YouTube Courses

Introduction to Black Studies - Spring 2017

Explore Black Studies through interdisciplinary lens, examining neoliberalism, history, language, and social justice. Gain insights from Noam Chomsky and student perspectives on critical issues and empowerment.

• YouTube
• 4 hours 30 minutes
• On-Demand
• Free Video

MIT RES.6-012 Introduction to Probability, Spring 2018

Comprehensive introduction to probability theory, covering key concepts, tools, and applications. Explores discrete and continuous probability, random variables, inference, and stochastic processes through lectures and examples.

• YouTube
• 1 day 6 hours
• On-Demand
• Free Video

Mathematics of Big Data and Machine Learning, IAP 2020

Explore artificial intelligence and machine learning with a focus on data handling challenges, covering topics from associative arrays to bio sequence cross-correlation and Kronecker graphs.

• YouTube
• 14 hours
• On-Demand
• Free Video

Theory of Computation, Fall 2020

Explore computability and complexity theory with MIT's in-depth course. Covers automata, Turing machines, undecidability, NP-completeness, and advanced topics in computational theory.

• YouTube
• 1 day 8 hours
• On-Demand
• Free Video

Introduction to EECS I

Integrated introduction to electrical engineering and computer science, covering software engineering, linear systems, electronic circuits, and decision-making through lectures and recitations.

• YouTube
• 17 hours
• On-Demand
• Free Video

Engineering Mathematics: Linear Algebra and ODEs, Fall 2014

Explore linear algebra and ODEs, covering numerical solutions for equation systems. Learn first and second-order equations with renowned instructor Gilbert Strang.

• YouTube
• 5 hours
• On-Demand
• Free Video

MIT Computational Biology - Genomes, Networks, Evolution, Health - Fall 2018

Comprehensive exploration of computational biology, covering genomics, networks, evolution, and health applications through advanced algorithms, data analysis, and cutting-edge research topics.

• YouTube
• 1 day 7 hours
• On-Demand
• Free Video

Machine Learning in Genomics - Fall 2019

Comprehensive exploration of computational biology techniques, from dynamic programming to deep learning, applied to genomics, epigenomics, and systems biology. Covers cutting-edge topics like single-cell genomics and genome engineering.

• YouTube
• 1 day 10 hours
• On-Demand
• Free Video

Missing Semester IAP 2020

Comprehensive series on essential computing skills, covering shell scripting, vim, data wrangling, version control, debugging, metaprogramming, and security for enhanced productivity.

• YouTube
• 10 hours
• On-Demand
• Free Video

Recent Progress on Foundation Model Supervision for Robot Learning

Discover how foundation models from non-robot domains can revolutionize robot learning, enabling automated task acquisition without extensive data collection or manual controller design.

• YouTube
• 53 minutes
• On-Demand
• Free Video

The Promises and Pitfalls of Open-source Agent Systems

Explore the potential and challenges of open-source AI agent systems, examining their performance compared to closed-source alternatives and key issues in evaluation and generalization.

• YouTube
• 58 minutes
• On-Demand
• Free Video

Games and Filters: A Road to Safe Intelligence

Explore game-theoretic approaches and safety principles in AI systems, from robotic control to human-AI interactions, focusing on developing reliable safety guarantees for autonomous systems.

• YouTube
• 49 minutes
• On-Demand
• Free Video

Inference-Time Policy Customization Through Interactive Task Specification

Discover how to customize pre-trained AI policies through interactive task specification, enabling real-time behavior adjustments without additional training for more effective human-robot interactions.

• YouTube
• 59 minutes
• On-Demand
• Free Video

Redefining Context for Powerful Test-Time Adaptation Using Unlabeled Data

Explore advanced test-time adaptation techniques for foundation models, focusing on context-driven approaches to improve model performance across different domains using unlabeled data and inductive biases.

• YouTube
• 48 minutes
• On-Demand
• Free Video

Aligning Language Models with LESS Data and Simple Preference Optimization (SimPO)

Discover innovative approaches to language model alignment through LESS data selection and SimPO optimization, achieving superior performance with reduced computational resources and simplified objectives.

• YouTube
• 1 hour
• On-Demand
• Free Video