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LightGBM vs DL for the NYC tax trip duration dataset
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| model | rmse | r2 | runtime | best_epoch_or_ntrees | |
|---|---|---|---|---|---|
| lightgbm | 262.710 | 0.804 | 42.721 | 504.0 | |
| tabmlp | 271.342 | 0.791 | 568.431 | 24.0 | |
| tabresnet | 292.891 | 0.757 | 471.265 | 24.0 | |
| tabtransformer | 336.582 | 0.679 | 5779.031 | 54.0 | |
| tabnet | 376.053 | 0.599 | 1844.472 | 15.0 |
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