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Project: RAG for Precision Farming using OpenAI, Azure AI Search, LangGraph

Open dheerajrhegde opened this issue 1 year ago • 1 comments

Project Name

RAG Precision Farming

Description

This project leverages AI-powered techniques to transform modern farming through Precision Agriculture. By utilizing Retrieval-Augmented Generation (RAG) with OpenAI, LangChain, LangGraph, and a custom Azure AI Search knowledge base, the system provides farmers with real-time insights for optimized water management, pest control, and crop health. With inputs like location, soil pH, moisture levels, and crop/insect images, the platform delivers actionable guidance for improved productivity and sustainability. The solution is containerized with Docker and deployed on Microsoft Azure, ensuring scalability and accessibility for farmers worldwide.

Technology & Languages

  • [ ] JavaScript
  • [ ] Java
  • [ ] .NET
  • [X] Python
  • [ ] AI Studio
  • [X] AI Search
  • [ ] PostgreSQL
  • [ ] Cosmos DB
  • [ ] Azure SQL

Project Repository URL

https://github.com/dheerajrhegde/PrecisionFarming

Deployed Endpoint URL

No response

Project Video

https://www.youtube.com/watch?v=Qj4YuaFLPaY

Team Members

dheerajrhegde, ramkitcs

dheerajrhegde avatar Sep 16 '24 13:09 dheerajrhegde

Hello @dheerajrhegde, thank you for participating in RAG Hack!

The team is working hard to distribute badges. Please have each team member fill out this form: aka.ms/raghack/badge-dist

Thank you!

multispark avatar Oct 23 '24 01:10 multispark