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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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FalkorDB has integrated with cognee to improve AI-driven knowledge retrieval

FalkorDB has integrated with cognee to improve AI-driven knowledge retrieval

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1 min read
Introducing Milvus 2.5: Built-in Full-Text Search, Advanced Query Optimization, and More 🚀

Introducing Milvus 2.5: Built-in Full-Text Search, Advanced Query Optimization, and More 🚀

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4 min read
Migrating Vector Data from Milvus to TiDB

Migrating Vector Data from Milvus to TiDB

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6 min read
What Founders Must Do in Agentic LLM Era

What Founders Must Do in Agentic LLM Era

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2 min read
Learn AI and win $1000 for doing so: DataStax 12 days of Codemas

Learn AI and win $1000 for doing so: DataStax 12 days of Codemas

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4 min read
Building a Scalable AI Chat Application with Python, LangChain and Vector Search

Building a Scalable AI Chat Application with Python, LangChain and Vector Search

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2 min read
Vector Database for Modern Applications

Vector Database for Modern Applications

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2 min read
Introducing VecSpark

Introducing VecSpark

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4 min read
ChromaDB for the SQL Mind

ChromaDB for the SQL Mind

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4 min read
Elasticsearch Was Great, But Vector Databases Are the Future

Elasticsearch Was Great, But Vector Databases Are the Future

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6 min read
Quantization in The Counterintuitive High-Dimensional Space

Quantization in The Counterintuitive High-Dimensional Space

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11 min read
How to Create Your Own RAG with Free LLM Models and a Knowledge Base

How to Create Your Own RAG with Free LLM Models and a Knowledge Base

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7 min read
Long-Term Memory for AI Agents🧠📚

Long-Term Memory for AI Agents🧠📚

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7 min read
Setup PostgreSQL w/ pgvector in a docker container

Setup PostgreSQL w/ pgvector in a docker container

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2 min read
Generative AI: A Personal Deep Dive – My Notes and Insights

Generative AI: A Personal Deep Dive – My Notes and Insights

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13 min read
Understanding Search Scores in MongoDB Hybrid Search

Understanding Search Scores in MongoDB Hybrid Search

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3 min read
Detecting and Analyzing Comment Quality Using Vector Search

Detecting and Analyzing Comment Quality Using Vector Search

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6 min read
Extended RaBitQ: an Optimized Scalar Quantization Method

Extended RaBitQ: an Optimized Scalar Quantization Method

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7 min read
Boost Your Retrieval-Augmented Generation (RAG) with Vector Databases 🚀

Boost Your Retrieval-Augmented Generation (RAG) with Vector Databases 🚀

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1 min read
AI, RAG and Vector Databases

AI, RAG and Vector Databases

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1 min read
AIM Weekly 28 Oct 2024

AIM Weekly 28 Oct 2024

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5 min read
Ghosts as Unstructured Data: A Study Guide

Ghosts as Unstructured Data: A Study Guide

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4 min read
Granting autonomy to agents

Granting autonomy to agents

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13 min read
Cosine Similarity Search on Vectors in Postgres with pgvector

Cosine Similarity Search on Vectors in Postgres with pgvector

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4 min read
Why is it impossible to revert vector to text?

Why is it impossible to revert vector to text?

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1 min read
Analyzing Hugging Face Posts with Graphs and Agents

Analyzing Hugging Face Posts with Graphs and Agents

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12 min read
RAG based Generative AI using Amazon Bedrock Knowledge Base

RAG based Generative AI using Amazon Bedrock Knowledge Base

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2 min read
Optimizing MongoDB Hybrid Search with Reciprocal Rank Fusion

Optimizing MongoDB Hybrid Search with Reciprocal Rank Fusion

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3 min read
💡 What's new in txtai 8.0

💡 What's new in txtai 8.0

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11 min read
Vector Search and Semantic Search in Depth

Vector Search and Semantic Search in Depth

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2 min read
AIM Weekly for 14 Oct 2024

AIM Weekly for 14 Oct 2024

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6 min read
Visually Multilingual: Introducing mcdse-2b

Visually Multilingual: Introducing mcdse-2b

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10 min read
Milvus Adventures November 15, 2024

Milvus Adventures November 15, 2024

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3 min read
MongoDB Atlas Search Scoring: Using Constant and Function Modifiers

MongoDB Atlas Search Scoring: Using Constant and Function Modifiers

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2 min read
Migrating Vector Database to the Cloud

Migrating Vector Database to the Cloud

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1 min read
Quick tip: Using SingleStore with OpenAI's Swarm

Quick tip: Using SingleStore with OpenAI's Swarm

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9 min read
🚀 pgai Vectorizer: Automate AI Embeddings With One SQL Command in PostgreSQL

🚀 pgai Vectorizer: Automate AI Embeddings With One SQL Command in PostgreSQL

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3 min read
AIM Weekly for 07 Oct 2024

AIM Weekly for 07 Oct 2024

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AIM Weekly for 04Nov2024

AIM Weekly for 04Nov2024

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5 min read
AIM Weekly from 30 September 2024

AIM Weekly from 30 September 2024

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4 min read
Exploring RAG: How Indexing and Vector Databases Revolutionize Search?

Exploring RAG: How Indexing and Vector Databases Revolutionize Search?

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2 min read
Beyond Keywords: Crafting Semantic Search with FastAPI and AI

Beyond Keywords: Crafting Semantic Search with FastAPI and AI

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14 min read
AIM Weekly for 23 September 2024

AIM Weekly for 23 September 2024

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5 min read
Exploring RAG: How Vector Embeddings Revolutionize Language Understanding?

Exploring RAG: How Vector Embeddings Revolutionize Language Understanding?

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2 min read
Milvus Adventures October 25, 2024

Milvus Adventures October 25, 2024

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3 min read
LLM Models and RAG Applications Step-by-Step - Part III - Searching and Injecting Context

LLM Models and RAG Applications Step-by-Step - Part III - Searching and Injecting Context

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11 min read
Implementing Complex Semantic Search with MongoDB

Implementing Complex Semantic Search with MongoDB

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4 min read
Word-embedding-with-Python: doc2vec

Word-embedding-with-Python: doc2vec

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2 min read
Generative Audio

Generative Audio

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8 min read
Exploring Word Embeddings: python implementation of Word2Vec and GloVe in Vector Databases

Exploring Word Embeddings: python implementation of Word2Vec and GloVe in Vector Databases

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5 min read
OpenRAG: An Open-Source GenAI Application to Supercharge Data Queries with Large Language Models

OpenRAG: An Open-Source GenAI Application to Supercharge Data Queries with Large Language Models

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3 min read
Move your data into (or out of) ANY Vector Database

Move your data into (or out of) ANY Vector Database

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1 min read
Azure Index AI & MS Fabric

Azure Index AI & MS Fabric

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15 min read
AIM Weekly for 16 Sept 2024

AIM Weekly for 16 Sept 2024

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2 min read
ColBERT Live! Makes Your Vector Database Smarter

ColBERT Live! Makes Your Vector Database Smarter

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8 min read
Speech to Speech RAG

Speech to Speech RAG

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4 min read
Text to IRIS SQL with LangChain

Text to IRIS SQL with LangChain

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18 min read
Exploring RAG: Why Retrieval-Augmented Generation is the Future?

Exploring RAG: Why Retrieval-Augmented Generation is the Future?

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2 min read
Debunking 6 common pgvector myths

Debunking 6 common pgvector myths

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9 min read
Open source semantic embedding, search & clustering in NodeJS

Open source semantic embedding, search & clustering in NodeJS

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