Machine Learning Courses and Certifications

Broad Institute

Machine Learning in Drug Discovery - Modeling and Targeting Cell States in Cancer

Discover how machine learning techniques model and target cancer cell states to advance drug discovery and therapeutic development.

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

Broad Institute

The Pulse of Ethical Machine Learning in Health

Explore ethical considerations and challenges in applying machine learning to healthcare, examining bias, fairness, and responsible AI development in medical applications.

• YouTube
• 1 hour 2 minutes
• Self-Paced
• Free Video

Centre for Quantum Technologies

A Universal Script for Machine Learning Derived Entanglement Witnesses

Discover a machine learning approach to generating entanglement witnesses with customizable measurement settings for quantum systems up to 5 qubits and various qudit configurations.

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

Simons Foundation

Machine-Learning Accelerated Search for New Superconductors

Discover how machine learning accelerates the search for new superconducting materials through advanced computational methods and predictive modeling techniques.

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

Institut Henri Poincaré

Some Remarks About Machine Learning and Unnatural Proving

Explore machine learning applications in automated theorem proving and discover how AI transforms mathematical proof generation and verification techniques.

• YouTube
• 1 hour 1 minute
• Self-Paced
• Free Video

TheIACR

Machine Learning and Side Channels II

Explore advanced machine learning techniques for analyzing cryptographic side-channel attacks in this CHES 2025 research session chaired by Romain Poussier.

• YouTube
• 1 hour 14 minutes
• Self-Paced
• Free Video

TheIACR

Machine Learning

Explore machine learning applications in cryptographic hardware and embedded systems security at this CHES 2025 session chaired by Fatemeh Ganji.

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

TheIACR

Machine Learning and Side Channels I

Explore machine learning applications in side-channel analysis through expert presentations from CHES 2025, chaired by Stjepan Picek.

• YouTube
• 1 hour 19 minutes
• Self-Paced
• Free Video

Galileo Galilei Institute (GGI)

Machine Learning for Fundamental Physics - Lecture V

Explore advanced machine learning applications in fundamental physics through Jesse Thaler's fifth lecture, covering cutting-edge computational methods for theoretical research.

• YouTube
• 1 hour 42 minutes
• Self-Paced
• Free Video

Galileo Galilei Institute (GGI)

Machine Learning for Fundamental Physics - Lecture IV

Explore advanced machine learning techniques applied to fundamental physics problems through expert instruction from Jesse Thaler in this comprehensive lecture.

• YouTube
• 1 hour 40 minutes
• Self-Paced
• Free Video

Center for Language & Speech Processing(CLSP), JHU

Rational Kernels - A General Machine Learning Framework for the Analysis of Text

Discover rational kernels as a powerful machine learning framework for analyzing text and sequential data through advanced kernel methods and computational techniques.

• YouTube
• 1 hour 25 minutes
• Self-Paced
• Free Video

Center for Language & Speech Processing(CLSP), JHU

Machine Learning - Lecture I

Discover foundational machine learning concepts and algorithms through expert instruction from Johns Hopkins' Center for Language & Speech Processing.

• YouTube
• 1 hour 27 minutes
• Self-Paced
• Free Video

Center for Language & Speech Processing(CLSP), JHU

Convex Training Algorithms for Hard Machine Learning Problems

Explore convex optimization techniques for solving challenging machine learning problems through advanced training algorithms and mathematical approaches.

• YouTube
• 1 hour 18 minutes
• Self-Paced
• Free Video

Center for Language & Speech Processing(CLSP), JHU

Machine Learning - Lecture II

Explore advanced machine learning concepts and techniques in this comprehensive lecture from Johns Hopkins University's Human Language Technology Summer School.

• YouTube
• 1 hour 23 minutes
• Self-Paced
• Free Video

Galileo Galilei Institute (GGI)

Machine Learning for Fundamental Physics - Lecture II

Explore advanced machine learning techniques applied to fundamental physics problems through expert instruction from Jesse Thaler in this comprehensive second lecture.

• YouTube
• 1 hour 38 minutes
• Self-Paced
• Free Video