This says “Logic is the science of the possible” but wouldn’t logic be the science of the definite? I mean the whole point is to be able to definitely say what is or isn’t valid, definitely.
By definition machine learning is Statistics + Decision Theory. Statistics simply tells you what information you have about the world, not what to do with that information.