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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 covers modeling, analysis, and design of distributed control systems. Distributed control systems include large-scale physical systems, engineered multi-agent...

In this course, students will use analytical elements of SQL for answering business intelligence questions and learn features of relational database management systems for...

In this course students will be developing foundational programming skills to support graphical element presentation and data manipulation from basic functions through to...

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 covers system identification. It includes eg. Introduction to modeling: Black-box and grey-box models; Parametric and non-parametric models; ARX, ARMAX (etc.)...

In this course, students will use Native JavaScript Promises to write asynchronous code that is easy to read, easy to write and easy to debug.

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:...

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 series of MOOCs explores the fundamentals of probabilistic graphical models.

This course covers intermediate topics in software development. It teaches object-oriented programming principles that will allow students to use Java to its full potential, and...

This online course teaches how to apply engineering principles, such as Agile, to build a full-stack software system.

This course teaches about the TCP/IP stack, IP addressing, DNS, and other protocols that underlie the Web technologies in use.

This course will teach its students two techniques for storing data to their device’s hard drive: the NSKeyedArchiver method and the more complex, but robust Core...

This is a core course in artificial intelligence. After this course, students will be able to design and implement a knowledge-based artificial intelligence agent and use it to...

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 online course teaches how to analyze large datasets using Jupyter notebooks, MapReduce and Spark as a platform.

In this course students will learn the basic Linux fundamentals every web developer needs to know. A basic understanding of this system is required to not only get a web...

In this course, students will use and analyze data structures that are used in industry-level applications, such as linked lists, trees, and hashtables. They will apply...

Through a combination of classic papers and more recent work, students will explore automated decision-making from a computer-science perspective. They will examine efficient...