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

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. 🔔 Subscribe for more stories: https://www.youtube.com/@underfitted?... 📚 My 3 favorite Machine Learning books: • Deep Learning With Python, Second Edition — https://amzn.to/3xA3bVI • Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow — https://amzn.to/3BOX3LP • Machine Learning with PyTorch and Scikit-Learn — https://amzn.to/3f7dAC8 Twitter:   / svpino   Disclaimer: Some of the links included in this description are affiliate links where I'll earn a small commission if you purchase something. There's no cost to you.