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Improvements to plotting of the LearnerND

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

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.