Applied machine learning (Record no. 7834)

000 -LEADER
fixed length control field nam a22 7a 4500
005 - DATE AND TIME OF LATEST TRANSACTION
control field 20181207154558.0
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION
fixed length control field 181207b xxu||||| |||| 00| 0 eng d
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number 9789353160258
040 ## - CATALOGING SOURCE
Transcribing agency AIKTC-KRRC
041 ## - LANGUAGE CODE
Language code of text/sound track or separate title ENG
082 ## - DEWEY DECIMAL CLASSIFICATION NUMBER
Edition number DDC23
Classification number 006.31
Item number GOP
100 ## - MAIN ENTRY--PERSONAL NAME
9 (RLIN) 6890
Personal name Gopal, M.
245 ## - TITLE STATEMENT
Title Applied machine learning
260 ## - PUBLICATION, DISTRIBUTION, ETC.
Place of publication, distribution, etc. Chennai
Name of publisher, distributor, etc. McGraw Hill Education
Date of publication, distribution, etc. 2018
300 ## - PHYSICAL DESCRIPTION
Extent xix, 630p
Other physical details | Binding - Paperback |
Dimensions 24*18.5 cm
520 ## - SUMMARY, ETC.
Summary, etc. Applied Machine Learning textcovers all the fundamentals and theoretical concepts and presents a widerange of techniques (algorithms) applicable to challenges in our day-to-daylives.

The book recognizes that most of the ideas behind machinelearning are simple and straightforward. It provides a platform for hands-onexperience through self-study machine learning projects. Datasets for somebenchmark applications have been explained to encourage the use of algorithmscovered in this book.

This is a comprehensive textbook on machine learning for undergraduates in computer science and allengineering degree programs. Post graduates and research scholars will find ita useful initial exposure to the subject, before they go for highly theoreticaldepth in the specific areas of their research. For engineers, scientists, business managers and other practitioners,the book will help build the foundations of machine learning.
Expansion of summary note

CONTENT:
1. Introduction

2. Supervised Learning: Rationale and Basics

3. Statistical Learning

4. Learning With Support Vector Machines (SVM)

5. Learning With Neural Networks (NN)

6. Fuzzy Inference Systems

7. Data Clustering and Data Transformations

8. Decision Tree Learning

9. Business Intelligence and Data Mining: Techniques andApplications

? Appendix AGenetic Algorithm (GA) For Search Optimization

? Appendix BReinforcement Learning (RL)

? Datasets fromReal-Life Applications for Machine Learning Experiments
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
9 (RLIN) 4622
Topical term or geographic name entry element Computer Engineering
942 ## - ADDED ENTRY ELEMENTS (KOHA)
Source of classification or shelving scheme
Koha item type Text Books
Holdings
Withdrawn status Lost status Source of classification or shelving scheme Damaged status Not for loan Collection code Permanent Location Current Location Shelving location Date acquired Source of acquisition Cost, normal purchase price Full call number Barcode Date last seen Cost, replacement price Price effective from Koha item type Total Checkouts Date last checked out Checked out
        Not For Loan Reference School of Engineering & Technology School of Engineering & Technology Reference Section 2018-11-12 Medico's Book Aid 548.00 006.31 GOP E14770 2024-06-29 685.00 2018-12-07 Text Books      
          Circulation School of Engineering & Technology School of Engineering & Technology General Stacks 2018-11-12 Medico's Book Aid 548.00 006.31 GOP E14771 2024-06-29 685.00 2018-12-07 Text Books 2 2020-01-06  
          Circulation School of Engineering & Technology School of Engineering & Technology General Stacks 2018-11-12 Medico's Book Aid 548.00 006.31 GOP E14772 2024-06-29 685.00 2018-12-07 Text Books 5 2024-04-01  
          Circulation School of Engineering & Technology School of Engineering & Technology General Stacks 2018-11-12 Medico's Book Aid 548.00 006.31 GOP E14773 2024-06-12 685.00 2018-12-07 Text Books 2 2024-06-12 2024-07-24
          Circulation School of Engineering & Technology School of Engineering & Technology General Stacks 2018-11-12 Medico's Book Aid 548.00 006.31 GOP E14774 2024-06-29 685.00 2018-12-07 Text Books 4 2023-12-01  
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