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In this class, students will learn the basics of the PGM representation and how to construct them, using both human knowledge and machine learning techniques.

This online course discusses the key problems of parameter estimation in both directed and undirected models, as well as the structure learning task for directed models.

This online video lecture series gives an introduction to Computer Science, Internet technology and the basics of computer hardware (CS105 class at Stanford University). The...

This online video lecture series gives an introduction to Artificial Intelligence (AI).

In this course students will learn about audio signal processing methodologies that are specific for music and of use in real applications. They will learn to analyse,...

This online course gives an introduction to palliative care. It explores what palliative care is, how to communicate with patients, show empathy, and practice difficult...

This online course gives an introduction to algorithms for learners with at least a little programming experience.

This course is a basic introduction to Logic. It shows how to formalize information in form of logical sentences. It shows how to reason systematically with this information to...

This online video lecture series explores various technology trends and fields of innovation.

This online course presents both exact and approximate algorithms for different types of inference tasks, and discusses where each could best be applied.

This online course explores data structures (heaps, balanced search trees, hash tables, bloom filters), graph primitives (applications of breadth-first and depth-first search,...

This online course explores rock mechanics, structural geology, earthquake seismology and petroleum engineering to address a wide range of geomechanical problems that arise...

This online course explores some basic recipes from a home cook and two professional chefs who prioritize healthful eating.

This online course explores programming language compilers. It includes aspects such as lexical analysis, parsing, syntax-directed translation, abstract syntax trees, types and...

This online course program gives an introduction to machine learning and artificial intelligence in healthcare. It includes modules on the healthcare system, clinical data and...

This online course gives an introduction to hepatitis B and C and liver cancer. It explores topics including the types of viral hepatitis and transmission routes, prevention,...

This online course shows how technology and software drive change in the world of finance. It includes topics such as digital currencies, payment systems, trading, investing and...

This online course gives an introduction to statistics. Its goal is for learners to understand statistical thinking concepts that are essential for learning from data. The...

This online video lecture series gives an introduction to Natural Language Understanding as a sub-problem of artificial intelligence.

This online course (MOOC) gives an introduction to Game Theory. The course covers the basic concepts, such as representing games and strategies, the extensive form (game trees),...