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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 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...

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...

This course covers data abstraction, state, and deterministic dataflow in a unified framework with practical code exercises. In the last part of the course, students will...

This online course explores the project management skills needed to handle complexity in engineering, infrastructure and other large projects.

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 series of MOOCs explores the fundamentals of probabilistic graphical models.

In this course, students will learn about data structures, like graphs, that are fundamental for working with structured real world data. They will develop, implement, 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 is an introduction to least squares from a linear algebraic and mathematical perspective.

This lecture series addresses questions related to the foundations of Quantum Mechanics. Topics include: Bell´s inequalities and Entanglement, Measurements, Decoherence and the...

This course teaches how to manage and harness the dynamics and interactions between firms and entities within a supply chain.

With the support of Google’s recruiting and engineering teams this course provides tips, examples, and practice opportunities that may help students with job interviews at a...

This online course will focus on magnetic resonance imaging, also known as an MRI. In the first part of the course, the dynamic of spins in a magnetic field is described,...

This course is an introduction to key leadership theories and concepts needed to be an effective leader and manager. Participants will learn practical skills needed to build a...

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...

In this course students expand their programming skills and apply them to authentic app development projects. The topics covered in this course include Xcode basics, Core iOS...

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.

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