99% of people don't know how to use machine learning in quant finance.

The dirty secret?

Basic ML can have a massive impact.

Start with this book:

The fundamental mathematical tools needed to understand machine learning:

• Linear algebra

• Analytic geometry

• Matrix decomposition

• Vector calculus

• Optimization

• Probability

• Statistics

It's all covered in Mathematics for Machine Learning.