Neural Networks and Deep Learning: A Textbook (Record no. 45309)
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| 000 -LEADER | |
|---|---|
| fixed length control field | 01375nam a22002657a 4500 |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| ISBN | 9783031296444 |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| ISBN | 9783031296420 |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| ISBN | 3031296443 |
| 082 ## - DEWEY DECIMAL CLASSIFICATION NUMBER | |
| Classification number | 006.32 |
| Item number | AGG |
| 100 ## - MAIN ENTRY--AUTHOR NAME | |
| Personal name | Aggarwal, Charu C. |
| 245 ## - TITLE STATEMENT | |
| Title | Neural Networks and Deep Learning: A Textbook |
| 250 ## - EDITION STATEMENT | |
| Edition statement | Second edition |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT) | |
| Place of publication | Cham : |
| Name of publisher | Springer, |
| Year of publication | 2023 |
| 300 ## - PHYSICAL DESCRIPTION | |
| Number of Pages | xxiv, 529 p. |
| 500 ## - GENERAL NOTE | |
| General note | Includes index |
| 505 ## - FORMATTED CONTENTS NOTE | |
| Formatted contents note | An Introduction to Neural Networks.- The Backpropagation Algorithm.- Machine Learning with Shallow Neural Networks.- Deep Learning: Principles and Training Algorithms.- Teaching a Deep Neural Network to Generalize.- Radial Basis Function Networks.- Restricted Boltzmann Machines.- Recurrent Neural Networks.- Convolutional Neural Networks.- Graph Neural Networks.- Deep Reinforcement Learning.- Advanced Topics in Deep Learning. |
| 520 ## - SUMMARY, ETC. | |
| Summary, etc | Chapters 6 and 7 present radial-basis function (RBF) networks and restricted Boltzmann machines. Advanced topics in neural networks: Chapters 8, 9, and 10 discuss recurrent neural networks, convolutional neural networks, and graph neural networks. |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical Term | Artificial Intelligence |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical Term | Data mining and knowledge discovery |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical Term | Knowledge based systems |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical Term | Natural language processing (NLP) |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical Term | Machine learning |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
| Koha item type | Reference Books |
| Collection code | Home library | Current library | Shelving location | Date acquired | Source of acquisition | Cost, normal purchase price | Full call number | Accession Number | Koha item type |
|---|---|---|---|---|---|---|---|---|---|
| Reference | Main Library | Main Library | Reference | 18/12/2024 | Purchase | 18896.22 | 006.32 AGG | 016734 | Reference Books |