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Weizmann Institute of Science20244121 Deep Learning for Computer Vision:Fundamentals and Applications |
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Winter 2023/4 |
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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 11/12/2023 | Introduction. Basics of ML | Assaf |
slides (pdf) video |
a1 out |
| 2 | Wed 13/12/2023 | Classification methods | Lior |
slides (pdf) video |
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| Week 2 | |||||
| 3 | Mon 18/12/2023 | Neural networks | Assaf |
slides (pdf)
video |
|
| 4 | Wed 20/12/2023 | PyTorch | Rafail |
slides (pdf)
video |
|
| Week 3 | |||||
| - | Mon 25/12/2023 | Christmas Day | No class | 5 | Wed 27/12/2023 | Convolutional neural networks | Assaf |
slides (pdf)
video |
a1 due a2 out |
| Week 4 | |||||
| 6 | Mon 1/1/2024 | Practical training | Shai |
slides (pdf)
video weight init notebook |
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| 7 | Wed 3/1/2024 | Architectures | Rafail |
slides (pdf)
video |
|
| Final project: What, how and when | Shai | final project page | |||
| Week 5 | |||||
| 8 | Mon 8/1/2024 | Visualizing and understanding neural networks | Tali |
slides (pdf)
video |
|
| 9 | Wed 10/1/2024 | Advanced PyTorch | Rafail |
slides (pdf)
video |
a2 due a3 out |
| Week 6 | |||||
| 10 | Mon 15/1/2024 | Adversarial examples | Niv Haim |
slides (pdf)
video |
Final project: technical milestone |
| 11 | Wed 17/1/2024 | Sequences and Attention | Shai | slides (pdf) | |
| Week 7 | |||||
| 12 | Mon 22/1/2024 | Vision Transformers | Shai |
slides (pdf)
video |
|
| 13 | Wed 24/1/2024 | Generative Models | Assaf |
slides (pdf)
video |
|
| Week 8 | |||||
| 14 | Mon 29/1/2024 | Advanced Generative Models | Tali |
slides (pdf)
video |
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| 15 | Wed 31/1/2024 | Self supervision (I) | Tali | slides (pdf) |
a3 due Final project proposal |
| Week 9 | |||||
| 16 | Mon 5/2/2024 | Self supervision (II) | Shai |
slides (pdf)
video |
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| 17 | Wed 7/2/2024 | Computer Graphics and Rendering | Meirav |
slides (pdf)
video |
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| Week 10 | |||||
| 18 | Mon 12/2/2024 | Implicit 3D representations (I) | Meirav |
slides (pdf)
video |
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| 19 | Wed 14/2/2024 | Implicit representations (II) | Lior |
slides (pdf)
video |
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| Week 11 | |||||
| 20 | Mon 19/2/2024 | Learning from videos | Tali | slides (pdf) | |
| 21 | Wed 21/2/2024 | Detection and Segmentation (I) | Shai |
slides (pdf)
video |
|
| Week 12 | |||||
| 22 | Mon 26/2/2024 | Image and Text | Rafail | slides (pdf) | |
| 23 | Wed 28/2/2024 | Detection and Segmentation (II) | Lior |
slides (pdf)
video |
Final project milestone |
| Exam period | |||||
| - | Tue 2/4/2024 @ 12:00 |
Final project due | |||
| - | Wed 3/4/2024 | Final projects expo | |||