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Results for the NYC Taxi rode duration dataset with Tabnet
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n_steps | step_dim | attn_dim | ghost_bn | virtual_batch_size | momentum | gamma | dropout | embed_dropout | lr | batch_size | weight_decay | lambda_sparse | optimizer | lr_scheduler | base_lr | max_lr | div_factor | final_div_factor | n_cycles | val_loss_or_metric | |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
5 | 8 | 8 | False | 128 | 0.75 | 1.5 | 0.0 | 0.0 | 0.01 | 1024 | 0.0 | 0.0001 | Adam | ReduceLROnPlateau | 0.001 | 0.01 | 25 | 10000.0 | 5 | 144819.1190 | |
5 | 8 | 8 | False | 128 | 0.98 | 1.5 | 0.0 | 0.0 | 0.01 | 1024 | 0.0 | 0.0001 | Adam | ReduceLROnPlateau | 0.001 | 0.01 | 25 | 10000.0 | 5 | 146057.8078 | |
5 | 8 | 8 | False | 128 | 0.5 | 1.5 | 0.0 | 0.0 | 0.01 | 1024 | 0.0 | 0.0001 | Adam | ReduceLROnPlateau | 0.001 | 0.01 | 25 | 10000.0 | 5 | 146201.3771 | |
5 | 16 | 16 | False | 128 | 0.98 | 1.5 | 0.0 | 0.0 | 0.01 | 1024 | 0.0 | 0.0001 | Adam | ReduceLROnPlateau | 0.001 | 0.01 | 25 | 10000.0 | 5 | 146461.7343 | |
5 | 8 | 8 | False | 128 | 0.25 | 1.5 | 0.0 | 0.0 | 0.01 | 1024 | 0.0 | 0.0001 | Adam | ReduceLROnPlateau | 0.001 | 0.01 | 25 | 10000.0 | 5 | 148636.8888 |
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