Then you just get fancy regression formulas. With enough layers and "bars", epicycles "work" in terms of predictive power. It's usually better to find out the underlying mechanism rather than merely satisfy prediction. Otherwise we'd still be using epicycles. Plus, gravity theory has Occam's Razor over epicycles.