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LightGBM quantile regression gives you upper and lower ranges for demand forecasting—expose tail risk instead of relying on a single point estimate. Run a practical pipeline with LGBMRegressor, NumPy and pandas to train lower/median/upper quantiles, measure coverage rates, and tune promo-weighted safety buffers for stocking and alerts ...
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