I've done symbolic AI work. It's great within limits. Deep learning on its own isn't the complete solution either, but statistics and learning are more important than symbolics for achieving breakthrough performance.

I'd invite you to read "The Master Algorithm" to understand exactly how they failed the first time and how they aren't the route forward: https://en.m.wikipedia.org/wiki/The_Master_Algorithm