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• 20:50, 12 January 2025 Aghodsib talk contribs created page stat940W25 (Created page with "== Regularization in Deep Learning == === Introduction === Regularization is a fundamental concept in machine learning, particularly in deep learning, where models with a high number of parameters are prone to overfitting. Overfitting occurs when a model learns the noise in the training data rather than the underlying distribution, leading to poor generalization on unseen data. Regularization techniques aim to constrain the model’s capacity, thus preventing overfitti...")