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Informations pour les développeurs et articles pratiques de nos experts pour inspirer et dynamiser votre expérience de recherche

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.

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.

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

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.

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).

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.

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.

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.

RAG vs. Fine Tuning, a practical approach
Comparing RAG and fine-tuning tools with the practical example of an e-commerce chatbot.

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

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.

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.