MIT OpenCourseWare: Free Courses from the institute

MIT OpenCourseWare: Free Courses from the institute

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MIT OpenCourseWare: Free Courses from the institute episodes

  • Classes 18-21 Video: Brief Synopsis of Guest Sessions on Music Cognition

    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

    The instructor presents a brief synopsis of topics covered by guest speakers in the past few class sessions.

    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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    13 min
  • 21. Automating Clinical Work Flows

    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 discusses ways of improving medical care and narrowing performance distribution through decision support from local data and change-point detection to monitor rule firings. The Clinical Pathways COWpath study is used as an example.

    License: Creative Commons BY-NC-SA
    More information at https://ocw.mit.edu/terms
    More courses at https://ocw.mit.edu



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    1 hr 28 min
  • Video 12b: Chorales as a Corpus

    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 shows how Bach’s chorales can be used as a corpus within music21.

    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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    7 min
  • 19. Disease Progression Modeling and Subtyping, Part 2

    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 begins with a recap of the goal of disease progression modeling and then discusses staging from cross-sectional data and simultaneous staging and subtyping.

    License: Creative Commons BY-NC-SA
    More information at https://ocw.mit.edu/terms
    More courses at https://ocw.mit.edu



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    1 hr 20 min
  • Class 17 Video: Introduction to Music Cognition

    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

    Short session after in-class quiz that introduces the topic of music cognition, the readings, and upcoming guest speakers.

    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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    19 min
  • 14. Causal Inference, Part 1

    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 causal inference, examples of causal questions, and how these guide treatment decisions. He explains the Rubin-Neyman causal model as a potential outcome framework.

    License: Creative Commons BY-NC-SA
    More information at https://ocw.mit.edu/terms
    More courses at https://ocw.mit.edu



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    1 hr 26 min
  • Class 4 Video: Intro to Scores and Music Representation

    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 explores musical scores and representation and how one might be more efficient in coding this for a computer.

    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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    1 hr 17 min
  • 20. Precision Medicine

    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 an introduction to disease subtyping and discusses collecting genome data, precision medicine modality space (PMMS), genotypes and phenotypes, and the history of genetics and genome sequencing. He also discusses the Framingham study.

    License: Creative Commons BY-NC-SA
    More information at https://ocw.mit.edu/terms
    More courses at https://ocw.mit.edu



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    1 hr 32 min
  • Class 13 Video: Corpus Studies and Statistics

    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 on Problem Set 4, explores what inversion is, and how to analyze large corpora in music21 including OpenScore Lieder, Irish folk music, and Bach chorales.

    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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    1 hr 5 min
  • 8. Natural Language Processing (NLP), Part 2

    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 covers Natural Language Processing methods including those which are not based on neural networks representations and those techniques which employ neural network architectures.

    License: Creative Commons BY-NC-SA
    More information at https://ocw.mit.edu/terms
    More courses at https://ocw.mit.edu



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    1 hr 31 min

About MIT OpenCourseWare: Free Courses from the institute

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A free and open online publication of educational material from thousands of MIT courses, covering the entire MIT curriculum, ranging from introductory to the most advanced graduate courses. On the…