WEEK 3 - Lecture 2
Regularization
Machine learning models need to generalize well to new examples that the model has not seen in practice. In this module, we introduce regularization, which helps prevent models from overfitting the training data.
4 videos, 5 readings
Video: The Problem of Overfitting
Reading: The Problem of Overfitting
Video: Cost Function
Reading: Cost Function
Video: Regularized Linear Regression
Reading: Regularized Linear Regression
Video: Regularized Logistic Regression
Reading: Regularized Logistic Regression
Reading: Lecture Slides
Lecture7.pdf