Результаты для "vector database for rag"

We Tried and Tested 10 Best Vector Databases for RAG Pipelines

https://www.zenml.io/blog/vector-databases-for-rag

1 окт. 2025 г. ... Weaviate is an open-source, AI-native vector database built with a graph-like class schema. The design helps you scale and provide more ...

Best vector database to use with RAG - OpenAI Developer Community

https://community.openai.com/t/best-vector-data...

5 февр. 2024 г. ... Qdrant is an Open-Source Vector Database and Vector Search Engine written in Rust. It provides fast and scalable vector similarity search service with ...

Introduction to RAG (Retrieval Augmented Generation) and Vector ...

https://medium.com/@sachinsoni600517/introducti...

14 сент. 2024 г. ... Retrieval-Augmented Generation (RAG) is a powerful technique that enhances the capabilities of language models by combining two key ...

Best Vector DB for production ready RAG ? : r/LangChain - Reddit

https://www.reddit.com/r/LangChain/comments/1mq...

15 авг. 2025 г. ... For production RAG, I'd go ChromaDB for hybrid/local deployments or Pinecone if you need pure cloud scale. ChromaDB's ability to run locally ...

RAG vector database explained - Writer

https://writer.com/engineering/rag-vector-datab...

23 сент. 2024 г. ... RAG vector databases boost LLMs by integrating timely, relevant data, improving response accuracy and relevance. They use KNNs to query data and segment it ...

How to Choose the Right Vector Database for Your RAG Architecture

https://www.digitalocean.com/community/conceptu...

4 дек. 2024 г. ... This article will discuss the most important factors when choosing a vector database. We will also walk the reader through popular vector databases, their ...

Why you shouldn't use vector databases for RAG - Meilisearch

https://www.meilisearch.com/blog/vector-dbs-rag

29 апр. 2025 г. ... Vector databases certainly have their place in the machine learning ecosystem, but they're not always the best foundation for RAG systems. By ...

Top 10 RAG & LLM Evaluation Tools and top 10 vector database

https://dev.to/m_smith_2f854964fdd6/top-10-rag-...

23 мая 2025 г. ... Top 10 Vector Databases: What I'd Actually Use in Production · 1. Zilliz · 2. Pinecone · 3. Weaviate · 4. Qdrant · 5. Vespa · 6. Redis VSS · 7.

Choosing an AWS vector database for RAG use cases

https://docs.aws.amazon.com/prescriptive-guidan...

This guide helps you compare commonly used vector stores on AWS and make informed decisions about which options best suit your specific needs or use case.

Vector Databases for RAG: An Introduction - Coursera

https://www.coursera.org/learn/vector-databases...

You'll gain practical experience using Chroma DB, a leading vector database solution. And through interactive labs, you'll learn to create collections, manage ...

2-Building Multi Agentic AI RAG With Vector Database

YouTube • December 29, 2024 • 19:01

Materials has been upload in the dashboard https://learn.krishnaikacademy.com/l/91b8976f97 In this video we will be creating our first multi agentic ai rag with Vector Databases -------------------------------------------------------------------------------------- Get ready to excel with Agentic AI, the ultimate learning tool for personalized ...

What is a Vector Database? - Building a RAG application with Datastax Astra DB and Langflow using AI

YouTube • October 24, 2024 • 17:14

Try DataStax Astra DB: https://dtsx.io/francesco Try Langflow: https://dtsx.io/francesco-lf Langflow on GitHub (leave a star): https://dtsx.io/4gXv7I2 In this video, I show you how to solve the challenge of finding relevant YouTube videos without relying just on keywords, instead using AI via vector databases like DataStax Astra DB. I ...

Retrieval Augmented Generation (RAG) & Vector Databases | Beginners Intro in 6 minutes

YouTube • September 22, 2024 • 06:38

RAG & Vector Databases can be challenging concepts, understand them through diagrams in this video. 🎥 Channel: @ww_dot ============================ Chapters ============================ 00:00 - Intro 00:35 - Why use RAG 01:20 - RAG Pipeline 02:15 - Ingesting Data 03:34 - Vector Database 04:35 - Querying Data 06:18 - Wrap up ...

Implementing RAG with SQL Database Vector Search and Semantic Kernel | Data Exposed: MVP Edition

YouTube • September 24, 2024 • 13:12

This demo combines the new Vector Support of Azure SQL Database with Semantic Kernel to create a RAG solution that allows to chat with our private documents. Chapters: 00:00 - Introduction 03:30 - Demo 11:30 - Getting started Resources: Announcing EAP for Vector Support in Azure SQL Database: https://devblogs.microsoft.com/azure-sql/announcing ...

Retrieval Augmented Generation (RAG) and Vector Databases [Pt 15] | Generative AI for Beginners

YouTube • June 25, 2024 • 11:01

Find the full "Generative AI for Beginners" Course here ️ https://aka.ms/genai-beginners In the search applications lesson, we briefly learned how to integrate your own data into Large Language Models (LLMs). In this lesson, we will delve further into the concepts of grounding your data in your LLM application, the mechanics of the process ...

Vector Search RAG Tutorial – Combine Your Data with LLMs with Advanced Search

YouTube • December 11, 2023 • 01:11:47

Learn how to use vector search and embeddings to easily combine your data with large language models like GPT-4. You will first learn the concepts and then create three projects. ️ Course developed by Beau Carnes. 💻 Code: https://github.com/beaucarnes/vector-search-tutorial 🔗 Access MongoDB Atlas: https://cloud.mongodb.com/ 🏗️ ...