This video is an overall package to understand L2 Regularization Neural Network and then implement it in Python from scratch. L2 Regularization neural network it a technique to overcome overfitting.

That said, L2 regularization is slightly more common than L1, mostly because L2 usually, but not always, works better than L1. It is possible to use both L1 and L2 together. This is called an elastic ...