from sklearn.base import BaseEstimator, ClassifierMixin, RegressorMixin class CustomClassifier(BaseEstimator, ClassifierMixin): def __init__(self): pass def fit(self, X, y=None): pass def predict(self, X, y=None): pass def predict_proba(self, X, y=None): pass class CustomRegressor(BaseEstimator, RegressorMixin): def __init__(self): pass def fit(self, X, y=None): pass def predict(self, X, y=None): pass