Generative AI on Google Cloud with LangChain. Design scalable generative AI solutions with Python, LangChain, and Vertex AI on Google Cloud

Generative AI on Google Cloud with LangChain. Design scalable generative AI solutions with Python, LangChain, and Vertex AI on Google Cloud - Opis

The rapid transformation and enterprise adoption of GenAI has created an urgent demand for developers to quickly build and deploy AI applications that deliver real value. Written by three distinguished Google AI engineers and LangChain contributors who have shaped Google Cloud’s integration with LangChain and implemented AI solutions for Fortune 500 companies, this book bridges the gap between concept and implementation, exploring LangChain and Google Cloud’s enterprise-ready tools for scalable AI solutions.You'll start by exploring the fundamentals of large language models (LLMs) and how LangChain simplifies the development of AI workflows by connecting LLMs with external data and services. This book guides you through using essential tools like the Gemini and PaLM 2 APIs, Vertex AI, and Vertex AI Search to create sophisticated, production-ready GenAI applications. You'll also overcome the context limitations of LLMs by mastering advanced techniques like Retrieval-Augmented Generation (RAG) and external memory layers.Through practical patterns and real-world examples, you’ll gain everything you need to harness Google Cloud’s AI ecosystem, reducing the time to market while ensuring enterprise scalability. You’ll have the expertise to build robust GenAI applications that can be tailored to solve real-world business challenges. Spis treści: 1. Using LangChain with Google Cloud2. Foundational Models on Google Cloud3. Grounding Responses on Google Cloud4. Vector Search on Google Cloud5. Advanced Techniques for Parsing and Ingesting Documents6. Multimodality7. Working with (...) więcej Long Context8. Building Chatbots9. Tools and Function Calling10. Agents in Generative AI11. Agentic Workflows12. Evaluating GenAI Applications13. GenAI System Design14. Appendix 1 - Overview of Generative AI15. Appendix 2 - Google Cloud Foundations mniej