Advanced machine learning : (Record no. 23739)

MARC details
000 -LEADER
fixed length control field 02282nam a22002297a 4500
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
ISBN 9789355516343
041 ## - LANGUAGE CODE
Language code of text/sound track or separate title English
082 ## - DEWEY DECIMAL CLASSIFICATION NUMBER
Classification number 006.31
Item number TYA
100 ## - MAIN ENTRY--AUTHOR NAME
Author name Tyagi, Amit Kumar.
245 ## - TITLE STATEMENT
Title Advanced machine learning :
Sub Title fundamentals and algorithms /
Statement of responsibility, etc Amit Kumar Tyagi, Khushboo Tripathi, and Avinash Kumar Sharma
250 ## - EDITION STATEMENT
Edition statement 1st ed.
260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT)
Place of publication New Delhi :
Name of publisher BPB Publications,
Year of publication 2024.
300 ## - PHYSICAL DESCRIPTION
Number of Pages xxv, 494 pages :
Other physical details Illustrations ;
Dimensions 24 cm.
504 ## - BIBLIOGRAPHY, ETC. NOTE
Bibliography, etc Includes Index.
505 ## - FORMATTED CONTENTS NOTE
Formatted contents note Introduction to Machine Learning<br/>Statistical Analysis<br/>Linear Regression <br/>Logistic Regression <br/>Decision Trees<br/>Random Forest<br/>Rule-Based Classifiers<br/>Naïve Bayesian Classifier<br/>K-Nearest Neighbors Classifiers<br/>Support Vector Machine<br/>K-Means Clustering<br/>Dimensionality Reduction<br/>Association Rules Mining and FP Growth<br/>Reinforcement Learning<br/>Applications of ML Algorithms<br/>Applications of Deep Learning<br/>Advance Topics and Future Directions
520 ## - SUMMARY, ETC.
Summary, etc Our book is divided into several useful concepts and techniques of machine learning. This book serves as a valuable resource for individuals seeking to deepen their understanding of advanced topics in this field. <br/>Learn about various learning algorithms, including supervised, unsupervised, and reinforcement learning, and their mathematical foundations. Discover the significance of feature engineering and selection for enhancing model performance. Understand model evaluation metrics like accuracy, precision, recall, and F1-score, along with techniques like cross-validation and grid search for model selection. Explore ensemble learning methods along with deep learning, unsupervised learning, time series analysis, and reinforcement learning techniques. Lastly, uncover real-world applications of the machine and deep learning algorithms.<br/>After reading this book, readers will gain a comprehensive understanding of machine learning fundamentals and advanced techniques. With this knowledge, readers will be equipped to tackle real-world problems, make informed decisions, and develop innovative solutions using machine and deep learning algorithms.
650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM
Subject Machine Learning
650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM
Subject Information Technology
700 ## - ADDED ENTRY--PERSONAL NAME
Author 2/ Editor Tripathi Khushboo.
700 ## - ADDED ENTRY--PERSONAL NAME
Author 2/ Editor Sharma, Avinash Kumar.
942 ## - ADDED ENTRY ELEMENTS (KOHA)
Source of classification or shelving scheme Dewey Decimal Classification
Koha item type Books
Holdings
Withdrawn status Lost status Source of classification or shelving scheme Damaged status Not for loan Home library Current library Shelving location Date acquired Source of acquisition Cost, normal purchase price Bill Date Full call number Accession Number Price effective from Koha item type
    Dewey Decimal Classification     Institute of Public Enterprise, Library Institute of Public Enterprise, Library S Campus 03/18/2025 Feel Books Pvt. Ltd. 999.00 11-03-2025 006.31 TYA 49473 03/18/2025 Books
    Dewey Decimal Classification     Institute of Public Enterprise, Library Institute of Public Enterprise, Library S Campus 03/18/2025 Feel Books Pvt. Ltd. 999.00 11-03-2025 006.31 TYA 49474 03/18/2025 Books
    Dewey Decimal Classification     Institute of Public Enterprise, Library Institute of Public Enterprise, Library S Campus 03/18/2025 Feel Books Pvt. Ltd. 999.00 11-03-2025 006.31 TYA 49475 03/18/2025 Books
    Dewey Decimal Classification     Institute of Public Enterprise, Library Institute of Public Enterprise, Library S Campus 03/18/2025 Feel Books Pvt. Ltd. 999.00 11-03-2025 006.31 TYA 49476 03/18/2025 Books
    Dewey Decimal Classification     Institute of Public Enterprise, Library Institute of Public Enterprise, Library S Campus 03/18/2025 Feel Books Pvt. Ltd. 999.00 11-03-2025 006.31 TYA 49477 03/18/2025 Books

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