Does Mathematica perform gradient boosting regression (with binomial link) data analysis?
I’m not aware that Mathematica supports gradient boosting regression but like many specialized analyses that Mathematica doesn’t do, you can call the gbm package (and a few others) in R from Mathematica to perform that analysis. (Of course, if you aren’t using any features of Mathematica, then doing such analyses directly in R might be preferable.)