United States Courses & Certifications

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

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

Principles of Plasma Diagnostics

Explore physical processes for measuring plasma properties, covering diagnostics for fusion and high-energy-density plasmas. Learn techniques for field, particle, and wave measurements.

• MIT OpenCourseWare
• Self-Paced
• Free Online Course

Principles of Macroeconomics

Explore macroeconomic principles, including economic fluctuations, growth, government policies, and key sectors. Gain insights into recessions, inflation, unemployment, exchange rates, and global economic dynamics.

• MIT OpenCourseWare
• Self-Paced
• Free Online Course

Graph Theory and Additive Combinatorics

Explore classical and modern developments in graph theory and additive combinatorics, connecting the two subjects and introducing current research topics and open problems.

• MIT OpenCourseWare
• Self-Paced
• Free Online Course

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

Engineering Math: Differential Equations and Linear Algebra

Learn essential mathematical concepts for mechanical engineering, focusing on linear algebra and differential equations with numerical problem-solving approaches.

• MIT OpenCourseWare
• Self-Paced
• Free Online Course

Optics

Comprehensive exploration of optical science, covering geometrical and wave optics. Delves into ray-tracing, aberrations, lens design, electrodynamics, polarization, diffraction, and image formation. Emphasizes analytical and numerical tools for optical…

• MIT OpenCourseWare
• Self-Paced
• Free Online Course

Control of Manufacturing Processes (SMA 6303)

Explore statistical modeling and control in manufacturing, covering experimental design, yield optimization, and various control methods for semiconductor, metal, polymer, and micro-nano processes.

• MIT OpenCourseWare
• Self-Paced
• Free Online Course

Special Topics in Mechanical Engineering: The Art and Science of Boat Design

Explore traditional boat design through hands-on model carving and modern naval architecture techniques. Translate your ideas into practical designs while learning from experts in maritime craftsmanship and engineering.

• MIT OpenCourseWare
• Self-Paced
• Free Online Course

Thermodynamics of Materials

Explore materials thermodynamics, phase equilibria, and transformations. Learn classical concepts, computerized methods, and statistical thermodynamics. Gain practical skills for analyzing complex material systems.

• MIT OpenCourseWare
• Self-Paced
• Free Online Course