Sanseviero, Omar
Hands-On Generative AI with Transformers and Diffusion Models
- ISBN 13:
- 9781098149246
- author:
- Sanseviero, Omar
- format:
- Paperback
- publisher:
- O'Reilly Media
- language:
- English
- Publication Year:
- 2024
- Pages:
- 450
- Dimensions:
- 23.3 x 17.8 x 2.2 centimetres (0
- Genre:
- Computers, Artificial Intelligence, Computers,
- Condition:
- New
- supplier_id:
- 56
- Availability:
- Item usually sent within 10 working days
Description
Hands-On Generative AI with Transformers and Diffusion Models by Omar Sanseviero, Pedro Cuenca, Apolinário Passos, and Jonathan Whitaker is a practical guide to using generative media techniques with AI to create novel images or music. You'll learn how state-of-the-art generative models work, fine-tune them for your needs, and combine existing building blocks to create new models and applications in different domains. The book introduces theoretical concepts in an intuitive way, with extensive code samples and illustrations that you can run on services such as Google Colaboratory, Kaggle, or Hugging Face Spaces. You'll explore how to use open source libraries like Transformers and Diffusers, conduct code exploration, and study existing projects to guide your work. By following this book, you'll learn to build and customize models that generate text, images, and sound, and understand the trade-offs between training from scratch and using large, pretrained models. You'll also discover how to deploy models as interactive demos or services.