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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 introductory MOOC (online course) teaches theory, algorithms and applications of Machine Learning.

This online course is a business-oriented course on machine learning that covers the key concepts and technologies for beginners.

This online course gives an introduction to the fundamentals of Artificial Intelligence. It includes various topics in the field along with a discussion of foundational concepts...

This course teaches how to get robots to incorporate uncertainty into estimating and learning from a dynamic and changing world. Specific topics that will be covered include...

This online course teaches about comprehensive data mining and machine learning with Python and Spark.

This online course shows how to work with big data and build machine learning models at scale using Spark.

In this online course, participants will learn the basics of modern Artificial Intelligence (AI).The course also includes some of the representative applications of AI,...

This online course gives an introduction to deep learning in the context of enterprises. It includes various industry applications and examples with the TensorFlow framework.

This online course gives an introduction to machine learning and includes a wide range of supervised-learning techniques, from simple linear regression to support vector...

This online course explores what Generative AI is, how it is used, and how it differs from traditional machine learning methods.

Closely related to pattern recognition, Unsupervised Learning is about analyzing data and looking for patterns. It is an extremely powerful tool for identifying structure in...

This course introduces students to the real world challenges of implementing machine learning based trading strategies including the algorithmic steps from information gathering...

This online course teaches Machine Learning for iOS development.

This online course explores key AI concepts, including machine learning, deep learning and neural networks. The course is designed for beginners and no programming skills are...

This course will introduce open source tools used for parallel, distributed and scalable machine learning. After completing this course’s hands-on projects with KNIME and...

How do we infer which genes orchestrate various processes in the cell? How did humans migrate out of Africa and spread around the world? In this class these two seemingly...

This course explores regularized linear regression models for the task of prediction and feature selection. Students will be able to handle very large sets of features and...

This series of online courses explores the fundamental building blocks of data science, including statistics, data analysis, data visualization, programming with SQL and Python,...

This online course gives a short introduction to machine learning and data science for everyone.