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Vector Search for Practitioners with Elastic

You're reading from  Vector Search for Practitioners with Elastic

Product type Book
Published in Nov 2023
Publisher Packt
ISBN-13 9781805121022
Pages 240 pages
Edition 1st Edition
Languages
Authors (2):
Bahaaldine Azarmi Bahaaldine Azarmi
Profile icon Bahaaldine Azarmi
Jeff Vestal Jeff Vestal
Profile icon Jeff Vestal
View More author details

Table of Contents (17) Chapters

Preface 1. Part 1:Fundamentals of Vector Search
2. Chapter 1: Introduction to Vectors and Embeddings 3. Chapter 2: Getting Started with Vector Search in Elastic 4. Part 2: Advanced Applications and Performance Optimization
5. Chapter 3: Model Management and Vector Considerations in Elastic 6. Chapter 4: Performance Tuning – Working with Data 7. Part 3: Specialized Use Cases
8. Chapter 5: Image Search 9. Chapter 6: Redacting Personal Identifiable Information Using Elasticsearch 10. Chapter 7: Next Generation of Observability Powered by Vectors 11. Chapter 8: The Power of Vectors and Embedding in Bolstering Cybersecurity 12. Part 4: Innovative Integrations and Future Directions
13. Chapter 9: Retrieval Augmented Generation with Elastic 14. Chapter 10: Building an Elastic Plugin for ChatGPT 15. Index 16. Other Books You May Enjoy

Summary

In this chapter, you delved into the nuances of optimizing vector search performance in Elasticsearch. We explored various tuning techniques, highlighting the intricacies of ML model deployment, node scaling, and configuration tuning. Tools such as Rally were introduced to aid in load testing specific use cases. Moreover, the focus on troubleshooting – bolstered by insights into monitoring cluster metrics and the hot threads API – has empowered you with the skills to tackle slow queries effectively.

In the next chapter, we will shift from text-focused semantic search to image-focused semantic search and explore the history and practical uses for these models, expanding our vector search capabilities.

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