Advanced machine learning : (Record no. 23739)
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000 -LEADER | |
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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 |
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 |