MIT OpenCourseWare

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 learn, MIT OpenCourseWare (OCW) offers a wealth of insight, inspiration, videos, and a whole lot more! Get the full picture on the OCW website at https://ocw.mit.edu. Accessibility: https://accessibility.mit.edu/ User comments policy: https://ocw.mit.edu/comments/ (Channel banner photo by Nietnagel on Flickr: https://flic.kr/p/8WXxfK.)

“Learning for Life: How Curiosity Shapes Well-Being” with Bia Adams

“Learning for Life: How Curiosity Shapes Well-Being” with Bia Adams

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“Learning for Life: How Curiosity Shapes Well-Being” with Bia Adams

“Learning for Life: How Curiosity Shapes Well-Being” with Bia Adams

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6 days ago

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Lecture 20: Building the First Federally (CFTC) Regulated Exchange Dedicated to Trading on Events

Lecture 20: Building the First Federally (CFTC) Regulated Exchange Dedicated to Trading on Events

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6 days ago

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Lecture 1, Part III: Bond “Mathematics”

Lecture 1, Part III: Bond “Mathematics”

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6 days ago

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Lecture 13: Portfolio Management

Lecture 13: Portfolio Management

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6 days ago

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Lecture 14: Stochastic Processes II

Lecture 14: Stochastic Processes II

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6 days ago

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Lecture 4: Linear Algebra (cont.); Probability Theory

Lecture 4: Linear Algebra (cont.); Probability Theory

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6 days ago

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Lecture 23: Introduction to Machine Learning

Lecture 23: Introduction to Machine Learning

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6 days ago

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Lecture 1, Part I: Introduction of the Class

Lecture 1, Part I: Introduction of the Class

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6 days ago

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Lecture 1, Part II: Introduction of Financial Markets, Financial Terms and Concepts

Lecture 1, Part II: Introduction of Financial Markets, Financial Terms and Concepts

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6 days ago

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Lecture 21: Black-Scholes Formula, Risk Neutral Valuation

Lecture 21: Black-Scholes Formula, Risk Neutral Valuation

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6 days ago

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Lecture 2: Linear Algebra

Lecture 2: Linear Algebra

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6 days ago

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Lecture 8: Regression Analysis (cont.)

Lecture 8: Regression Analysis (cont.)

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6 days ago

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Lecture 24: Stochastic Calculus

Lecture 24: Stochastic Calculus

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6 days ago

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Lecture 9: Principal Component Analysis in Finance

Lecture 9: Principal Component Analysis in Finance

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6 days ago

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Lecture 7: Linear Rates, Products, and Models

Lecture 7: Linear Rates, Products, and Models

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6 days ago

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Lecture 10: Counterparty Risk Optimization

Lecture 10: Counterparty Risk Optimization

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6 days ago

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How to Sell Concert Tickets, with MIT Economist Jon Gruber

How to Sell Concert Tickets, with MIT Economist Jon Gruber

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1 week ago

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Can AI fix the economy?

Can AI fix the economy?

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3 weeks ago

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MIT Economist Jon Gruber on AI, Trade-Offs & Healthcare

MIT Economist Jon Gruber on AI, Trade-Offs & Healthcare

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1 month ago

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Lecture 11: Contagious Structure in Projection Theory

Lecture 11: Contagious Structure in Projection Theory

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1 month ago

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Lecture 02: Fundamental Methods of Projection Theory

Lecture 02: Fundamental Methods of Projection Theory

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1 month ago

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Lecture 13: The Balog-Szemeredi-Gowers Theorem

Lecture 13: The Balog-Szemeredi-Gowers Theorem

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1 month ago

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Lecture 04: The Fourier Method in Euclidean Space

Lecture 04: The Fourier Method in Euclidean Space

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1 month ago

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Lecture 09: Reflections on the Szemeredi-Trotter Theorem

Lecture 09: Reflections on the Szemeredi-Trotter Theorem

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1 month ago

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Lecture 22: Sharp Projection Theorems, Part 1: Introduction and Beck's Theorem.

Lecture 22: Sharp Projection Theorems, Part 1: Introduction and Beck's Theorem.

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1 month ago

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Lecture 01: Introduction to Projection Theory

Lecture 01: Introduction to Projection Theory

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1 month ago

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Lecture 23: Sharp Projection Theorems, Part 2: AD Regular Case

Lecture 23: Sharp Projection Theorems, Part 2: AD Regular Case

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1 month ago

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Lecture 15: The Bourgain Projection Theorem, Part 2

Lecture 15: The Bourgain Projection Theorem, Part 2

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1 month ago

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Lecture 03: Projection Theory in Euclidean Space

Lecture 03: Projection Theory in Euclidean Space

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Lecture 05: The Large Sieve

Lecture 05: The Large Sieve

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Lecture 07: Applications of the Large Sieve to Number Theory

Lecture 07: Applications of the Large Sieve to Number Theory

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Lecture 20: Homogeneous Dynamics, Part 1

Lecture 20: Homogeneous Dynamics, Part 1

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1 month ago

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Lecture 10: Sum-Product Theory

Lecture 10: Sum-Product Theory

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1 month ago

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Lecture 19: Random Walks on Finite Groups, Part 3

Lecture 19: Random Walks on Finite Groups, Part 3

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1 month ago

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Student Project 1: How to Make a Chinese Calligraphy Brush Stand

Student Project 1: How to Make a Chinese Calligraphy Brush Stand

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1 month ago

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Student Project 2: Ink and Thread: Incorporating Chinese Calligraphy in Fashion

Student Project 2: Ink and Thread: Incorporating Chinese Calligraphy in Fashion

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1 month ago

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Session 4-1: Networked Geothermal: The European Experience

Session 4-1: Networked Geothermal: The European Experience

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1 month ago

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Session 8-3: Thermal Energy Network Evolution of the Penn South Community in Manhattan

Session 8-3: Thermal Energy Network Evolution of the Penn South Community in Manhattan

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1 month ago

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Session 1-3: Health Impacts of Methane ("Natural") Gas Systems

Session 1-3: Health Impacts of Methane ("Natural") Gas Systems

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1 month ago

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Session 7-3: Techno-Economic Modeling of GENs with HEATNETS Model

Session 7-3: Techno-Economic Modeling of GENs with HEATNETS Model

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1 month ago

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Session 5-3: Introduction to Design of GENs

Session 5-3: Introduction to Design of GENs

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1 month ago

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Session 8-2: Framingham, Massachusetts UTEN Pilot Project Overview

Session 8-2: Framingham, Massachusetts UTEN Pilot Project Overview

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1 month ago

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Session 6-2: Emerging Code & Standards for Ambient Temperature Loops

Session 6-2: Emerging Code & Standards for Ambient Temperature Loops

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1 month ago

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Session 5-2: Differences Between Geothermal Heat Pumps and GEN

Session 5-2: Differences Between Geothermal Heat Pumps and GEN

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1 month ago

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Session 3-4: Geothermal Energy Networks: Transforming Our Thermal

Session 3-4: Geothermal Energy Networks: Transforming Our Thermal

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1 month ago

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Session 4-2: Deploying Geothermal Networks At City and Country Scale: Utility Perspective on Scaling

Session 4-2: Deploying Geothermal Networks At City and Country Scale: Utility Perspective on Scaling

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1 month ago

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Session 1-2: Carbon Reduction Pathways for Building Stocks

Session 1-2: Carbon Reduction Pathways for Building Stocks

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1 month ago

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Session 8-1: ATL District Systems Overview

Session 8-1: ATL District Systems Overview

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1 month ago

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8-4: Intro to the MIT Thermal Energy Networks Plan for Rapid, Cost-Effective Campus Decarbonization

8-4: Intro to the MIT Thermal Energy Networks Plan for Rapid, Cost-Effective Campus Decarbonization

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1 month ago

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Session 2-1: An Ecological View of the Energy Transition

Session 2-1: An Ecological View of the Energy Transition

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1 month ago

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Session Introduction: Geothermal Energy Networks: Transforming Our Thermal Energy System

Session Introduction: Geothermal Energy Networks: Transforming Our Thermal Energy System

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1 month ago

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Class 15 Video: Encoding Corpora and Voice Leading

Class 15 Video: Encoding Corpora and Voice Leading

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1 month ago

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Video 7b: Streams as Hierarchies: Types of Containers in music21

Video 7b: Streams as Hierarchies: Types of Containers in music21

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1 month ago

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Video 6b: Representations of Ontologies: Craig Sapp’s Rosetta Stone

Video 6b: Representations of Ontologies: Craig Sapp’s Rosetta Stone

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1 month ago

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Video 22b: Problem Sets 7-8: Working and Composing with Scales, Chords, and Roman Numerals

Video 22b: Problem Sets 7-8: Working and Composing with Scales, Chords, and Roman Numerals

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1 month ago

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Video 7a: Unlocking Duration and Note Objects in music21

Video 7a: Unlocking Duration and Note Objects in music21

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1 month ago

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Video 12d: How to Work with Ties in music21

Video 12d: How to Work with Ties in music21

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1 month ago

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Video 6a: Music Representation (III): Unlocking Pitch in music21

Video 6a: Music Representation (III): Unlocking Pitch in music21

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1 month ago

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Class 27 Video: Feature Extraction and Machine Learning

Class 27 Video: Feature Extraction and Machine Learning

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1 month ago

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Video 4b: Music Representation in General

Video 4b: Music Representation in General

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1 month ago

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Video 7d: Partwise vs. Timewise Polyphonic Representations

Video 7d: Partwise vs. Timewise Polyphonic Representations

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1 month ago

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Video 12a: Painting Emotions in Music and Text

Video 12a: Painting Emotions in Music and Text

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1 month ago

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Video 32a: Tipping the Iceberg

Video 32a: Tipping the Iceberg

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1 month ago

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Video 7c: music21 Streams, Corpus, and Meter Features

Video 7c: music21 Streams, Corpus, and Meter Features

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1 month ago

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Video 12c: Graphing and Plotting in music21

Video 12c: Graphing and Plotting in music21

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1 month ago

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Video 3a: Introduction to Pitch Representation

Video 3a: Introduction to Pitch Representation

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1 month ago

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AI + Open Education Initiative: AI Literacies and Evaluation

AI + Open Education Initiative: AI Literacies and Evaluation

MIT OpenCourseWare

2 months ago

Courses Education
AI + Open Education Initiative: Professional Education and the Judicious Use of AI

AI + Open Education Initiative: Professional Education and the Judicious Use of AI

MIT OpenCourseWare

2 months ago

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Video 9: All There Is to Unlearn - MIT Innovation Teams

Video 9: All There Is to Unlearn - MIT Innovation Teams

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2 months ago

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Video 5: Prototype Problems Not Products - MIT Innovation Teams

Video 5: Prototype Problems Not Products - MIT Innovation Teams

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2 months ago

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Video 1: Congratulations, You Are a Terrible Robot - MIT Innovation Teams

Video 1: Congratulations, You Are a Terrible Robot - MIT Innovation Teams

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2 months ago

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Video 3: Technology Isn’t What You Think It Is - MIT Innovation Teams

Video 3: Technology Isn’t What You Think It Is - MIT Innovation Teams

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2 months ago

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Introduction: How to Move Technologies from Lab to Impact - MIT Innovation Teams

Introduction: How to Move Technologies from Lab to Impact - MIT Innovation Teams

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2 months ago

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Video 2: All Great Ideas Start Out Bad - MIT Innovation Teams

Video 2: All Great Ideas Start Out Bad - MIT Innovation Teams

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2 months ago

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Video 7: Lessons From a Real Garage - MIT Innovation Teams

Video 7: Lessons From a Real Garage - MIT Innovation Teams

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2 months ago

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Video 10: Go Combinatorial - MIT Innovation Teams

Video 10: Go Combinatorial - MIT Innovation Teams

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2 months ago

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Video 6: Don’t Start Small, Start With What You Have - MIT Innovation Teams

Video 6: Don’t Start Small, Start With What You Have - MIT Innovation Teams

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2 months ago

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Video 4: Problems Are Not Catastrophes - MIT Innovation Teams

Video 4: Problems Are Not Catastrophes - MIT Innovation Teams

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2 months ago

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Video 8: Are You Sure That’s a Risk? - MIT Innovation Teams

Video 8: Are You Sure That’s a Risk? - MIT Innovation Teams

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2 months ago

Courses Education
07. EdTech Before the Internet

07. EdTech Before the Internet

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2 months ago

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09. Massive Open Online Courses (MOOCs)

09. Massive Open Online Courses (MOOCs)

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2 months ago

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10. Intelligent Tutors

10. Intelligent Tutors

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2 months ago

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14. Learning Games

14. Learning Games

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2 months ago

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16. Start-Up and the Curse of the Familiar

16. Start-Up and the Curse of the Familiar

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2 months ago

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20. The Toxic Power of Data and Experiment

20. The Toxic Power of Data and Experiment

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2 months ago

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12. Interest-Driven Learning

12. Interest-Driven Learning

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2 months ago

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03. How People Learn: Situated Learning

03. How People Learn: Situated Learning

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2 months ago

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02. How People Learn: Cognitive Load Theory

02. How People Learn: Cognitive Load Theory

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2 months ago

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18. Trap of Routine Assessment

18. Trap of Routine Assessment

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2 months ago

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Lecture 9: Strategy, Skill, and Chance, Part 2

Lecture 9: Strategy, Skill, and Chance, Part 2

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2 months ago

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Lecture 12: Knowing Your Players

Lecture 12: Knowing Your Players

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2 months ago

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Lecture 2: Iterative Design

Lecture 2: Iterative Design

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2 months ago

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Lecture 19: Abstraction and Simulation

Lecture 19: Abstraction and Simulation

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2 months ago

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Lecture 4: Prototyping

Lecture 4: Prototyping

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2 months ago

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MIT Economist Explains the NFL’s Legal Cartel

MIT Economist Explains the NFL’s Legal Cartel

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3 months ago

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Lecture 11: Extreme and Intermediate Value Theorem; Metric Spaces

Lecture 11: Extreme and Intermediate Value Theorem; Metric Spaces

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3 months ago

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Lecture 18: Integrable Functions

Lecture 18: Integrable Functions

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3 months ago

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Lecture 23: Existence & Uniqueness for ODEs: Picard–Lindelöf Theorem

Lecture 23: Existence & Uniqueness for ODEs: Picard–Lindelöf Theorem

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3 months ago

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Lecture 8: Convergence Tests for Series; Power Series

Lecture 8: Convergence Tests for Series; Power Series

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3 months ago

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Lecture 9: Limsup and Liminf; Power Series; Continuous Functions; Exponential Function

Lecture 9: Limsup and Liminf; Power Series; Continuous Functions; Exponential Function

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3 months ago

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Review for the Final Exam

Review for the Final Exam

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3 months ago

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Lecture 4: Sequences; Convergence

Lecture 4: Sequences; Convergence

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3 months ago

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Lecture 22: Differentiating and Integrating Power Series; Ordinary Differential Equations (ODEs)

Lecture 22: Differentiating and Integrating Power Series; Ordinary Differential Equations (ODEs)

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3 months ago

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Lecture 3: How to Write a Proof; Archimedean Property

Lecture 3: How to Write a Proof; Archimedean Property

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3 months ago

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Lecture 17: Taylor Polynomials; Remainder Term; Riemann Integrals

Lecture 17: Taylor Polynomials; Remainder Term; Riemann Integrals

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3 months ago

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Lecture 1: Introduction to Real Numbers

Lecture 1: Introduction to Real Numbers

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3 months ago

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Lecture 15: Derivatives; Laws for Differentiation

Lecture 15: Derivatives; Laws for Differentiation

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3 months ago

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Lecture 10: Continuous Functions; Exponential Function (cont.)

Lecture 10: Continuous Functions; Exponential Function (cont.)

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3 months ago

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Lecture 5: Monotone Convergence Theorem

Lecture 5: Monotone Convergence Theorem

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3 months ago

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Lecture 20: Pointwise Convergence; Uniform Convergence

Lecture 20: Pointwise Convergence; Uniform Convergence

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3 months ago

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Do the Rich Deserve Their Wealth? Exploring the Case for Luck Insurance

Do the Rich Deserve Their Wealth? Exploring the Case for Luck Insurance

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4 months ago

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Lecture 14: Digraphs and DAGs

Lecture 14: Digraphs and DAGs

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4 months ago

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Lecture 23: Expectation and Variance

Lecture 23: Expectation and Variance

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4 months ago

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Lecture 12: Matching

Lecture 12: Matching

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4 months ago

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Lecture 19: Conditional Probability

Lecture 19: Conditional Probability

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4 months ago

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Lecture 20: Independence

Lecture 20: Independence

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4 months ago

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Lecture 16: Counting Techniques

Lecture 16: Counting Techniques

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4 months ago

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Lecture 6: Asymptotics

Lecture 6: Asymptotics

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4 months ago

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Lecture 7: Recurrences

Lecture 7: Recurrences

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4 months ago

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Lecture 9: Modular Arithmetic

Lecture 9: Modular Arithmetic

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4 months ago

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2026 OE Global Conference Save the Date Announcement

2026 OE Global Conference Save the Date Announcement

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4 months ago

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Day 2: Translating Healthcare Research into Healthcare Entrepreneurship

Day 2: Translating Healthcare Research into Healthcare Entrepreneurship

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4 months ago

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Day 1: Prapela Case Study

Day 1: Prapela Case Study

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4 months ago

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LeBron vs. Lawncare: Why It’s All About Trade-Offs

LeBron vs. Lawncare: Why It’s All About Trade-Offs

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4 months ago

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Do You Still Need to Learn Python in the Age of AI?

Do You Still Need to Learn Python in the Age of AI?

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4 months ago

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Keyboard shortcuts

Keyboard shortcuts

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4 months ago

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Lecture 4: State Machines

Lecture 4: State Machines

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4 months ago

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Lecture 3: Casework and Strong Induction

Lecture 3: Casework and Strong Induction

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4 months ago

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Lecture 11: Graphs and Coloring

Lecture 11: Graphs and Coloring

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4 months ago

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Lecture 1: Predicates, Sets, and Proofs

Lecture 1: Predicates, Sets, and Proofs

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4 months ago

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Lecture 13: Connectivity and Trees

Lecture 13: Connectivity and Trees

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4 months ago

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Lecture 2: Contradiction and Induction

Lecture 2: Contradiction and Induction

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4 months ago

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Lecture 24: Large Deviations: Chebyshev and Chernov Bound, Wrap Up

Lecture 24: Large Deviations: Chebyshev and Chernov Bound, Wrap Up

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4 months ago

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Lecture 15: Relations and Counting

Lecture 15: Relations and Counting

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4 months ago

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Lecture 17: More Counting Techniques

Lecture 17: More Counting Techniques

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Lecture 10: Cryptography

Lecture 10: Cryptography

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Lecture 8: Divisibility

Lecture 8: Divisibility

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Lecture 5: Sums

Lecture 5: Sums

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Lecture 18: Probability

Lecture 18: Probability

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Lecture 22: Expectation

Lecture 22: Expectation

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Lecture 21: Random Variables

Lecture 21: Random Variables

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4 months ago

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