Algorithmic Foundations of Data Science

This course provides rigorous theoretical foundations for the design and mathematical analysis of efficient algorithms that can solve fundamental tasks relevant to data science.

AVAILABLE
READING ROOM ONLY
NOT AVAILABLE
ONLINE VERSION
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High-dimensional statistics

A non-asymptotic viewpoint

Martin J. Wainwright (University of California, Berkeley)

Signature Year Rack/Shelf Lecture Return Date Status
Textbook.M.204.03.2 2019 11 / 4 Optimization for Data Science Available
Textbook.M.165.01.1 2019 8 / 1 Algorithmic Foundations of Data Science Available
Textbook.M.204.03.1 2019 11 / 4 Optimization for Data Science On-site use only