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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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Qdrant 1.8.0 - Major Performance Enhancements

Qdrant 1.8.0 - Major Performance Enhancements

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5 min read
Beyond Vector Search: How Metadata Indexing Helps to Find Dating App Matches

Beyond Vector Search: How Metadata Indexing Helps to Find Dating App Matches

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4 min read
The Subtleties of Vector Similarity Scales (part 4)

The Subtleties of Vector Similarity Scales (part 4)

10
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10 min read
Perform Image-Driven Reverse Image Search on E-Commerce Sites with ImageBind and Qdrant

Perform Image-Driven Reverse Image Search on E-Commerce Sites with ImageBind and Qdrant

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8 min read
Using Vectors with Apache Cassandra and DataStax Astra DB (part 3)

Using Vectors with Apache Cassandra and DataStax Astra DB (part 3)

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8 min read
Build knowledge graphs with LLM-driven entity extraction

Build knowledge graphs with LLM-driven entity extraction

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3 min read
Advanced RAG with graph path traversal

Advanced RAG with graph path traversal

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6 min read
💡 What's new in txtai 7.0

💡 What's new in txtai 7.0

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6 min read
Vector Similarities: How Similar Are They? (part 2)

Vector Similarities: How Similar Are They? (part 2)

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9 min read
Sparse Vectors in Qdrant: Pure Vector-based Hybrid Search

Sparse Vectors in Qdrant: Pure Vector-based Hybrid Search

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15 min read
Navigating Hybrid Search with MongoDB: Ugly Approach

Navigating Hybrid Search with MongoDB: Ugly Approach

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3 min read
Using LLM, Postgres VectorDB, and OpenAI to Perform Semantic Search on PDF Documents

Using LLM, Postgres VectorDB, and OpenAI to Perform Semantic Search on PDF Documents

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2 min read
Best Practices for Massive-Scale Deployments: Multitenancy and Custom Sharding

Best Practices for Massive-Scale Deployments: Multitenancy and Custom Sharding

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6 min read
How to build a question answering system in Node.js with a vector index and OpenAI

How to build a question answering system in Node.js with a vector index and OpenAI

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12 min read
AI-Powered Image Search with CLIP, pgvector, and Fast API

AI-Powered Image Search with CLIP, pgvector, and Fast API

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6 min read
Use pgvector for searching images on Azure Cosmos DB for PostgreSQL

Use pgvector for searching images on Azure Cosmos DB for PostgreSQL

5
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5 min read
What is Hybrid Search?

What is Hybrid Search?

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9 min read
pgvector 0.6.0: 30x faster with parallel index builds

pgvector 0.6.0: 30x faster with parallel index builds

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3 min read
Extract Valuable Insights from Your Data Using AutoGPT with Qdrant

Extract Valuable Insights from Your Data Using AutoGPT with Qdrant

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11 min read
4 Ins and Outs of 2024: Vector Database Edition

4 Ins and Outs of 2024: Vector Database Edition

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3 min read
Vector Search as a dedicated service

Vector Search as a dedicated service

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6 min read
External vectorization

External vectorization

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4 min read
Building Multilingual Image Search with Marqo

Building Multilingual Image Search with Marqo

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6 min read
Generate knowledge with Semantic Graphs and RAG

Generate knowledge with Semantic Graphs and RAG

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13 min read
Building a Recommender System using vector databases

Building a Recommender System using vector databases

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7 min read
Quick tip: Using Approximate Nearest Neighbor (ANN) Search with SingleStoreDB

Quick tip: Using Approximate Nearest Neighbor (ANN) Search with SingleStoreDB

1
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9 min read
Vector Database 101: Resources and Events to Learn about Vector DBs in 2024

Vector Database 101: Resources and Events to Learn about Vector DBs in 2024

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4 min read
What are Vector Embeddings?

What are Vector Embeddings?

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6 min read
A Quick Walkthrough of Semantic Kernel's Kusto Connector for Vector Database Integration

A Quick Walkthrough of Semantic Kernel's Kusto Connector for Vector Database Integration

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3 min read
Quick tip: Using the new VECTOR data type and Infix Operators in SingleStoreDB

Quick tip: Using the new VECTOR data type and Infix Operators in SingleStoreDB

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3 min read
12 Must-Have Resources for Mastering Milvus - Your Gateway to Seamless Vector Workloads

12 Must-Have Resources for Mastering Milvus - Your Gateway to Seamless Vector Workloads

16
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3 min read
API Authorization and Authentication

API Authorization and Authentication

1
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4 min read
Using BioBERT and Qdrant to Power Semantic Search on Medical Q&A data

Using BioBERT and Qdrant to Power Semantic Search on Medical Q&A data

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13 min read
Quick tip: Dot Product, Euclidean Distance and Cosine Similarity in SingleStoreDB

Quick tip: Dot Product, Euclidean Distance and Cosine Similarity in SingleStoreDB

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6 min read
AI-Powered Social Search Using Qdrant DB

AI-Powered Social Search Using Qdrant DB

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6 min read
Finding Answers in Complex Standardization Documents Using Qdrant

Finding Answers in Complex Standardization Documents Using Qdrant

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8 min read
Top 5 Vector Database Videos of 2023 🎥

Top 5 Vector Database Videos of 2023 🎥

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2 min read
What's going on in the Zilliz Universe? December 2023

What's going on in the Zilliz Universe? December 2023

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3 min read
How to implement image search?

How to implement image search?

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4 min read
Goodbye databases, it’s time to embrace Vector Databases!

Goodbye databases, it’s time to embrace Vector Databases!

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9 min read
Creating a Smart Second Brain: Leveraging Cloudflare Workers, Vectorize, and OpenAI

Creating a Smart Second Brain: Leveraging Cloudflare Workers, Vectorize, and OpenAI

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8 min read
Integrate LLM Frameworks

Integrate LLM Frameworks

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5 min read
Holiday Hackathon

Holiday Hackathon

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2 min read
Announcing Dragonfly Search

Announcing Dragonfly Search

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10 min read
Building a Multidocument Chatbot using Mistral 7B, Qdrant, and Langchain

Building a Multidocument Chatbot using Mistral 7B, Qdrant, and Langchain

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9 min read
Milvus Adventures December 1, 2023

Milvus Adventures December 1, 2023

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3 min read
Build RAG pipelines with txtai

Build RAG pipelines with txtai

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8 min read
Coding in the Shadows: Hidden Gems of Lisp, Clojure, and Friends

Coding in the Shadows: Hidden Gems of Lisp, Clojure, and Friends

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10 min read
Make Notion search great again: Vector Database

Make Notion search great again: Vector Database

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12 min read
Understanding simple-pgvector-python: A Tool for Vector Search in Python

Understanding simple-pgvector-python: A Tool for Vector Search in Python

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1 min read
AutoGPT gives up vector databases, Do we still need them?

AutoGPT gives up vector databases, Do we still need them?

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3 min read
Building a vector similarity search app with Azure AI Vision and PostgreSQL

Building a vector similarity search app with Azure AI Vision and PostgreSQL

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5 min read
Custom API Endpoints

Custom API Endpoints

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3 min read
All about vector quantization

All about vector quantization

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5 min read
Enhancing Large Language Models with Vectorized Databases: Powering AI at Scale

Enhancing Large Language Models with Vectorized Databases: Powering AI at Scale

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3 min read
Milvus Adventures

Milvus Adventures

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3 min read
Xata Community Spotlight: Extracting News and Research With Chat Interactions

Xata Community Spotlight: Extracting News and Research With Chat Interactions

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4 min read
Make Notion search great again: Notion API

Make Notion search great again: Notion API

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6 min read
Milvus Adventures | October 13, 2023

Milvus Adventures | October 13, 2023

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3 min read
How to use Weaviate to store and query vector embeddings

How to use Weaviate to store and query vector embeddings

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7 min read
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