ML engineers do not realize frequently enough that many of their algorithms, as beautiful as they are, still essentially fit a conditional expectation. For exam

ML engineers do not realize frequently enough that many of their algorithms, as beautiful as they are, still essentially fit a conditional expectation. For example the last logit layer that undoubtedly decided to ban the op here. I always wonder why almost all papers and essentially all tutorials and courses spend literally zero time discussing whether that is the right thing to estimate. In the future, when these algorithms decide everything about our lives, people will either conform and uniformize themselves to the expectation, or they will find themselves secretly banned, silenced, left out, rejected or whatever it is, always without knowledge why and without recourse. It’ll be strange for people, if we even hear about it. But it is, well, expected.