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This online video lecture series discusses advanced topics related to algorithms in computer science.
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 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 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...
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 course teaches essential analytics models and methods and how to appropriately apply them, using tools such as R, to retrieve desired insights.
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 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 online course teaches key features of the Kotlin programming language. The course shows how to convert a basic Android app in Java to Kotlin.
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 online course explores the theory of automata and languages. It includes finite automata and the languages they can define, deterministic and nondeterministic automata,...
This online course will guide participants through how a client communicates with a server, including details of HTTP/1 vs. HTTP/2.
In this advanced online course several quantum machine learning algorithms are presented and explained. Students will also learn how to implement them in Python.
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 presents both exact and approximate algorithms for different types of inference tasks, and discusses where each could best be applied.
This online course explores the fundamentals of Artificial Intelligence (AI). Participants will design intelligent agents to solve real-world problems, including search, games,...
This course will provide students with the tools and skills necessary to develop an iOS App from scratch. By the end of this first course they will be able to demonstrate...
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...
This online course teaches the principles and techniques for digital forensics investigation and the spectrum of available computer forensics tools.
Visualization is the field of research in computer science that studies effective communication of quantitative results by linking perception, cognition, and algorithms to...
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