src.classifiers package

Submodules

src.classifiers.classifier module

class src.classifiers.classifier.Classifier

Bases: object

Class responsible for classifiers used in predictive model.

get_classifier()

Method that returns classifier.

get_max_iter()

Return maximum number of iterations.

get_sc_clf_1()

Return 1st estimator for scoring classifier.

get_sc_clf_2()

Return 2nd estimator for scoring classifier.

get_sc_clf_3()

Return 3rd estimator for scoring classifier.

get_vc_clf_1()

Return 1st estimator for voting classifier.

get_vc_clf_2()

Return 2nd estimator for voting classifier.

get_vc_clf_3()

Return 3rd estimator for voting classifier.

set_classifier(classifier)

Method that can set classifier.

set_clf_abc()

Method that can set classifier as AdaBoostClassifier.

set_clf_bnb()

Method that can set classifier as BernoulliNB.

set_clf_cnb()

Method that can set classifier as ComplementNB.

set_clf_dtc()

Method that can set classifier as DecisionTreeClassifier.

set_clf_etc()

Method that can set classifier as ExtraTreeClassifier.

set_clf_gbc()

Method that can set classifier as GradientBoostingClassifier.

set_clf_knn()

Method that can set classifier as KNeighborsClassifier.

set_clf_lr()

Method that can set classifier as LogisticRegression.

set_clf_lsv()

Method that can set classifier as LinearSVC.

set_clf_nb()

Method that can set classifier as MultinomialNB.

set_clf_rdg()

Method that can set classifier as RidgeClassifier.

set_clf_rfc()

Method that can set classifier as RandomForestClassifier.

set_clf_sgd()

Method that can set classifier as SGDClassifier.

set_clf_stc()

Method that can set classifier as StackingClassifier.

set_clf_svc()

Method that can set classifier as SVC.

set_clf_vtc()

Method that can set classifier as VotingClassifier.

set_max_iter(max_iter)

Set maximum number of iterations.

set_sc_clf_1(sc_clf_1)

Set 1st estimator for scoring classifier.

set_sc_clf_2(sc_clf_2)

Set 2nd estimator for scoring classifier.

set_sc_clf_3(sc_clf_3)

Set 3rd estimator for scoring classifier.

set_vc_clf_1(vc_clf_1)

Set 1st estimator for voting classifier.

set_vc_clf_2(vc_clf_2)

Set 2nd estimator for voting classifier.

set_vc_clf_3(vc_clf_3)

Set 3rd estimator for voting classifier.

set_voting_hard()

Set voting option as ‘hard’ for classifier.

set_voting_soft()

Set voting option as ‘soft’ for classifier.

Module contents