| Date |
Topics |
Course Materials |
Instructor |
Deadlines |
| Week 1 |
Lecture 1
Monday 08/25/25 |
Introduction |
No Readings |
Jun-Yan |
|
Lecture 2
Wednesday 08/27/25 |
Introduction to Data |
Readings:
#1: Alon Halevy, Peter Norvig, and Fernando Pereira
#2: Antonio Torralba & Alexei A. Efros
#3: Chen Sun et al.
#4: Timnit Gebru et al. |
Jun-Yan |
|
| Week 2 |
Bonus Lecture
Wednesday 09/03/25 |
AWS and PyTorch Tutorial |
AWS Tutorial
Pytorch Tutorial
Colab Tutorial Notebook
|
TAs |
|
| Week 3 |
Lecture 3
Monday 09/08/25 |
Convolutional Neural Networks |
Readings:
#1: Alex Krizhevsky, Ilya Sutskever, Geoffrey E. Hinton
#2: Karen Simonyan, Andrew Zisserman
#3: Kaiming He et.al
#4: Gao Huang*, Zhuang Liu*, et al.
#5: Zhuang Liu et al. |
Jun-Yan |
|
Lecture 4
Wednesday 09/10/25 |
Visualizing and Understanding Neural Nets |
Readings:
#1: Aravindh Mahendran, Andrea Vedaldi
#2: David Bau, Bolei Zhou, et al.
#3: Ramprasaath R. Selvaraju et al.
#4: Olah et al. |
Jun-Yan |
|
| Week 4 |
Lecture 5
Monday 09/15/25 |
Attention and Transformers I |
Readings:
#1: Ashish Vaswani et al.
#2: Ilya Sutskever, Oriol Vinyals, Quoc V. Le
#3: Dzmitry Bahdanau, KyungHyun Cho, Yoshua Bengio
Optional Readings:
#1: Antoni Buades, Bartomeu Coll, and Jean-Michel Morel |
Jun-Yan |
|
Lecture 6
Wednesday 09/17/25 |
Attention and Transformers II |
Readings:
#1: Alexey Dosovitskiy et al.
#2: Ze Liu et al.
#3: Andrew Jaegle et al.
Optional Readings:
#4: Ilya Tolstikhin et al.
|
Jun-Yan |
HW1 Out (Classification + Detection) |
| Week 5 |
Lecture 7
Monday 09/22/25 |
Segmentation and Detection I |
Readings:
#1: Jonathan Long, Evan Shelhamer, Trevor Darrell
#2: Olaf Ronneberger et al.
Optional Readings:
#3: Sixiao Zheng et al.
#4: Enze Xie et al.
|
Jun-Yan |
|
Lecture 8
Wednesday 09/24/25 |
Segmentation and Detection II |
Readings:
#1: Pedro F Felzenszwalb et.al.
#2: Ross Girshick et.al.
#3: Joseph Redmon et al.
Optional Readings:
#4: Xingyi Zhou, et al.
|
Jun-Yan |
|
| Week 6 |
Lecture 9
Monday 09/29/25 |
Segmentation and Detection III |
Readings:
#1: Nicolas Carion et al.
#2: Kaiming He et al.
#3: Alexander Kirillov et al.
Optional Readings:
#4: Bowen Cheng et al.
#5: Nikhila Ravi et al.
|
Jun-Yan |
|
Lecture 10
Wednesday 10/02/25 |
Generative Models I |
Readings:
#1: Ian J. Goodfellow et al.
#2: Tero Karras, et al. (StyleGAN 1)
#3: Phillip Isola et al.
Optional Readings:
#4: Tero Karras, et al. (StyleGAN 2)
#5: Tero Karras, et al. (StyleGAN 3)
#6: Jun-Yan Zhu*, Taesung Park* et al.
|
Jun-Yan |
|