🌱🚀 CropGenius: Revolutionizing Agriculture with AI 🚀🌱

Website Link

https://crop-genie.streamlit.app/

Overview

CropGenius is an innovative AI-powered tool designed to help farmers and gardeners maximize their crop yield based on soil quality and weather conditions. Developed during a one-day hackathon at the Headstarter AI Software Engineering Fellowship, CropGenius leverages advanced AI models and comprehensive data analysis to provide precise crop recommendations tailored to specific locations.

Key Features

• Advanced AI Models: Utilizes XGBoost Regressor and Random Forest Classifier for accurate crop predictions.
• Comprehensive Data Integration: Incorporates datasets from sources like Kaggle and scholarly articles.
• In-Depth Soil Analysis: Offers a detailed breakdown of soil types to enhance prediction accuracy.
• Real-Time Weather Data: Integrates a weather API to refine recommendations based on current weather conditions.
• User-Friendly Interface: Built with Streamlit for an intuitive and seamless user experience.

Technical Details

• AI Models: XGBoost Regressor, Random Forest Classifier
• Data Sources: Kaggle datasets, scholarly articles
• Accuracy: 100% crop prediction accuracy
• Additional Analysis: Detailed soil type analysis
• Tools and Technologies: Weather API, Streamlit

Installation

To get started with CropGenius, follow these steps:

1. Clone the repository:

   git clone https://github.com/synamalhan/ai-crop-optimizer.git

2. Navigate to the project directory:

   cd CropGenius

3. Install the required dependencies:

   pip install -r requirements.txt

Usage

1. Run the Streamlit application:

   streamlit run main.py

2. Input your soil data and weather conditions:
   • Enter soil parameters such as pH, nitrogen, phosphorus, and potassium levels.
   • Provide current weather data via the integrated weather API.
3. Get crop recommendations:
   • Receive tailored crop suggestions based on the provided data.
   • View in-depth soil type analysis for informed decision-making.

Contributing

We welcome contributions from the community! If you would like to contribute to CropGenius, please follow these steps:

1. Fork the repository
2. Create a new branch (git checkout -b feature-branch)
3. Make your changes and commit them (git commit -m 'Add new feature')
4. Push to the branch (git push origin feature-branch)
5. Open a pull request

License

This project is licensed under the MIT License. See the LICENSE file for more details.

Contact

For any questions or inquiries, please reach out to us at synamalhan22@gmail.com.

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CropGenius: Empowering Farmers and Gardeners with AI for a Sustainable Future.