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Jerry Gunter
JerryG/
SIIM-Melanoma-Prep-Data
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0:04:55 | Epoch: 1/10 | Loss: 134.8 | Train Acc: 0.954 | Valid Acc: 0.927 | ROC: 0.935





  
  

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0:04:52 | Epoch: 2/10 | Loss: 104.2 | Train Acc: 0.966 | Valid Acc: 0.931 | ROC: 0.96





  
  

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0:04:50 | Epoch: 3/10 | Loss: 95.04 | Train Acc: 0.969 | Valid Acc: 0.936 | ROC: 0.916





  
  

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0:05:08 | Epoch: 4/10 | Loss: 91.61 | Train Acc: 0.97 | Valid Acc: 0.924 | ROC: 0.961





  
  

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0:04:45 | Epoch: 5/10 | Loss: 86.65 | Train Acc: 0.972 | Valid Acc: 0.933 | ROC: 0.911





  
  

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0:04:44 | Epoch: 6/10 | Loss: 86.47 | Train Acc: 0.973 | Valid Acc: 0.928 | ROC: 0.953





  
  

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0:04:44 | Epoch: 7/10 | Loss: 72.69 | Train Acc: 0.977 | Valid Acc: 0.93 | ROC: 0.939





  
  

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Early stopping (no improvement since 3 models) | Best ROC: 0.9606176158910534





  
  

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0:04:42 | Epoch: 1/10 | Loss: 103.9 | Train Acc: 0.965 | Valid Acc: 0.969 | ROC: 0.969





  
  

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0:04:43 | Epoch: 2/10 | Loss: 97.03 | Train Acc: 0.968 | Valid Acc: 0.971 | ROC: 0.97





  
  

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0:04:43 | Epoch: 3/10 | Loss: 90.99 | Train Acc: 0.97 | Valid Acc: 0.974 | ROC: 0.966





  
  

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0:04:42 | Epoch: 4/10 | Loss: 90.01 | Train Acc: 0.971 | Valid Acc: 0.972 | ROC: 0.973





  
  

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0:04:42 | Epoch: 5/10 | Loss: 84.08 | Train Acc: 0.972 | Valid Acc: 0.973 | ROC: 0.974





  
  

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0:04:51 | Epoch: 6/10 | Loss: 81.79 | Train Acc: 0.972 | Valid Acc: 0.971 | ROC: 0.967





  
  

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0:04:43 | Epoch: 7/10 | Loss: 82.05 | Train Acc: 0.973 | Valid Acc: 0.971 | ROC: 0.971





  
  

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0:04:42 | Epoch: 8/10 | Loss: 67.48 | Train Acc: 0.978 | Valid Acc: 0.973 | ROC: 0.976





  
  

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0:04:42 | Epoch: 9/10 | Loss: 63.98 | Train Acc: 0.979 | Valid Acc: 0.977 | ROC: 0.978





  
  

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0:04:42 | Epoch: 10/10 | Loss: 60.78 | Train Acc: 0.98 | Valid Acc: 0.975 | ROC: 0.978





  
  

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0:04:45 | Epoch: 1/10 | Loss: 73.98 | Train Acc: 0.975 | Valid Acc: 0.973 | ROC: 0.967





  
  

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0:05:12 | Epoch: 2/10 | Loss: 75.06 | Train Acc: 0.976 | Valid Acc: 0.967 | ROC: 0.96





  
  

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0:04:49 | Epoch: 3/10 | Loss: 75.25 | Train Acc: 0.975 | Valid Acc: 0.97 | ROC: 0.968





  
  

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0:04:45 | Epoch: 4/10 | Loss: 74.58 | Train Acc: 0.976 | Valid Acc: 0.974 | ROC: 0.972





  
  

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0:04:44 | Epoch: 5/10 | Loss: 71.69 | Train Acc: 0.977 | Valid Acc: 0.968 | ROC: 0.969





  
  

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0:04:44 | Epoch: 6/10 | Loss: 69.12 | Train Acc: 0.977 | Valid Acc: 0.974 | ROC: 0.969





  
  

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0:04:43 | Epoch: 7/10 | Loss: 56.62 | Train Acc: 0.981 | Valid Acc: 0.975 | ROC: 0.973





  
  

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0:04:43 | Epoch: 8/10 | Loss: 51.92 | Train Acc: 0.982 | Valid Acc: 0.975 | ROC: 0.972





  
  

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0:04:44 | Epoch: 9/10 | Loss: 50.7 | Train Acc: 0.983 | Valid Acc: 0.976 | ROC: 0.973





  
  

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0:04:42 | Epoch: 10/10 | Loss: 49.96 | Train Acc: 0.983 | Valid Acc: 0.975 | ROC: 0.972





  
  

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0:04:42 | Epoch: 1/10 | Loss: 75.3 | Train Acc: 0.976 | Valid Acc: 0.967 | ROC: 0.964





  
  

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0:04:42 | Epoch: 2/10 | Loss: 74.32 | Train Acc: 0.974 | Valid Acc: 0.976 | ROC: 0.974





  
  

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0:04:43 | Epoch: 3/10 | Loss: 73.2 | Train Acc: 0.976 | Valid Acc: 0.976 | ROC: 0.974





  
  

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0:04:43 | Epoch: 4/10 | Loss: 70.43 | Train Acc: 0.976 | Valid Acc: 0.976 | ROC: 0.971





  
  

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0:04:42 | Epoch: 5/10 | Loss: 59.02 | Train Acc: 0.98 | Valid Acc: 0.976 | ROC: 0.972





  
  

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Early stopping (no improvement since 3 models) | Best ROC: 0.9736970841579136





  
  

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





  
  

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0:04:44 | Epoch: 1/10 | Loss: 75.84 | Train Acc: 0.975 | Valid Acc: 0.967 | ROC: 0.975





  
  

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0:04:43 | Epoch: 2/10 | Loss: 71.65 | Train Acc: 0.976 | Valid Acc: 0.971 | ROC: 0.974





  
  

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0:04:45 | Epoch: 3/10 | Loss: 69.75 | Train Acc: 0.977 | Valid Acc: 0.969 | ROC: 0.977





  
  

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0:04:44 | Epoch: 4/10 | Loss: 68.84 | Train Acc: 0.977 | Valid Acc: 0.967 | ROC: 0.976





  
  

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0:04:44 | Epoch: 5/10 | Loss: 67.5 | Train Acc: 0.977 | Valid Acc: 0.971 | ROC: 0.972





  
  

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0:04:43 | Epoch: 6/10 | Loss: 55.48 | Train Acc: 0.981 | Valid Acc: 0.974 | ROC: 0.976





  
  

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Early stopping (no improvement since 3 models) | Best ROC: 0.9770451932391339