Question: Which assumption is NOT correct in a general learning setup: a . the learner has access to the the function that generates the true labels,

Which assumption is NOT correct in a general learning setup:
a. the learner has access to the the function that generates the true labels, but not to the underlying distribution generating the data
b. the learner does not know the underlying distribution or the function generating the true labels
c. the empirical error computation does not need to have access to the underlying distribution generating the data, but generalization error computation does

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