Newton's Method: Finding Zeros of a Function - Part 1

Newton's Method: Finding Extrima of a Function - Part 2

Tutorial: The Gauss-Newton Method

Understanding overfitting (the right, mathematical way)

Gradient Descent with Line Search

Linear Regression and Least Squares