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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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RAG Vector Database - Use Cases & Tutorial

RAG Vector Database - Use Cases & Tutorial

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4 min read
What Are Embeddings? How They Help in RAG

What Are Embeddings? How They Help in RAG

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3 min read
Graph database vs relational vs vector vs NoSQL

Graph database vs relational vs vector vs NoSQL

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2 min read
𝗨𝗻𝗱𝗲𝗿𝘀𝘁𝗮𝗻𝗱𝗶𝗻𝗴 𝗩𝗲𝗰𝘁𝗼𝗿 𝗗𝗮𝘁𝗮𝗯𝗮𝘀𝗲𝘀: 𝗧𝗵𝗲 𝗕𝗮𝗰𝗸𝗯𝗼𝗻𝗲 𝗼𝗳 𝗥𝗔𝗚 𝗥𝗲𝘁𝗿𝗶𝗲𝘃𝗮𝗹

𝗨𝗻𝗱𝗲𝗿𝘀𝘁𝗮𝗻𝗱𝗶𝗻𝗴 𝗩𝗲𝗰𝘁𝗼𝗿 𝗗𝗮𝘁𝗮𝗯𝗮𝘀𝗲𝘀: 𝗧𝗵𝗲 𝗕𝗮𝗰𝗸𝗯𝗼𝗻𝗲 𝗼𝗳 𝗥𝗔𝗚 𝗥𝗲𝘁𝗿𝗶𝗲𝘃𝗮𝗹

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3 min read
Optimizing a RAG-Based Helpdesk Chatbot: Improving Accuracy with pgvector

Optimizing a RAG-Based Helpdesk Chatbot: Improving Accuracy with pgvector

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4 min read
Implementing a Vector Database in a RAG System for a Helpdesk Chatbot with pgvector

Implementing a Vector Database in a RAG System for a Helpdesk Chatbot with pgvector

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4 min read
OpenAI Compatible API

OpenAI Compatible API

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11 min read
Open source vector databases

Open source vector databases

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2 min read
Tutorial: Build a RAG Chatbot with LangChain 🦜, Zilliz Cloud, Anthropic Claude 3 Opus, and Google Vertex AI text-embedding-004

Tutorial: Build a RAG Chatbot with LangChain 🦜, Zilliz Cloud, Anthropic Claude 3 Opus, and Google Vertex AI text-embedding-004

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8 min read
Vector Database

Vector Database

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1 min read
What are vectors database?

What are vectors database?

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2 min read
Vector Search Demystified: A Guide to pgvector, IVFFlat, and HNSW

Vector Search Demystified: A Guide to pgvector, IVFFlat, and HNSW

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6 min read
RAG: What, Why and How

RAG: What, Why and How

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6 min read
The Magic of Embeddings: How AI Understands Language Like Humans

The Magic of Embeddings: How AI Understands Language Like Humans

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4 min read
How to Use AI in Web Development: Integrating ChatGPT, LangChain, and Vector Databases

How to Use AI in Web Development: Integrating ChatGPT, LangChain, and Vector Databases

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3 min read
What are some practical use cases for the MERGE command in data warehousing?

What are some practical use cases for the MERGE command in data warehousing?

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3 min read
Vector Databases vs. PostgreSQL with pg_vector for RAG Setups

Vector Databases vs. PostgreSQL with pg_vector for RAG Setups

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4 min read
Unlocking The World Of Vector And Raster Data Using The Key Of The Blog

Unlocking The World Of Vector And Raster Data Using The Key Of The Blog

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4 min read
Vector Search & Code Embeddings: Building a Smart Knowledge Base with LangChain and FAISS

Vector Search & Code Embeddings: Building a Smart Knowledge Base with LangChain and FAISS

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4 min read
5 GenAI Things You Didn't Know About Astra DB

5 GenAI Things You Didn't Know About Astra DB

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8 min read
Build RAG Chatbot with LangChain, Milvus, Anthropic Claude 3 Opus, and OpenAI text-embedding-3-small

Build RAG Chatbot with LangChain, Milvus, Anthropic Claude 3 Opus, and OpenAI text-embedding-3-small

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8 min read
How to Build a RAG Chatbot with LangChain, Milvus, Together AI Mixtral 8x7B Instruct v0.1, and OpenAI text-embedding-3-large

How to Build a RAG Chatbot with LangChain, Milvus, Together AI Mixtral 8x7B Instruct v0.1, and OpenAI text-embedding-3-large

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8 min read
RAG Chatbot: Build with LangChain, Milvus, Fireworks AI 🔥Llama 3.1 8B Instruct, and Cohere embed-multilingual-v2.0

RAG Chatbot: Build with LangChain, Milvus, Fireworks AI 🔥Llama 3.1 8B Instruct, and Cohere embed-multilingual-v2.0

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8 min read
Tutorial: LangChain, Milvus, Anthropic Claude 3 Haiku, and voyage-3-large RAG Chatbot

Tutorial: LangChain, Milvus, Anthropic Claude 3 Haiku, and voyage-3-large RAG Chatbot

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8 min read
AI-powered search with Python, MongoDB, and OpenAI

AI-powered search with Python, MongoDB, and OpenAI

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7 min read
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