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Coresets and Their Applications to Design Sublinear Algorithms

Offered By: Simons Institute via YouTube

Tags

Sublinear Algorithms Courses Big Data Courses Machine Learning Courses Dimensionality Reduction Courses Clustering Courses Approximation Algorithms Courses Computational Geometry Courses

Course Description

Overview

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Explore the concept of coresets and their applications in designing sublinear algorithms in this 52-minute lecture by Sepideh Mahabadi from Microsoft Research. Gain insights into how coresets can be utilized to develop efficient algorithms that process data in less than linear time, a crucial aspect of modern computational challenges. Delve into the theoretical foundations and practical implementations of this powerful technique, which has significant implications for large-scale data analysis and machine learning tasks.

Syllabus

Coresets and Their Applications to Design Sublinear Algorithms


Taught by

Simons Institute

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