Machine learning is full of algorithms and mathematical calculations. One should be well versed with the them in order to understand the concepts. Of all the different domains in Mathematics, the three - Linear Algebra, Statistics and Calculus are absolutely necessary. Here is a brief refresher of these domains. Certainly not a reference, but it should help us remember what we had learnt in school