Welcome to AgriSync, a smart agriculture platform that leverages AI/ML, Deep Learning, and Blockchain to empower farmers with real-time insights, automate crop health monitoring, and provide transparent crop transactions.
🔗 GitHub: https://github.com/bunnysunny24/AgriSync
AgriSync is a full-stack system built for smart farming and crop traceability. It brings together:
- 🌿 AI-based Plant Disease Detection via images
- 📈 Crop Price Prediction based on historical data
- 🌦️ Weather Forecasting & Alerts
- 🌱 Soil Quality Prediction
- 🔗 Blockchain Marketplace for transparent crop transactions
- 🎨 A modern, user-friendly React-based UI
Farmers can make better decisions, detect diseases early, forecast crop prices, and sell safely using blockchain-backed records.
- Plant Disease Detection: Deep learning model (EfficientNetB4) classifies leaf diseases using uploaded images.
- Price Prediction: Machine learning models (Random Forest, XGBoost) trained on crop price data.
- Weather Forecasting: Uses time-series ML models to predict upcoming weather patterns.
- Soil Quality Detection: Classifies soil type using trained models based on NPK values and other soil parameters.
- A smart contract (Solidity) enables secure and transparent transactions for crop selling.
- Farmers and buyers interact via a React UI, with Web3.js handling the contract calls.
- Transactions are stored on the Ethereum testnet (Ganache/Truffle), ensuring trust.
- Built using React and styled with Tailwind CSS.
- Farmers can:
- Upload plant images
- View predicted prices and weather alerts
- See crop requests
- List items for sale on the blockchain marketplace
| Layer | Technologies Used |
|---|---|
| Frontend | React.js, Tailwind CSS, Web3.js |
| Backend | FastAPI, Python, Uvicorn |
| AI/ML | TensorFlow, Keras, Scikit-learn, XGBoost, OpenCV |
| Blockchain | Solidity, Truffle, Ganache, Ethereum Testnet |
| Data Tools | Pandas, NumPy, Matplotlib |
predict_plantdoc.py: Plant disease predictionpredict_with_graph.py: Crop price prediction with graph generationpredict_weather.py: Weather forecasting using MLpredict_soil.py: Predicts soil type- Smart contract: Crop listing, purchasing, and verification via blockchain
- Reduce crop loss with early disease detection
- Get real-time, data-backed market prices
- Sell crops confidently with blockchain traceability
- Empower farmers through AI-driven decisions
Check the repository and explore more:
👉 AgriSync GitHub Repo
