🏠 Flat Price Prediction using Machine Learning

A Machine Learning based web application that predicts flat prices based on multiple features such as area, location, BHK, builder name, and other property details.

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✨ Features

• Predict flat prices using Machine Learning
• Area-based price prediction
• Multiple property features support
• Simple and responsive web interface
• Flask-based backend
• Fast prediction

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🛠 Tech Stack

• Python
• Flask
• HTML5
• CSS3
• JavaScript
• Scikit-learn
• Pandas
• NumPy

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📁 Project Structure

🏗️ Project Architecture

User
   │
   ▼
Flask Web Application
   │
   ▼
Machine Learning Model
   │
   ▼
Price Prediction
   │
   ▼
Display Result

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⚙️ Installation

Clone Repository

git clone https://github.com/kunwaradityasingh-boy/flat-price-prdection-on-area.git

Go to Project Folder

cd flat-price-prdection-on-area

Install Dependencies

pip install -r requirements.txt

Run Application

python app.py

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📸 Screenshots

Home Page

Add screenshot here

Prediction Result

Add screenshot here

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🚀 Future Improvements

• Improve prediction accuracy
• Better UI/UX
• Deploy on AWS EC2
• Docker support
• CI/CD Pipeline
• User Authentication

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👨‍💻 Author

Kunwar Aditya Singh

• 🎓 B.Tech CSE (AI & Data Science)
• ☁️ Cloud & DevOps Enthusiast
• 🐍 Python Developer

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