What is someone who trains eagles called?

A falconer - falconry is the practice of training 'raptors', being Birds of Prey that include eagles amongst others.

Side note: In parts of Central Asia, a Berkutchi (spelling varies by region) trains a Golden Eagles. It is considered a lifelong profession and relationship between bird and master.