Glossary

Epoch

An epoch is the number of times the enitre dataset has passed though the algorith.

Iteration

An iteration represents the number of batches required to pass the dataset thoutugh the algorithm.

Batch

A batch represents the number of samples taken from the dataset and fed into the algorithm before the model is recalibrated.

Learning Curve/Gradient

A graph with x = time and y = accuracy, it's populated with valuation data from each iteration of a model training. It's used to determine if a model is over/under trained.