You could do good programming without knowing too much physics. You could probably do good physics without knowing too much machine learning, assuming you have someone in your department who does know machine learning. You could do good biology with chemistry alone, though that requires minimal physics, as well.

But lukeprog's curriculum / reading list suggests that you can't do good philosophy without knowing math, machine learning, physics, psychology, and a bunch of other subjects. If that is true, then virtually no one can do good philosophy at all, because absorbing all the prerequisites will take a large portion of most people's lifetimes.