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- OpenAI GPT For Python Developers. The art and science of building AI-powered apps with GPT-4, Whisper, Weaviate, and beyond
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OpenAI GPT For Python Developers. The art and science of building AI-powered apps with GPT-4, Whisper, Weaviate, and beyond
Ebook
“OpenAI GPT for Python Developers” is meticulously crafted to provide Python developers with a deep dive into the mechanics and applications of GPT technology, beginning with a captivating narrative on the evolution of OpenAI and the fundamental workings of GPT models. As readers progress, they will be expertly guided through the essential steps of setting up a development environment tailored for AI innovations, coupled with insightful advice on selecting the most appropriate GPT model to suit specific project needs.
The guide progresses into practical tutorials that cover the implementation of chat completions and the art of prompt engineering, providing a solid foundation in harnessing the capabilities of GPT for generating human-like text responses. Practical applications are further expanded with discussions on the creation of autonomous AI-to-AI dialogues, the development of AI avatars, and the strategic use of AI in interactive applications.
In addition to technical skills, this book addresses the ethical implications and prospects of AI technologies, encouraging a holistic view of AI development. The guide is enriched with detailed examples, step-by-step tutorials, and comprehensive explanations that illuminate the theoretical aspects and emphasize practical implementation.
The guide progresses into practical tutorials that cover the implementation of chat completions and the art of prompt engineering, providing a solid foundation in harnessing the capabilities of GPT for generating human-like text responses. Practical applications are further expanded with discussions on the creation of autonomous AI-to-AI dialogues, the development of AI avatars, and the strategic use of AI in interactive applications.
In addition to technical skills, this book addresses the ethical implications and prospects of AI technologies, encouraging a holistic view of AI development. The guide is enriched with detailed examples, step-by-step tutorials, and comprehensive explanations that illuminate the theoretical aspects and emphasize practical implementation.
- 1. Preface
- 2. The Story of OpenAI and ChatGPT
- 3. How Does GPT Work?
- 4. Setting Up the Development Environment
- 5. Understanding the Available Models and Which One to Use
- 6. Using GPT Chat Completions
- 7. Advanced Examples and Prompt Engineering
- 8. Embedding
- 9. Advanced Embedding Examples
- 10. Fine-Tuning and Best Practices
- 11. Advanced Fine-Tuning: Mental Health Coach
- 12. Context & Memory: Making AI More Real
- 13. Using a Vector Database with OpenAI
- 14. Speech Recognition and Translation Using Whisper
- 15. Text-to-Speech with OpenAI TTS Models
- 16. Autonomous AI-to-AI Discussion Using OpenAI, Weaviate, and AI Avatars
- 17. Afterword
- Title: OpenAI GPT For Python Developers. The art and science of building AI-powered apps with GPT-4, Whisper, Weaviate, and beyond
- Author: Aymen El Amri
- Original title: OpenAI GPT For Python Developers. The art and science of building AI-powered apps with GPT-4, Whisper, Weaviate, and beyond.
- ISBN: 9781836202400, 9781836202400
- Date of issue: 2024-05-21
- Format: Ebook
- Item ID: e_3xks
- Publisher: Packt Publishing