Local-GenAI-Search is a generative search engine based on Llama 3, langchain and qdrant that answers questions based on your local files

Official Java client for Qdrant

Building a Chain of Thought RAG Model with DSPy, Qdrant and Ollama

Scalable Qdrant vector database cluster with Docker Compose, monitoring, and comprehensive documentation for high-performance similarity search applications.

All CPU efficient GPU-less Financial Analysis RAG Model with Qdrant, Langchain and GPT4All x Mistral-7B, run RAG without any GPU support!

此存储库展示了用于检索增强生成（RAG）系统的各种先进技术。RAG 系统将信息检索与生成模型相结合，以提供准确且上下文丰富的响应。

Explore how to perform Role Based Access Control in Qdrant Vector Datase

VoicePassport 🎤 is a proof-of-concept project exploring user authentication through voice recognition, blockchain-based security ⛓️, and vector databases 📊. It aims to experiment with innovative approaches to secure and efficient identity verification in an educational or research-oriented context.

QDrant Vector Database with Python Tutorials

Rust App on Qdrant - Vector database

A Neural Search Tool that helps you find relevant papers to read based on your interests

A Streamlit web app for efficient management of Qdrant vector databases. Features include collection creation/deletion, point retrieval/search, and vector data upload, simplifying Qdrant operations through an intuitive interface.

This is a RAG (Retrieval-Augmented Generation) model that leverages Qdrant as a vector store and Google Gemini for intelligent document retrieval and context-aware response generation. It efficiently processes PDF documents to provide detailed answers to user queries based on the extracted context.

LlamaIndex&LangChine wiht LLM

RAG powered AI chatbot for Indian Language (Hindi) using LangChain, Ollama, Qdrant, and MLFlow

Qdrant- vector database

Tutorials and references to get started with Qdrant vector databases

We are going to showcase how to build a superhero character AI - where users can chat with their favourite superheroes.

A full-stack chatbot that answers queries over recent news using Retrieval-Augmented Generation (RAG).

This repository holds a query engine LLM based on the vector DB of BigBasket products list