Dropping one of the two highly co-related columns for Dimensionality Reduction



Dropping one of the highly correlated columns is one of the techniques used for dimensionality reduction.
How do we decide which column is to be dropped??


@shuvayan - did you check for vif of those two variables by any chance? I remember dropping the variable which is having high vif among the two in one of the cases i worked.