Generative AI with Python: Harness the Power of Python for Building Generative AI Models

· Packt Publishing Ltd
Ebook
395
Pages
Tools

About this ebook

Unlock the world of generative AI with Python. Explore the intricacies of deep learning, large language models, and applications in business and consumer tech.Key Features
  • In-depth coverage of Python's role in generative AI
  • Hands-on coding exercises using state-of-the-art tools like Hugging Face
  • Comprehensive understanding of model training, fine-tuning, and deployment
Book DescriptionGenerative AI with Python introduces readers to the fascinating world of AI model development. It begins with essential concepts in AI and deep learning, building a solid foundation for working with generative models. You will explore how to create models that generate text, images, and more, with clear, practical examples. The book provides an in-depth look at large language models and pretrained tools like Hugging Face, demonstrating how they can be leveraged in real-world applications. Each chapter blends theoretical concepts with hands-on coding exercises to ensure you understand both the principles and practical implementation of generative AI. Starting with the basics of natural language processing and deep learning, the book guides you to more advanced applications such as text summarization, image generation, and model fine-tuning. You'll also learn about optimizing AI models and deploying them in various environments. By the end of the book, you’ll be able to confidently build AI-driven applications with Python, capable of transforming business processes and enhancing consumer products.What you will learn
  • Understand the basics of generative AI and deep learning
  • Learn how to build generative AI models using Python
  • Work with large language models and pretrained tools like Hugging Face
  • Implement real-world applications such as text summarization and image generation
  • Explore model fine-tuning, optimization, and deployment for various uses
  • Gain hands-on experience with coding exercises and AI projects
Who this book is for

This book is ideal for Python developers, data scientists, and AI enthusiasts looking to explore generative AI. A basic understanding of Python programming and machine learning concepts is recommended. Prior experience with libraries such as TensorFlow or PyTorch will be helpful but not essential. The book is suitable for those interested in applying generative AI in business, technology, or creative industries.

Unlock the world of generative AI with Python. Explore the intricacies of deep learning, large language models, and applications in business and consumer tech.Key Features In-depth coverage of Python's role in generative AI Hands-on coding exercises using state-of-the-art tools like Hugging Face ...

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About the author

The Rheinwerk Computing series offers new and established professional comprehensive guidance to enrich the readers' skillsets and enhance their career prospects. Their publications are written by leading experts in the fields of programming, administration, security, analytics, and more. Each book is detailed and hands-on to help readers develop essential, practical skills that they can apply to their daily work.

Bert Gollnick is a senior data scientist who specializes in renewable energies. For many years, he has taught courses about data science and machine learning, and more recently, about generative AI and natural language processing. Bert studied aeronautics at the Technical University of Berlin and economics at the University of Hagen. His main areas of interest are machine learning and data science.

The Rheinwerk Computing series offers new and established professional comprehensive guidance to enrich the readers' skillsets and enhance their career prospects. Their publications are written by leading experts in the fields of programming, administration, security, analytics, and more. Each bo...

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