Eh, maybe. I have a strong background in mathematics (my focus was Game Theory), and certainly understanding the underlying math in ML models is very useful, tools are coming out on a regular basis that make it simple for good developers and DBA-types to apply some ML modeling to their data.

The "science" part of the term involves testing and iterating, as the scientific method would imply. Not necessarily the knowledge of esoteric mathematics.