[FIXED] Is it possible to view the models formed by Bagging Classifier?

Issue

Is it possible to see the individual base classifiers that are formed by BaggingClassifier()? The code I am working with is the example code from the sklearn library for making a prediction via bagging:

from sklearn.svm import SVC
from sklearn.ensemble import BaggingClassifier
from sklearn.datasets import make_classification
X, y = make_classification(n_samples=100, n_features=4,
                       n_informative=2, n_redundant=0,
                       random_state=0, shuffle=False)
clf = BaggingClassifier(base_estimator=SVC(),
                    n_estimators=10, random_state=0).fit(X, y)
clf.predict([[0, 0, 0, 0]])

The code correctly returns the prediction, but I need to see the models that were actually formed by BaggingClassifier.

Solution

They are available in the estimators_ attribute. See the docs.

Answered By - Ben Reiniger