invert4geom.plot_2_parameter_scores_uneven

invert4geom.plot_2_parameter_scores_uneven#

plot_2_parameter_scores_uneven(study, param_names, plot_param_names=('Hyperparameter 1', 'Hyperparameter 2'), figsize=(5, 3.5), cmap=None, best='min', logx=False, logy=False, robust=False)[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:

  • study (Study)

  • 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”

  • best (str) – whether the ‘min’ or ‘max’ score is considered best, by default ‘min’

  • logx (bool) – make the x or y axes log scale, by default False

  • logy (bool) – make the x or y axes log scale, by default False

  • robust (bool) – use robust color limits

  • plot_param_names (tuple[str, str])

Return type:

None