README.md

metadata

title: House Price Predictor
emoji: 🏠
colorFrom: blue
colorTo: purple
sdk: gradio
sdk_version: 6.0.0
app_file: app.py
pinned: false

House Price Predictor

AI-powered real estate valuation for Seattle/King County area.

Features

• 🗺️ Interactive map visualization of 21K+ real house sales
• 💰 Price prediction using Random Forest ML model
• 📊 Trained on King County, WA dataset (2014-2015)
• 🎯 R² Score: 0.53

Tech Stack

• Gradio for UI
• scikit-learn for ML
• Plotly for interactive maps
• pandas for data processing

Model Details

• Algorithm: Random Forest Regressor
• Training Data: 21,613 house sales
• Features: bedrooms, bathrooms, square feet, age
• Performance: R² = 0.53 on test set

Usage

1. Explore the interactive map to see house prices across King County
2. Filter by price range to focus on specific segments
3. Enter house characteristics to get a price prediction
4. Try the example houses to see how different features affect prices