I was looking for some good DBN toolbox for real application but I could not find any, but this answer only (https://github.com/keras-team/keras/issues/748) (read 1st answer) - DBN is an older academical technique that is no longer necessary and it is ignored by most of the best toolboxes...that's it...at the end, it is just an initialization so maybe you don't need that too :)