gloria-housing 0.0.1

Predicts Median housing value

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