Gradient based algorithms are more efficient for large parameter spaces. For second question, the discussion mentions that there are lots of non-differentiable

Gradient based algorithms are more efficient for large parameter spaces. For second question, the discussion mentions that there are lots of non-differentiable parameters and they don't handle that.