"Deep Learning with Python," Third Edition is a renowned bestseller that makes deep learning technology accessible to everyone. This latest edition incorporates the advanced features of Keras 3 and TensorFlow, while adding new topics on generative AI, PyTorch, and JAX. Authored by François Chollet, the creator of Keras, this book guides readers from the foundational principles of deep learning to constructing their own AI models.
Key Features of the Book
In the book you will find:
- Understanding the basics of deep learning from scratch
- Exploring the latest capabilities of Keras 3
- An introduction to JAX, PyTorch, and TensorFlow
- Techniques in image classification and segmentation
- Methods for time series forecasting
- Strategies for building large language models
- Approaches for text classification and machine translation
- Techniques for text and image generation, including creating your own GPT models and diffusion models
- Insights into scaling and optimization of models
Why This Book is a Must-Have
With over 100,000 copies sold, this book has become an indispensable companion for developers, data scientists, and machine learning enthusiasts. The expanded third edition provides practical code examples, clear and concise explanations, and vivid color illustrations. Additionally, it introduces new chapters focusing on transformers, language models, and generative systems. Whether you are a beginner or an experienced AI practitioner, this book offers valuable insights and knowledge.