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

0:05:00 | Epoch: 1/15 | Loss: 246.9 | Train Acc: 0.91 | Valid Acc: 0.916 | ROC: 0.953

0:04:54 | Epoch: 2/15 | Loss: 224.1 | Train Acc: 0.919 | Valid Acc: 0.951 | ROC: 0.97

0:04:53 | Epoch: 3/15 | Loss: 217.7 | Train Acc: 0.921 | Valid Acc: 0.929 | ROC: 0.963

0:05:00 | Epoch: 4/15 | Loss: 212.3 | Train Acc: 0.924 | Valid Acc: 0.949 | ROC: 0.962

0:04:57 | Epoch: 5/15 | Loss: 200.1 | Train Acc: 0.93 | Valid Acc: 0.931 | ROC: 0.961

Early stopping (no improvement since 3 models) | Best ROC: 0.969582512315271

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

0:04:59 | Epoch: 1/15 | Loss: 234.0 | Train Acc: 0.917 | Valid Acc: 0.961 | ROC: 0.965

0:04:54 | Epoch: 2/15 | Loss: 227.1 | Train Acc: 0.918 | Valid Acc: 0.966 | ROC: 0.957

0:04:49 | Epoch: 3/15 | Loss: 217.2 | Train Acc: 0.922 | Valid Acc: 0.96 | ROC: 0.965

0:04:49 | Epoch: 4/15 | Loss: 208.6 | Train Acc: 0.925 | Valid Acc: 0.975 | ROC: 0.971

0:04:46 | Epoch: 5/15 | Loss: 202.7 | Train Acc: 0.928 | Valid Acc: 0.975 | ROC: 0.971

0:04:45 | Epoch: 6/15 | Loss: 205.1 | Train Acc: 0.926 | Valid Acc: 0.972 | ROC: 0.973

0:04:47 | Epoch: 7/15 | Loss: 200.2 | Train Acc: 0.927 | Valid Acc: 0.973 | ROC: 0.969

0:04:49 | Epoch: 8/15 | Loss: 202.7 | Train Acc: 0.928 | Valid Acc: 0.976 | ROC: 0.969

0:04:57 | Epoch: 9/15 | Loss: 196.2 | Train Acc: 0.929 | Valid Acc: 0.976 | ROC: 0.973

0:04:55 | Epoch: 10/15 | Loss: 197.9 | Train Acc: 0.928 | Valid Acc: 0.976 | ROC: 0.972

0:04:52 | Epoch: 11/15 | Loss: 192.3 | Train Acc: 0.93 | Valid Acc: 0.977 | ROC: 0.972

0:04:51 | Epoch: 12/15 | Loss: 192.3 | Train Acc: 0.93 | Valid Acc: 0.976 | ROC: 0.972

Early stopping (no improvement since 3 models) | Best ROC: 0.9727200147279357

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

0:04:52 | Epoch: 1/15 | Loss: 211.7 | Train Acc: 0.926 | Valid Acc: 0.976 | ROC: 0.977

0:04:55 | Epoch: 2/15 | Loss: 211.5 | Train Acc: 0.924 | Valid Acc: 0.977 | ROC: 0.974

0:04:56 | Epoch: 3/15 | Loss: 208.8 | Train Acc: 0.926 | Valid Acc: 0.973 | ROC: 0.978

0:04:51 | Epoch: 4/15 | Loss: 205.8 | Train Acc: 0.926 | Valid Acc: 0.976 | ROC: 0.972

0:04:45 | Epoch: 5/15 | Loss: 211.6 | Train Acc: 0.923 | Valid Acc: 0.972 | ROC: 0.976

0:04:44 | Epoch: 6/15 | Loss: 198.9 | Train Acc: 0.929 | Valid Acc: 0.975 | ROC: 0.976

Early stopping (no improvement since 3 models) | Best ROC: 0.9777181996522981

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

0:04:45 | Epoch: 1/15 | Loss: 206.0 | Train Acc: 0.925 | Valid Acc: 0.969 | ROC: 0.974

0:04:45 | Epoch: 2/15 | Loss: 204.1 | Train Acc: 0.927 | Valid Acc: 0.964 | ROC: 0.969

0:04:46 | Epoch: 3/15 | Loss: 202.1 | Train Acc: 0.927 | Valid Acc: 0.97 | ROC: 0.96

0:04:54 | Epoch: 4/15 | Loss: 193.6 | Train Acc: 0.931 | Valid Acc: 0.972 | ROC: 0.974

0:04:49 | Epoch: 5/15 | Loss: 193.0 | Train Acc: 0.93 | Valid Acc: 0.972 | ROC: 0.973

0:04:50 | Epoch: 6/15 | Loss: 189.8 | Train Acc: 0.931 | Valid Acc: 0.972 | ROC: 0.974

0:04:49 | Epoch: 7/15 | Loss: 185.0 | Train Acc: 0.933 | Valid Acc: 0.97 | ROC: 0.974

Early stopping (no improvement since 3 models) | Best ROC: 0.9742626009369002

---------- Fold: 5 ----------

0:04:48 | Epoch: 1/15 | Loss: 206.1 | Train Acc: 0.925 | Valid Acc: 0.971 | ROC: 0.972

0:04:46 | Epoch: 2/15 | Loss: 206.7 | Train Acc: 0.925 | Valid Acc: 0.969 | ROC: 0.975

0:04:47 | Epoch: 3/15 | Loss: 198.9 | Train Acc: 0.929 | Valid Acc: 0.972 | ROC: 0.97

0:04:46 | Epoch: 4/15 | Loss: 202.3 | Train Acc: 0.927 | Valid Acc: 0.977 | ROC: 0.977

0:04:47 | Epoch: 5/15 | Loss: 201.2 | Train Acc: 0.927 | Valid Acc: 0.971 | ROC: 0.973

0:04:53 | Epoch: 6/15 | Loss: 197.1 | Train Acc: 0.93 | Valid Acc: 0.966 | ROC: 0.971

0:05:06 | Epoch: 7/15 | Loss: 191.2 | Train Acc: 0.93 | Valid Acc: 0.975 | ROC: 0.979

0:04:59 | Epoch: 8/15 | Loss: 191.2 | Train Acc: 0.931 | Valid Acc: 0.976 | ROC: 0.979

0:05:03 | Epoch: 9/15 | Loss: 191.3 | Train Acc: 0.932 | Valid Acc: 0.974 | ROC: 0.979

0:05:06 | Epoch: 10/15 | Loss: 188.6 | Train Acc: 0.932 | Valid Acc: 0.973 | ROC: 0.98

0:05:12 | Epoch: 11/15 | Loss: 186.3 | Train Acc: 0.933 | Valid Acc: 0.972 | ROC: 0.979

0:05:06 | Epoch: 12/15 | Loss: 187.8 | Train Acc: 0.932 | Valid Acc: 0.977 | ROC: 0.983

0:05:03 | Epoch: 13/15 | Loss: 183.6 | Train Acc: 0.934 | Valid Acc: 0.974 | ROC: 0.978

0:05:00 | Epoch: 14/15 | Loss: 186.1 | Train Acc: 0.932 | Valid Acc: 0.973 | ROC: 0.98

0:04:59 | Epoch: 15/15 | Loss: 183.3 | Train Acc: 0.933 | Valid Acc: 0.975 | ROC: 0.981

Early stopping (no improvement since 3 models) | Best ROC: 0.9830294890684985

---------- Fold: 6 ----------

0:05:00 | Epoch: 1/15 | Loss: 202.1 | Train Acc: 0.929 | Valid Acc: 0.974 | ROC: 0.983

0:05:00 | Epoch: 2/15 | Loss: 202.6 | Train Acc: 0.927 | Valid Acc: 0.981 | ROC: 0.986

0:04:59 | Epoch: 3/15 | Loss: 203.0 | Train Acc: 0.926 | Valid Acc: 0.977 | ROC: 0.984

0:04:59 | Epoch: 4/15 | Loss: 198.5 | Train Acc: 0.93 | Valid Acc: 0.982 | ROC: 0.987

0:05:00 | Epoch: 5/15 | Loss: 197.4 | Train Acc: 0.929 | Valid Acc: 0.981 | ROC: 0.986

0:05:00 | Epoch: 6/15 | Loss: 198.9 | Train Acc: 0.928 | Valid Acc: 0.972 | ROC: 0.983

0:05:00 | Epoch: 7/15 | Loss: 191.6 | Train Acc: 0.931 | Valid Acc: 0.979 | ROC: 0.984

Early stopping (no improvement since 3 models) | Best ROC: 0.9868998283213488