That distinction from Hinton is quite interesting, I often work with "Machine Learning" models, but for the most part the models are regression models and/or tree classification models that are easier to understand conceptually. I have yet to actually implement any complex machine learning techniques because I fear even if they do or do not work, I won't be able to interpret them in terms of their statistics.