Deep Learning with Python

The bestselling book on Python deep learning, now covering generative AI, Keras 3, PyTorch, and JAX!

Deep Learning with Python, Third Edition puts the power of deep learning in your hands. This new edition includes the latest Keras and TensorFlow features, generative AI models, and added coverage of PyTorch and JAX. Learn directly from the creator of Keras and step confidently into the world of deep learning with Python.

In Deep Learning with Python, Third Edition you’ll discover:

• Deep learning from first principles
• The latest features of Keras 3
• A primer on JAX, PyTorch, and TensorFlow
• Image classification and image segmentation
• Time series forecasting
• Large Language models
• Text classification and machine translation
• Text and image generation—build your own GPT and diffusion models!
• Scaling and tuning models

With over 100,000 copies sold, Deep Learning with Python makes it possible for developers, data scientists, and machine learning enthusiasts to put deep learning into action. In this expanded and updated third edition, Keras creator François Chollet offers insights for both novice and experienced machine learning practitioners. You'll master state-of-the-art deep learning tools and techniques, from the latest features of Keras 3 to building AI models that can generate text and images.

About the book

Deep Learning with Python, Third Edition introduces deep learning from scratch. Each chapter introduces practical code examples that build up your understanding of deep learning layer by layer. You’ll appreciate the intuitive explanations, crisp color illustrations, and clear examples. In this expanded third edition you’ll find fresh chapters on the transformers architecture, building your own GPT-like large language model, and image generation with diffusion models. Plus, even DL veterans will benefit from the insightful explanations on the nature of deep learning.

About the reader

For readers with intermediate Python skills. No previous experience with Keras, TensorFlow, or machine learning is required.

About the author

François Chollet is a software engineer at Google and creator of the Keras deep learning library.

Matthew Watson is a core maintainer of the Keras deep learning library, focusing primarily on tools for Natural Language Processing.

Get a free eBook (PDF or ePub) from Manning as well as access to the online liveBook format (and its AI assistant that will answer your questions in any language) when you purchase the print book.

François Chollet is a software engineer at Google and creator of the Keras deep learning library.

Matthew Watson is a core maintainer of the Keras deep learning library, focusing primarily on tools for Natural Language Processing.