Guardrails for ML and DL Models: A Deep Dive into Regularization Techniques

This article will explain the concept of regularization in ML and DL. The article will also introduce readers to some of the most famous regularization techniques.

Table of Content

1. Introduction
   - What is Bias and Variance
   - What is Overfitting, Underfitting, and the Right Fit?
2. What is Regularization?
3. Different Regularization Methods
   - Lasso or L1 Regularization
   - Ridge or L2 Regularization
   - Elastic Net or (L1+L2) Regularization
   - K-fold Cross-Validation Regularization
   - Using an …

data-augmentation l1-regularization regularization