def get_voting_classifier_score() -> (float, float):
voting_classifier = get_classifier()
score_train, score_test = solution.get_classifier_score(voting_classifier)
return score_train, score_test
def get_random_forest_classifier_score(settings) -> (float, float):
random_forest_classifier = get_classifier()
score_train, score_test = solution.get_classifier_score(
random_forest_classifier, settings)
return score_train, score_test
def get_bayes_classifier_score(settings) -> (float, float):
bayes_classifier = get_classifier()
score_train, score_test = solution.get_classifier_score(bayes_classifier, settings)
return score_train, score_test
def get_tree_classifier_score(settings) -> (float, float):
tree_classifier = get_classifier(settings["max_depth"])
score_train, score_test = solution.get_classifier_score(
tree_classifier, settings)
return score_train, score_test
def get_linear_classifier_score(settings) -> (float, float):
linear_classifier = get_classifier()
score_train, score_test = solution.get_classifier_score(
linear_classifier, settings)
return score_train, score_test
def get_svm_classifier_score(settings) -> (float, float):
svm_classifier = get_classifier()
score_train, score_test = solution.get_classifier_score(
svm_classifier, settings | base_settings)
return score_train, score_test