Early Stopping. The Most Popular Regularization Technique In Machine Learning.

Published: 22 August 2022
on channel: Underfitted
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Train a model for too long, and it will stop generalizing appropriately. Don't train it long enough, and it won't learn.

That's a critical tradeoff when building a machine learning model, and finding the perfect number of iterations is essential to achieving the results we expect.

Early stopping is one of the most popular regularization techniques to train machine learning models. It's both easy to implement and very effective.

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• Deep Learning With Python, Second Edition — https://amzn.to/3xA3bVI
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• Machine Learning with PyTorch and Scikit-Learn — https://amzn.to/3f7dAC8

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