The realm of machine learning dynamically evolves, pushing the boundaries of what's achievable with algorithms. As traditional algorithms provide a solid foundation, advanced machine learning investigates more complex approaches to tackle complex problems. These algorithms often harness concepts from mathematics, offering extraordinary capabilities