What branches of mathematics are most important for the development of machine learning algorithms?

Question

IT education

Hello! Can you please tell me which sections of mathematics are most important for the development of machine learning algorithms? That is, it is the development of algorithms that is of interest at the initial stage, that is, the part where algorithmologists play a leading role.