FlexAPI Studio

House Price Prediction

Instantly predict house prices using a machine learning model trained on real estate data. Enter your house features below and get an accurate price estimate.

House Price Prediction API
Predicts the price of a house based on features like area, bedrooms, bathrooms, stories, parking, and amenities. Powered by a trained machine learning model deployed on FastAPI.
  • Input: area, bedrooms, bathrooms, stories, parking, mainroad, guestroom, basement, hotwaterheating, airconditioning.
  • Output: Predicted price in USD.
  • Model: Random Forest Regressor (best RMSE on test set).
  • API Endpoint: /predict (POST)