rocs curve keras code example
Example: plot roc curve for neural network keras
from sklearn.metrics import roc_curve, auc
history = model.fit(x_train, y_train, validation_data=(
x_test, y_test), epochs=num_of_epochs, batch_size=batch_size, verbose=1)
y_pred = model.predict(x_test).ravel()
nn_fpr_keras, nn_tpr_keras, nn_thresholds_keras = roc_curve(y_test, y_pred)
auc_keras = auc(nn_fpr_keras, nn_tpr_keras)
plt.plot(nn_fpr_keras, nn_tpr_keras, marker='.', label='Neural Network (auc = %0.3f)' % auc_keras)