---------- Fold: 1 ----------
0:04:55 | Epoch: 1/10 | Loss: 134.8 | Train Acc: 0.954 | Valid Acc: 0.927 | ROC: 0.935
0:04:52 | Epoch: 2/10 | Loss: 104.2 | Train Acc: 0.966 | Valid Acc: 0.931 | ROC: 0.96
0:04:50 | Epoch: 3/10 | Loss: 95.04 | Train Acc: 0.969 | Valid Acc: 0.936 | ROC: 0.916
0:05:08 | Epoch: 4/10 | Loss: 91.61 | Train Acc: 0.97 | Valid Acc: 0.924 | ROC: 0.961
0:04:45 | Epoch: 5/10 | Loss: 86.65 | Train Acc: 0.972 | Valid Acc: 0.933 | ROC: 0.911
0:04:44 | Epoch: 6/10 | Loss: 86.47 | Train Acc: 0.973 | Valid Acc: 0.928 | ROC: 0.953
0:04:44 | Epoch: 7/10 | Loss: 72.69 | Train Acc: 0.977 | Valid Acc: 0.93 | ROC: 0.939
Early stopping (no improvement since 3 models) | Best ROC: 0.9606176158910534
---------- Fold: 2 ----------
0:04:42 | Epoch: 1/10 | Loss: 103.9 | Train Acc: 0.965 | Valid Acc: 0.969 | ROC: 0.969
0:04:43 | Epoch: 2/10 | Loss: 97.03 | Train Acc: 0.968 | Valid Acc: 0.971 | ROC: 0.97
0:04:43 | Epoch: 3/10 | Loss: 90.99 | Train Acc: 0.97 | Valid Acc: 0.974 | ROC: 0.966
0:04:42 | Epoch: 4/10 | Loss: 90.01 | Train Acc: 0.971 | Valid Acc: 0.972 | ROC: 0.973
0:04:42 | Epoch: 5/10 | Loss: 84.08 | Train Acc: 0.972 | Valid Acc: 0.973 | ROC: 0.974
0:04:51 | Epoch: 6/10 | Loss: 81.79 | Train Acc: 0.972 | Valid Acc: 0.971 | ROC: 0.967
0:04:43 | Epoch: 7/10 | Loss: 82.05 | Train Acc: 0.973 | Valid Acc: 0.971 | ROC: 0.971
0:04:42 | Epoch: 8/10 | Loss: 67.48 | Train Acc: 0.978 | Valid Acc: 0.973 | ROC: 0.976
0:04:42 | Epoch: 9/10 | Loss: 63.98 | Train Acc: 0.979 | Valid Acc: 0.977 | ROC: 0.978
0:04:42 | Epoch: 10/10 | Loss: 60.78 | Train Acc: 0.98 | Valid Acc: 0.975 | ROC: 0.978
---------- Fold: 3 ----------
0:04:45 | Epoch: 1/10 | Loss: 73.98 | Train Acc: 0.975 | Valid Acc: 0.973 | ROC: 0.967
0:05:12 | Epoch: 2/10 | Loss: 75.06 | Train Acc: 0.976 | Valid Acc: 0.967 | ROC: 0.96
0:04:49 | Epoch: 3/10 | Loss: 75.25 | Train Acc: 0.975 | Valid Acc: 0.97 | ROC: 0.968
0:04:45 | Epoch: 4/10 | Loss: 74.58 | Train Acc: 0.976 | Valid Acc: 0.974 | ROC: 0.972
0:04:44 | Epoch: 5/10 | Loss: 71.69 | Train Acc: 0.977 | Valid Acc: 0.968 | ROC: 0.969
0:04:44 | Epoch: 6/10 | Loss: 69.12 | Train Acc: 0.977 | Valid Acc: 0.974 | ROC: 0.969
0:04:43 | Epoch: 7/10 | Loss: 56.62 | Train Acc: 0.981 | Valid Acc: 0.975 | ROC: 0.973
0:04:43 | Epoch: 8/10 | Loss: 51.92 | Train Acc: 0.982 | Valid Acc: 0.975 | ROC: 0.972
0:04:44 | Epoch: 9/10 | Loss: 50.7 | Train Acc: 0.983 | Valid Acc: 0.976 | ROC: 0.973
0:04:42 | Epoch: 10/10 | Loss: 49.96 | Train Acc: 0.983 | Valid Acc: 0.975 | ROC: 0.972
---------- Fold: 4 ----------
0:04:42 | Epoch: 1/10 | Loss: 75.3 | Train Acc: 0.976 | Valid Acc: 0.967 | ROC: 0.964
0:04:42 | Epoch: 2/10 | Loss: 74.32 | Train Acc: 0.974 | Valid Acc: 0.976 | ROC: 0.974
0:04:43 | Epoch: 3/10 | Loss: 73.2 | Train Acc: 0.976 | Valid Acc: 0.976 | ROC: 0.974
0:04:43 | Epoch: 4/10 | Loss: 70.43 | Train Acc: 0.976 | Valid Acc: 0.976 | ROC: 0.971
0:04:42 | Epoch: 5/10 | Loss: 59.02 | Train Acc: 0.98 | Valid Acc: 0.976 | ROC: 0.972
Early stopping (no improvement since 3 models) | Best ROC: 0.9736970841579136
---------- Fold: 5 ----------
0:04:44 | Epoch: 1/10 | Loss: 75.84 | Train Acc: 0.975 | Valid Acc: 0.967 | ROC: 0.975
0:04:43 | Epoch: 2/10 | Loss: 71.65 | Train Acc: 0.976 | Valid Acc: 0.971 | ROC: 0.974
0:04:45 | Epoch: 3/10 | Loss: 69.75 | Train Acc: 0.977 | Valid Acc: 0.969 | ROC: 0.977
0:04:44 | Epoch: 4/10 | Loss: 68.84 | Train Acc: 0.977 | Valid Acc: 0.967 | ROC: 0.976
0:04:44 | Epoch: 5/10 | Loss: 67.5 | Train Acc: 0.977 | Valid Acc: 0.971 | ROC: 0.972
0:04:43 | Epoch: 6/10 | Loss: 55.48 | Train Acc: 0.981 | Valid Acc: 0.974 | ROC: 0.976
Early stopping (no improvement since 3 models) | Best ROC: 0.9770451932391339