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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.

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...

This course covers intermediate topics in software development. In this course, students will move beyond coding in the “main” method to learn to design and build more complex...

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

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

This online course series prepares learners to use the IBM AI Enterprise Workflow that enables data scientists to build AI solutions, starting with business priorities and...

This online course gives a hands-on introduction to basic programming principles and practice relevant to modern data analysis, data mining, and machine learning.

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 online course teaches about the general information security risk management framework and its practices and how to identify and model information security risks and apply...

This course explores the convergence of multiple disciplines leading to todays’ Smartphones. Students will learn about the birth and evolution of Telephony Networks, Broadcast...

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...

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

The purpose of this course is to teach its students to make their applications look clean and professional. The participants will understand (from experience) the importance of...

This online course covers advanced machine learning and signal processing concepts, including supervised and unsupervised machine learning.

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 course teaches its students how to approach programming problems and devise a solution. In this course, students will learn new concepts, patterns, and methods that will...

This online course teaches how to use powerful, open-source, Python tools, including Pandas, Git and Matplotlib, to manipulate, analyze, and visualize complex datasets.

This comprehensive series of online courses will teach you the technology of self-driving cars. The courses include elements from robotics, software development, machine...