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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.
Students will understand, through this course, the power and limitations of algorithms that help people develop the tools to make real-world computers smarter, faster and safer.
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...
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...
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 program gives an introduction to the Python programming language and its application in practical data science projects. Participants should already have a...
This is an online lecture taking a practical approach to proving problems can't be solved efficiently (in polynomial time and assuming standard complexity-theoretic assumptions...
This MOOC gives an introduction to Python and includes data analysis techniques.
This course covers the fundamentals of iOS application development in the Swift programming language. Students will learn to use development tools such as XCode, design...
This course explores the convergence of multiple disciplines leading to todays’ Smartphones. Students will learn about the birth and evolution of Telephony Networks, Broadcast...
This course represents a focus on several techniques that are widely used in the analysis of high-dimensional data.
This online course explores the fundamentals of Microsoft Azure infrastructure, including infrastructure as a service.
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 video lecture series discusses advanced topics related to algorithms in computer science.
This online course teaches how Apple's GCD (long form: Grand Central Dispatch) framework allows you to create asynchronous apps for iOS, ensuring a smooth user experience.
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 video lecture discusses the computational complexity theory, including the Chomsky hierarchy, (un-) decidability,SPACE versus TIME, EXPSPACE and more advanced topics.
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 course provides web developers the tools they need to profile apps and identify the causes of jank. They will explore the browser’s rendering pipeline and uncover patterns...
This series of MOOCs explores the fundamentals of probabilistic graphical models.
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