Schedule
| Date | Lecture | Readings | Logistics | |
|---|---|---|---|---|
| Module 1: Fundamentals | ||||
| 1/21 |
Lecture #1
(Prof. Lengerich):
Course Introduction & Goals [ slides | notes ] |
|||
| 1/26 |
Lecture #2
(Prof. Lengerich):
A Brief Introduction to Deep Learning [ slides | notes ] |
|||
| 1/28 |
Lecture #3
(Prof. Lengerich):
Regularization, Optimization, and Initialization in Deep Learning [ slides | notes ] |
|||
| 2/2 |
Lecture #4
(Prof. Lengerich):
Structured Models: CNNs [ slides | notes ] |
|||
| 2/4 |
Lecture #5
(Prof. Lengerich):
Skipped [ slides | notes ] |
|||
| 2/9 |
Lecture #6
(Prof. Lengerich):
Structured Models: Graphs, RNNs [ slides | notes ] |
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| 2/11 |
Lecture #7
(Prof. Lengerich):
A Brief Introduction to Generative Models [ slides | notes ] |
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| 2/16 |
Lecture #8
(Prof. Lengerich):
Attention, Transformers, and GPT [ slides | notes ] |
Preliminary Paper Interest and Presentation Plans Sign-up (in-class) |
||
| 2/18 |
Lecture #9
(Prof. Lengerich):
Unsupervised Training ("Pre-training") [ slides | notes ] |
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| 2/23 |
Lecture #10
(Prof. Lengerich):
Supervised Fine-Tuning ("Post-training") [ slides | notes ] |
Preliminary Outline of Review Paper Topics (in-class) |
||
| 2/25 |
Lecture #11
(Prof. Lengerich):
Prompts and In-Context Learning [ slides | notes ] |
Prep for papers 1 & 2 |
||
| Module 2: Seminar | ||||
| 3/2 |
Lecture #12
(Prof. Lengerich):
Alignment, Explainability, Open Directions [ slides | notes ] |
|||
| 3/4 | Student Presentations 1 & 2 | |||
| 3/9 |
Lecture #13
(Prof. Lengerich):
Foundation Models for Clinical Images [ slides | notes ] |
|||
| 3/11 | Student Presentations 3 & 4 | |||
| 3/16 |
Lecture #14
(Prof. Lengerich):
Foundation Models for Genomics [ slides | notes ] |
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| 3/18 | Student Presentations 5 & 6 | |||
| 3/23 |
Lecture #15
(Prof. Lengerich):
Foundation Models for EHRs [ slides | notes ] |
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| 3/25 | Student Presentations 7 & 8 | |||
| 3/30 |
Lecture #16
:
Spring Break [ slides | notes ] |
|||
| 4/6 |
Lecture #17
(Prof. Lengerich):
TBD [ slides | notes ] |
|||
| 4/8 | Student Presentations 9 & 10 | |||
| 4/13 |
Lecture #18
(Prof. Lengerich):
TBD [ slides | notes ] |
|||
| 4/15 | Student Presentations 11 & 12 | |||
| 4/20 |
Lecture #19
(Prof. Lengerich):
TBD [ slides | notes ] |
|||
| 4/22 | Student Presentations 13 & 14 | |||
| 4/27 |
Lecture #20
(Prof. Lengerich):
TBD [ slides | notes ] |
|||
| 4/29 | Student Presentations 15 & 16 | |||