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Generative AI on Google Cloud with LangChain

You're reading from   Generative AI on Google Cloud with LangChain Design scalable generative AI solutions with Python, LangChain, and Vertex AI on Google Cloud

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Product type Paperback
Published in Dec 2024
Publisher Packt
ISBN-13 9781835889329
Length 306 pages
Edition 1st Edition
Concepts
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Author (1):
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Leonid Kuligin Leonid Kuligin
Author Profile Icon Leonid Kuligin
Leonid Kuligin
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Table of Contents (22) Chapters Close

Preface 1. Part 1: Intro to LangChain and Generative AI on Google Cloud
2. Chapter 1: Using LangChain with Google Cloud FREE CHAPTER 3. Chapter 2: Foundational Models on Google Cloud 4. Part 2: Hallucinations and Grounding Responses
5. Chapter 3: Grounding Responses 6. Chapter 4: Vector Search on Google Cloud 7. Chapter 5: Ingesting Documents 8. Chapter 6: Multimodality 9. Part 3: Common Generative AI Architectures
10. Chapter 7: Working with Long Context 11. Chapter 8: Building Chatbots 12. Chapter 9: Tools and Function Calling 13. Chapter 10: Agents 14. Chapter 11: Agentic Workflows 15. Part 4: Designing Generative AI Applications
16. Chapter 12: Evaluating GenAI Applications 17. Chapter 13: Generative AI System Design 18. Index 19. Other Books You May Enjoy Appendix 1: Overview of Generative AI 1. Appendix 2: Google Cloud Foundations

Tools provided by Google

Almost any Google product has an API, hence you can wrap it as a tool and enhance it with LLMs. Most Google products and services – such as Drive, Maps, Gmail, and so on – have an API, hence you can use them as a tool to build great applications. You can find a full list of tools on the documentation page: https://python.langchain.com/api_reference/google_community/index.html

You can wrap any Google Cloud API to make it a tool (and we’ve already learned how to develop custom tools). Some Google APIs are already integrated into langchain-google-community, for example:

  • TextToSpeechTool: This allows you to transform text into speech with the Google Cloud Translation API.
  • GmailCreateDraft: This creates Gmail drafts and GmailSendMessage sends messages.
  • GooglePlacesAPIWrapper: This interacts with Google Maps and the Google Places API.
  • VertexAISearchSummaryTool: This allows you to generate answers with the Vertex AI Agent...
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