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This video lecture discusses the computational complexity theory, including the Chomsky hierarchy, (un-) decidability,SPACE versus TIME, EXPSPACE and more advanced topics.

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:...

This online course focuses on the exploration of HTML5-based APIs, but also introduces some advanced features related to HTML5, such as Web components, advanced multimedia,...

This online course teaches the principles and techniques for digital forensics investigation and the spectrum of available computer forensics tools.

This online lecture covers major results and directions of research in data structure.

This online course will guide participants through how a client communicates with a server, including details of HTTP/1 vs. HTTP/2.

This MOOC aims to provide a succinct overview of the emerging discipline of Materials Informatics at the intersection of materials science, computational science, and...

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 online course explores Maxwell's Equations and how they relate to the magnetic and electric potentials.

This course is an introduction to least squares from a linear algebraic and mathematical perspective.

This online course teaches how to lead a firm to make better business decisions using analytic methods and create competitive advantages from data.

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 online course explores strategies for driving business success in the new digital economy.

In this online course, participants are given the following task: Given a collection of simulated error-free read-pairs, they use the paired de Bruijn graph to reconstruct the...

This series of online courses gives an introduction to Music Information Retrieval (MIR). It includes topics such as extracting information from music signals, music data mining...

This online course gives an introduction to deep learning (DL) methods, healthcare data and applications using DL methods.

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

This MOOC gives an introduction to Python and includes data analysis techniques.

This online coures explores the fundamentals of microfabrication and nanofabrication by using the most effective techniques in a cleanroom environment.