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

  • Video 26a: Vocabulary Reduction

    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 summarizes vocabulary reduction, key analysis, and the Bach chorales as preparation for the upcoming problem set.

    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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    28 min
  • 9. Translating Technology Into the Clinic

    MIT 6.S897 Machine Learning for Healthcare, Spring 2019
    Instructor: Peter Szolovits, Adam Wright
    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 the hype cycle as well as two examples of machine learning: Watson for Oncology and Computerized Physician Order Entry. Guest speaker Adam Wright speaks about the development of a medication related decision support system.

    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 30 min
  • Class 5 Video: Music Representation (II)

    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 the first problem set, ontology, taxonomy, meronomy, and more on efficient music encoding.

    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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    59 min
  • 4. Risk Stratification, Part 1

    MIT 6.S897 Machine Learning for Healthcare, Spring 2019
    Instructor: David Sontag, Leonard D'Avolio
    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 risk stratification and works through a case study of early detection of type 2 diabetes. The second portion of the class is an interview with Leonard D’Avolio, Assistant Professor at Harvard Medical School and founder of Cyft.

    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 28 Video: Feature Extraction and Machine Learning (II)

    MIT 21M.383 Computational Music Theory and Analysis Spring 2023

    Uploaded 15-10-25

    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

    Guest speaker Kiki Gutierres presents his computational research work on Pinkfong's Baby Shark song and other corpora, then the class explores feature extraction and analyzes similarity and difference in melody examples.

    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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    58 min
  • 22. Regulation of Machine Learning / Artificial Intelligence in the US

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

    Uploaded 22-10-20

    Andy Coravos gives an overview of US regulatory agencies and their role in overseeing devices (SaMDs) and how to submit public comment to these agencies. Mark Shervy gives an overview of institutional review boards (IRBs) for research with human subjects.

    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 29 min
  • Video 22c: Algorithmic Improvisation: Intro to George Lewis

    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

    An introduction by the instructor to algorithmic improvisation and the work of George Lewis.

    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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    5 min
  • 6. Physiological Time-Series

    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 gives a recap of risk stratification and then explains physiological time-series. Two scenarios are examined: monitoring babies in neonatal ICUs and detecting atrial fibrillation.

    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 9c: Interview with Michael Good on MusicXML

    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

    Discussion with Michael Good about the creation of MusicXML.

    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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    21 min
  • 5. Risk Stratification, 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 continues with the topic of risk stratification. He discusses the derivation of labels for data, evaluation of model performance, and the subtleties with machine learning-based risk stratification. The lecture finishes with survival modeling.

    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 27 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…