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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
Tutorial: Build a RAG Chatbot with LangChain ๐Ÿฆœ, Zilliz Cloud, Anthropic Claude 3 Opus, and Google Vertex AI text-embedding-004

Tutorial: Build a RAG Chatbot with LangChain ๐Ÿฆœ, Zilliz Cloud, Anthropic Claude 3 Opus, and Google Vertex AI text-embedding-004

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8 min read
Understanding Vector Databases with APIpie.ai

Understanding Vector Databases with APIpie.ai

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

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3 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
๐—จ๐—ป๐—ฑ๐—ฒ๐—ฟ๐˜€๐˜๐—ฎ๐—ป๐—ฑ๐—ถ๐—ป๐—ด ๐—ฉ๐—ฒ๐—ฐ๐˜๐—ผ๐—ฟ ๐——๐—ฎ๐˜๐—ฎ๐—ฏ๐—ฎ๐˜€๐—ฒ๐˜€: ๐—ง๐—ต๐—ฒ ๐—•๐—ฎ๐—ฐ๐—ธ๐—ฏ๐—ผ๐—ป๐—ฒ ๐—ผ๐—ณ ๐—ฅ๐—”๐—š ๐—ฅ๐—ฒ๐˜๐—ฟ๐—ถ๐—ฒ๐˜ƒ๐—ฎ๐—น
Cover image for ๐—จ๐—ป๐—ฑ๐—ฒ๐—ฟ๐˜€๐˜๐—ฎ๐—ป๐—ฑ๐—ถ๐—ป๐—ด ๐—ฉ๐—ฒ๐—ฐ๐˜๐—ผ๐—ฟ ๐——๐—ฎ๐˜๐—ฎ๐—ฏ๐—ฎ๐˜€๐—ฒ๐˜€: ๐—ง๐—ต๐—ฒ ๐—•๐—ฎ๐—ฐ๐—ธ๐—ฏ๐—ผ๐—ป๐—ฒ ๐—ผ๐—ณ ๐—ฅ๐—”๐—š ๐—ฅ๐—ฒ๐˜๐—ฟ๐—ถ๐—ฒ๐˜ƒ๐—ฎ๐—น

๐—จ๐—ป๐—ฑ๐—ฒ๐—ฟ๐˜€๐˜๐—ฎ๐—ป๐—ฑ๐—ถ๐—ป๐—ด ๐—ฉ๐—ฒ๐—ฐ๐˜๐—ผ๐—ฟ ๐——๐—ฎ๐˜๐—ฎ๐—ฏ๐—ฎ๐˜€๐—ฒ๐˜€: ๐—ง๐—ต๐—ฒ ๐—•๐—ฎ๐—ฐ๐—ธ๐—ฏ๐—ผ๐—ป๐—ฒ ๐—ผ๐—ณ ๐—ฅ๐—”๐—š ๐—ฅ๐—ฒ๐˜๐—ฟ๐—ถ๐—ฒ๐˜ƒ๐—ฎ๐—น

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3 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
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
5 GenAI Things You Didn't Know About Astra DB
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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
OpenAI Compatible API

OpenAI Compatible API

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10 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 ๐Ÿ”ฅLlama 3.1 8B Instruct, and Cohere embed-multilingual-v2.0

RAG Chatbot: Build with LangChain, Milvus, Fireworks AI ๐Ÿ”ฅLlama 3.1 8B Instruct, and Cohere embed-multilingual-v2.0

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

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7 min read
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