
Vector Search Made Simple: Getting Started with OpenSearch for AI Applications - Dotan Horovits
Vector Search Made Simple: Getting Started with OpenSearch for AI Applications - Dotan Horovits, OpenSearch
OpenSearch, a Linux Foundation open source project, has evolved from search to a powerful vector database solution. This talk will begin by explaining the transition from traditional lexical search to vector-based similarity search, and how OpenSearch combines both approaches in one complete package.
The session introduces fundamental concepts of vector databases, including how they store and process embedded meanings of various data types (text, images, and audio) using k-nearest neighbors (k-NN) functionality.
We'll explore practical applications such as visual search, semantic search, and recommendation engines, with emphasis on real-world use cases. This is your opportunity to learn how OpenSearch can serve as a knowledge base for AI systems, particularly in applications like retrieval augmented generation (RAG) with large language models.
OpenSearch, a Linux Foundation open source project, has evolved from search to a powerful vector database solution. This talk will begin by explaining the transition from traditional lexical search to vector-based similarity search, and how OpenSearch combines both approaches in one complete package.
The session introduces fundamental concepts of vector databases, including how they store and process embedded meanings of various data types (text, images, and audio) using k-nearest neighbors (k-NN) functionality.
We'll explore practical applications such as visual search, semantic search, and recommendation engines, with emphasis on real-world use cases. This is your opportunity to learn how OpenSearch can serve as a knowledge base for AI systems, particularly in applications like retrieval augmented generation (RAG) with large language models.
The Linux Foundation
The Linux Foundation is a nonprofit consortium dedicated to fostering the growth of Linux and collaborative software development. Founded in 2000, the organization sponsors the work of Linux creator Linus Torvalds and promotes, protects and advances the L...
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The Linux Foundation
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The Linux Foundation