-
Notifications
You must be signed in to change notification settings - Fork 13
/
syllabus.html
339 lines (320 loc) · 15.7 KB
/
syllabus.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
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="utf-8">
<meta http-equiv="X-UA-Compatible" content="IE=edge">
<meta name="viewport" content="width=device-width, user-scalable=no, initial-scale=1">
<title>CS 329S | Syllabus</title>
<!-- bootstrap -->
<link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap.min.css">
<!-- Google fonts -->
<link href='http://fonts.googleapis.com/css?family=Roboto:400,300' rel='stylesheet' type='text/css'>
<link rel="stylesheet" type="text/css" href="style.css" />
</head>
<body>
<script src="header.js"></script>
<div class="container sec" id="schedule" style="margin-top:-20px"><br>
<h2><i class="far fa-calendar-alt"> </i> Schedule & syllabus</h2>
<p>
The lecture slides, notes, tutorials, and assignments will be posted online here as the course
progresses.<br>
Lecture times are <b>3:15 - 4:45pm PST</b>. All deadlines are at <b>11:59pm PST</b>.
</p>
<p>
<em>This schedule is subject to change according to the pace of the class.</em>
</p>
<p>
<em>See <a href="https://stanford-cs329s.github.io/2021/syllabus.html">Past course</a> for the last year's
lectures.</em>
</p>
<table class="table">
<thead>
<tr class="active">
<th style="width: 10%">Date</th>
<th style="width: 32%">Description</th>
<th style="width: 38%">Materials</th>
<th style="width: 20%">Events</th>
</tr>
</thead>
<tbody>
<tr>
<td>Mon Jan 3</td>
<td>Understanding machine learning production</td>
<td>
<a
href="https://docs.google.com/document/d/1C3dlLmFdYHJmACVkz99lSTUPF4XQbWb_Ah7mPE12Igo/edit?usp=sharing">Lecture
note</a><br>
<a
href="https://docs.google.com/presentation/d/1bhjgRelQ0O5FnYCOGiCVWg_SkfRcZ9bffQsgk6yAaL0/edit?usp=sharing">Lecture
slides</a><br>
<a href="https://blog.acolyer.org/2019/10/07/150-successful-machine-learning-models/">Lessons
learned from 150 ML models at Booking.com</a><br>
</td>
<td>Lecture</td>
</tr>
<tr>
<td>Wed Jan 5</td>
<td>ML and Data Systems Fundamentals</td>
<td>
<a
href="https://docs.google.com/document/d/10K3pYTNvreVy5hl2EqWf_LX3mMW4CQw1TdMrHplMu00/edit?usp=sharing">Lecture
note</a><br>
<a
href="https://docs.google.com/presentation/d/1BYxwxJCb7onDemOtAZTmMc50V3tF80BflkuKZCBLUxg/edit?usp=sharing">Lecture
slides</a><br>
<a
href="https://medium.com/airbnb-engineering/using-machine-learning-to-predict-value-of-homes-on-airbnb-9272d3d4739d">Case
study: Predict Value of Homes On Airbnb</a><br>
<a href="https://mlops-discord.github.io/blog/designing-twitters-trending-hashtags-solution/">Breakout
exercise: Designing Twitter's Trending Hashtags</a>
</td>
<td>Lecture</td>
</tr>
<tr>
<td>Mon Jan 10</td>
<td>Training Data</td>
<td>
<a
href="https://docs.google.com/document/d/1eiNkA-e3h5NxYMVGmJLTrkrPArc8r1JTV0GKUOgnZfQ/edit?usp=sharing">Lecture
note</a><br>
<a
href="https://docs.google.com/presentation/d/1OYjrmhSBu3Poo5FcY6WywpU_eR7mtkpe1r8nbbWvArg/edit?usp=sharing">Lecture
slides</a><br>
</td>
<td>Lecture</td>
</tr>
<tr>
<td>Wed Jan 12</td>
<td>Feature engineering</td>
<td>
<a
href="https://docs.google.com/document/d/1N7dRx5zwnyXCl0H-VuKpAHTbMBiZXRHozQ7pScSdz1s/edit?usp=sharing">Lecture
note</a><br>
<a
href="https://docs.google.com/presentation/d/1Gq3VHW-0ci1gTh97OlckrCBqi3qgkjQNV0SO9t42Eyg/edit?usp=sharing">Lecture
slides</a><br>
</td>
<td>Lecture</td>
</tr>
<tr bgcolor="#dddddd">
<td>Mon Jan 17</td>
<td>No class</td>
<td>Martin Luther King, Jr. Day</td>
<td></td>
</tr>
<tr>
<td>Wed Jan 19</td>
<td>Model selection, development, and training</td>
<td>
<a
href="https://docs.google.com/document/d/1UqrR4QP_RMZErC7uLMoLvPtzLys6ikgeUXiylS1WWPE/edit?usp=sharing">Lecture
note</a><br>
<a
href="https://docs.google.com/presentation/d/1X_w55MfBhXGQbZkT_fbW9wdNrOs4sOuydRGPUI_yYCo/edit?usp=sharing">Lecture
slides</a><br>
</td>
<td>Lecture</td>
</tr>
<tr>
<td>Mon Jan 24</td>
<td>
Offline evaluation
</td>
<td>
<a
href="https://docs.google.com/document/d/1_kxf0xRAushBEepKh57mHubWCkVuS37iAqwmJcYFoJE/edit?usp=sharing">Lecture
note</a><br>
<a
href="https://docs.google.com/presentation/d/1RqbEbMDmxq53jhjVi9V30-DYMv0PiUqlNlTZsw9Vm9Y/edit?usp=sharing">Lecture
slides</a><br>
</td>
<td>Lecture</td>
</tr>
<tr bgcolor="#F7F6F1">
<td>Wed Jan 26</td>
<td>
Model evaluation
<ol>
Tutorial by <a href="https://madewithml.com/">Goku Mohandas (MadeWithML)</a><br>
<a href="https://arxiv.org/abs/2111.09963">RecList</a> by our very own Chloe He
</ol>
</td>
<td>
<a
href="https://docs.google.com/presentation/d/1TlL5MWIVOzVtX9384-HSdb7uQVRsQm5amhZ_p39flyI/edit?usp=sharing">Goku's
ML tutorial</a><br>
<a
href="https://docs.google.com/presentation/d/e/2PACX-1vQZvsblf-15mwOs-f-UOxY9KoPcUaGS5Uof7i80Wyq1MQk5jUDkLIjLPWf5fFCf3DwxBsEx6QmsLjN0/pub?start=false&loop=false&delayms=3000">RecList</a><br>
</td>
<td>Tutorial</td>
</tr>
<tr>
<td>Mon Jan 31</td>
<td>Deployment</td>
<td>
<a
href="https://docs.google.com/document/d/1hNuW6bqWYZjlwpit_8W1cu7kllb-jTfy3Liof1GJWug/edit?usp=sharing">Lecture
note</a><br>
<a
href="https://docs.google.com/presentation/d/1U_zKs19VLJKnGE02JDRnzxJ8lgeVF22WSZ_GrA646fY/edit?usp=sharing">Lecture
slides</a><br>
</td>
<td>Lecture</td>
</tr>
<tr bgcolor="#F7F6F1">
<td>Wed Feb 2</td>
<td>
Deployment tutorials<br>
<ol>
How to evaluate MLOps tools by <a href="https://hamel.dev/">Hamel Husain</a><br>
Deploy models with Ray Serve by <a
href="https://www.linkedin.com/in/simon-mo-834217162/">Simon Mo</a> (Anyscale)
</ol>
</td>
<td>
<a
href="https://docs.google.com/presentation/d/1BVWmp7pfEp6_ffilcvz--_KbFqK-c9bElfbuxHFWPKo/edit?usp=sharing">Hamel's
slides</a><br>
<a href="https://youtu.be/GHk5HMW4XMA">Hamel's video</a><br>
<a href="https://github.com/anyscale/academy/blob/main/ray-serve/e2e/tutorial.ipynb">Ray
tutorials</a>
</td>
<td>Tutorial</td>
</tr>
<tr>
<td>Mon Feb 7</td>
<td>Diagnosis of ML system failures & data distribution shifts & monitoring
</td>
<td>
<a
href="https://docs.google.com/document/d/14uX2m9q7BUn_mgnM3h6if-s-r0MZrvDb-ZHNjgA1Uyo/edit?usp=sharing">Lecture
note</a><br>
<a
href="https://docs.google.com/presentation/d/1tuCIbk9Pye-RK1xqiiZXPzT8lIgDUL6CqBkFSYZXkbY/edit?usp=sharing">Lecture
slides</a><br>
</td>
<td>Lecture</td>
</tr>
<tr>
<td>Wed Feb 9</td>
<td>Monitoring & Continual Learning<br>
Data Distribution Shifts on Streaming Data by <a href="https://twitter.com/sh_reya">Shreya
Shankar</a>
</td>
<td>
<a
href="https://docs.google.com/presentation/d/1yvbJJukJjJxlLr6dAVB5dENl_9o5621z7A3P0DF5m4E/edit?usp=sharing">Kinbert's
slides</a><br>
<a href="slides/cs329s_11_slides_data_distribution_shifts_streams_shreya_shankar.pdf">Shreya's
slides</a><br>
</td>
<td>Guest Lecture</td>
</tr>
<tr bgcolor="#F7F6F1">
<td>Mon Feb 14</td>
<td>
Model Deployment @ Stitch Fix by <a href="https://www.linkedin.com/in/skrawczyk/">Stefan
Krawczyk</a><br>
Experiment tracking & versioning with Weights & Biases by <a
href="https://www.linkedin.com/in/lavanyashukla/">Lavanya Shukla</a> </td>
<td>
<a href="slides/cs329s_12_stefan_model_deploymet_stitch_fix.pdf">Stefan's
slides</a><br>
<a
href="https://docs.google.com/presentation/d/1aMrSJyUqS5hkT_2Ljs9nhOEt2zSS7fe5u9jn_HfcUis/edit?usp=sharing">Lavanya's
slides</a><br>
</td>
<td>Case Study + Tutorial</td>
</tr>
<tr bgcolor="#F7F6F1">
<td>Wed Feb 16</td>
<td>
Monitoring Tutorial <br>
<ol>
WhyLogs tutorials by <a href="https://twitter.com/zalessya">Alessya Visnjic</a><br>
Evidently tutorials by <a href="https://twitter.com/emelidral">Emeli Dral</a>
</ol>
</td>
<td>
<a
href="https://github.com/evidentlyai/evidently/blob/main/examples/data_stories/bicycle_demand_monitoring_setup.ipynb">Evidently
notebook</a><br>
<a href="https://colab.research.google.com/drive/1rY9Z_pV8HIB7R18TNqIwlJnJmXikUNNN?usp=sharing">WhyLogs
notebook</a><br>
<a
href="https://docs.google.com/presentation/d/13akwLYq8ncEX73-ciTp6enGzK3gG8w57Iuz682pPJL8/edit?usp=sharing">WhyLogs'
slides on telemetry for ML</a>
</td>
<td>Tutorial</td>
</br>
<tr bgcolor="#dddddd">
<td>Mon Feb 21</td>
<td>No class</td>
<td>Presidents' Day</td>
<td></td>
</tr>
<tr>
<td>Wed Feb 23</td>
<td>
Deploying time series forecasting and graph neural networks by <a
href="https://www.linkedin.com/in/kyle-kranen/">Kyle Kranen</a><br>
ML beyond accuracy: Fairness, Security, Governance by <a href="https://www.sarahooker.me/">Sara
Hooker</a>
</td>
<td>
<a
href="https://docs.google.com/presentation/d/1cshMKKSX24L0RL7LNzyOkZNQHD7N-Zyff8iffrLIVYM/edit?usp=sharing">Sara's
slides</a>
</td>
<td>Guest Lecture</td>
</tr>
<tr>
<td>Mon Feb 28</td>
<td>ML Infrastructure and Platform
</td>
<td>
<a
href="https://docs.google.com/presentation/d/1b-NLyZW2M8D7r_SXLlpLWnosgryMp7luXcn4d9KAn9M/edit?usp=sharing">Lecture
slides</a><br>
</td>
<td>Lecture</td>
</tr>
<tr>
<td>Wed Mar 2</td>
<td>Final project discussion</td>
<td></td>
<td>Workshop</td>
</tr>
<tr>
<td>Mon Mar 7</td>
<td>
Integrating ML into business<br>
<a href="https://www.linkedin.com/in/graceisford/">Grace Isford</a> (Lux Capital): How to
pitch<br>
<a href="https://www.linkedin.com/in/nnamdiiregbulem/">Nnamdi Iregbulem</a> (Lightspeed): Go to
market<br>
<a href="https://www.linkedin.com/in/astasiamyers/">Astasia Myers</a> (Quiet): Business values
of AI<br>
</td>
<td>
</td>
<td>Guest Lecture</td>
</tr>
<tr>
<td>Wed Mar 9</td>
<td>Final project demo day</td>
<td>
Recordings of 24 demos can be found on <a
href="https://www.youtube.com/watch?v=AZNTqytOhXk&t=12771s">YouTube</a><br>
Join us!
</td>
<td>Demo day</td>
</tr>
</tbody>
</table>
</div>
<!-- jQuery and Boostrap -->
<script src="https://ajax.googleapis.com/ajax/libs/jquery/1.11.1/jquery.min.js"></script>
<script src="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/js/bootstrap.min.js"></script>
</body>
</html>