Machine Learning, Artificial Intelligence, Deep Learning, Data Science, Mathematics.
helps in reducing model complexity and preventing overfitting, particularly in situations where the dataset has highly correlated features. By penalizing the magnitude of the coefficients, L2 regularization ensures that the model does not become overly reliant on any single feature, thereby