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Model the price of houses using available variables so that management can understand market dynamics

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nitishpandey04/House-Price-Prediction

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House Price Prediction

Model the price of houses using available variables so that management can understand market dynamics

Steps

  • Data Cleaning includes missing value imputation, removing duplicate values, etc
  • Data Preparation includes deriving metrics, converting ordinal categorical variables to label encoding and dummy variable creation
  • Pre Modelling steps include train test split, normalization
  • Modelling include feature elimination using RFE, p-value and VIF
  • Made Linear, Ridge and Lasso Regression models and compared them by evaluating on test data

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Model the price of houses using available variables so that management can understand market dynamics

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