🌾 AI-Based Smart Irrigation System

An AI-powered smart irrigation and crop recommendation platform that combines Machine Learning, weather intelligence, soil analysis, and RAG-based agricultural knowledge to support intelligent farming decisions.

Preview

Key Features

• AI-based Irrigation Decision System
• Crop Recommendation
• Weather API Integration
• Soil Moisture Analysis
• RAG Knowledge Base
• FastAPI REST APIs
• Streamlit Dashboard
• Docker Deployment

Tech Stack

Category	Technologies
AI/ML	XGBoost, LightGBM, Random Forest
Backend	FastAPI
Database	PostgreSQL
Dashboard	Streamlit
AI	RAG, Grok API
DevOps	Docker

Project Structure

smart_irrigation/
india_crop_recommendation/
streamlit_app.py
requirements.txt
README.md

Quick Start

git clone https://github.com/nithu0035/smart-irrigation-system-with-weather-aware-crop-guidance.git

cd smart-irrigation-system-with-weather-aware-crop-guidance

pip install -r requirements.txt

streamlit run smart_irrigation_app.py

Technologies

Python
FastAPI
Streamlit
PostgreSQL
Docker
XGBoost
LightGBM
RAG
Weather APIs

Author

Gudipatoju Nitesh

Portfolio: https://nithu0035.github.io/Portfolio-Website

LinkedIn: https://linkedin.com/in/nitesh-gudipatoju