Generative Deep Learning: Teaching Machines to Paint, Write, Compose, and Play
ISBN: 1492041947
EAN13: 9781492041948
Language: English
Pages: 300
Dimensions: 1" H x 9.19" L x 7" W
Weight: 1.113334 lbs.
Format: Paperback
Publisher:

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

Select Format Format: Paperback Select Conditions Condition: New

Selected

Format: Paperback

Condition: New

$69.99
Quantity
139 Available

Select Conditions
  • New $69.99 Generative Deep Learning: Teaching Machines to Paint, Write, Compose, and Play
Book Overview

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

Frequently Asked Questions About Generative Deep Learning: Teaching Machines to Paint, Write, Compose, and Play

Book Reviews (0)

0
  |   0  reviews
Did you read Generative Deep Learning: Teaching Machines to Paint, Write, Compose, and Play? Please provide your feedback and rating to help other readers.
Write Review
Captcha

No customer reviews for the moment.