| Lecture 1 |
Sep 26 (Mon) |
Course Introduction |
lecture1.pdf |
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| Assignment |
Sep 27 (Tue) |
Assignment 0 Released |
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| Lecture 2 |
Sep 28 (Wed) |
Medical Images: Classification |
lecture2.pdf |
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| Section |
Sep 30 (Fri) |
Review: Deep Learning Fundamentals |
deep_learning_fundamentals.pdf |
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| Lecture 3 |
Oct 3 (Mon) |
Medical Images: Advanced Vision Models (Detection and Segmentation) |
lecture3.pdf |
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| Assignment |
Oct 4 (Tue) |
Assignment 0 Due; Assignment 1 Released |
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| Lecture 4 |
Oct 5 (Wed) |
Medical Images: Advanced Vision Models (3D and Video) |
lecture4.pdf |
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| Section |
Oct 7 (Fri) |
Numpy/TensorFlow Review Session |
numpy_review.ipynb, tensorflow_review.ipynb |
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| Lecture 5 |
Oct 10 (Mon) |
Electronic Health Records: Introduction |
lecture5.pdf |
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| Lecture 6 |
Oct 12 (Wed) |
Electronic Health Records: Advanced Topics |
lecture6.pdf |
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| Section |
Oct 14 (Fri) |
Project Partner Finding Session (optional) |
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| Lecture 7 |
Oct 17 (Mon) |
Electronic Health Records: More on Text Data and Representations |
lecture7.pdf |
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| Assignment |
Oct 18 (Tue) |
Assignment 1 Due; Assignment 2 Released |
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| Guest Speaker |
Oct 19 (Wed) |
Strategies for Interdisciplinary Projects in AI and Healthcare: Dr Gabriel Brat |
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| Project |
Oct 21 (Fri) |
Project Proposal Due |
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| Lecture 8 |
Oct 24 (Mon) |
Multimodal Data, Multimodal Models, Weakly and Self-Supervised Learning |
lecture8.pdf |
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| Lecture 9 |
Oct 26 (Wed) |
More on Transformers and Multimodal Models |
lecture9.pdf |
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| Lecture 10 |
Oct 31 (Mon) |
Genomics: Introduction |
lecture10.pdf |
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| Assignment |
Nov 1 (Tue) |
Assignment 2 Due; Assignment 3 Released |
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| Lecture 11 |
Nov 2 (Wed) |
Special Topics: AI for COVID-19 |
lecture11.pdf |
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| Section |
Nov 4 (Fri) |
Midterm Review Session |
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| Midterm |
Nov 7 (Mon) |
Midterm Exam (in person during class hours) |
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| Lecture 12 |
Nov 9 (Wed) |
Unsupervised Learning and Reinforcement Learning |
lecture12.pdf |
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| Guest Speaker |
Nov 14 (Mon) |
Genomics Guest Lecture: Dr. Barbara Engelhardt |
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| Assignment |
Nov 15 (Tue) |
Assignment 3 Due |
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| Lecture 13 |
Nov 16 (Wed) |
Interpretability, Fairness, and Ethics |
lecture13.pdf |
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| Project |
Nov 18 (Fri) |
Project Milestone Due |
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| Guest Speaker |
Nov 28 (Mon) |
Guest Lecture: Dr. Jonathan Chen |
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| Lecture 14 |
Nov 30 (Wed) |
Distributed Learning, Security, and Privacy |
lecture14.pdf |
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| Course Conclusion and Guest Lecture |
Dec 5 (Mon) |
Zach Harned, JD (Zoom) |
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| Project |
Dec 14 (Wed) |
Poster Session (in person from 3:30PM to 5:30PM in LK Herb Garden) |
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| Project |
Dec 16 (Fri) |
Project Report Due |
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