Machine Learning, Regularization, Machine Learning Concept, Learning, Learning Journey.
(signal) and the unwanted noise in the data. This amplification makes the model sensitive to small changes in the input, leading it to overemphasize noise. As a result, it cannot perform well on new, unseen data. Smaller coefficients, on the other hand, help the model to focus on the more