Inference, estimation, and decision-making from data
Hypothesis testing is a disciplined way to answer "is this effect real, or could it just be noise?", which is the exact question "is model A actually better than model B?" You start by assuming there's nothing going on and ask how surprising your data would be if that were true.
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