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.
Tips
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Sources
- What is an Epoch in Machine Learning? - simplilearn.com
- Epoch in Machine Learning - geeksforgeeks.org
- Epoch Definition - deepai.org
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