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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 Google Cloud network infrastructure

Networking is the backbone of any cloud environment, providing connectivity between your resources and the internet. In Google Cloud, virtual private cloud (VPC) networks serve as the foundation for your network infrastructure. A VPC network is a virtual, private network within Google Cloud. It provides a secure and isolated environment for your resources. VPC networks are global resources, meaning they can span multiple regions. However, they are composed of regional subnets, which are smaller network segments within specific regions. This allows you to optimize network performance and latency based on your resource locations. Finally, VPC networks provide connectivity for your Google Cloud resources, such as VMs, Kubernetes clusters, and App Engine applications.

Shared VPC is a powerful feature that allows you to connect multiple projects to a common VPC network. It enables you to manage network resources such as subnets, firewalls...

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