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records.txt
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records.txt
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300+ features lgbm:
Avg Loss: 0.612421232750749
Best trial:
Value: 0.6110391799999495
Params:
reg_alpha: 0.1241700596202453
reg_lambda: 4.518579097665047
colsample_bytree: 0.39831976927300156
subsample: 0.8495591213881012
num_leaves: 17
max_depth: 33
min_child_samples: 24
n_estimators: 12738
learning_rate: 0.002
600+ features lgbm:
Avg Loss: 0.6109339037835725
Best trial:
Value: 0.6108203210661229
Params:
reg_alpha: 2.9495836326264486
reg_lambda: 2.649810493342855
colsample_bytree: 0.38167858273202904
subsample: 0.5433416048927803
num_leaves: 18
max_depth: 21
min_child_samples: 21
n_estimators: 16354
learning_rate: 0.0015
700+ features lgbm:
Avg Loss: 0.6155816447292519
Best trial:
Value: 0.6113371198295172
Params:
reg_alpha: 1.685747620346022
reg_lambda: 0.0766734575699568
colsample_bytree: 0.2997634229266678
subsample: 0.8665035220491352
num_leaves: 13
max_depth: 9
min_child_samples: 17
n_estimators: 12392
learning_rate: 0.0015