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Fit LGBMClassifier/LGBMRegressor; compare speed with XGBoost on the electricity data. Concepts: Histogram-based, leaf-wise growth; speed on large data Project A: On 800 rows: reduce num_leaves to 8–15. Project B: Fastest model on 35k hours; good for many tuning trials.