from sklearn.linear_model import SGDClassifier

# Linear SVM implementation
svm_sgd = SGDClassifier(loss='hinge')

# Logistic Regression implementation  
lr_sgd = SGDClassifier(loss='log_loss')

# Perceptron implementation
perceptron_sgd = SGDClassifier(loss='perceptron')

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