The testing of our network looks as follows:

feed_dict = { 
    feature_data: test_features.values, 
    actual_classes: test_labels.values.reshape(len(test_labels.values), 2) 
} 
tf_confusion_metrics(model, actual_classes, sess, feed_dict)