🌬️ Breezy

Predict the wind. Visualize the flow.

Breezy is an AI-powered wind forecasting project designed to predict future wind speed and wind direction using historical weather data and machine learning.

The project aims to transform weather data into an easy-to-understand visualization of how wind is expected to move across a location.

🎯 Project Goals

• 🌬️ Predict future wind speed
• 🧭 Predict future wind direction
• 📊 Analyze historical wind patterns
• 🗺️ Visualize predicted wind flow on an interactive map
• 📈 Compare predicted and actual wind conditions
• 🤖 Experiment with different machine learning models
• 🎯 Evaluate and improve prediction accuracy

🚧 Project Status

Currently in development.

The initial stage focuses on collecting and analyzing historical wind data and developing a baseline machine learning model.

🛠️ Planned Technology

Data & Machine Learning

• Python
• Pandas
• NumPy
• Scikit-learn
• XGBoost

Backend

• FastAPI

Frontend

• React

Visualization

• Leaflet
• Interactive maps
• Wind-flow animation

Development

• Git
• GitHub

🧠 How It Works

Historical Weather Data
          ↓
   Data Preprocessing
          ↓
   Feature Engineering
          ↓
   Machine Learning Model
          ↓
 ┌────────┴────────┐
 ↓                 ↓
Wind Speed    Wind Direction
 ↓                 ↓
 └────────┬────────┘
          ↓
    Prediction API
          ↓
   Interactive Map
          ↓
    🌬️ Wind Flow

📌 Roadmap

• Find a suitable historical weather dataset
• Collect and clean wind data
• Explore historical wind patterns
• Perform data visualization
• Prepare features for machine learning
• Build a baseline prediction model
• Predict wind speed
• Predict wind direction
• Evaluate model performance
• Build prediction API
• Create interactive map
• Add wind-flow visualization
• Connect frontend and backend
• Deploy the application
• Improve prediction accuracy

📂 Project Structure

breezy/
│
├── data/
│   ├── raw/
│   └── processed/
│
├── notebooks/
│
├── src/
│
├── models/
│
├── tests/
│
├── README.md
├── requirements.txt
└── .gitignore

🔮 Future Possibilities

Future versions of Breezy may include:

• Location-based wind predictions
• Hour-by-hour forecasts
• Interactive wind maps
• Animated wind particles
• Historical wind analysis
• Prediction confidence
• Extreme wind alerts
• Coastal and terrain-aware predictions
• Real-time weather data
• Mobile application

⚠️ Disclaimer

Breezy is an experimental machine learning project intended for educational and research purposes. Predictions may differ from actual weather conditions and should not be used for safety-critical decisions.

👩‍💻 Author

Fathima Fida

Built as a learning project exploring machine learning, weather data, APIs, and data visualization.

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