Regularization Is for Sissies

So, you think you can just waltz into Deep Learning without understanding Regularization? Think again, Sissie.

Regularization is like a stern aunt at a family reunion. She's there to keep you in line, to prevent you from getting too big for your britches.

Without Regularization, your model is like a wild mustachioed uncle who just won't stop talking about the importance of cat videos. It's prophets of doom, I tell you!

So, let's take a look at some examples, shall we?

Example 1: The Overfitting Overlord | Example 2: The Underfitting Underling