SGD Classifier and Regressor (page 6 of 9)

We can use gradient descent for categorical and continuous targets. The process is the same except with different loss functions.

An "epoch" is an entire transit of the training data through the algorithm. The epoch hyperparameter (not available in all algorithms in sklearn) specifies the number of full passes (epochs) of the entire training dataset during training.