Foundations of Data Science

(12)
Foundations of Data Science image
ISBN-10:

1108485065

ISBN-13:

9781108485067

Edition: 1
Released: Mar 12, 2020
Format: Hardcover, 432 pages

Description:

This book provides an introduction to the mathematical and algorithmic foundations of data science, including machine learning, high-dimensional geometry, and analysis of large networks. Topics include the counterintuitive nature of data in high dimensions, important linear algebraic techniques such as singular value decomposition, the theory of random walks and Markov chains, the fundamentals of and important algorithms for machine learning, algorithms and analysis for clustering, probabilistic models for large networks, representation learning including topic modelling and non-negative matrix factorization, wavelets and compressed sensing. Important probabilistic techniques are developed including the law of large numbers, tail inequalities, analysis of random projections, generalization guarantees in machine learning, and moment methods for analysis of phase transitions in large random graphs. Additionally, important structural and complexity measures are discussed such as matrix norms and VC-dimension. This book is suitable for both undergraduate and graduate courses in the design and analysis of algorithms for data.

Best prices to buy, sell, or rent ISBN 9781108485067




Frequently Asked Questions about Foundations of Data Science

You can buy the Foundations of Data Science book at one of 20+ online bookstores with BookScouter, the website that helps find the best deal across the web. Currently, the best offer comes from and is $ for the .

The price for the book starts from $38.26 on Amazon and is available from 28 sellers at the moment.

At BookScouter, the prices for the book start at $13.62. Feel free to explore the offers for the book in used or new condition from various booksellers, aggregated on our website.

If you’re interested in selling back the Foundations of Data Science book, you can always look up BookScouter for the best deal. BookScouter checks 30+ buyback vendors with a single search and gives you actual information on buyback pricing instantly.

As for the Foundations of Data Science book, the best buyback offer comes from and is $ for the book in good condition.

The Foundations of Data Science book is in very low demand now as the rank for the book is 1,135,378 at the moment. A rank of 1,000,000 means the last copy sold approximately a month ago.

The highest price to sell back the Foundations of Data Science book within the last three months was on November 28 and it was $22.46.