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Finding your best music friend with vectors: Spotify Wrapped, part 5
Elasticsearch Labs

Finding your best music friend with vectors: Spotify Wrapped, part 5

Understanding vectors has never been easier. Handcrafting vectors and figuring out various techniques to find your music friend in a heavily biased dataset.

Philipp Kahr
Elasticsearch vector database for native grounding in Google Cloud’s Vertex AI Platform
Elasticsearch Labs

Elasticsearch vector database for native grounding in Google Cloud’s Vertex AI Platform

Explore how Elasticsearch, the first third-party native grounding engine for Google Cloud’s Vertex AI, lets you build custom GenAI experiences by grounding Gemini models in enterprise data.

Valerio Arvizzigno
Using CrewAI tools with Elasticsearch
Elasticsearch Labs

Using CrewAI tools with Elasticsearch

Learn how to create an Elasticsearch agent with CrewAI for your agent team and perform market research.

Jeffrey Rengifo
Speeding up merging of HNSW graphs
Elasticsearch Labs

Speeding up merging of HNSW graphs

Explore the work we’ve been doing to reduce the overhead of building multiple HNSW graphs, particularly reducing the cost of merging graphs.

Thomas Veasey
Getting started with the Elastic Chatbot RAG app using Vertex AI running on Google Kubernetes Engine
Elasticsearch Labs

Getting started with the Elastic Chatbot RAG app using Vertex AI running on Google Kubernetes Engine

Learn how to configure the Elastic Chatbot RAG app using Vertex AI and run it on Google Kubernetes Engine (GKE).

Jonathan Simon
Generating filters and facets using ML
Elasticsearch Labs

Generating filters and facets using ML

Exploring the pros and cons of automating the creation of filters and facets in a search experience using ML models vs the classical hard-coded approach.

Andre Luiz
Using Amazon Nova models in Elasticsearch
Elasticsearch Labs

Using Amazon Nova models in Elasticsearch

Learn how to use Amazon Nova models in Elasticsearch to extract sentiment, authenticity, summaries, and keywords automatically from product reviews in Elasticsearch.

Andre Luiz
Detecting relationships in data: Spotify Wrapped, part 4
Elasticsearch Labs

Detecting relationships in data: Spotify Wrapped, part 4

Graphs are a powerful tool for detecting relationships in data. In this blog, we'll explore the relationships between artists and your music taste.

Philipp Kahr
RAG vs. Fine Tuning, a practical approach
Elasticsearch Labs

RAG vs. Fine Tuning, a practical approach

Comparing RAG and fine-tuning tools with the practical example of an e-commerce chatbot.

Tomás Murúa
Connect Agents to Elasticsearch with Model Context Protocol
Elasticsearch Labs

Connect Agents to Elasticsearch with Model Context Protocol

Let’s use Model Context Protocol server to chat with your data in Elasticsearch.

Jedr Blaszyk
How to automate synonyms and upload using our Synonyms API
Elasticsearch Labs

How to automate synonyms and upload using our Synonyms API

Discover how LLMs can be used to identify and generate synonyms automatically, allowing terms to be programmatically loaded into the Elasticsearch synonym API.

Andre Luiz
Parse PDF text and table data with Azure AI Document Intelligence
Elasticsearch Labs

Parse PDF text and table data with Azure AI Document Intelligence

Learn how to parse PDF documents that contain text and table data with Azure AI Document Intelligence.

James Williams