Improvements to plotting of the LearnerND

• add cross-section plot (from #81 (closed)) An example:

source

It could be implemented using https://github.com/K3D-tools/K3D-jupyter

• make interactive plots for the plot_slice method (from #75 (closed)) Rather than providing all x_n values, use sliders or numbers input to control the values of the non-displayed axes.