class="title" id="sec4">Section 4: Neural Networks</h2>
<p class="head-subtitle">Tuesday, February 21</p>
<ul class="lists">
<li><a href="sections/sec04/04.pdf" target="_blank">PDF</a></li>
<li><a href="sections/sec04/04soln.pdf" target="_blank">Solutions</a></li>
</ul>
<h2 class="title" id="sec3">Section 3: Classification</h2>
<p class="head-subtitle">Monday, February 13</p>
<ul class="lists">
<li><a href="sections/sec03-classification/03.pdf" target="_blank">PDF</a></li>
<li><a href="sections/sec03-classification/03soln.pdf" target="_blank">Solutions</a></li>
</ul>
<h2 class="title" id="sec2">Section 2: Nonparametric Regression, Probabilistic Linear Regression, MLE, & Model Selection</h2>
<p class="head-subtitle">Monday, February 6</p>
<ul class="lists">
<li><a href="sections/sec02/02.pdf" target="_blank">PDF</a></li>
<li><a href="sections/sec02/sol02.pdf" target="_blank">Solutions</a></li>
</ul>
<h2 class="title" id="sec0">Section 0: Statistics Review</h2>
<p class="head-subtitle"> Friday, January 20</p>
<ul class="lists">
<li><a href="sections/sec00-statreview/Huang%20%26%20Wu%20-%20STAT%20110%20Final%20Review.pdf" target="_blank">STAT 110 Final Review</a></li>
<li><a href="sections/sec00-statreview/Huang%20%26%20Wu%20-%20STAT%20110%20Midterm%20Review.pdf" target="_blank">STAT 110 Midterm Review</a></li>
<li><a href="sections/sec00-statreview/Li%20%26%20Ma%20-%20STAT%20111%20Final%20Review%20(Longform).pdf" target="_blank">STAT 111 Final Review (Longform)</a></li>
<li><a href="sections/sec00-statreview/Nguyen%20-%20STAT%20111%20Final%20Review%20Sheets.pdf" target="_blank">STAT 111 Final Review (Review Sheets)</a></li>
</ul>
<h2 class="title" id="sec0">Section 0: Math Review</h2>
<p class="head-subtitle"> Friday, January 20</p>
<ul class="lists">
<li><a href="sections/sec00-mathreview/sec0_math_review_WeiweiCompilation.pdf" target="_blank">Compiled Various Review Sheets</a></li>
<li><a href="sections/sec00-mathreview/sec0_semicondensed.pdf" target="_blank">General Review</a></li>
<li><a href="sections/sec00-mathreview/sec0_solutions.pdf" target="_blank">General Review (Solutions)</a></li>
</ul>
<h2 class="title" id="sec0">Section 0: Code Crash Course</h2>
<p class="head-subtitle"> Wednesday, January 18</p>
<ul class="lists">
<li><a href="sections/sec00-codereview/code_crash_course_181.pdf" target="_blank">PDF</a></li>
<li><a href="sections/sec00-codereview/code_crash_course_181.ipynb" target="_blank">Jupyter Notebook</a></li>
<li><a href="sections/sec00-codereview/CCC.csv" target="_blank">Toy Dataset</a></li>
</ul>
<!-- 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: 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>