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Machine Learning

House Price Prediction

Predicting real estate prices based on property features using Simple and Multiple Linear Regression.

House Price Prediction screenshot

Project Overview

Modeling the relationship between house attributes and market value using statistical regression.

Technologies Used

PythonLinear RegressionPandas

Methodology

  1. 1Handling outliers in property dimensions.
  2. 2Correlation analysis between features and price.
  3. 3Ordinary Least Squares (OLS) implementation.
  4. 4Residual analysis for model validation.