MIT OpenCourseWare: Free Courses from the institute

MIT 21M.383 Computational Music Theory and Analysis Spring 2023
Instructor: Michael Scott Asato Cuthbert
View the complete course: https://ocw.mit.edu/courses/21m-383-computational-music-theory-and-analysis-spring-2023/
YouTube Playlist: https://www.youtube.com/playlist?list=PLUl4u3cNGP62vSB2sI0W8lQFKsmS2-A6R

Uploaded 15-10-25

This video explores how to compare musical structures and how to measure equivalence.

License: Creative Commons BY-NC-SA
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MIT 6.S897 Machine Learning for Healthcare, Spring 2019
Instructor: David Sontag
View the complete course: https://ocw.mit.edu/6-S897S19
YouTube Playlist: https://www.youtube.com/playlist?list=PLUl4u3cNGP60B0PQXVQyGNdCyCTDU1Q5j

Uploaded 22-10-20

Prof. Sontag discusses aspects of disease progression modeling, including staging, subtyping, and multi-task and unsupervised learning. The goals are to determine the patient’s place in the disease trajectory and how treatment may affect progression.

License: Creative Commons BY-NC-SA
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MIT 21M.383 Computational Music Theory and Analysis Spring 2023
Instructor: Michael Scott Asato Cuthbert
View the complete course: https://ocw.mit.edu/courses/21m-383-computational-music-theory-and-analysis-spring-2023/
YouTube Playlist: https://www.youtube.com/playlist?list=PLUl4u3cNGP62vSB2sI0W8lQFKsmS2-A6R

Uploaded 15-10-25

Prof. Cuthbert shares strategies for reading an academic article.

License: Creative Commons BY-NC-SA
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MIT 6.S897 Machine Learning for Healthcare, Spring 2019
Instructor: David Sontag, Barbra Dickerman
View the complete course: https://ocw.mit.edu/6-S897S19
YouTube Playlist: https://www.youtube.com/playlist?list=PLUl4u3cNGP60B0PQXVQyGNdCyCTDU1Q5j

Uploaded 22-10-20

In the first half, Prof. Sontag discusses how to evaluate different policies in causal inference and how it is related to reinforcement learning. In the second half, Dr. Barbra Dickerman talks about evaluating dynamic treatment strategies.

License: Creative Commons BY-NC-SA
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MIT 21M.383 Computational Music Theory and Analysis Spring 2023
Instructor: Michael Scott Asato Cuthbert
View the complete course: https://ocw.mit.edu/courses/21m-383-computational-music-theory-and-analysis-spring-2023/
YouTube Playlist: https://www.youtube.com/playlist?list=PLUl4u3cNGP62vSB2sI0W8lQFKsmS2-A6R

Uploaded 15-10-25

Prof. Cuthbert provides a coding tutorial covering the material taught at the end of Class 1.

License: Creative Commons BY-NC-SA
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MIT 6.S897 Machine Learning for Healthcare, Spring 2019
Instructor: David Sontag
View the complete course: https://ocw.mit.edu/6-S897S19
YouTube Playlist: https://www.youtube.com/playlist?list=PLUl4u3cNGP60B0PQXVQyGNdCyCTDU1Q5j

Uploaded 22-10-20

This is the 2020 version of the lecture delivered via Zoom, due to technical difficulties in the original lecture 15 video. Prof. Sontag discusses a causal inference setting from a causal graphs perspective.

License: Creative Commons BY-NC-SA
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MIT 21M.383 Computational Music Theory and Analysis Spring 2023
Instructor: Michael Scott Asato Cuthbert
View the complete course: https://ocw.mit.edu/courses/21m-383-computational-music-theory-and-analysis-spring-2023/
YouTube Playlist: https://www.youtube.com/playlist?list=PLUl4u3cNGP62vSB2sI0W8lQFKsmS2-A6R

Uploaded 15-10-25

Prof. Cuthbert discusses medieval manuscripts, identifying fragments, how to use statistics and computation in exploring these kinds of research areas, and then introduces music visualization with a work by Arvo Pärt.

License: Creative Commons BY-NC-SA
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MIT 6.S897 Machine Learning for Healthcare, Spring 2019
Instructor: Peter Szolovits
View the complete course: https://ocw.mit.edu/6-S897S19
YouTube Playlist: https://www.youtube.com/playlist?list=PLUl4u3cNGP60B0PQXVQyGNdCyCTDU1Q5j

Uploaded 22-10-20

Prof. Szolovits gives a deep dive into clinical data, the types of data, and how the data can be standardized. MIMIC-III data is used to illustrate these points. He discusses the difficulties of medicine harmonization and interoperability.

License: Creative Commons BY-NC-SA
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MIT 21M.383 Computational Music Theory and Analysis Spring 2023
Instructor: Michael Scott Asato Cuthbert
View the complete course: https://ocw.mit.edu/courses/21m-383-computational-music-theory-and-analysis-spring-2023/
YouTube Playlist: https://www.youtube.com/playlist?list=PLUl4u3cNGP62vSB2sI0W8lQFKsmS2-A6R

Uploaded 15-10-25

This session covers questions about Problem Set 4, an in-class analysis of Bach and Haydn's works, close vs. distant listening, Problem Set 5 guidelines, and additional music21 tools.

License: Creative Commons BY-NC-SA
More information at https://ocw.mit.edu/terms
More courses at https://ocw.mit.edu
Support OCW at http://ow.ly/a1If50zVRl

We encourage constructive comments and discussion on OCW’s YouTube and other social media channels. Personal attacks, hate speech, trolling, and inappropriate comments are not allowed and may be removed.
More details at https://ocw.mit.edu/comments.



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MIT 6.S897 Machine Learning for Healthcare, Spring 2019
Instructor: Adam Yala
View the complete course: https://ocw.mit.edu/6-S897S19
YouTube Playlist: https://www.youtube.com/playlist?list=PLUl4u3cNGP60B0PQXVQyGNdCyCTDU1Q5j

Uploaded 22-10-20

Dr. Yala discusses deep learning models for mammogram interpretation and triaging. While many aspects of cancer detection based on mammograms are similar to those of natural image classification (ImageNet), there are some key differences.

License: Creative Commons BY-NC-SA
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