ostatslib.actions.classifiers.ensembles

Ensembles classification actions module

Classes

AdaBoostClassification()	AdaBoost classification action.
BaggingClassification()	Bagging classification action.
ExtraTreesClassification()	ExtraTrees classification action.
GradientBoostingClassification()	Gradient Boosting classification action.
N100GradientBoostingClassification()	Gradient Boosting with 100 estimators classification action.
N100RandomForestClassification()	Random Forest classification with 100 trees in the forest action.
RandomForestClassification()	Random Forest classification action.

class AdaBoostClassification

AdaBoost classification action. Fits a Scikit-Learn AdaBoostClassifier https://scikit-learn.org/stable/modules/generated/sklearn.ensemble.AdaBoostClassifier.html

class BaggingClassification

Bagging classification action. Fits a Scikit-Learn BaggingClassifier https://scikit-learn.org/stable/modules/generated/sklearn.ensemble.BaggingClassifier.html

class ExtraTreesClassification

ExtraTrees classification action. Fits a Scikit-Learn ExtraTreesClassifier https://scikit-learn.org/stable/modules/generated/sklearn.ensemble.ExtraTreesClassifier.html

class GradientBoostingClassification

Gradient Boosting classification action. Fits a XGBoostClassfier https://xgboost.readthedocs.io/en/stable/python/examples/basic_walkthrough.html

class N100GradientBoostingClassification

Gradient Boosting with 100 estimators classification action. Fits a XGBoostClassfier with parameter n_estimators=100 https://xgboost.readthedocs.io/en/stable/python/examples/basic_walkthrough.html

class N100RandomForestClassification

Random Forest classification with 100 trees in the forest action. Fits a Scikit-Learn RandomForestClassifier with parameter n_estimators=100 https://scikit-learn.org/stable/modules/generated/sklearn.ensemble.RandomForestClassifier.html

class RandomForestClassification

Random Forest classification action. Fits a Scikit-Learn RandomForestClassifier https://scikit-learn.org/stable/modules/generated/sklearn.ensemble.RandomForestClassifier.html