Simplified machine learning : (Record no. 23737)
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000 -LEADER | |
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fixed length control field | 02091nam a22002057a 4500 |
020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
ISBN | 9789355516145 |
041 ## - LANGUAGE CODE | |
Language code of text/sound track or separate title | English |
082 ## - DEWEY DECIMAL CLASSIFICATION NUMBER | |
Classification number | 006.31 |
Item number | SHA |
100 ## - MAIN ENTRY--AUTHOR NAME | |
Author name | Sharma, Pooja. |
245 ## - TITLE STATEMENT | |
Title | Simplified machine learning : |
Sub Title | the essential building blocks for machine learning expertise / |
Statement of responsibility, etc | Pooja 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 | xvi, 250 pages : |
Other physical details | Illustrations ; |
Dimensions | 23 cm. |
504 ## - BIBLIOGRAPHY, ETC. NOTE | |
Bibliography, etc | Includes Index. |
505 ## - FORMATTED CONTENTS NOTE | |
Formatted contents note | 1. Introduction to Machine Learning<br/>2. Data Pre-processing<br/>3. Supervised Learning: Regression<br/>4. Supervised Learning: Classification<br/>5. Unsupervised Learning: Clustering<br/>6. Dimensionality Reduction and Feature Selection<br/>7. Association Rule Mining<br/>8. Artificial Neural Network<br/>9. Reinforcement Learning<br/>10. Project<br/>Appendix<br/>Bibliography |
520 ## - SUMMARY, ETC. | |
Summary, etc | "Simplified Machine Learning" is a comprehensive guide that navigates readers through the intricate landscape of Machine Learning, offering a balanced blend of theory, algorithms, and practical applications. <br/>The first section introduces foundational concepts such as supervised and unsupervised learning, regression, classification, clustering, and feature engineering, providing a solid base in Machine Learning theory. The second section explores algorithms like decision trees, support vector machines, and neural networks, explaining their functions, strengths, and limitations, with a special focus on deep learning, reinforcement learning, and ensemble methods. The book also covers essential topics like model evaluation, hyperparameter tuning, and model interpretability. The final section transitions from theory to practice, equipping readers with hands-on experience in deploying models, building scalable systems, and understanding ethical considerations.<br/>By the end, readers will be able to leverage Machine Learning effectively in their respective fields, armed with practical skills and a strategic approach to problem-solving. |
650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
Subject | Computing & information technology |
650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
Subject | Machine Learning |
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 |
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Dewey Decimal Classification | Institute of Public Enterprise, Library | Institute of Public Enterprise, Library | S Campus | 03/18/2025 | Feel Books Pvt. Ltd. | 599.00 | 11-03-2025 | 006.31 SHA | 49483 | 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. | 599.00 | 11-03-2025 | 006.31 SHA | 49484 | 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. | 599.00 | 11-03-2025 | 006.31 SHA | 49485 | 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. | 599.00 | 11-03-2025 | 006.31 SHA | 49486 | 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. | 599.00 | 11-03-2025 | 006.31 SHA | 49487 | 03/18/2025 | Books |