Machine learning (Record no. 51208)

MARC details
000 -LEADER
fixed length control field 02837nam a22002297a 4500
003 - CONTROL NUMBER IDENTIFIER
control field ISURa
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION
fixed length control field 190110b xxu||||| |||| 00| 0 eng d
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number 9780262018029
041 ## - LANGUAGE CODE
Language code of text/sound track or separate title English Language
082 ## - DEWEY DECIMAL CLASSIFICATION NUMBER
Classification number 006.31
Item number MUR
100 ## - MAIN ENTRY--PERSONAL NAME
Personal name Murphy , Kevin P
9 (RLIN) 69131
245 ## - TITLE STATEMENT
Title Machine learning
Remainder of title a probabilistic perspective
260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT)
Place of publication, distribution, etc Cambridge, Mass
Name of publisher, distributor, etc MIT Press,
Date of publication, distribution, etc 2012.
300 ## - PHYSICAL DESCRIPTION
Extent xxix , 1071
Other physical details some Colour
Dimensions 23 cm.
440 ## - SERIES STATEMENT/ADDED ENTRY--TITLE
Title Adaptive computation and machine learning.
9 (RLIN) 69132
500 ## - GENERAL NOTE
General note Contents Preface1 Introduction 2 Probability-3 Generative Models for Discrete Data- "4 Gaussian Models""; ""5 Bayesian Statistics""; ""6 Frequentist Statistics""; ""7 Linear Regression""; ""8 Logistic Regression""; ""9 Generalized Linear Models and the Exponential Family""; ""10 Directed Graphical Models (Bayes Nets)""; ""11 Mixture Models and the EM Algorithm""; ""12 Latent Linear Models""; ""13 Sparse Linear Models""; ""14 Kernels""; ""15 Gaussian Processes""; ""16 Adaptive Basis Function Models""; ""17 Markov and Hidden Markov Models""; ""18 State Space Models"" ""19 Undirected Graphical Models (Markov Random Fields)""""20 Exact Inference for Graphical Models""; ""21 Variational Inference""; ""22 More Variational Inference""; ""23 Monte Carlo Inference""; ""24 Markov Chain Monte Carlo (MCMC) Inference""; ""25 Clustering""; ""26 Graphical Model Structure Learning""; ""27 Latent Variable Models for Discrete Data""; ""28 Deep Learning""; ""Notation""; ""Bibliography""; ""Index to Code""; ""Index to Keywords""
520 ## - SUMMARY, ETC.
Summary, etc <br/>"This textbook offers a comprehensive and self-contained introduction to the field of machine learning, based on a unified, probabilistic approach. The coverage combines breadth and depth, offering necessary background material on such topics as probability, optimization, and linear algebra as well as discussion of recent developments in the field, including conditional random fields, L1 regularization, and deep learning. The book is written in an informal, accessible style, complete with pseudo-code for the most important algorithms. All topics are copiously illustrated with color images and worked examples drawn from such application domains as biology, text processing, computer vision, and robotics. Rather than providing a cookbook of different heuristic methods, the book stresses a principled model-based approach, often using the language of graphical models to specify models in a concise and intuitive way. Almost all the models described have been implemented in a MATLAB software package--PMTK (probabilistic modeling toolkit)--that is freely available online"--Back cover.
650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Machine learning.
9 (RLIN) 69133
Topical term or geographic name as entry element Probabilities.
9 (RLIN) 675
Topical term or geographic name as entry element COMPUTERS -- Enterprise Applications -- Business Intelligence Tools.
9 (RLIN) 69134
942 ## - ADDED ENTRY ELEMENTS (KOHA)
Source of classification or shelving scheme Dewey Decimal Classification
Koha item type Lending Books
Holdings
Withdrawn status Lost status Source of classification or shelving scheme Damaged status Not for loan Collection code Home library Current library Shelving location Date acquired Cost, normal purchase price Total Checkouts Total Renewals Full call number Barcode Date last seen Date checked out Price effective from Koha item type
    Dewey Decimal Classification     Lending Collection Applied Sciences Library Applied Sciences Library Lending Section 09/01/2019 19087.50 9 1 006.31 MUR 112906 30/03/2022 12/03/2022 10/01/2019 Lending Books
    Dewey Decimal Classification     Lending Collection Applied Sciences Library Applied Sciences Library Lending Section 09/01/2019 19087.50 1   006.31 MUR 112907 29/07/2019 17/07/2019 10/01/2019 Lending Books
    Dewey Decimal Classification     Lending Collection Applied Sciences Library Applied Sciences Library Lending Section 09/01/2019 19087.50 1   006.31 MUR 112908 10/10/2022 23/02/2022 10/01/2019 Lending Books
    Dewey Decimal Classification     Lending Collection Applied Sciences Library Applied Sciences Library Lending Section 09/01/2019 19087.50 2   006.31 MUR 112909 01/12/2022 23/02/2022 10/01/2019 Lending Books
    Dewey Decimal Classification     Reference Collection Applied Sciences Library Applied Sciences Library Special Collection Section 09/01/2019 19087.50     006.31 MUR 112910 10/01/2019   10/01/2019 Sheduled Reference
    Dewey Decimal Classification     Reference Collection Applied Sciences Library Applied Sciences Library Reference Section 30/07/2020 19.95     006.31 MUR 113632 30/07/2020   30/07/2020 Sheduled Reference
    Dewey Decimal Classification     Lending Collection Applied Sciences Library Applied Sciences Library Lending Section 30/07/2020 19.95 2 1 006.31 MUR 113633 01/12/2022 06/01/2022 30/07/2020 Lending Books