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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

Setting up your organization

The foundation of your Google Cloud Platform (GCP) environment is the organization resource. This represents your company within GCP and serves as the root of your resource hierarchy. Just like filing cabinets have folders to organize documents, your GCP organization will contain folders and projects to categorize and manage your cloud resources. But before you can start deploying applications and databases, you need to set up this essential foundation.

A Google Cloud project is a fundamental unit that organizes your Google Cloud resources. You can grant access on a project level, and some resources (such as network) can be shared across projects, but think about a project as a finite unit that you can organize in folders.

There are two main paths to establishing your organization, depending on your existing Google Cloud setup:

  • New customer: If you’re new to Google Cloud, you’ll need to set up Cloud Identity from scratch. This...
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