Generative Deep Learning: Teaching Machines to Paint, Write, Compose and Play - Tapa blanda

Foster, David

 
9781492041948: Generative Deep Learning: Teaching Machines to Paint, Write, Compose and Play
Tapa blanda
ISBN 10: 1492041947 ISBN 13: 9781492041948
Editorial: O'Reilly Media, 2019

Sinopsis

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

"Sinopsis" puede pertenecer a otra edición de este libro.

Acerca del autor

David Foster is the co-founder of Applied Data Science, a data science consultancy delivering bespoke solutions for clients. He holds an MA in Mathematics from Trinity College, Cambridge, UK and an MSc in Operational Research from the University of Warwick. David has won several international machine learning competitions, including the Innocentive Predicting Product Purchase challenge and was awarded first prize for a visualisation that enables a pharmaceutical company in the US to optimize site selection for clinical trials. He is an active participant in the online data science community and has authored several successful blog posts on deep reinforcement learning including `How To Build Your Own AlphaZero AI'.

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Editorial
O'Reilly Media
Año de publicación
2019
Idioma
Inglés
ISBN 10 
1492041947
ISBN 13 
9781492041948
Encuadernación
Tapa blanda
Número de páginas
330
Contacto del fabricante
no disponible
Persona responsable
no disponible