Foundations of Data Science / (Record no. 6633)

MARC details
000 -LEADER
fixed length control field 01707 a2200205 4500
005 - DATE AND TIME OF LATEST TRANSACTION
control field 20251009170327.0
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION
fixed length control field 251009b |||||||| |||| 00| 0 eng d
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
ISBN 9781108485067
082 ## - DEWEY DECIMAL CLASSIFICATION NUMBER
Classification number 004
Item number BluF
100 ## - MAIN ENTRY--AUTHOR NAME
Personal name Blum, Avrim
245 ## - TITLE STATEMENT
Title Foundations of Data Science /
Statement of responsibility, etc Avrim Blum, John Hopcroft & Ravindran Kannan
260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT)
Name of publisher Cambridge University Press :
Place of publication New York ,
Year of publication ©2020.
300 ## - PHYSICAL DESCRIPTION
Number of Pages viii,424p.
520 ## - SUMMARY, ETC.
Summary, etc 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.
650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical Term Machine Learning
650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical Term Data Science
700 ## - ADDED ENTRY--PERSONAL NAME
Personal name Kannan, Ravindran
700 ## - ADDED ENTRY--PERSONAL NAME
Personal name Hopcroft, John
942 ## - ADDED ENTRY ELEMENTS (KOHA)
Koha item type Books
Holdings
Withdrawn status Lost status Damaged status Collection code Home library Current library Shelving location Date acquired Source of acquisition Purchase Price Bill number Full call number Accession Number Print Price Bill Date/Price effective from Koha item type
      Computer Science Indian Institute of Technology Tirupati Indian Institute of Technology Tirupati General Stacks 07/10/2025 Shah Book House 3705.46 SBH/28599 004 BluF (12173) 12173 5293.52 07/10/2025 Books