Massachusetts Institute of Technology Courses

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

Introduction to Aerodynamics

Discover the basic fluid dynamic concepts behind aircraft analysis and design.

• edX
• 15 weeks, 10-14 hours/week
• Self-Paced
• Free Certificate

Microstructural Evolution in Materials: Phase Transformations

Learn how the kinetics of phase transformations influence the microstructure of materials

• edX
• 4 weeks, 8-12 hours a week
• Self-Paced
• Free Online Course

Chemical Thermodynamics II: Equilibrium and Kinetics

Discover the flow of energy at a fundamental physical level, and learn how to approach multi-component systems as they evolve with time.

• edX
• 11 weeks, 8-12 hours/week
• Self-Paced
• Free Certificate

Chinese Language in Culture: Level 3

Learn both cultural competence and language proficiency for successful participation in Mandarin-speaking societies.

• edX
• 8 weeks, 6-7 hours/week
• Self-Paced
• Free Certificate

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
• Self-Paced
• 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
• Self-Paced
• Free Video

Dynamics and Control I

Explore dynamics and vibrations of mechanical systems, covering kinematics, force-momentum, work-energy, Lagrange's equations, and linear stability analysis. Includes MATLAB® for problem-solving.

• MIT OpenCourseWare
• Self-Paced
• Free Online Course