Rootify helps farmers make better decisions by using satellite images and machine learning. The platform turns satellite images into 3D models and offers predictions to improve farming practices.
- Satellite-to-3D Model: Converts satellite images into 3D farm models.
- Interactive 3D Models: Explore farm data through detailed, interactive 3D views.
- AI-Powered Insights: Provides predictions and recommendations using machine learning.
- Libraries:
ReactJS,Vite,TailwindCSS,Three.js
- Libraries/APIs:
Flask,OpenAI API,Weather API,Google Maps API,Custom REST API
- Satellite-to-3D Model:
- Frameworks/Tools:
numpy,geopandas,opencv,matplotlib,tensorflow,Google Earth Engine,QGIS,Google Colab - Data Sources: AHN Netherlands Satellite Database
- Frameworks/Tools:
- Predictive Analytics Model:
- Frameworks/Tools:
PyTorch - Data Sources: Kaggle datasets
- Frameworks/Tools:
- Finely-Tuned Chatbot:
- Frameworks/Tools:
OpenAI API - Data Sources: USDA resources and farming blogs
- Frameworks/Tools:
Ensure the following are installed on your machine:
- Node.js
- npm
- Python (for the backend)
-
Clone the repository:
git clone https://github.com/dmistry157/hackathon25 cd hackathon25 -
Install dependencies:
npm install
-
Start the development server:
npm run dev
-
Run the backend server: Navigate to the backend folder (if separate) and follow its setup instructions. Ensure Flask and other dependencies are installed.
-
Access the application: Open your browser and go to
http://localhost:[port]. The active port will be displayed in the terminal after runningnpm run dev.
Use the Google Maps feature to scan and select your farm for analysis.
Placeholder for image:
[Insert image path here]
After selecting your farm, the Satellite-to-3D Model AI creates an interactive 3D model.
Placeholder for image:
[Insert image path here]
View predictions and analytics, including crop yield forecasts and weather data.
Placeholder for image:
[Insert image path here]
To use Rootify, configure your API keys by adding the following to your .env file:
OPENAI_API_KEY=<your_openai_api_key>
WEATHER_API_KEY=<your_weather_api_key>
GOOGLE_MAPS_API_KEY=<your_google_maps_api_key>License information is pending. Check back soon for updates.
If you have any questions or need help, feel free to reach out: