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Predicts Median housing value

Project description

Predicts Median housing value

The housing data can be downloaded from https://raw.githubusercontent.com/ageron/handson-ml/master/. The script has codes to download the data. We have modelled the median house value on given housing data.

The following techniques have been used:

  • Linear regression

  • Decision Tree

  • Random Forest

Steps performed
  • We prepare and clean the data. We check and impute for missing values.

  • Features are generated and the variables are checked for correlation.

  • Multiple sampling techinuqies are evaluated. The data set is split into train and test.

  • All the above said modelling techniques are tried and evaluated. The final metric used to evaluate is mean squared error.

Change Log

0.0.1 (13-11-2020)

-First Release

Project details


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Source Distribution

glowriya_housing-0.0.1.tar.gz (1.9 MB view hashes)

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