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Overfitting and Regularization in Deep Learning Ridge Regression is a neat little way to ensure you don't Bias and Variance are two fundamental concepts for Train a model for too long, and it will stop generalizing appropriately. Don't train it long enough, and it won't A 9th-order polynomial passes through all ten readings of a cheap thermometer with zero error, and claims it was almost 32 °C ... Regularization in Machine Learning
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