Page No. : 486-505

The research being conducted here examines optimisation algorithms and the applications of such methods, with a particular emphasis on the junction of mathematics and machine learning. The purpose of this research is to improve the efficiency and efficacy of machine learning models by using a rigorous mathematical framework. The study makes a contribution to the continuing efforts to enhance the training and performance of machine learning algorithms across a variety of domains by investigating a wide range of optimisation strategies.