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Elastic Stack 8.x Cookbook

Elastic Stack 8.x Cookbook

By : Huage Chen, Yazid Akadiri
5 (3)
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Elastic Stack 8.x Cookbook

Elastic Stack 8.x Cookbook

5 (3)
By: Huage Chen, Yazid Akadiri

Overview of this book

Learn how to make the most of the Elastic Stack (ELK Stack) products—including Elasticsearch, Kibana, Elastic Agent, and Logstash—to take data reliably and securely from any source, in any format, and then search, analyze, and visualize it in real-time. This cookbook takes a practical approach to unlocking the full potential of Elastic Stack through detailed recipes step by step. Starting with installing and ingesting data using Elastic Agent and Beats, this book guides you through data transformation and enrichment with various Elastic components and explores the latest advancements in search applications, including semantic search and Generative AI. You'll then visualize and explore your data and create dashboards using Kibana. As you progress, you'll advance your skills with machine learning for data science, get to grips with natural language processing, and discover the power of vector search. The book covers Elastic Observability use cases for log, infrastructure, and synthetics monitoring, along with essential strategies for securing the Elastic Stack. Finally, you'll gain expertise in Elastic Stack operations to effectively monitor and manage your system.
Table of Contents (16 chapters)
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Vector Search and Generative AI Integration

In previous chapters, we learned how to build traditional search applications using Query DSL and how to import third-party natural language processing (NLP) models for advanced data processing. In this chapter, we will expand upon these techniques with the latest features of Elastic Stack 8, which include vector search, hybrid search, and integrations with large language models (LLMs), to develop advanced search applications and sophisticated chatbot applications powered by Generative AI. Table 9.1 shows different search strategies supported in Elastic Stack 8 and their use cases:

Search strategies

Use cases

Lexical search (also known as BM25 search; BM stands for best matching)

  • Traditional search applications based on keyword matching

Vector search

...
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