🌤 Weather Temperature Prediction ML Web App

🚀 A Machine Learning-based web application that predicts temperature using real-time weather parameters. Built using Flask, Random Forest, and deployed on Render.

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🔗 Live Demo

👉 https://weather-temperature-prediction-ml-project.onrender.com

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📸 Preview

After Prediction

📌 Project Overview

This project predicts the temperature (°C) based on multiple weather features such as:

• Wind Speed
• Wind Direction
• Pressure
• Humidity
• Cloud Coverage
• Visibility
• Sunrise Time

The model is trained using a Random Forest Regressor and deployed as a web application for real-time predictions.

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🧠 Machine Learning Details

• Algorithm: Random Forest Regressor

• Dataset Size: ~130,000 rows

• Preprocessing:

  • Handling missing values
  • Feature engineering (sunrise → minutes)
  • One-hot encoding (wind direction)

📊 Model Performance

• Accuracy: 71.50%
• R² Score: 0.715
• RMSE: 5.16

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🛠 Tech Stack

Category	Tools
Backend	Flask
ML Model	Scikit-learn
Data Processing	Pandas, NumPy
Deployment	Render
Server	Gunicorn
Frontend	HTML, CSS, Bootstrap

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🎯 Features

✅ Real-time temperature prediction ✅ Clean and responsive UI ✅ Smart input suggestions ✅ Auto-fill feature for quick testing ✅ Model performance metrics displayed ✅ Fully deployed web app

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📂 Project Structure

project/
│
├── app.py
├── model.pkl
├── columns.pkl
├── accuracy.pkl
├── r2.pkl
├── rmse.pkl
├── requirements.txt
├── Procfile
│
└── templates/
    └── index.html

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⚙️ How It Works

1. User inputs weather parameters
2. Data is preprocessed (encoding + transformation)
3. Model predicts temperature
4. Results + metrics displayed on UI

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🚀 Installation (Run Locally)

git clone https://github.com/YOUR_USERNAME/weather-ml.git
cd weather-ml
pip install -r requirements.txt
python app.py

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🌐 Deployment

This project is deployed on Render using:

• Gunicorn (WSGI server)
• Flask backend
• Pre-trained ML model

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🧠 Future Improvements

• 📊 Add visualization graphs
• 🌍 Integrate live weather API
• 🤖 Add chatbot interface
• 📱 Improve UI/UX with animations
• 🔐 Add authentication system

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🙌 Author

Gowtham P B.Tech CSE (AI) Aspiring ML Engineer 🚀

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⭐ If you like this project

Give it a ⭐ on GitHub and share it!