Learn how to implement linear regression from scratch in C++ — a foundational machine learning algorithm made simple.

Introduces ordinary differential equations, systems of linear equations, matrices, determinants, vector spaces, linear transformations, and systems of linear differential equations. Prereq., APPM 1360 ...

Use of numerical methods to differential equations, linear algebra, regression, interpolation, data analysis, and partial differential equations.

In this module, we will introduce generalized linear models (GLMs) through the study of binomial data. In particular, we will motivate the need for GLMs; introduce the binomial regression model, ...