Is there rigorous evidence that supports the idea of unconscious bias and the effectiveness of training in reducing it? I’ve seen it advertised in academia and wondered if it’s evidence-based.

It's a form of 'original sin'. It's valuable as a form of control, but it's flimsy science---indistinguishable from the null-hypothesis.