Machine Learning, Regularization, Machine Learning Concept, Learning, Learning Journey.
Regularization is a cornerstone technique in machine learning, designed to prevent models from overfitting. Overfitting occurs when a model, often too complex, doesn’t just learn from the underlying patterns (signals) in the training data, but also picks up and amplifies the noise. This results in