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MIT 18.S096 Matrix Calculus For Machine Learning And Beyond, IAP 2023
Instructors: Alan Edelman, Steven G. Johnson

Uploaded 23-10-23

View the complete course: https://ocw.mit.edu/courses/18-s096-matrix-calculus-for-machine-learning-and-beyond-january-iap-2023/
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Description: We can generalize the concept of a “gradient” beyond column vectors, e.g. to “matrix gradients” if we first generalize the concept of inner product.

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MIT 7.05 General Biochemistry, Spring 2020
Instructor: Matthew Vander Heiden
View the complete course: https://ocw.mit.edu/7-05S20
YouTube Playlist: https://www.youtube.com/playlist?list=PLUl4u3cNGP62wNcIMfinU64CAfreShjpt

In this lecture, Professor Vander Heiden introduces oxidative phosphorylation with the analogy of a biological battery and goes on to describe the electron transport chain, ATP synthase, and the role of membrane potential or pH.

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A conversation with learners and educators whose stories reveal the transformative power of open knowledge—showing how OCW has sparked curiosity, expanded opportunity, and inspired people worldwide to imagine new possibilities for themselves and their communities.

Panelists: Dr. Sarah Hansen, Andrea Henshall, Dr. Victor Odumuyiwa, Dr. Elizabeth Siler, Hinata Yamahara

You and your support can shape the next 25 years of MIT OpenCourseWare. Help us reach 500 million more learners with free, open, and personalized MIT resources through our MIT Crowdfunding campaign: https://crowdfund.mit.edu/story/OpenCourseWare-S26

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MIT 7.05 General Biochemistry, Spring 2020
Instructor: Matthew Vander Heiden
View the complete course: https://ocw.mit.edu/7-05S20
YouTube Playlist: https://www.youtube.com/playlist?list=PLUl4u3cNGP62wNcIMfinU64CAfreShjpt

Professor Vander Heiden continues the discussion of amino acid metabolism starting with a review of the urea cycle, then details glucogenic versus ketogenic amino acid breakdown, inborn errors of metabolism, amino acid synthesis, and one-carbon metabolism.

License: Creative Commons BY-NC-SA
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MIT 18.404J Theory of Computation, Fall 2020
Instructor: Michael Sipser
View the complete course: https://ocw.mit.edu/18-404JF20
YouTube Playlist: https://www.youtube.com/playlist?list=PLUl4u3cNGP60_JNv2MmK3wkOt9syvfQWY

Uploaded 06-10-21

Quickly reviewed last lecture. Simulated read-once branching programs by polynomials. Gave a probabilistic polynomial equality testing method. Concluded proving that EQ for ROBP is in BPP.

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A cross-campus look at MIT’s leadership in all forms of open knowledge—expanding the open education legacy of OCW and championing knowledge as a public good. This session highlights how practices in open source technologies, open access, open science and data, and open publishing have evolved across MIT and influenced global movements for accessible and equitable learning.

Panelists: Dr. Amy Brand, Dr. Chris Bourg, Curt Newton, Dr. Rebecca Saxe

You and your support can shape the next 25 years of MIT OpenCourseWare. Help us reach 500 million more learners with free, open, and personalized MIT resources through our MIT Crowdfunding campaign: https://crowdfund.mit.edu/story/OpenCourseWare-S26

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MIT 7.05 General Biochemistry, Spring 2020
Instructor: Matthew Vander Heiden
View the complete course: https://ocw.mit.edu/7-05S20
YouTube Playlist: https://www.youtube.com/playlist?list=PLUl4u3cNGP62wNcIMfinU64CAfreShjpt

Professor Vander Heiden introduces nucleic acid metabolism, then describes purine synthesis and uric acid, deoxyribonucleotides, pyrimidine synthesis, and the regulation of nucleic acid metabolism.

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A conversation with supporters and partners from the open education funding community about the essential role that philanthropy has played—and continues to play—in driving forward a global movement centered on access, equity, and the belief that knowledge should be a public good.

Panelists: Dr. Peter Baldwin, Dr. TJ Bliss, Dr. Catherine M. Casserly, Peter B. Kaufman

You and your support can shape the next 25 years of MIT OpenCourseWare. Help us reach 500 million more learners with free, open, and personalized MIT resources through our MIT Crowdfunding campaign: https://crowdfund.mit.edu/story/OpenCourseWare-S26

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MIT 18.S096 Matrix Calculus For Machine Learning And Beyond, IAP 2023
Instructors: Alan Edelman, Steven G. Johnson

Uploaded 23-10-23

View the complete course: https://ocw.mit.edu/courses/18-s096-matrix-calculus-for-machine-learning-and-beyond-january-iap-2023/
YouTube Playlist: https://www.youtube.com/playlist?list=PLUl4u3cNGP62EaLLH92E_VCN4izBKK6OE

Description: We can view matrix functions (matrix inputs/outputs) as “ordinary” multivariable calculus by “vectorizing” a matrix into a column vector.

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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 7.05 General Biochemistry, Spring 2020
Instructor: Matthew Vander Heiden
View the complete course: https://ocw.mit.edu/7-05S20
YouTube Playlist: https://www.youtube.com/playlist?list=PLUl4u3cNGP62wNcIMfinU64CAfreShjpt

In this lecture, Professor Vander Heiden begins with a review of the Calvin cycle, then discusses the pentose phosphate pathway involving transketolase and transaldolase as well as the oxidative PPP and the non-oxidative PPP.

License: Creative Commons BY-NC-SA
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More courses at https://ocw.mit.edu
Support OCW at http://ow.ly/a1If50zVRlQ

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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