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Jerry Gunter
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SIIM-Melanoma-Prep-Data
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---------- Fold: 1 ----------

0:07:21 | Epoch: 1/10 | Loss: 141.4 | Train Acc: 0.95 | Valid Acc: 0.972 | ROC: 0.963

0:07:18 | Epoch: 2/10 | Loss: 115.6 | Train Acc: 0.961 | Valid Acc: 0.967 | ROC: 0.964

0:07:19 | Epoch: 3/10 | Loss: 100.3 | Train Acc: 0.966 | Valid Acc: 0.971 | ROC: 0.966

0:07:19 | Epoch: 4/10 | Loss: 97.98 | Train Acc: 0.968 | Valid Acc: 0.956 | ROC: 0.959

0:07:21 | Epoch: 5/10 | Loss: 93.66 | Train Acc: 0.969 | Valid Acc: 0.969 | ROC: 0.962

0:07:33 | Epoch: 6/10 | Loss: 75.05 | Train Acc: 0.975 | Valid Acc: 0.978 | ROC: 0.975

0:07:19 | Epoch: 7/10 | Loss: 68.61 | Train Acc: 0.978 | Valid Acc: 0.978 | ROC: 0.977

0:07:18 | Epoch: 8/10 | Loss: 64.51 | Train Acc: 0.978 | Valid Acc: 0.971 | ROC: 0.973

0:07:22 | Epoch: 9/10 | Loss: 62.91 | Train Acc: 0.979 | Valid Acc: 0.978 | ROC: 0.977

0:07:21 | Epoch: 10/10 | Loss: 55.88 | Train Acc: 0.981 | Valid Acc: 0.975 | ROC: 0.975

Early stopping (no improvement since 3 models) | Best ROC: 0.9767974204133367

---------- Fold: 2 ----------

0:07:18 | Epoch: 1/10 | Loss: 87.77 | Train Acc: 0.971 | Valid Acc: 0.975 | ROC: 0.966

0:07:20 | Epoch: 2/10 | Loss: 82.65 | Train Acc: 0.972 | Valid Acc: 0.972 | ROC: 0.965

0:07:20 | Epoch: 3/10 | Loss: 78.98 | Train Acc: 0.975 | Valid Acc: 0.971 | ROC: 0.968

0:07:18 | Epoch: 4/10 | Loss: 80.99 | Train Acc: 0.974 | Valid Acc: 0.975 | ROC: 0.968

0:07:20 | Epoch: 5/10 | Loss: 75.36 | Train Acc: 0.976 | Valid Acc: 0.965 | ROC: 0.956

0:07:17 | Epoch: 6/10 | Loss: 62.8 | Train Acc: 0.98 | Valid Acc: 0.973 | ROC: 0.968

Early stopping (no improvement since 3 models) | Best ROC: 0.9680918598115538

---------- Fold: 3 ----------

0:07:22 | Epoch: 1/10 | Loss: 80.23 | Train Acc: 0.973 | Valid Acc: 0.974 | ROC: 0.966

0:07:20 | Epoch: 2/10 | Loss: 76.71 | Train Acc: 0.975 | Valid Acc: 0.976 | ROC: 0.972

0:07:19 | Epoch: 3/10 | Loss: 74.95 | Train Acc: 0.976 | Valid Acc: 0.974 | ROC: 0.964

0:07:18 | Epoch: 4/10 | Loss: 71.44 | Train Acc: 0.976 | Valid Acc: 0.973 | ROC: 0.968

0:07:21 | Epoch: 5/10 | Loss: 57.08 | Train Acc: 0.98 | Valid Acc: 0.972 | ROC: 0.966

Early stopping (no improvement since 3 models) | Best ROC: 0.9723642772872584

---------- Fold: 4 ----------

0:07:21 | Epoch: 1/10 | Loss: 76.82 | Train Acc: 0.975 | Valid Acc: 0.977 | ROC: 0.979

0:07:21 | Epoch: 2/10 | Loss: 74.21 | Train Acc: 0.975 | Valid Acc: 0.973 | ROC: 0.974

0:07:19 | Epoch: 3/10 | Loss: 70.16 | Train Acc: 0.977 | Valid Acc: 0.974 | ROC: 0.976

0:07:21 | Epoch: 4/10 | Loss: 55.12 | Train Acc: 0.982 | Valid Acc: 0.976 | ROC: 0.981

0:07:19 | Epoch: 5/10 | Loss: 52.46 | Train Acc: 0.982 | Valid Acc: 0.977 | ROC: 0.981

0:07:20 | Epoch: 6/10 | Loss: 51.57 | Train Acc: 0.983 | Valid Acc: 0.975 | ROC: 0.979

0:07:20 | Epoch: 7/10 | Loss: 44.18 | Train Acc: 0.985 | Valid Acc: 0.974 | ROC: 0.979

Early stopping (no improvement since 3 models) | Best ROC: 0.9810196124781471