forked from harvard-ml-courses/cs181-web-2021
-
Notifications
You must be signed in to change notification settings - Fork 0
/
sections.html
136 lines (112 loc) · 6.17 KB
/
sections.html
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
---
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>