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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 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 online course covers advanced machine learning and signal processing concepts, including supervised and unsupervised machine learning.

This online course gives an introduction to deep learning for applications such as natural language processing, computer vision, and many others. It is designed for students...

This online course shows how to design robot vision systems that avoid collisions, safely work with humans and understand their environment.

This online course teaches how to develop quantitative models that leverage business data, statistical computation, and machine learning to forecast sales and marketing impact

This online course gives a hands-on introduction to basic programming principles and practice relevant to modern data analysis, data mining, and machine learning.

This online course explores the fundamentals of Artificial Intelligence (AI). Participants will design intelligent agents to solve real-world problems, including search, games,...

In this course, students will get hands-on experience with machine learning from a series of practical case-studies. They will study how to predict house prices based on...

In this advanced online course several quantum machine learning algorithms are presented and explained. Students will also learn how to implement them in Python.

In this course, students will create classifiers that provide state-of-the-art performance on a variety of tasks and will become familiar with some of the most successful...

This online course explores the essentials of machine learning and algorithms to help improve learning from data without human intervention. Topics of the course include:...