ABSTRACT
Upon completing this chapter, learners should be able to:
Understand basic mathematics essential for comprehending machine learning concepts.
Master the concept of representing machine learning models mathematically, enabling good understanding and implementation.
Develop the capability of converting machine learning problems into formulations for mathematical optimization.
Understand the working principles of machine learning algorithms by analyzing and comprehending mathematical expressions.
Apply mathematical representations to assess algorithmic performance, model behavior, and problem-solving capability in machine learning contexts.
