[ajcarpy2005]

Does anyone know if I could do facial recognition reliably with an Arduino?

[kortex]

You could probably do something crude on an M4. Here's a fairly performant face detector in tensorflow: https://github.com/iitzco/faced

You'd probably need to roll your own lightweight face vectorizer though.