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house-price-prediction's Introduction

A simple house price calculator app

The house price calculator is an OLS model trained on the "House Prices - Advanced Regression Techniques" from Kaggle. If interested in how the model was created check the section "Creating a simplified linear model" in my notebook.

The web app is built using Dash and Waitress. The model is based on Scikit-Learn and uses 8 inputs:

  • Have a fire place.
  • Have a wood deck.
  • Have a porch.
  • Size of above grade (ground) living area in square feet.
  • Size of garage in square feet.
  • Size of basement area in square feet.
  • Original construction date.
  • Total number of bathrooms.

Build the web app (on linux)

run ./create_app.sh

Run the web app

run ./dist/run

Sources

Dataset: https://www.kaggle.com/competitions/house-prices-advanced-regression-techniques.

App icon: https://www.freepik.com/icon/loan_2721134.

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