| Lecture 1 |
Sep 23 (Mon) |
Course Introduction |
lecture1.pdf |
| Lecture 2 |
Sep 25 (Wed) |
Deep Learning for Image Data: From CNNs to Foundation Models |
lecture2.pdf |
| Lecture 3 |
Sep 30 (Mon) |
Vision Representation Learners |
lecture3.pdf |
| Lecture 4 |
Oct 2 (Wed) |
Vision Representation Learners in Biomedicine |
lecture4.pdf |
| Lecture 5 |
Oct 7 (Mon) |
Vision-Language Representation Learners |
lecture5.pdf |
| Lecture 6 |
Oct 9 (Wed) |
Vision-Language Representation Learners in Biomedicine |
lecture6.pdf |
| Lecture 7 |
Oct 14 (Mon) |
Vision Diffusion and Generative Models |
lecture7.pdf |
| Assignment |
Oct 16 (Wed) |
Assignment 1 due |
|
| Lecture 8 |
Oct 16 (Wed) |
Vision Generative Models in Biomedicine |
lecture8.pdf |
| Lecture 9 |
Oct 21 (Mon) |
Vision-Language Generative Models |
lecture9.pdf |
| Project |
Oct 23 (Wed) |
Proposal due |
|
| Lecture 10 |
Oct 23 (Wed) |
Vision-Language Generative Models in Biomedicine |
lecture10.pdf |
| Lecture 11 |
Oct 28 (Mon) |
A Deeper Dive into GPUs and Compute |
lecture11.pdf |
| Lecture 12 |
Oct 30 (Wed) |
Key takeaways from the first 11 lectures |
lecture12.pdf |
| Guest Lecture |
Oct 30 (Wed) |
Troy Tazbaz: Responsible and Ethical Deployment of Advanced Vision Models |
|
| Discussion |
Nov 4 (Mon) |
Discussion: Recent Advances in Vision Representation Learners |
|
| Discussion |
Nov 6 (Wed) |
Discussion: Recent Advances in Vision-Language Representation Learners |
|
| Discussion |
Nov 11 (Mon) |
Discussion: Recent Advances in Vision Diffusion and Generative Models |
|
| Assignment |
Nov 13 (Wed) |
Assignment 2 due |
|
| Discussion |
Nov 13 (Wed) |
Discussion: Recent Advances in Vision-Language Generative Models |
|
| Discussion |
Nov 18 (Mon) |
Discussion: Recent Advances in Computing Efficiency |
|
| Project |
Nov 20 (Wed) |
Milestone due |
|
| Guest Lecture |
Nov 20 (Wed) |
Ehsan Adeli: Vision Research for Biomedicine |
|
|
Nov 25-29 |
Thanksgiving break |
|
| Lecture 13 |
Dec 2 (Mon) |
Course Conclusion |
lecture13.pdf |
| Guest Lecture |
Dec 5 (Wed) |
Khaled Saab: Vision Language Generative Models in Industry |
|
| Project |
Dec 9 (Mon) |
Presentations 3:30-6:30pm |
|
| Project |
Dec 11 (Wed) |
Final report due |
|