ChatGPT and the GPT models by OpenAI have brought about a revolution not only in how we write and research but also in how we can process information. This book discusses the functioning, capabilities, and limitations of LLMs underlying chat systems, including ChatGPT and Bard. It also demonstrates, in a series of practical examples, how to use the LangChain framework to build production-ready and responsive LLM applications for tasks ranging from customer support to software development assistance and data analysis – illustrating the expansive utility of LLMs in real-world applications.

Unlock the full potential of LLMs within your projects as you navigate through guidance on fine-tuning, prompt engineering, and best practices for deployment and monitoring in production environments. Whether you're building creative writing tools, developing sophisticated chatbots, or crafting cutting-edge software development aids, this book will be your roadmap to mastering the transformative power of generative AI with confidence and creativity.

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Spis treści

Generative AI with LangChain. Build large language model (LLM) apps with Python, ChatGPT, and other LLMs eBook -- spis treści

• 1. What Is Generative AI?
• 2. LangChain for LLM Apps
• 3. Getting Started with LangChain
• 4. Building Capable Assistants
• 5. Building a Chatbot like ChatGPT
• 6. Developing Software with Generative AI
• 7. LLMs for Data Science
• 8. Customizing LLMs and Their Output
• 9. Generative AI in Production
• 10. The Future of Generative Models