Categorical variable case

Hi @mlu355, 
      Thanks for releasing your work. Do you have any intuitions on how to handle categorical variables (as in the categorical cases or even in some continuous variable cases, the XTX matrix may not be full rank, resulting in the non-invertible matrix) do you have any thoughts on how to address this issue? 

Thanks,
Avinash 