Re: Doubt from lecture 2(Is learning feasible?)
The assumption made it possible to invoke Hoeffding inequality. Without a probability distribution, one cannot talk about the probability of an event (the lefthandside of the inequality). The specifics of the probability distribution don't matter here, any distribution will do.
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