Hands-On Generative AI with Transformers and Diffusion Models

Hands-On Generative AI with Transformers and Diffusion Models

by Omar SansevieroPedro Cuenca Apolinário Passos and others
Publication Date: 22/11/2024

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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

ISBN:
9781098149208
9781098149208
Category:
Mathematical theory of computation
Publication Date:
22-11-2024
Language:
English
Publisher:
O'Reilly Media

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