invert4geom.plot_2_parameter_scores

invert4geom.plot_2_parameter_scores#

plot_2_parameter_scores(scores, parameter_pairs, param_names=('Hyperparameter 1', 'Hyperparameter 2'), figsize=(5, 3.5), cmap=None)[source]#

plot a scatter plot graph with x axis equal to parameter 1, y axis equal to parameter 2, and points colored by cross-validation scores.

Parameters:
  • scores (list[float]) – score values

  • parameter_pairs (list[tuple[float, float]]) – parameter values

  • param_names (tuple[str, str]) – name to give for the parameters, by default “Hyperparameter”

  • figsize (tuple[float, float]) – size of the figure, by default (5, 3.5)

  • cmap (str | None) – matplotlib colormap for scores, by default “viridis”

Return type:

None