NeuralAgri is a cutting-edge AI-driven platform designed to empower farmers with intelligent tools and real-time insights. From crop yield prediction to *plant disease detection, from *personalized advisory to live dashboards — NeuralAgri integrates *deep learning, **real-time data, and *chatbot intelligence to revolutionize agriculture.
⚙ Built with advanced Deep Learning models and powerful APIs, NeuralAgri supports web and cross-platform app usage for maximum accessibility.
- A clean, responsive landing page that explains the purpose and value of the platform.
- Seamless navigation to all intelligent tools.
- Powered by an ANN Deep Learning model
- Predicts potential yield based on input parameters like soil, weather, and crop type
- Model Accuracy: 97%
- Upload an image of your plant → get instant predictions
- Based on a CNN model trained on diverse plant datasets
- Accuracy: 60%
- ✨ Integrated with Gemini API to give smart suggestions based on predicted class
- Personalized crop suggestions based on soil conditions, region, and farmer input
- Backed by a high-accuracy ANN model
- Model Accuracy: 98%
- Built with Gemini API
- Ask anything about crops, diseases, weather, fertilizers, and more
- Context-aware and tailored to farmer needs
An all-in-one smart dashboard with real-time data:
- 🌍 Geolocation Fetching – Automatically detect user's farm region
- ☁ Weather Forecasting – OpenWeatherMap API integration
- 💧 Soil Moisture & Satellite Data – Via Google Earth Engine APIs
- 📈 Daily Data Tracking – Stay updated with actionable data
Designed with a highly responsive UI and deployed on both web and mobile, NeuralAgri ensures that technology reaches every farmer’s hand — no matter the device.
| Frontend | Backend | AI/ML | APIs | Deployment |
|---|---|---|---|---|
| React.js | Flask | TensorFlow, PyTorch | Gemini API, OpenWeather API, Google Earth Engine | Vercel, Firebase |
- 🌤 OpenWeatherMap API – Real-time weather forecasts
- 🌍 Google Earth Engine API – Soil & environmental data
- 🤖 Gemini API – Conversational intelligence & suggestions
- 🧠 TensorFlow & PyTorch – Powering core ANN/CNN models
| Name | GitHub Profile |
|---|---|
| Anshul Patel | GitHub |
| Jainil Patel | GitHub |
| Raj Mistry | GitHub |
| Chaitya Shah | GitHub |
bash
cd Frontend npm install npm run dev
cd server pip install -r requirements.txt python server.py
Deployed on:
-
🌱 Integration with Government Farming Schemes
Bringing policy-driven decisions directly into the platform. -
🤝 Regional Language Support
Making NeuralAgri more accessible to farmers across different states. -
🛰 Real-time Satellite Monitoring
Integrate more layers from remote sensing data for disease and growth tracking.