Amazon ML uses the following learning algorithms:
For binary classification, Amazon ML uses logistic regression (logistic loss function + SGD).
For multiclass classification, Amazon ML uses multinomial logistic regression (multinomial logistic loss + SGD).
For regression, Amazon ML uses linear regression (squared loss function + SGD).