Demonstrate a simple optimization with ensmallen and bandicoot

This is a proof-of-concept to make sure things are headed in the right direction.

• get ensmallen tests working on bandicoot matrices
• devise a computationally-intense optimization problem that would be suitable for GPU usage
• implement this optimization problem in ensmallen, and use coot::mat as the matrix type
• get some numbers comparing the performance with arma::mat