In complex contexts, simulate

Machine Learning implicitly assumes that a closed form solution exists and uses optimization to approximate an assumed form of it (linear, quadratic etc).

In complex (Complexity) contexts, this might not be true. With more compute, we can do better – Simulate.

Complex systems are computationally irreducible

Notes mentioning this note

Closed and open systems
In systems theory, closed systems are completely isolated from the environment, while open systems interact.
Closed and open systems
In systems theory, closed systems are completely isolated from the environment, while open systems interact.

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