See https://en.wikipedia.org/wiki/Automated_machine_learning
Good luck!
Bo.
    Den onsdag den 5. april 2023 kl. 12.44.56 CEST skrev Elijah Stone 
<[email protected]>:  
 
 I know not the first thing about linear programming or numerical optimisation, 
but I have a problem which I think is related; can anyone point me in the 
right direction?

I have a set of variables x y... (usually not more than two, though there 
might be in some cases), and an oracle which can tell, given a value for each 
variable, whether the result is 'good'.  The goal is to construct a model for 
the oracle.

The oracle is reasonably nice: it is continuous and monotonic, but slightly 
noisy; it might end up being locally non-monotonic, but the model should still 
be monotonic.

I expect the oracle can generally be modeled by a simple equation like: 0 < a 
+ (b*x) + (c*y)--then the goal is to find values for a, b, and c;--or possibly 
the second-order equivalent of the same; or possibly a piecewise composition 
of such equations.  The model should be fast to evaluate, so it shouldn't have 
any more terms than are necessary to construct a reasonable approximation.

Any pointers?

  -E
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