You need at least probability/statistics, linear algebra, calculus, and numerical methods. Once you know this machine learning is a relatively thin layer built

You need at least probability/statistics, linear algebra, calculus, and numerical methods. Once you know this machine learning is a relatively thin layer built on this math foundation. The real problem is learning the math foundation.