Weizmann Institute of Science 20214182 Deep Learning for Computer Vision: Fundamentals and Applications
Spring 2021
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This schedule is preliminary and subject to change as the term evolves.

Lecture	Date	Topic	Instructor	Course Materials	Assignments
Week 1
1	Mon 22/3/2021	Introduction. Basics of ML	Assaf	slides slides (pdf) lecture video	a1 out
TUT	Thu 25/3/2021	Classification methods	Niv	slides slides (pdf) tutorial video
Week 2
Passover
Week 3
2	Mon 5/4/2021	Neural networks	Assaf	slides slides (pdf) lecture video	a1 due a2 out
TUT	Thu 8/4/2021	Intro to pytorch	Shir	slides slides (pdf) tutorial video Tutorial notebooks 1, 2
Week 4
3	Mon 12/4/2021	Convolutional neural networks	Assaf	slides slides (pdf) lecture video
Week 5
4	Mon 19/4/2021	Practical training	Shai	slides slides (pdf) lecture video notebook
TUT	Thu 22/4/2021	CNN architectures	Dror	slides slides (pdf) tutorial video
Week 6
5	Mon 26/4/2021	Detection and segmentation	Shai	slides slides (pdf) lecture video	a2 due a3 out
TUT	Thu 29/4/2021	Advanced pytorch	Ben	slides slides (pdf) tutorial video notebook
Week 7
6	Mon 3/5/2021	Visualizing and understanding neural networks	Tali	slides slides (pdf) lecture video
TUT	Thu 6/5/2021	Adversarial examples	Niv H	slides slides (pdf) tutorial video
Week 8
7	Mon 10/5/2021	Sequences (RNN, Attention)	Shai	slides slides (pdf) lecture video
Week 9
TUT	Mon 20/5/2021	Final project: What, how and when	Shai	slides slides (pdf) video final project page
Week 10
8	Mon 24/5/2021	Generative Models	Assaf	slides (pdf) lecture video
TUT	Thu 27/5/2021	Sequences (RNN, Attention)	Akhiad	slides slides (pdf) tutorial video	a3 due a4 out
Week 11
9	Mon 31/5/2021	Self supervision	Tali	slides slides (pdf) lecture video
TUT	Thu 3/6/2021	Variational auto encoders	Niv	slides slides (pdf) tutorial video
Week 12
10	Mon 7/6/2021	Learning from videos	Tali	slides (pdf) lecture video
TUT	Thu 10/6/2021	GPU fundamentals	Nvidia (Asher Fredman)	slides (pdf) tutorial video DLProf AMP and examples CUDA and model
Week 13
11	Mon 14/6/2021	Computer graphics and Rendering	Meirav	slides (pdf) lecture video	a4 due
TUT	Thu 17/6/2021	Deep Learning Practitioner's Toolbox	Shir	slides slides (pdf) tutorial video	Final project proposals
Week 14
12	Mon 21/6/2021	Implicit 3D representations	Meirav	slides (pdf) lecture video
TUT	Thu 24/6/2021	Efficient architectures	Akhiad	slides slides (pdf) tutorial video
Week 15
13	Mon 28/6/2021	Theory (Guest lecture)	Ohad Shamir	lecture video
TUT	Thu 1/7/2021	Parallel GPU	Shai	slides slides (pdf) tutorial video
Week 16
14	Mon 5/7/2021	Graph Neural Networks (Guest lecture)	Haggai Maron	lecture video
-	Thu 8/7/2021	Re-rendering Reality (Guest lecture)	Tali Dekel
Exam period
-	Thu 15/7/2021				Final project milestone
-	Mon 9/8/2021				Final project due
-	Tue 10/8/2021	Final projects expo