| Lecture 1 |
Sep 14 (Mon) |
Course Introduction |
lecture1.pdf |
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| Assignment |
Sep 15 (Tue) |
Assignment 0 Released |
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| Lecture 2 |
Sep 16 (Wed) |
Deep Learning Fundamentals |
lecture2.pdf |
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| Section |
Sep 18 (Fri) |
Project Partner Finding Session |
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| Lecture 3 |
Sep 21 (Mon) |
Medical Images: Classification |
lecture3.pdf |
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| Assignment |
Sep 22 (Tue) |
Assignment 0 Due; Assignment 1 Released |
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| Lecture 4 |
Sep 23 (Wed) |
Medical Images: Advanced Vision Models (Detection and Segmentation) |
lecture4.pdf |
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| Section |
Sep 25 (Fri) |
Numpy/TensorFlow Review Session |
numpy_tf_review.pdf |
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| Lecture 5 |
Sep 28 (Mon) |
Medical Images: Advanced Vision Models (3D and Video) |
lecture5.pdf |
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| Lecture 6 |
Sep 30 (Wed) |
Electronic Health Records: Introduction |
lecture6.pdf |
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| Lecture 7 |
Oct 5 (Mon) |
Electronic Health Records: Advanced Topics |
lecture7.pdf |
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| Assignment |
Oct 6 (Tue) |
Assignment 1 Due |
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| Assignment |
Oct 7 (Wed) |
Assignment 2 Released |
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| Lecture 8 |
Oct 7 (Wed) |
More on Text Data and Representations |
lecture8.pdf |
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| Project |
Oct 9 (Fri) |
Project proposal due |
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| Guest Lecture |
Oct 12 (Mon) |
Strategies for Interdisciplinary Projects in AI and Healthcare with Matthew Lungren |
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| Lecture 9 |
Oct 14 (Wed) |
Genomics: Introduction |
lecture9.pdf |
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| Guest Lecture |
Oct 19 (Mon) |
Genomics: Guest Lecture from Marina Sirota |
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| Assignment |
Oct 21 (Wed) |
Assignment 2 Due; Assignment 3 Released |
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| Lecture 10 |
Oct 21 (Wed) |
Multimodal Data, Multimodal Models, and Weakly Supervised Learning |
lecture10.pdf |
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| Lecture 11 |
Oct 26 (Mon) |
Special Topics: AI for COVID-19 |
lecture11.pdf |
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| Lecture 12 |
Oct 28 (Wed) |
Unsupervised Learning and Reinforcement Learning |
lecture12.pdf |
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| Project |
Oct 30 (Fri) |
Project milestone due |
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| Presentations |
Nov 2 (Mon) |
Project Milestone Presentations |
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| Assignment |
Nov 4 (Wed) |
Assignment 3 Due |
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| Lecture 13 |
Nov 4 (Wed) |
Interpretability, Fairness, and Ethics |
lecture13.pdf |
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| Project |
Nov 6 (Fri) |
Signups for project advising sessions |
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| Lecture 14 |
Nov 9 (Mon) |
Distributed Learning, Security, and Privacy |
lecture14.pdf |
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| Guest Lecture |
Nov 11 (Wed) |
Guest Lecture from Mohit Kaushal |
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Nov 16 (Mon) |
AMA with Prof. Serena Yeung |
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Nov 18 (Wed) |
Course Conclusion; Project report due |
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