MIT OpenCourseWare: Free Courses from the institute

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By: MIT OpenCourseWare

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 OCW website, each course includes a syllabus, instructional material like notes and reading lists, and learning activities like assignments and solutions. Some courses also have videos, online textbooks, and faculty insights on teaching.Knowledge is your reward. There's no signup or enrollment, and no start or end dates. OCW is self-paced learning at its best. Whether you’re a student, a teacher, or simply a curious person that wants to le...

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Lec 14. Generative Models: Basics
Lec 14. Generative Models: Basics episode artwork
Today at 5:00 AM

MIT 6.7960 Deep Learning, Fall 2024
Instructor: Phillip Isola
View the complete course: https://ocw.mit.edu/courses/6-7960-deep-learning-fall-2024/
YouTube Playlist: https://www.youtube.com/playlist?list=PLUl4u3cNGP63URZnh5iqBzDTDYPUTQT-8

Uploaded 11-02-26

This video covers the basics of generative models, including density and energy models, sampling methods, GANs (Generative Adversarial Networks), autoregressive models, and diffusion models.

License: Creative Commons BY-NC-SA
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Safety guideline for COVID-19: Transient aerosol buildup
Safety guideline for COVID-19: Transient aerosol buildup episode artwork
Today at 4:00 AM

MIT RES.10-S95 Physics of COVID-19 Transmission, Fall 2020
Instructor: Martin Z. Bazant
View the complete course: https://ocw.mit.edu/RES-10-S95F20
YouTube Playlist: https://www.youtube.com/playlist?list=PLUl4u3cNGP62-vPzt_GMdZRflJPjNdspG

Uploaded 08-04-21

Safety guideline for COVID-19: Transient aerosol buildup

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Ethics_of_AI_Bias_clip4.mp4
Ethics_of_AI_Bias_clip4.mp4 episode artwork
Today at 3:13 AM

MIT RES.10-002 Ethics of AI Bias, Spring 2023
Instructors: Prof. Bernhardt Trout, Prof. Svetozar Minkov

Uploaded 24-10-23

View the resource on MIT OpenCourseWare: https://ocw.mit.edu/courses/res-10-002-ethics-of-bias-in-ai-spring-2023/

This is a video presenting the fourth part of a dramatized seminar-type class session in which the participants discuss the ethical ramifications of bias in artificial intelligence systems.

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Lec 03. Approximation Theory
Lec 03. Approximation Theory episode artwork
Today at 3:00 AM

MIT 6.7960 Deep Learning, Fall 2024
Instructor: Jeremy Bernstein
View the complete course: https://ocw.mit.edu/courses/6-7960-deep-learning-fall-2024/
YouTube Playlist: https://www.youtube.com/playlist?list=PLUl4u3cNGP63URZnh5iqBzDTDYPUTQT-8

Uploaded 11-02-26

How well can you approximate a given function by a DNN? We will explore various facets of this issue, from universal approximation to Barron's theorem. And does increasing the depth provably help for expressivity?

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...

Airborne disease transmission in a well-mixed room: Drop-size distributions
Airborne disease transmission in a well-mixed room: Drop-size distributions episode artwork
Today at 2:00 AM

MIT RES.10-S95 Physics of COVID-19 Transmission, Fall 2020
Instructor: Martin Z. Bazant
View the complete course: https://ocw.mit.edu/RES-10-S95F20
YouTube Playlist: https://www.youtube.com/playlist?list=PLUl4u3cNGP62-vPzt_GMdZRflJPjNdspG

Uploaded 08-04-21

Airborne disease transmission in a well-mixed room: Drop-size distributions

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Lec 12. Representation Learning: Similarity-Based
Lec 12. Representation Learning: Similarity-Based episode artwork
Today at 1:00 AM

MIT 6.7960 Deep Learning, Fall 2024
Instructor: Sara Beery
View the complete course: https://ocw.mit.edu/courses/6-7960-deep-learning-fall-2024/
YouTube Playlist: https://www.youtube.com/playlist?list=PLUl4u3cNGP63URZnh5iqBzDTDYPUTQT-8

Uploaded 11-02-26

This video covers similarity-based representation learning, including metric learning, contrastive learning, self-supervised and supervised methods, InfoNCE loss, alignment and uniformity principles, and the role of hard negatives.

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3. Learning: The Power of Association (audio only)
3. Learning: The Power of Association (audio only) episode artwork
Today at 12:13 AM

Instructor: Prof. Jeremy Wolfe

Uploaded 18-09-23

View the complete course: https://ocw.mit.edu/courses/9-00-introduction-to-psychology-fall-2004/
YouTube playlist: https://www.youtube.com/playlist?list=PLUl4u3cNGP615Y1j9Ok3szAH5DxhFjTHo

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Epidemiological models: Disease spreading in a population
Epidemiological models: Disease spreading in a population episode artwork
Today at 12:00 AM

MIT RES.10-S95 Physics of COVID-19 Transmission, Fall 2020
Instructor: Martin Z. Bazant
View the complete course: https://ocw.mit.edu/RES-10-S95F20
YouTube Playlist: https://www.youtube.com/playlist?list=PLUl4u3cNGP62-vPzt_GMdZRflJPjNdspG

Uploaded 08-04-21

Epidemiological models: Disease spreading in a population

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Lec 19. Transfer Learning: Data
Lec 19. Transfer Learning: Data episode artwork
Yesterday at 11:00 PM

MIT 6.7960 Deep Learning, Fall 2024
Instructor: Sara Beery
View the complete course: https://ocw.mit.edu/courses/6-7960-deep-learning-fall-2024/
YouTube Playlist: https://www.youtube.com/playlist?list=PLUl4u3cNGP63URZnh5iqBzDTDYPUTQT-8

Uploaded 11-02-26

This video explores transfer learning with data, covering generative models as data augmentation, domain adaptation, and prompting techniques.

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Safety guideline for COVID-19: Risk scenarios
Safety guideline for COVID-19: Risk scenarios episode artwork
Yesterday at 10:00 PM

MIT RES.10-S95 Physics of COVID-19 Transmission, Fall 2020
Instructor: Martin Z. Bazant
View the complete course: https://ocw.mit.edu/RES-10-S95F20
YouTube Playlist: https://www.youtube.com/playlist?list=PLUl4u3cNGP62-vPzt_GMdZRflJPjNdspG

Uploaded 08-04-21

Safety guideline for COVID-19: Risk scenarios

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Lecture 22: Free Energy-Composition Diagrams, General Case
Lecture 22: Free Energy-Composition Diagrams, General Case episode artwork
Yesterday at 9:13 PM

MIT 3.020 Thermodynamics of Materials, Spring 2021
Instructor: Rafael Jaramillo

Uploaded 23-10-23

View the complete course: https://ocw.mit.edu/courses/3-020-thermodynamics-of-materials-spring-2021/
YouTube Playlist: https://www.youtube.com/playlist?list=PLUl4u3cNGP61g-yRbJz4ghFPJLiok1HxX

This lecture covers reference states, and drawing free energy-composition diagrams.

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Lec 23. Metrized Deep Learning
Lec 23. Metrized Deep Learning episode artwork
Yesterday at 9:00 PM

MIT 6.7960 Deep Learning, Fall 2024
Instructor: Jeremy Bernstein
View the complete course: https://ocw.mit.edu/courses/6-7960-deep-learning-fall-2024/
YouTube Playlist: https://www.youtube.com/playlist?list=PLUl4u3cNGP63URZnh5iqBzDTDYPUTQT-8

Uploaded 11-02-26

This video presents Jeremy’s research on metrized deep learning, covering modular neural network design, optimization, theory of modules, scaling, and duality principles.

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Safety guideline for COVID-19: Transmission rate
Safety guideline for COVID-19: Transmission rate episode artwork
Yesterday at 8:00 PM

MIT RES.10-S95 Physics of COVID-19 Transmission, Fall 2020
Instructor: Martin Z. Bazant
View the complete course: https://ocw.mit.edu/RES-10-S95F20
YouTube Playlist: https://www.youtube.com/playlist?list=PLUl4u3cNGP62-vPzt_GMdZRflJPjNdspG

Uploaded 08-04-21

Safety guideline for COVID-19: Transmission rate

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Lec 07. Scaling Rules for Optimization
Lec 07. Scaling Rules for Optimization episode artwork
Yesterday at 7:00 PM

MIT 6.7960 Deep Learning, Fall 2024
Instructor: Jeremy Bernstein
View the complete course: https://ocw.mit.edu/courses/6-7960-deep-learning-fall-2024/
YouTube Playlist: https://www.youtube.com/playlist?list=PLUl4u3cNGP63URZnh5iqBzDTDYPUTQT-8

Uploaded 11-02-26

This video explores neural computation from a spectral perspective, discusses feature learning and hyperparameter transfer, and presents scaling rules for transferring hyperparameters across network width and depth.

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4. Sensing: Gathering the Information (audio only)
4. Sensing: Gathering the Information (audio only) episode artwork
Yesterday at 6:13 PM

Instructor: Prof. Jeremy Wolfe

Uploaded 18-09-23

View the complete course: https://ocw.mit.edu/courses/9-00-introduction-to-psychology-fall-2004/
YouTube playlist: https://www.youtube.com/playlist?list=PLUl4u3cNGP615Y1j9Ok3szAH5DxhFjTHo

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Safety guideline for COVID-19: Safety guideline as a simple formula
Safety guideline for COVID-19: Safety guideline as a simple formula episode artwork
Yesterday at 6:00 PM

MIT RES.10-S95 Physics of COVID-19 Transmission, Fall 2020
Instructor: Martin Z. Bazant
View the complete course: https://ocw.mit.edu/RES-10-S95F20
YouTube Playlist: https://www.youtube.com/playlist?list=PLUl4u3cNGP62-vPzt_GMdZRflJPjNdspG

Uploaded 08-04-21

Safety guideline for COVID-19: Safety guideline as a simple formula

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Lec 21. Language Models
Lec 21. Language Models episode artwork
Yesterday at 5:00 PM

MIT 6.7960 Deep Learning, Fall 2024
Instructor: Jacob Andreas
View the complete course: https://ocw.mit.edu/courses/6-7960-deep-learning-fall-2024/
YouTube Playlist: https://www.youtube.com/playlist?list=PLUl4u3cNGP63URZnh5iqBzDTDYPUTQT-8

Uploaded 11-02-26

This guest lecture walks through prompting, chain-of-thought, and instruction-tuning. It focuses on in-context learning with LMs.

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Safety guideline for COVID-19: Steady transmission rate
Safety guideline for COVID-19: Steady transmission rate episode artwork
Yesterday at 4:00 PM

MIT RES.10-S95 Physics of COVID-19 Transmission, Fall 2020
Instructor: Martin Z. Bazant
View the complete course: https://ocw.mit.edu/RES-10-S95F20
YouTube Playlist: https://www.youtube.com/playlist?list=PLUl4u3cNGP62-vPzt_GMdZRflJPjNdspG

Uploaded 08-04-21

Safety guideline for COVID-19: Steady transmission rate

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Supplemental Video: Gallium-Indium Eutectic Demo
Supplemental Video: Gallium-Indium Eutectic Demo episode artwork
Yesterday at 3:13 PM

MIT 3.020 Thermodynamics of Materials, Spring 2021
Speaker: Akshay Singh

Uploaded 23-10-23

View the complete course: https://ocw.mit.edu/courses/3-020-thermodynamics-of-materials-spring-2021/
YouTube Playlist: https://www.youtube.com/playlist?list=PLUl4u3cNGP61g-yRbJz4ghFPJLiok1HxX

This video demonstrates the melting temperatures of different compositions of Gallium-Indium.

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Lec 08. Architectures: Transformers
Lec 08. Architectures: Transformers episode artwork
Yesterday at 3:00 PM

MIT 6.7960 Deep Learning, Fall 2024
Instructor: Phillip Isola
View the complete course: https://ocw.mit.edu/courses/6-7960-deep-learning-fall-2024/
YouTube Playlist: https://www.youtube.com/playlist?list=PLUl4u3cNGP63URZnh5iqBzDTDYPUTQT-8

Uploaded 11-02-26

This video introduces transformers, focusing on three key ideas: tokens, attention, and positional codes. It also explores how transformers relate to MLPs, GNNs, and CNNs as variations on common principles.

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Transfer of respiratory pathogens: Viruses
Transfer of respiratory pathogens: Viruses episode artwork
Yesterday at 2:00 PM

MIT RES.10-S95 Physics of COVID-19 Transmission, Fall 2020
Instructor: Martin Z. Bazant
View the complete course: https://ocw.mit.edu/RES-10-S95F20
YouTube Playlist: https://www.youtube.com/playlist?list=PLUl4u3cNGP62-vPzt_GMdZRflJPjNdspG

Uploaded 08-04-21

Transfer of respiratory pathogens: Viruses

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Lec 06. Generalization Theory
Lec 06. Generalization Theory episode artwork
Yesterday at 1:00 PM

MIT 6.7960 Deep Learning, Fall 2024
Instructor: Phillip Isola
View the complete course: https://ocw.mit.edu/courses/6-7960-deep-learning-fall-2024/
YouTube Playlist: https://www.youtube.com/playlist?list=PLUl4u3cNGP63URZnh5iqBzDTDYPUTQT-8

Uploaded 11-02-26

This video covers basic generalization theory, exploring overparameterization, double descent, and the limitations of VC dimension. It also discusses the role of inductive biases in deep learning.

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15. Attitudes and Behaviors: How Can We Be Controlled? (audio only)
15. Attitudes and Behaviors: How Can We Be Controlled? (audio only) episode artwork
Yesterday at 12:13 PM

Instructor: Prof. Jeremy Wolfe

Uploaded 18-09-23

View the complete course: https://ocw.mit.edu/courses/9-00-introduction-to-psychology-fall-2004/
YouTube playlist: https://www.youtube.com/playlist?list=PLUl4u3cNGP615Y1j9Ok3szAH5DxhFjTHo

License: Creative Commons BY-NC-SA
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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 al...

Transfer of respiratory pathogens: Release of viral load from a drop (ASIDE)
Transfer of respiratory pathogens: Release of viral load from a drop (ASIDE) episode artwork
Yesterday at 12:00 PM

MIT RES.10-S95 Physics of COVID-19 Transmission, Fall 2020
Instructor: Martin Z. Bazant
View the complete course: https://ocw.mit.edu/RES-10-S95F20
YouTube Playlist: https://www.youtube.com/playlist?list=PLUl4u3cNGP62-vPzt_GMdZRflJPjNdspG

Uploaded 08-04-21

Transfer of respiratory pathogens: Release of viral load from a drop (ASIDE)

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PyTorch Tutorial
PyTorch Tutorial episode artwork
Yesterday at 11:00 AM

MIT 6.7960 Deep Learning, Fall 2024
Instructor: Jamie Meindl
View the complete course: https://ocw.mit.edu/courses/6-7960-deep-learning-fall-2024/
YouTube Playlist: https://www.youtube.com/playlist?list=PLUl4u3cNGP63URZnh5iqBzDTDYPUTQT-8

Uploaded 11-02-26

This tutorial provides an overview of PyTorch, an open-source deep learning framework. Students are expected to have familiarity with programming, though not necessarily with PyTorch.

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Airborne disease transmission in a well-mixed room: Air filtration versus masks
Airborne disease transmission in a well-mixed room: Air filtration versus masks episode artwork
Yesterday at 10:00 AM

MIT RES.10-S95 Physics of COVID-19 Transmission, Fall 2020
Instructor: Martin Z. Bazant
View the complete course: https://ocw.mit.edu/RES-10-S95F20
YouTube Playlist: https://www.youtube.com/playlist?list=PLUl4u3cNGP62-vPzt_GMdZRflJPjNdspG

Uploaded 08-04-21

Airborne disease transmission in a well-mixed room: Air filtration versus masks

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Lecture 29: Boltzmann Distribution
Lecture 29: Boltzmann Distribution episode artwork
Yesterday at 9:13 AM

MIT 3.020 Thermodynamics of Materials, Spring 2021
Instructor: Rafael Jaramillo

Uploaded 23-10-23

View the complete course: https://ocw.mit.edu/courses/3-020-thermodynamics-of-materials-spring-2021/
YouTube Playlist: https://www.youtube.com/playlist?list=PLUl4u3cNGP61g-yRbJz4ghFPJLiok1HxX

This lecture covers the Boltzmann distribution as equilibrium condition, microcanonical and canonical ensembles, and partition functions.

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Lec 18. Transfer Learning: Models
Lec 18. Transfer Learning: Models episode artwork
Yesterday at 9:00 AM

MIT 6.7960 Deep Learning, Fall 2024
Instructor: Sara Beery
View the complete course: https://ocw.mit.edu/courses/6-7960-deep-learning-fall-2024/
YouTube Playlist: https://www.youtube.com/playlist?list=PLUl4u3cNGP63URZnh5iqBzDTDYPUTQT-8

Uploaded 11-02-26

This video covers transfer learning techniques, including fine-tuning, linear probes, knowledge distillation, and foundation models.

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Safety guideline for COVID-19: Analysis of superspreading events
Safety guideline for COVID-19: Analysis of superspreading events episode artwork
Yesterday at 8:00 AM

MIT RES.10-S95 Physics of COVID-19 Transmission, Fall 2020
Instructor: Martin Z. Bazant
View the complete course: https://ocw.mit.edu/RES-10-S95F20
YouTube Playlist: https://www.youtube.com/playlist?list=PLUl4u3cNGP62-vPzt_GMdZRflJPjNdspG

Uploaded 08-04-21

Safety guideline for COVID-19: Analysis of superspreading events

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Lecture 08: Local Public Goods and Fiscal Federalism
Lecture 08: Local Public Goods and Fiscal Federalism episode artwork
Yesterday at 7:00 AM

MIT 14.41, Public Finance and Public Policy, Fall 2024
Instructor: Prof. Jonathan Gruber
View the complete course: https://ocw.mit.edu/courses/14-41-public-finance-and-public-policy-fall-2024/
YouTube Playlist: https://www.youtube.com/playlist?list=PLUl4u3cNGP62KS2YhlASvGBxxL8HgB11p

Uploaded 04-02-26

In this lecture, Prof. Gruber discusses applications of public good theory, specifically fiscal federalism. Fiscal federalism is a system that defines the financial relationships between different levels of government.

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16. Who Are you? The Psychology of the Self (audio only)
16. Who Are you? The Psychology of the Self (audio only) episode artwork
Yesterday at 6:13 AM

Instructor: Prof. Jeremy Wolfe

Uploaded 18-09-23

View the complete course: https://ocw.mit.edu/courses/9-00-introduction-to-psychology-fall-2004/
YouTube playlist: https://www.youtube.com/playlist?list=PLUl4u3cNGP615Y1j9Ok3szAH5DxhFjTHo

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Beyond the well-mixed room: Turbulent jets (ASIDE)
Beyond the well-mixed room: Turbulent jets (ASIDE) episode artwork
Yesterday at 6:00 AM

MIT RES.10-S95 Physics of COVID-19 Transmission, Fall 2020
Instructor: Martin Z. Bazant
View the complete course: https://ocw.mit.edu/RES-10-S95F20
YouTube Playlist: https://www.youtube.com/playlist?list=PLUl4u3cNGP62-vPzt_GMdZRflJPjNdspG

Uploaded 08-04-21

Beyond the well-mixed room: Turbulent jets (ASIDE)

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Lecture 04: Externalities in Practice II
Lecture 04: Externalities in Practice II episode artwork
Yesterday at 5:00 AM

MIT 14.41, Public Finance and Public Policy, Fall 2024
Instructor: Prof. Jonathan Gruber
View the complete course: https://ocw.mit.edu/courses/14-41-public-finance-and-public-policy-fall-2024/
YouTube Playlist: https://www.youtube.com/playlist?list=PLUl4u3cNGP62KS2YhlASvGBxxL8HgB11p

Uploaded 04-02-26

In this lecture, Prof. Gruber continues the discussion about health externalities, focused on the consequences of smoking.


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<...

Transfer of respiratory pathogens: Airborne droplets
Transfer of respiratory pathogens: Airborne droplets episode artwork
Yesterday at 4:00 AM

MIT RES.10-S95 Physics of COVID-19 Transmission, Fall 2020
Instructor: Martin Z. Bazant
View the complete course: https://ocw.mit.edu/RES-10-S95F20
YouTube Playlist: https://www.youtube.com/playlist?list=PLUl4u3cNGP62-vPzt_GMdZRflJPjNdspG

Uploaded 08-04-21

Transfer of respiratory pathogens: Airborne droplets

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Lecture 2: Scope and Use of Thermodynamics
Lecture 2: Scope and Use of Thermodynamics episode artwork
Yesterday at 3:13 AM

MIT 3.020 Thermodynamics of Materials, Spring 2021
Instructor: Rafael Jaramillo

Uploaded 23-10-23

View the complete course: https://ocw.mit.edu/courses/3-020-thermodynamics-of-materials-spring-2021/
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This lecture covers systems, phases, states, and state functions, equations of state, compressibility and thermal expansion, and extensive vs intensive properties.

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Lecture 15: Health Care III, Redistribution
Lecture 15: Health Care III, Redistribution episode artwork
Yesterday at 3:00 AM

MIT 14.41, Public Finance and Public Policy, Fall 2024
Instructor: Prof. Jonathan Gruber
View the complete course: https://ocw.mit.edu/courses/14-41-public-finance-and-public-policy-fall-2024/
YouTube Playlist: https://www.youtube.com/playlist?list=PLUl4u3cNGP62KS2YhlASvGBxxL8HgB11p

Uploaded 04-02-26

In this lecture, Prof. Gruber continues his discussion of health care policy, focusing on Medicare.


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Safety guideline for COVID-19: Role of prevalence of infection
Safety guideline for COVID-19: Role of prevalence of infection episode artwork
Yesterday at 2:00 AM

MIT RES.10-S95 Physics of COVID-19 Transmission, Fall 2020
Instructor: Martin Z. Bazant
View the complete course: https://ocw.mit.edu/RES-10-S95F20
YouTube Playlist: https://www.youtube.com/playlist?list=PLUl4u3cNGP62-vPzt_GMdZRflJPjNdspG

Uploaded 08-04-21

Safety guideline for COVID-19: Role of prevalence of infection

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Lecture 14: Health Care II
Lecture 14: Health Care II episode artwork
Yesterday at 1:00 AM

MIT 14.41, Public Finance and Public Policy, Fall 2024
Instructor: Prof. Jonathan Gruber
View the complete course: https://ocw.mit.edu/courses/14-41-public-finance-and-public-policy-fall-2024/
YouTube Playlist: https://www.youtube.com/playlist?list=PLUl4u3cNGP62KS2YhlASvGBxxL8HgB11p

Uploaded 04-02-26

In this lecture, Prof. Gruber continues the discussion about health care, the single largest expenditure of most federal governments.


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20. Defining Mental Illness: Are Suicide Bombers Insane? (audio only)
20. Defining Mental Illness: Are Suicide Bombers Insane? (audio only) episode artwork
Yesterday at 12:13 AM

Instructor: Prof. Jeremy Wolfe

Uploaded 18-09-23

View the complete course: https://ocw.mit.edu/courses/9-00-introduction-to-psychology-fall-2004/
YouTube playlist: https://www.youtube.com/playlist?list=PLUl4u3cNGP615Y1j9Ok3szAH5DxhFjTHo

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Transfer of respiratory pathogens: Equilibrium size of respiratory aerosols
Transfer of respiratory pathogens: Equilibrium size of respiratory aerosols episode artwork
Yesterday at 12:00 AM

MIT RES.10-S95 Physics of COVID-19 Transmission, Fall 2020
Instructor: Martin Z. Bazant
View the complete course: https://ocw.mit.edu/RES-10-S95F20
YouTube Playlist: https://www.youtube.com/playlist?list=PLUl4u3cNGP62-vPzt_GMdZRflJPjNdspG

Uploaded 08-04-21

Transfer of respiratory pathogens: Equilibrium size of respiratory aerosols

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