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# vectordatabase

Vector databases are purpose-built databases that are specialized to tackle the problems that arise when managing vector embeddings in production scenarios.

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How to Embed User Preferences
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How to Embed User Preferences

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2 min read
Contextual chunking for Retrieval Augmented Generation
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Contextual chunking for Retrieval Augmented Generation

4
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59 min read
Local Elasticsearch Playground: A Practical Introduction and hands-on test (and moving to a RAG solution)

Local Elasticsearch Playground: A Practical Introduction and hands-on test (and moving to a RAG solution)

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12 min read
Medical RAG Research with txtai

Medical RAG Research with txtai

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7 min read
A Complete Guide to Retrieval-Augmented Generation
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A Complete Guide to Retrieval-Augmented Generation

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8 min read
Scalable Character Insights from Novels Using Vector Search and LLMs

Scalable Character Insights from Novels Using Vector Search and LLMs

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2 min read
🚀 Build Your Own AI Assistant with Node.js: My Roadmap and Journey 🌟
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🚀 Build Your Own AI Assistant with Node.js: My Roadmap and Journey 🌟

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4 min read
Recent Trends in Distributed Warehousing and Data Mining

Recent Trends in Distributed Warehousing and Data Mining

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2 min read
Why PostgreSQL Might Be All the Backend You Need: Forget the Kitchen Sink

Why PostgreSQL Might Be All the Backend You Need: Forget the Kitchen Sink

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4 min read
Smarter RAG Systems with Graphs
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Smarter RAG Systems with Graphs

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4 min read
Postgres vs. Qdrant: Why Postgres Wins for AI and Vector Workloads
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Postgres vs. Qdrant: Why Postgres Wins for AI and Vector Workloads

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4 min read
Vector Databases: their utility and functioning (RAG usage)

Vector Databases: their utility and functioning (RAG usage)

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12 min read
Improve Your Python Search Relevancy with Astra DB Hybrid Search
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Improve Your Python Search Relevancy with Astra DB Hybrid Search

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11 min read
Build Code-RAGent, an agent for your codebase
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Build Code-RAGent, an agent for your codebase

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5 min read
Setting up the Pinecone MCP server in your IDE
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Setting up the Pinecone MCP server in your IDE

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3 min read
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