SubCoder006/AlgerianForestFires

The Algerian Forest Fires Dataset is a popular machine learning dataset used for classification (Fire vs Not Fire) and sometimes regression tasks involving fire risk prediction. # 🔥 Algerian Forest Fire Prediction A machine learning web application that predicts the **Fire Weather Index (FWI)** and classifies fire risk levels based on environmental and weather conditions. Built using **Python, Scikit-learn, and Streamlit**, this project provides an interactive interface for real-time predictions. --- ## 🚀 Live Demo 👉 Deploy easily using **Streamlit Community Cloud** --- ## 📌 Features * Predicts **Fire Weather Index (FWI)** * Classifies risk levels: * 🟢 Low * 🟡 Moderate * 🟠 High * 🔴 Extreme * Interactive UI with user inputs * Real-time predictions * Clean and simple dashboard --- ## 🧠 Machine Learning * Model: Ridge Regression * Preprocessing: Standard Scaler * Libraries: * NumPy * Pandas * Scikit-learn --- ## 📂 Project Structure ``` algerianforestfires/ │ ├── app.py # Streamlit application ├── requirements.txt # Dependencies ├── models/ │ ├── ridge.pkl # Trained ML model │ └── scaler.pkl # Scaler for preprocessing └── README.md ``` --- ## ⚙️ Installation & Setup ### 1. Clone the repository ``` git clone github.com cd algerianforestfires ``` ### 2. Install dependencies ``` pip install -r requirements.txt ``` ### 3. Run the app locally ``` streamlit run app.py ``` --- ## 🌐 Deployment This project is deployed using **Streamlit Community Cloud**: 1. Push your code to GitHub 2. Go to Streamlit Cloud 3. Select your repository 4. Set `app.py` as the main file 5. Deploy 🚀 --- ## 📊 Input Parameters The model uses the following features: * Temperature * Relative Humidity (RH) * Wind Speed (Ws) * Rain * FFMC * DMC * ISI * Classes * Region --- ## 📈 Output * **FWI Score** (numeric prediction) * **Risk Level Classification** --- ## 🛠️ Tech Stack * Python * Streamlit * Scikit-learn * Pandas * NumPy --- ## 🤝 Contributing Contributions are welcome! Feel free to fork this repo and submit a pull request. --- ## 📜 License This projec …