Generative Deep Learning (Paperback)
 
作者: David Foster 
書城編號: 1568186

原價: HK$700.00
現售: HK$665 節省: HK$35

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出版社: O'Reilly Media
出版日期: 2019/07/16
尺寸: 233x178x28mm
重量: 0.52 kg
ISBN: 9781492041948

商品簡介


Generative modeling is one of the hottest topics in AI. It's now possible to teach a machine to excel at human endeavors such as painting, writing, and composing music. With this practical book, machine-learning engineers and data scientists will discover how to re-create some of the most impressive examples of generative deep learning models, such as variational autoencoders, generative adversarial networks (GANs), encoder-decoder models, and world models.

Author David Foster demonstrates the inner workings of each technique, starting with the basics of deep learning before advancing to some of the most cutting-edge algorithms in the field. Through tips and tricks, you'll understand how to make your models learn more efficiently and become more creative.

  • Discover how variational autoencoders can change facial expressions in photos
  • Build practical GAN examples from scratch, including CycleGAN for style transfer and MuseGAN for music generation
  • Create recurrent generative models for text generation and learn how to improve the models using attention
  • Understand how generative models can help agents to accomplish tasks within a reinforcement learning setting
  • Explore the architecture of the Transformer (BERT, GPT-2) and image generation models such as ProGAN and StyleGAN
David Foster 作者作品表

Jett Goes to Work with Dad (Hardcover)

eBook: Generative Deep Learning (DRM PDF)

eBook: Generative Deep Learning (DRM EPUB)

生成深度學習|訓練機器繪畫、作曲、寫作與玩遊戲

eBook: Scientific Angler: Being a General and Instructive Work on Artistic Angling (DRM PDF)

Generative Deep Learning (Paperback)

eBook: Writing and Learning in Cross-national Perspective: Transitions From Secondary To Higher Education (DRM EPUB)

eBook: Writing and Learning in Cross-national Perspective: Transitions From Secondary To Higher Education (DRM PDF)

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New Forest, Hampshire & South Downs (Paperback)

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Short Walks New Forest National Park (Paperback)

eBook: Hitman: Forty Years Making Music, Topping the Charts, and Winning Grammys (DRM EPUB)

Writing with Authority: Students' Roles as Writers in Cross-national Perspective (Hardcover)

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Rural Constabulary Act 1839 (UK ed.) (Paperback)

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