[Discussion] Mathematics of Machine Learning • /r/MachineLearning

I'm IB Student (high school diploma) And I will be writing an extended essay on a topic that I will choose. I want to learn while I am writing the essay. So here is my question. What is the most important mathematical concept about machine learning or computer science?