Assuming you know basic algebra and calculus already, learn introductory statistics and linear algebra first. Then pick up a book like http://www-bcf.usc.edu/~gareth/ISL/ (or companion lectures http://www.r-bloggers.com/in-depth-introduction-to-machine-l...).

If you're a beginner, don't start with deep nets. Start with basic data analysis.