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Yes it is machine learning problem. Given a machine learning problem where one single didcrete feature can have 1000 different values (your training set is

Yes it is machine learning problem.

Given a machine learning problem where one single didcrete feature can have 1000 different values (your training set is 2000 items). Why might it be a bad idea to split on this, even if it has the highest information.

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