Foundations of Data Science

Avrim Blum

ISBN 10: 1108485065 / ISBN 13: 9781108485067

Published by Cambridge University Press, 2020

About this Item

Druck auf Anfrage Neuware - Printed after ordering - This book is aimed towards both undergraduate and graduate courses in computer science on the design and analysis of algorithms for data. The material in this book will provide students with the mathematical background they need for further study and research in machine learning, data mining, and data science more generally.

Seller Inventory # 9781108485067

Bibliographic Details

• Title: Foundations of Data Science
• Publisher: Cambridge University Press
• Publication Date: 2020
• Language: English
• ISBN 10: 1108485065
• ISBN 13: 9781108485067
• Binding: Buch
• Condition: Neu
• Dimensions: 260W x 183H x 28D millimeters 260 millimeters width by 183 millimeters height by 28 millimeters depth
• Weight: 1006 grams

About this title

Synopsis

Covers mathematical and algorithmic foundations of data science: machine learning, high-dimensional geometry, and analysis of large networks.

About the Authors

Avrim Blum is Chief Academic Officer at Toyota Technical Institute at Chicago and formerly Professor at Carnegie Mellon University, Pennsylvania. He has over 25,000 citations for his work in algorithms and machine learning. He has received the AI Journal Classic Paper Award, ICML/COLT 10-Year Best Paper Award, Sloan Fellowship, NSF NYI award, and Herb Simon Teaching Award, and is a Fellow of the Association for Computing Machinery (ACM).

John Hopcroft is a member of the National Academy of Sciences and National Academy of Engineering, and a foreign member of the Chinese Academy of Sciences. He received the Turing Award in 1986, was appointed to the National Science Board in 1992 by President George H. W. Bush, and was presented with the Friendship Award by Premier Li Keqiang for his work in China.

Ravi Kannan is Principal Researcher for Microsoft Research, India. He was the recipient of the Fulkerson Prize in Discrete Mathematics (1991) and the Knuth Prize (ACM) in 2011. He is a distinguished alumnus of the Indian Institute of Technology, Bombay, and his past faculty appointments include Massachusetts Institute of Technology, Carnegie Mellon University, Pennsylvania, Yale University, Connecticut, and the Indian Institute of Science.