Introduction to machine learning (Record no. 322)

000 -LEADER
fixed length control field 01577nam a2200169Ia 4500
003 - CONTROL NUMBER IDENTIFIER
control field OSt
005 - DATE AND TIME OF LATEST TRANSACTION
control field 20240827150022.0
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION
fixed length control field 170804s2015 xx 000 0 und d
040 ## - CATALOGING SOURCE
Original cataloging agency ICTS-TIFR
050 ## - LIBRARY OF CONGRESS CALL NUMBER
Classification number Q325.5
100 ## - MAIN ENTRY--PERSONAL NAME
Personal name Alpaydin, Ethem
245 ## - TITLE STATEMENT
Title Introduction to machine learning
260 ## - PUBLICATION, DISTRIBUTION, ETC.
Name of publisher, distributor, etc. PHI Learning Privat Limited,
Date of publication, distribution, etc. [c2014]
Place of publication, distribution, etc. Delhi:
300 ## - Physical Description
Pages: 605 p.
520 ## - SUMMARY, ETC.
Summary, etc. The book covers a broad array of topics not usually included in introductory machine learning texts, including supervised learning, Bayesian decision theory, parametric methods, semiparametric methods, nonparametric methods, multivariate analysis, hidden Markov models, reinforcement learning, kernel machines, graphical models, Bayesian estimation, and statistical testing. The fourth edition offers a new chapter on deep learning that discusses training, regularizing, and structuring deep neural networks such as convolutional and generative adversarial networks; new material in the chapter on reinforcement learning that covers the use of deep networks, the policy gradient methods, and deep reinforcement learning; new material in the chapter on multilayer perceptrons on autoencoders and the word2vec network; and discussion of a popular method of dimensionality reduction, t-SNE. New appendixes offer background material on linear algebra and optimization. End-of-chapter exercises help readers to apply concepts learned. Introduction to Machine Learning can be used in courses for advanced undergraduate and graduate students and as a reference for professionals.
942 ## - ADDED ENTRY ELEMENTS (KOHA)
Source of classification or shelving scheme
Koha item type Book
Holdings
Withdrawn status Lost status Damaged status Not for loan Collection code Home library Shelving location Date acquired Full call number Accession No. Koha item type
          ICTS Rack No 3 11/10/2016 Q325.5 00322 Book