Dive into deep learning (Record no. 7656)
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000 -LEADER | |
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fixed length control field | 02808nam a22002417a 4500 |
005 - DATE AND TIME OF LATEST TRANSACTION | |
control field | 20241203120813.0 |
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
fixed length control field | 241203b |||||||| |||| 00| 0 eng d |
020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
International Standard Book Number | 9781009389433 |
082 ## - DEWEY DECIMAL CLASSIFICATION NUMBER | |
Classification number | 006.3 |
Item number | ZHA |
100 ## - MAIN ENTRY--PERSONAL NAME | |
Personal name | Zhang, Aston |
245 ## - TITLE STATEMENT | |
Title | Dive into deep learning |
260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT) | |
Name of publisher, distributor, etc. | Cambridge University Press |
Place of publication, distribution, etc. | United Kingdom |
Date of publication, distribution, etc. | 2024 |
300 ## - PHYSICAL DESCRIPTION | |
Extent | xxxi, 548 p. |
365 ## - TRADE PRICE | |
Price type code | GBP |
Price amount | 24.99 |
500 ## - GENERAL NOTE | |
General note | Table of content:<br/>nstallation<br/>Notation<br/>1. Introduction<br/>2. Preliminaries<br/>3. Linear neural networks for regression<br/>4. Linear neural networks for classification<br/>5. Multilayer perceptrons<br/>6. Builders guide<br/>7. Convolutional neural networks<br/>8. Modern convolutional neural networks<br/>9. Recurrent neural networks<br/>10. Modern recurrent neural networks<br/>11. Attention mechanisms and transformers<br/>Appendix. Tools for deep learning<br/>Bibliography<br/>Index.<br/>[https://www.cambridge.org/in/universitypress/subjects/computer-science/pattern-recognition-and-machine-learning/dive-deep-learning?format=PB&isbn=9781009389433] |
520 ## - SUMMARY, ETC. | |
Summary, etc. | Deep learning has revolutionized pattern recognition, introducing tools that power a wide range of technologies in such diverse fields as computer vision, natural language processing, and automatic speech recognition. Applying deep learning requires you to simultaneously understand how to cast a problem, the basic mathematics of modeling, the algorithms for fitting your models to data, and the engineering techniques to implement it all. This book is a comprehensive resource that makes deep learning approachable, while still providing sufficient technical depth to enable engineers, scientists, and students to use deep learning in their own work. No previous background in machine learning or deep learning is required—every concept is explained from scratch and the appendix provides a refresher on the mathematics needed. Runnable code is featured throughout, allowing you to develop your own intuition by putting key ideas into practice.<br/><br/>Starting from scratch, teaches the concepts and context needed to understand and use deep learning<br/>Combines the high-quality exposition expected of a textbook with the interactivity of a hands-on tutorial<br/>Accompanied by a software library with clean runnable code in multiple deep learning frameworks and complemented by an online forum for interactive discussion of technical details and questions that arise<br/>(https://www.cambridge.org/in/universitypress/subjects/computer-science/pattern-recognition-and-machine-learning/dive-deep-learning?format=PB&isbn=9781009389433) |
650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
Topical term or geographic name as entry element | Deep learning--Machine learning |
650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
Topical term or geographic name as entry element | Explanation--based learning |
700 ## - ADDED ENTRY--PERSONAL NAME | |
Personal name | Lipton, Zachary C |
700 ## - ADDED ENTRY--PERSONAL NAME | |
Personal name | Li, Mu |
700 ## - ADDED ENTRY--PERSONAL NAME | |
Personal name | Smola, Alexander J |
942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
Koha item type | Book |
Source of classification or shelving scheme | Dewey Decimal Classification |
Withdrawn status | Lost status | Source of classification or shelving scheme | Damaged status | Not for loan | Collection code | Bill No | Bill Date | Home library | Current library | Shelving location | Date acquired | Source of acquisition | Cost, normal purchase price | Total Checkouts | Full call number | Accession Number | Checked out | Date last seen | Date checked out | Copy number | Cost, replacement price | Price effective from | Koha item type |
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Dewey Decimal Classification | IT & Decisions Sciences | 1182328 | 28-11-2024 | Indian Institute of Management LRC | Indian Institute of Management LRC | General Stacks | 12/03/2024 | Atlantic Publishers & Distributors | 1877.75 | 2 | 006.3 ZHA | 006730 | 03/09/2025 | 01/08/2025 | 01/08/2025 | 1 | 2888.84 | 12/03/2024 | Book |