Neural nets have been a part of AI ever since the term was coined 70 years ago. The one thing one could complain about is that the term may be narrowing to that specific approach.

Strictly, neural nets are a specific kind of ML and ML is a specific kind of AI. The term AI seems to have gone out of fashion in academia, though.