Inspect rules and fuzzy sets

Ex-Fuzzy can print the rules obtained after training and visualize the learned fuzzy sets. The easiest way to do this is using the eval_tools.eval_fuzzy_model function:

import ex_fuzzy.eval_tools as eval_tools
eval_tools.eval_fuzzy_model(fl_classifier, X_train, y_train, X_test, y_test,
                            print_rules=True, plot_partitions=True)

This function prints the model performance and rules, and plots the fuzzy partitions.

Visualize Fuzzy Sets

Each fuzzy set is also visualized according to its own kind. The same linguistic variable can be visualized using T1, IV and GT2 fuzzy sets: