ML competitions (with which I'm more familiar than pretty much anyone on the planet) are not generally the way to handle large systems problems. They need to be tightly defined, of reasonable scope, and readily scoreable using automated metrics.
ML Competitions: Limitations for Large-Scale Systems Problems
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