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Hands-On Generative AI with Transformers and Diffusion Models

AUTHOR Passos, Apolinário; Passos, Apolinario; Sanseviero, Omar et al.
PUBLISHER O'Reilly Media (12/31/2024)
PRODUCT TYPE Paperback (Paperback)

Description

Learn to use generative AI techniques to create novel text, images, audio, and even music with this practical, hands-on book. Readers will understand how state-of-the-art generative models work, how to fine-tune and adapt them to their needs, and how to combine existing building blocks to create new models and creative applications in different domains.

This go-to book introduces theoretical concepts followed by guided practical applications, with extensive code samples and easy-to-understand illustrations. You'll learn how to use open source libraries to utilize transformers and diffusion models, conduct code exploration, and study several existing projects to help guide your work.

  • Build and customize models that can generate text and images
  • Explore trade-offs between using a pretrained model and fine-tuning your own model
  • Create and utilize models that can generate, edit, and modify images in any style
  • Customize transformers and diffusion models for multiple creative purposes
  • Train models that can reflect your own unique style
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Product Format
Product Details
ISBN-13: 9781098149246
ISBN-10: 1098149246
Binding: Paperback or Softback (Trade Paperback (Us))
Content Language: English
More Product Details
Page Count: 416
Carton Quantity: 9
Product Dimensions: 7.00 x 0.85 x 9.19 inches
Weight: 1.46 pound(s)
Country of Origin: US
Subject Information
BISAC Categories
Computers | Data Science - Machine Learning
Computers | Information Theory
Computers | Artificial Intelligence - Generative AI
Descriptions, Reviews, Etc.
publisher marketing

Learn to use generative AI techniques to create novel text, images, audio, and even music with this practical, hands-on book. Readers will understand how state-of-the-art generative models work, how to fine-tune and adapt them to their needs, and how to combine existing building blocks to create new models and creative applications in different domains.

This go-to book introduces theoretical concepts followed by guided practical applications, with extensive code samples and easy-to-understand illustrations. You'll learn how to use open source libraries to utilize transformers and diffusion models, conduct code exploration, and study several existing projects to help guide your work.

  • Build and customize models that can generate text and images
  • Explore trade-offs between using a pretrained model and fine-tuning your own model
  • Create and utilize models that can generate, edit, and modify images in any style
  • Customize transformers and diffusion models for multiple creative purposes
  • Train models that can reflect your own unique style
Show More
List Price $79.99
Your Price  $79.19
Paperback