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Generative Deep Learning : Teaching Machines to Paint, Write, Compose, and Play by David Foster, Applied Data Science is a science book available to read on EtoBox.

What is Generative Deep Learning : Teaching Machines to Paint, Write, Compose, and Play about?

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 archit

Who reads Generative Deep Learning : Teaching Machines to Paint, Write, Compose, and Play?

Author

David Foster, Applied Data Science

Publisher

O'Reilly Media, Incorporated

Published

2019

Language

EN

ISBN

9781492041917

Category

science

Subjects

Science, Computer Science, Stem

Rating

4.5 / 5 (215 ratings)

Updated

2026-03-14