The field of machine learning arose somewhat independently of the field of statistics. As a result, machine learning experts tend not to emphasize probabilistic thinking. Probabilistic thinking and understanding uncertainty and variation are hallmarks of statistics.
Very true. That is why, a lot of ML people developed calculus based approaches first, before utilizing Bayesian methods.