Many machine learning books tell you that having a working knowledge of linear algebra. ... This book also contains an intro on linear algebra, calculus, and probability and statistics.

In particular, the following topics would be very useful: calculus, linear algebra, probability theory and statistics, combinatorics. Then you should read some basic overviews of machine learning.