Kaggle competition: SIIM-ISIC Melanoma Classification
<SOS> metric: MCAUC Kaggle data source: siim-isic-melanoma-classification<train_model>
import pandas as pd
import matplotlib.pyplot as plt
X_train = X_train.reshape(-1,28,28,1)
 X_test = X_test.reshape(-1,28,28,1 )<data_type_conversions>
image_sub = pd.read_csv('.. /input/melanomapreds/submissionImage.csv')
 tabular_sub = pd.read_csv('.. /input/melanomapreds/submissionTabular.csv')
 tabular_sub.head()
<split><EOS> 
sub = image_sub.copy()
sub.target = 0.9 * image_sub.target.values + 0.1 * tabular_sub.target.values
sub.to_csv('submission.csv',index=False )