Massachusetts Institute of Technology Courses

Data Augmentation for Image-Based Reinforcement Learning

Explores data augmentation techniques for image-based reinforcement learning, presenting a model-free algorithm and a self-supervised framework for visual continuous control tasks, achieving state-of-the-art results.

• YouTube
• 52 minutes
• Self-Paced
• Free Video

EI Seminar - Recent Papers in Embodied Intelligence

Explore cutting-edge research in embodied intelligence, covering topics like experiment design, neuro-symbolic models, robot design, speech recognition, and social perception.

• YouTube
• 53 minutes
• Self-Paced
• Free Video

Recent Papers in Embodied Intelligence I

Explore cutting-edge research in embodied intelligence, covering topics like robot training, task planning, neural networks, and machine learning for various AI applications.

• YouTube
• 58 minutes
• Self-Paced
• Free Video

Computational Principles Underlying the Learning of Sensorimotor Repertoires

Explore computational principles of motor learning, focusing on context's role in memory activation and how statistical learning shapes object representations.

• YouTube
• 1 hour 5 minutes
• Self-Paced
• Free Video

The Task Specification Problem

Exploring challenges in AI task specification, focusing on aligning human communication with machine understanding to improve robustness, transfer, and feature learning in AI systems.

• YouTube
• 1 hour 4 minutes
• Self-Paced
• Free Video

Intuitive Reasoning as Unsupervised Neural Generation

Explore intuitive reasoning in AI through neural generation, covering topics like common sense, language models, and multimodal information with researcher Yejin Choi.

• YouTube
• 1 hour 8 minutes
• Self-Paced
• Free Video

Jacob Andreas - Natural Language Explanations of Deep Networks

Explore strategies for generating natural language explanations of deep networks, covering medical diagnosis, multiagent communication, and neuron descriptions in AI systems.

• YouTube
• 1 hour 13 minutes
• Self-Paced
• Free Video

The Lottery Ticket Hypothesis - Michael Carbin

Explore the Lottery Ticket Hypothesis for efficient neural networks. Learn about pruning techniques, sparse architectures, and potential improvements in machine learning methods.

• YouTube
• 1 hour 6 minutes
• Self-Paced
• Free Video

Diverse Data and Efficient Algorithms for Robot Learning

Explore diverse data collection and efficient algorithms for robot learning, focusing on large-scale approaches and reinforcement learning for deformable object manipulation.

• YouTube
• 56 minutes
• Self-Paced
• Free Video

MIT EI Seminar - Phillip Isola - Emergent Intelligence- Getting More Out of Agents Than You Bake In

Explore emergent intelligence in AI through unsupervised learning, generative modeling, and self-assembling agents. Discover surprising outcomes beyond explicit programming in representation, video generation, and creature development.

• YouTube
• 58 minutes
• Self-Paced
• 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
• Self-Paced
• Free Video

Manufacturing Process Control II

Learn how to control process variation, including methods to design experiments that capture process behavior and understand means to control variability.

• edX
• 8 weeks, 10-12 hours/week
• Self-Paced
• Free Online Course (Audit)

Principles of Synthetic Biology

Learn how to engineer biological systems and program organisms to perform novel tasks.

• edX
• 15 weeks, 8-10 hours/week
• Self-Paced
• Free Certificate

Global Shakespeares: Re-Creating the Merchant of Venice

Learn how performance of William Shakespeare’s The Merchant of Venice provides occasions for creative, thoughtful communication across personal, historical, and cultural boundaries on topics including language and theatricality, gender relations, and rel…

• edX
• 8 weeks, 3-4 hours/week
• Self-Paced
• Free Certificate

Socially-Responsible Real Estate Development

Explore socially responsible real estate development, including the role of impact assessment and public consultation.

• edX
• 5 weeks, 3-5 hours/week
• Self-Paced
• Free Certificate