What is the meaning of epoch in machine learning?

Understand the Problem

The question is asking for the definition of the term 'epoch' as it relates to machine learning, which typically refers to one complete pass through the entire training dataset during the training of a model.

Answer

One complete pass of the training dataset through the algorithm

The final answer is one complete pass of the training dataset through the algorithm

Answer for screen readers

The final answer is one complete pass of the training dataset through the algorithm

More Information

An epoch is a hyperparameter often set by the practitioner and can influence the performance of the model. More epochs can improve model accuracy but also risk overfitting.

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