by Bhoomika Madhukar

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**About this Roadmap**

Almost all the techniques of modern data science have some deep mathematical foundations or the other. As a data scientist you are expected to understand and apply different math concepts to come up with an out of the box algorithm. This roadmap will give you a complete overview of all the math you need to understand the concepts well in machine learning.

**Milestone 1 :** Algebra all over again!

**Milestone 2 :** Probabilty theory

**Milestone 3 :** Back to Calculus

**Milestone 4 :** Walkthrough Statistics