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Balanced samples are good, balancing samples is bad
https://simplicityissota.substack.com/p/balanced-samples-are-good-balancing
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We should lower our expectations from balancing. Sampling might not improve class separation, and even if it does, it will typically come at a cost to calibration and log loss.
