Tag Archives: Ridge Regression
Mitigating Overfitting with Ridge Regression: A Step-by-Step Guide Using Polynomial Regression
Introduction One of the simplest ways to simulate overfitting is to use polynomial regression on a small dataset. We can fit a high-degree polynomial to a small dataset, which will lead to overfitting. Then we can see how regularization techniques like Ridge Regression (L2 regularization) help to mitigate the overfitting. Step 1: Generate a Small…