From a certain POV the structure of an animal's body, as for example, it learns to ride a bike can be given this kind of formulation. Namely, that the muscle t

From a certain POV the structure of an animal's body, as for example, it learns to ride a bike can be given this kind of formulation. Namely, that the muscle tissue and the motor cortext express a latent representation of riding which is formed under the animal's self-regulative goals of "stability" and "getting to some location" etc. From this POV, one can model any aspect of reality with this sort of language. I used to be annoyed by this, but less so now. Annoyed because it's pretty hopelessly useless describe any complex physical system this way. It only makes sense if your relevant "feature spaces" are discrete and computationally tractable... i dont think our muscles are good candidates. (Nor likewise, is almost anything). Nevertheless, you are right that "ML" on a domain whose dimensions are infinite, and in which slices through those dimensions are infinite, and whose models are chaotic -- then ML with an infinity of time to run would produce an animal. And indeed, an intelligent system. One has to remember here that no one is doing this. What theyre doing is taking a highly regulated non-chatoic, tractable, measured and largely unambigious slice through these spaces --- sampling them --- and taking an average. Who gave you the knife to take this slice? Was it your cognition, was it the world? No, neither, it was your body -- largely; and its ability to regulate your imagination; and to guide action. Formulating reality as-if its patterns can be determined statistically leads to absurd levels of non-computability. Every possible partitioning of the world, in every possible arrangment, moving in every possible way -- what discrete model of this is there? There isn't one. And this isnt semantic. The challenge of building an intelligent system is a (bio-)engineering one: we require a material which grows intelligently, whose internal chaos is useful. Not a dumb little calculator which comes in to average our efforts after the fact.