Generative Deep Learning Teaching Machines to Paint Write Compose and Play (Record no. 814569)
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000 -LEADER | |
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fixed length control field | 02292nam a22002657a 4500 |
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
fixed length control field | 240115s2023 |||||||| |||| 00| 0 eng d |
020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
International Standard Book Number | 9781098134181 |
022 ## - INTERNATIONAL STANDARD SERIAL NUMBER | |
ISSN-L | 9781098134181 |
041 ## - LANGUAGE CODE | |
Language code of text/sound track or separate title | English |
082 ## - DEWEY DECIMAL CLASSIFICATION NUMBER | |
Classification number | 006.31 |
Item number | FOS |
100 ## - MAIN ENTRY--PERSONAL NAME | |
Personal name | Foster, David |
9 (RLIN) | 706688 |
Relator term | author |
245 ## - TITLE STATEMENT | |
Title | Generative Deep Learning Teaching Machines to Paint Write Compose and Play |
250 ## - EDITION STATEMENT | |
Edition statement | 2nd |
260 ## - PUBLICATION, DISTRIBUTION, ETC. | |
Place of publication, distribution, etc. | Beijing : |
Name of publisher, distributor, etc. | O'Reilly, |
Date of publication, distribution, etc. | c2023 |
300 ## - PHYSICAL DESCRIPTION | |
Extent | xxvi, 426 p. |
Other physical details | : ill |
504 ## - BIBLIOGRAPHY, ETC. NOTE | |
Bibliography, etc. note | Includes Bibliographical References and Index |
520 ## - SUMMARY, ETC. | |
Summary, etc. | SUMMARY<br/><br/>Generative AI is the hottest topic in tech. This practical book teaches machine learning engineers and data scientists how to use TensorFlow and Keras to create impressive generative deep learning models from scratch, including variational autoencoders (VAEs), generative adversarial networks (GANs), Transformers, normalizing flows, energy-based models, and denoising diffusion models.<br/><br/>The book starts with the basics of deep learning and progresses to cutting-edge architectures. Through tips and tricks, you'll understand how to make your models learn more efficiently and become more creative.<br/><br/> Discover how VAEs can change facial expressions in photos<br/> Train GANs to generate images based on your own dataset<br/> Build diffusion models to produce new varieties of flowers<br/> Train your own GPT for text generation<br/> Learn how large language models like ChatGPT are trained<br/> Explore state-of-the-art architectures such as StyleGAN2 and ViT-VQGAN<br/> Compose polyphonic music using Transformers and MuseGAN<br/> Understand how generative world models can solve reinforcement learning tasks<br/> Dive into multimodal models such as DALL.E 2, Imagen, and Stable Diffusion<br/><br/>This book also explores the future of generative AI and how individuals and companies can proactively begin to leverage this remarkable new technology to create competitive advantage. |
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
9 (RLIN) | 152691 |
Topical term or geographic name entry element | Neural Networks Computer Science |
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
9 (RLIN) | 845 |
Topical term or geographic name entry element | Machine Learning |
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
9 (RLIN) | 151655 |
Topical term or geographic name entry element | Artificial Intelligence |
700 ## - ADDED ENTRY--PERSONAL NAME | |
Relator term | forwarded |
Personal name | Friston, Karl |
9 (RLIN) | 879933 |
856 ## - ELECTRONIC LOCATION AND ACCESS | |
Link text | TOC |
Uniform Resource Identifier | <a href="https://eaklibrary.neduet.edu.pk:8443/catalog/bk/books/toc/9781098134181.pdf">https://eaklibrary.neduet.edu.pk:8443/catalog/bk/books/toc/9781098134181.pdf</a> |
856 ## - ELECTRONIC LOCATION AND ACCESS | |
Link text | WEB LINK |
Uniform Resource Identifier | <a href="https://www.oreilly.com/library/view/generative-deep-learning/9781098134174/">https://www.oreilly.com/library/view/generative-deep-learning/9781098134174/</a> |
942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
Source of classification or shelving scheme | Dewey Decimal Classification |
Koha item type | Book |
Withdrawn status | Lost status | Source of classification or shelving scheme | Physical Form | Damaged status | Not for loan | Home library | Current library | Shelving location | Date acquired | Source of acquisition | Stock Type | Cost, normal purchase price | Total Checkouts | Full call number | Barcode | Date last seen | Date last checked out | Budget Year | Cost, replacement price | Accession Date | Koha item type |
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Dewey Decimal Classification | Text, Paperback | Reference Section | Reference Section | Reference Section | 09/01/2024 | 39 | Purchased | 23221.82 | 1 | 006.31 FOS | 98572 | 15/05/2024 | 15/05/2024 | 2023-2024 | 23221.81 | 09/01/2024 | Reference Collection |