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Sketching and Randomized Linear Algebra

Offered By: Simons Institute via YouTube

Tags

Linear Algebra Courses Data Analysis Courses Machine Learning Courses Randomized Algorithms Courses Dimensionality Reduction Courses Sketching Algorithms Courses Sublinear Algorithms Courses

Course Description

Overview

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Explore cutting-edge techniques in randomized linear algebra and sketching algorithms with David Woodruff from Carnegie Mellon University in this hour-long lecture from the Sublinear Algorithms Boot Camp. Delve into the latest advancements in dimensionality reduction and efficient matrix computations, gaining insights into how these methods can be applied to solve large-scale linear algebra problems. Learn about the theoretical foundations and practical applications of sketching techniques, and discover how they can significantly improve the efficiency of various computational tasks in data analysis and machine learning.

Syllabus

Sketching and Randomized Linear Algebra


Taught by

Simons Institute

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