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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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⚡ Implementing Semantic Search (Vector Search) Using Amazon S3 Vectors

⚡ Implementing Semantic Search (Vector Search) Using Amazon S3 Vectors

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3 min read
Vector Databases for Data Scientists: What, Why, and When to Use Them
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Vector Databases for Data Scientists: What, Why, and When to Use Them

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4 min read
My Journey with Sentence Transformers, OpenAI Embeddings, and Vector Databases

My Journey with Sentence Transformers, OpenAI Embeddings, and Vector Databases

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3 min read
Hybrid vector + text Search in the terminal with SurrealDB and Ratatui
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Hybrid vector + text Search in the terminal with SurrealDB and Ratatui

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21 min read
How to Build a Global Search Engine Using Vector Embeddings
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How to Build a Global Search Engine Using Vector Embeddings

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4 min read
Automate Vector Database Update with AWS and CircleCI
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Automate Vector Database Update with AWS and CircleCI

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21 min read
Use Cases for HNSW-SQLite Library
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Use Cases for HNSW-SQLite Library

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2 min read
Designing Data Systems with Vector Embeddings using Redis Vector Sets
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Designing Data Systems with Vector Embeddings using Redis Vector Sets

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8 min read
Databend Monthly Report(June 2025)
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Databend Monthly Report(June 2025)

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5 min read
Pinecone Price Increase 😱 Is Chroma Cloud the Best Alternative?
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Pinecone Price Increase 😱 Is Chroma Cloud the Best Alternative?

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3 min read
Context-Aware Search for Your Service: No GPUs, No Hassle
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Context-Aware Search for Your Service: No GPUs, No Hassle

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2 min read
Beyond basic RAG: Building a multi-cycle reasoning engine on SurrealDB
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Beyond basic RAG: Building a multi-cycle reasoning engine on SurrealDB

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14 min read
Vector Embeddings and Vocal Search. Analysis and innovation notes

Vector Embeddings and Vocal Search. Analysis and innovation notes

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5 min read
Embeddings & Cosine Similarity Explained Simply
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Embeddings & Cosine Similarity Explained Simply

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10 min read
OpenHPI Embeddig NLP Systems Free course!

OpenHPI Embeddig NLP Systems Free course!

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1 min read
Beyond Cosine Similarity: Multi-Faceted Scoring for Smarter Recommendations

Beyond Cosine Similarity: Multi-Faceted Scoring for Smarter Recommendations

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4 min read
Make a medical chatbot using GraphRAG with SurrealDB + LangChain
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Make a medical chatbot using GraphRAG with SurrealDB + LangChain

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8 min read
Is your Vector Database Really Fast?
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Is your Vector Database Really Fast?

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9 min read
How I ditched LangChain to create my own custom RAG
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How I ditched LangChain to create my own custom RAG

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10 min read
Binary Quantization: the 1-bit trick that turns terabytes of vectors into pocket-sized fingerprints
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Binary Quantization: the 1-bit trick that turns terabytes of vectors into pocket-sized fingerprints

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7 min read
Couchbase Weekly Updates - June 13, 2025
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Couchbase Weekly Updates - June 13, 2025

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1 min read
Agent Long-term Memory with Spring AI & Redis
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Agent Long-term Memory with Spring AI & Redis

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14 min read
halfvec: Half the Bits, Twice the speed?
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halfvec: Half the Bits, Twice the speed?

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7 min read
Building a Multimodal Deep Research Agent
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Building a Multimodal Deep Research Agent

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8 min read
Semantic search in Rust using SurrealDB and Mistral AI
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Semantic search in Rust using SurrealDB and Mistral AI

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12 min read
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