README.md

---
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