United States Courses & Certifications

6.036 Introduction to Machine Learning

This course introduces principles, algorithms, and applications of machine learning from the point of view of modeling and prediction.

• Independent
• Self-Paced
• Free Online Course

Power Electronics

Comprehensive exploration of power electronics principles, covering analysis, design, and control of energy conversion circuits, with emphasis on practical applications and advanced concepts.

• MIT OpenCourseWare
• Self-Paced
• Free Online Course

Sustainable Real Estate

Explore sustainable real estate through economic mechanisms, technology, business models, design, and financing strategies. Learn from experts about green buildings, healthy spaces, and climate risk impacts on property markets.

• MIT OpenCourseWare
• Self-Paced
• Free Online Course

On Building General, Zero-Shot Robot Policies - EI Seminar

Explore the development of zero-shot robot policies for real-world tasks. Gain insights into Robot Utility Models (RUMs) and their ability to generalize to new environments without finetuning, achieving 90% success in novel settings.

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

Industrial Organization I

Explore advanced industrial organization concepts, from monopoly pricing to online markets, integrating theoretical models with empirical studies for PhD-level economics research preparation.

• MIT OpenCourseWare
• Self-Paced
• Free Online Course

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
• Self-Paced
• Free Video

Building General Zero-Shot Robot Policies - How Large Models Changed Robotics

Explore how large AI models revolutionize robotics through Task and Motion Planning, examining PaLM-E, RT-2, and Aloha Unleashed for advanced robot decision-making and dexterity.

• YouTube
• 1 hour 3 minutes
• Self-Paced
• Free Video

Advanced Thermodynamics

Master advanced thermodynamics principles and applications, from equilibrium properties to nonequilibrium phenomena, with focus on energy systems, chemical kinetics, and transport processes for modern engineering challenges.

• MIT OpenCourseWare
• Self-Paced
• Free Online Course

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
• Self-Paced
• Free Video

Smaller, Stronger, and Duration-Scalable Audio Learners

Explore state-space models for audio processing with DASS, a model that outperforms Transformers on AudioSet while being smaller and capable of handling hour-long recordings, unlike traditional models limited to short clips.

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

Giving Sight to Speech Models

Discover how Whisper-Flamingo integrates visual lip features into speech recognition models, improving performance in noisy conditions for both English recognition and multilingual translation.

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

Principles of Microeconomics

Master the fundamentals of microeconomics, from supply and demand to market structures, welfare economics, and public goods, with comprehensive coverage of economic theory and real-world applications.

• MIT OpenCourseWare
• Self-Paced
• Free Online Course

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