-
Notifications
You must be signed in to change notification settings - Fork 0
/
Copy pathschedule.qmd
368 lines (367 loc) · 12.9 KB
/
schedule.qmd
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
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
---
title: Schedule
---
```{=html}
<table>
<tr>
<th>Date</th>
<th>Description</th>
<th>Course Materials</th>
<th>Handouts and Due Dates</th>
</tr>
<tr> <!-- ### Week 1 ### -->
<!-- <td colspan="4" style="background-color: #D8BFD8">Week 0</td> -->
<td colspan="4" style="background-color: #ededed"><b>Week 1</b> <i>(Preliminaries)</i></td>
</tr>
<tr>
<td>Tue Jan 21</td>
<td>01 -- Welcome, introduction, and course overview.</td>
<td> <a href="https://docs.google.com/presentation/d/135_D1DNMp4JsDGHHoYZ_u33NRe6r6xiiVFexs76M2jI">Lecture Slides</a></td>
<td><b>Assigned:</b>
<ul>
<li>Intro Survey (Gradescope)</li>
<li><a href="01_command_shells.qmd">HW1-Command Shells</a></li>
</ul>
<br><b>Due:</b> Nothing </td>
</tr>
<tr>
<td>Thu Jan 23</td>
<td> 02 -- Topics
<ul>
<li><b>Project Pitches</b></li>
<li>Command Shells Recap</li>
<li>Python Environments</li>
</ul>
</td>
<td>
<ul>
<li><a href="01_command_shells.qmd">Command Shells</a></li>
<li><a href="02_python_environments.qmd">Python Environments</a></li>
</ul>
</td>
<td>
<b>Assigned:</b>
<ul>
<li><a href="02_python_environments.qmd">HW2-Python Environments</a></li>
</ul>
<b>Due:</b>
<ul>
<li>Intro Surveys</li>
</ul>
</td>
</tr>
<tr> <!-- ### Week 2 ### -->
<td colspan="4" style="background-color: #ededed"><b>Week 2</b> <i>(Preliminaries)</i></td>
</tr>
<tr>
<td>Tue Jan 28</td>
<td> 03 -- Topics
<ul>
<li>Git and GitHub</li>
<li>BU Shared Computing Cluster</li>
</ul>
</td>
<td> Bring your laptop to follow along with the lecture.
<ul>
<li><a href="03_git_github.qmd">Git and GitHub</a></li>
<li><a href="04_scc.qmd">BU Shared Computing Cluster</a></li>
</ul>
</td>
<td><b>Assigned:</b> <br><b>Due:</b> </td>
</tr>
<tr>
<td>Thu Jan 30</td>
<td> 04 -- Topics
<ul>
<li>ML Project Lifecycle</li>
<li>MLops</li>
</ul>
</td>
<td> <a href="https://docs.google.com/presentation/d/1TvUsZpY4FyOPT5Wcs_UUgg6wsizxzw4b08ETzR1AEuY">Lecture Slides</a> </td>
<td><b>Assigned:</b> <br><b>Due:</b> </td>
</tr>
<tr> <!-- ### Week 3 ### -->
<td colspan="4" style="background-color: #fce9d7"><b>Week 3</b> <i>(Project Week 1 -- Project Definition)</i></td>
</tr>
<tr>
<td>Tue Feb 4</td>
<td> 05 -- Team Formation and Agreement
</td>
<td> <a href="https://docs.google.com/presentation/d/1o-e4he9keytsTxhBeOTwwPUYn_ViKt7ZlZu3Git8ekk">Lecture Slides</a> </td>
<td><b>Assigned:</b> <br><b>Due:</b> </td>
</tr>
<tr>
<td>Thu Feb 6</td>
<td> 06 -- ML Ethics (Seth V.)</td>
<td> Lecture Slides TBD </td>
<td><b>Assigned:</b> <br><b>Due:</b> </td>
</tr>
<tr> <!-- ### Week 4 ### -->
<td colspan="4" style="background-color: #fce9d7"><b>Week 4</b> <i>(Project Week 2 -- Project Definition)</i></td>
</tr>
<tr>
<td>Tue Feb 11</td>
<td> 07 -- Topics
<ul>
<li>Project Outline Document</li>
<li>SCC environment setup</li>
</ul>
</td>
<td>
<ul>
<li><a href="https://docs.google.com/presentation/d/1tS5gvrz5wA4tKfvVJy3EiyO_TwDpwT4XAeftjEHapK0">Lecture Slides</a></li>
<li><a href="07_scc_cont.qmd">SCC env notes</a></li>
</ul>
</td>
<td><b>Assigned:</b> <br><b>Due:</b> </td>
</tr>
<tr>
<td>Thu Feb 13</td>
<td> 08 -- Topics
<ul>
<li> SCC Batch Computing </li>
<li> Lab time </li>
</ul>
</td>
<td> <a href="08_scc_batch_computing.qmd">Batch computing notes</a> </td>
<td><b>Assigned:</b> <br><b>Due:</b> </td>
</tr>
<tr> <!-- ### Week 5 ### -->
<td colspan="4" style="background-color: #fcfad7"><b>Week 5</b> <i>(Project Week 3 -- Research)</i></td>
</tr>
<tr>
<td>Tue Feb 18</td>
<td> <b>NO CLASS -- Monday Schedule</b> Revise: 09 -- Topics
<ul>
<li>How to read a research paper</li>
<li>PLC -- Research Phase</li>
<li>Lab time</li>
</ul>
</td>
<td><a href="https://docs.google.com/presentation/d/161bzx5HoYdrkfjK8skaqMPirON0FyMz6BSZv_tiX9YE">Slides</a></td>
<td><b>Assigned:</b> <br><b>Due:</b> </td>
</tr>
<tr>
<td>Thu Feb 20</td>
<td>10 -- Topics
<ul>
<li>PyTorch Intro (Part 1)</li>
<li>Lab time</li>
</ul>
</td>
<td> <a href="10-pytorch-01.qmd">PyTorch Intro (Part 1)</a> </td>
<td><b>Assigned:</b> <br><b>Due:</b> </td>
</tr>
<tr> <!-- ### Week 6 ### -->
<td colspan="4" style="background-color: #eefcd7"><b>Week 6</b> <i>(Project Week 4 -- EDA)</i></td>
</tr>
<tr style="background-color: #fcd7e2">
<td>Tue Feb 25</td>
<td>
<b>Project Definition and Research Presentations</b>
<ul>
<li>5:05 -- 5:15 : Team 1</li>
<li>5:17 -- 5:27 : Team 2 </li>
<li>5:29 -- 5:39 : Team 3 </li>
<li>5:41 -- 5:51 : Team 4 </li>
<li>5:53 -- 6:03 : Team 5 </li>
<li>6:05 -- 6:15 : Team 6 </li>
</ul>
</td>
<td> TBA </td>
<td><b>Assigned:</b> <br><b>Due:</b> Presentations </td>
</tr>
<tr>
<td>Thu Feb 27</td>
<td>
<ul>
<li>11 -- Exploratory Data Analysis</li>
<li>Lab time</li>
</ul>
</td>
<td> <a href="https://docs.google.com/presentation/d/13076NAdUOqW5YiirdwlFPn8n_mYhZgdemdo_q_ftuvQ">EDA Slides</a> </td>
<td><b>Assigned:</b> <br><b>Due:</b> </td>
</tr>
<tr> <!-- ### Week 7 ### -->
<td colspan="4" style="background-color: #eefcd7"><b>Week 7</b> <i>(Project Week 5 -- EDA)</i></td>
</tr>
<tr>
<td>Tue Mar 4</td>
<td colspan="3">TBD.</td>
</tr>
<tr>
<td>Thu Mar 6</td>
<td>
<ul>
<li>12 -- PyTorch 02: Dataloaders and Transforms</li>
<li>Lab time</li>
</ul>
</td>
<td> <a href="12-pytorch-02-dataloaders.qmd">Dataloaders and Transforms</a> </td>
<td><b>Assigned:</b> <br><b>Due:</b> </td>
</tr>
<tr> <!-- ### Spring Recess ### -->
<td colspan="4" style="background-color: #edededa"><b>Spring Recess</b></td>
</tr>
<tr> <!-- ### Week 8 ### -->
<td colspan="4" style="background-color: #d7fcf8"><b>Week 8</b> <i>(Project Week 6 -- PoC)</i></td>
</tr>
<tr>
<td>Tue Mar 18</td>
<td>
<ul>
<li>13 -- PLC Phase 04: PoC</li>
<li>PyTorch 03: Model Definition</li>
<li>Lab time</li>
</ul>
</td>
<td>
<ul>
<li><a href="https://docs.google.com/presentation/d/1kC65AoQcHARBt7Rs9G2h3ktz_qJWnlN7c-_NKXaoKdU">PLC Phase 04: PoC</a> </li>
<li><a href="13-pytorch-03-model-def.qmd">PyTorch 03: Model Definition</a> </li>
</ul>
</td>
<td><b>Assigned:</b> <br><b>Due:</b> Presentations </td>
</tr>
<tr>
<td>Thu Mar 20</td>
<td>
<ul>
<li>14 -- PyTorch 04: Autograd and Backprop</li>
<li>15 -- PyTorch 05: Training</li>
<li>Lab time</li>
</ul>
</td>
<td>
<ul>
<li><a href="14-pytorch-04-autograd.qmd">PyTorch 04: Autograd and Backprop</a> </li>
<li><a href="15-pytorch-05-training.qmd">PyTorch 05: Training</a> </li>
</ul>
</td>
<td><b>Assigned:</b> <br><b>Due:</b> </td>
</tr>
<tr> <!-- ### Week 9 ### -->
<td colspan="4" style="background-color: #d7fcf8"><b>Week 9</b> <i>(Project Week 7 -- PoC)</i></td>
</tr>
<tr>
<td>Tue Mar 25</td>
<td>
<ul>
<li>16 -- LLM 01 - Building a Simple LLM App with LangChain</li>
<li>Lab time</li>
</ul>
</td>
<td> <a href="16-lc01-simple-llm-app.qmd">LLM 01 - Building a Simple LLM App with LangChain</a> </td>
<td><b>Assigned:</b> <br><b>Due:</b> </td>
</tr>
<tr>
<td>Thu Mar 27</td>
<td>
<ul>
<li>17 -- LLM 02 - Build a simple LLM app with LangChain</li>
<li>Lab time</li>
</ul>
</td>
<td> <a href="17-lc02-chatbot.qmd">LLM 02 - Build a simple LLM app with LangChain</a> </td>
<td><b>Assigned:</b> <br><b>Due:</b> </td>
</tr>
<tr> <!-- ### Week 10 ### -->
<td colspan="4" style="background-color: #d7e2fc"><b>Week 10</b> <i>(Project Week 8 -- Deployment)</i></td>
</tr>
<tr style="background-color: #fcd7e2">
<td>Tue Apr 1</td>
<td>
<b>Project EDA and PoC Presentations</b>
<ul>
<li>5:05 -- 5:15 : Team 1</li>
<li>5:17 -- 5:27 : Team 2 </li>
<li>5:29 -- 5:39 : Team 3 </li>
<li>5:41 -- 5:51 : Team 4 </li>
<li>5:53 -- 6:03 : Team 5 </li>
<li>6:05 -- 6:15 : Team 6 </li>
</ul>
</td>
<td> TBA </td>
<td><b>Assigned:</b> <br><b>Due:</b> </td>
</tr>
<tr>
<td>Thu Apr 3</td>
<td><b>Lab Day</b> -- Work with your teams on project deployment.</td>
<td> TBA </td>
<td><b>Assigned:</b> <br><b>Due:</b> </td>
</tr>
<tr> <!-- ### Week 11 ### -->
<td colspan="4" style="background-color: #d7e2fc"><b>Week 11</b> <i>(Project Week 9 -- Deployment)</i></td>
</tr>
<tr>
<td>Tue Apr 8</td>
<td>
<ul>
<li>18 -- LangChain 03: Embeddings, vector stores and retrievers</li>
<li>Lab time</li>
</ul>
</td>
<td> <a href="18-lc03-retrievers.qmd">LangChain 03: Embeddings, vector stores and retrievers</a> </td>
<td><b>Assigned:</b> <br><b>Due:</b> </td>
</tr>
<tr>
<td>Thu Apr 10</td>
<td>Lecture description.</td>
<td> Instructor sick. Self-directed lab time. </td>
<td><b>Assigned:</b> <br><b>Due:</b> </td>
</tr>
<tr> <!-- ### Week 12 ### -->
<td colspan="4" style="background-color: #d7e2fc"><b>Week 12</b> <i>(Project Week 10 -- Deployment)</i></td>
</tr>
<tr>
<td>Tue Apr 15</td>
<td>Lab Day -- Work with your teams on project deployment.</td>
<td> TBA </td>
<td><b>Assigned:</b> <br><b>Due:</b> </td>
</tr>
<tr>
<td>Thu Apr 17</td>
<td>Lab Day -- Work with your teams on project deployment</td>
<td> TBA </td>
<td><b>Assigned:</b> <br><b>Due:</b> </td>
</tr>
<tr> <!-- ### Week 13 ### -->
<td colspan="4" style="background-color: #e8d7fc"><b>Week 13</b> <i>(Project Week 11 -- Evaluation)</i></td>
</tr>
<tr>
<td>Tue Apr 22</td>
<td>Lab Day -- Work with your teams on project deployment and evaluation</td>
<td> TBA </td>
<td><b>Assigned:</b> <br><b>Due:</b>Beta milestone check-in</td>
</tr>
<tr>
<td>Thu Apr 24</td>
<td colspan="3">No class. Thanksgiving recess.</td>
</tr>
<tr> <!-- ### Week 14 ### -->
<td colspan="4" style="background-color: #e8d7fc"><b>Week 14</b> <i>(Project Week 12 -- Evaluation)</i></td>
</tr>
<tr>
<td>Tue Apr 29</td>
<td>Lab day -- Work with your team on project deployment/evaluation and final presentations.</td>
<td> TBA </td>
<td><b>Assigned:</b> <br><b>Due:</b> </td>
</tr>
<tr style="background-color: #fcd7e2">
<td>Thu May 1</td>
<td>
<b>Project Final Presentations</b>
<ul>
<li>5:05 -- 5:15 : Team 1</li>
<li>5:17 -- 5:27 : Team 2</li>
<li>5:29 -- 5:39 : Team 3</li>
<li>5:41 -- 5:51 : Team 4</li>
<li>5:53 -- 6:03 : Team 5</li>
<li>6:05 -- 6:15 : Team 6</li>
</ul>
</td>
<td> TBA </td>
<td><b>Assigned:</b> <br><b>Due:</b> </td>
</tr>
</table>
```