Schedule (tentative)
| Date | Lecture | Suggested Readings | Logistics |
|---|---|---|---|
| 09/27 |
Lecture #1:
Overview [ slides ] |
||
| 10/02 |
Lecture #2:
Overview [ slides see above ] |
||
| 10/04 |
Lecture #3:
Overview [ slides see above ] |
||
| 10/07 |
Lecture #4:
Large Language Models [ slides ] |
||
| 10/09 |
Lecture #5:
Self-Supervised Learning [ slides ] |
||
| 10/11 |
Lecture #6:
Self-Supervised Learning [ slides ] |
||
| 10/14 |
Lecture #7:
Enhancing LLMs [ slides ] |
||
| 10/16 |
Lecture #8:
Enhancing LLMs / (Un)supervised Learning [ slides ] |
||
| 10/18 |
Lecture #9:
Unsupervised Learning [ slides (pptx) ] |
||
| 10/21 |
Lecture #10:
Unsupervised Learning (EM) [ slides (pptx) ] |
||
| 10/23 |
Lecture #11:
Guest Lecture [ Slides to be added ] |
||
| 10/25 |
Lecture #12:
Guest Lecture [ Slides to be added ] |
||
| 10/28 |
Lecture #13:
Unsupervised Learning (EM) [ slides (pptx) ] |
||
| 10/30 |
Lecture #14:
Unsupervised Learning (EM) [ slides ] |
||
| 11/01 |
Lecture #15:
Unsupervised Learning (VI) [ slides ] |
||
| 11/04 |
Lecture #16:
Unsupervised Learning (VI) [ slides ] |
||
| 11/06 |
Lecture #17:
Unsupervised Learning (VI) [ slides ] |
||
| 11/08 |
Lecture #18:
Unsupervised Learning (VAEs) [ slides ] |
||
| 11/11 |
No Lecture:
Veterans Day |
||
| 11/13 |
Lecture #19:
Unsupervised Learning, Reinforcement Learning [ slides ] |
||
| 11/15 |
Lecture #20:
Reinforcement Learning [ slides ] |
||
| 11/18 |
Lecture #21:
Reinforcement Learning [ slides ] |
||
| 11/20 |
Lecture #22:
Reinforcement Learning [ slides ] |
||
| 11/22 |
Lecture #23:
Reinforcement Learning [ slides ] |
||
| 11/25 |
Lecture #24:
RLHF [ slides ] |
||
| 11/27 |
Lecture #25:
Standard Model of ML [ slides ] |
||
| 12/29 |
No Lecture:
Thanksgiving Holiday |
||
| 12/02 |
Lecture #:
Final project presentation |
||
| 12/04 |
Lecture #:
Final project presentation |
||
| 12/06 |
Lecture #:
Final project presentation |
||
| Final Week |
Project final report due |