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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

Managing administrative users

Once you’ve created your administrative groups and assigned users, the next crucial step is to carefully manage their access to Google Cloud resources. This involves granting appropriate permissions, or roles, to these groups.

Understanding IAM roles

In Google Cloud, IAM is the system that controls who can access your resources and what they can do with them. Roles are predefined collections of permissions that grant users specific capabilities within your organization. For example, the roles/resourcemanager.organizationAdmin role grants a user the ability to manage all organization resources. You should familiarize yourself with Google Cloud IAM by reading up on the documentation [5].

Granting roles to groups

The recommended approach is to grant roles to groups rather than individual users. This simplifies management and ensures consistent access control. When you assign a role to a group, all members of that group inherit the permissions...

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