Machine Learning Fundamentals

Squiggly Line fit to the training data

Cross Validation concepts

Definition of Variance

Motivation for using Cross Validation

Definition of Overfit

An example using Cross Validation

Bias and Variance

Motivation for confusion matrices

Least Regression fit to the training data

A 3x3 confusion matrix.