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Statistical experiment design and analytics are at the heart of data science. In this course students will design statistical experiments and analyze the results using modern...

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...

This course provides a case-based introduction to the exciting, high-demand field of machine learning. Students will learn to analyze large and complex datasets, build...

Visualization is the field of research in computer science that studies effective communication of quantitative results by linking perception, cognition, and algorithms to...

This online course is an introduction to the basic concepts of programming languages, with a strong emphasis on functional programming. The course uses the languages ML, Racket,...

This course covers relevant systems, the principles on which they rely, their tradeoffs, and how to evaluate their utility against one`s requirements. Cloud computing, SQL and...

This course covers intermediate topics in data science. Students will gain hands-on experience with scalable SQL and NoSQL data management solutions, data mining algorithms, and...

This course investigates the basic concepts behind programming languages, with an emphasis on the techniques and benefits of functional programming. It covers the programming...

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 course examines structured representations for describing the documents in the corpus, including clustering and mixed membership models, such as latent Dirichlet allocation...

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 focuses on a framework for understanding how to use language constructs effectively and how to design correct and elegant programs.