diff --git a/modules/deeplearning/icing.py b/modules/deeplearning/icing.py
index 62d6b5754d364b481f56fbed40f8f9bfcdd39240..a80d58b2a806df79689002df96c3d12e3d3367d3 100644
--- a/modules/deeplearning/icing.py
+++ b/modules/deeplearning/icing.py
@@ -414,6 +414,9 @@ class IcingIntensityNN:
     def build_evaluation(self):
         self.train_accuracy = tf.keras.metrics.BinaryAccuracy(name='train_accuracy')
         self.test_accuracy = tf.keras.metrics.BinaryAccuracy(name='test_accuracy')
+        self.test_auc = tf.keras.metrics.AUC(name='test_auc')
+        self.test_recall = tf.keras.metrics.Recall(name='test_recall')
+        self.test_precision = tf.keras.metrics.Precision(name='test_precision')
         self.train_loss = tf.keras.metrics.Mean(name='train_loss')
         self.test_loss = tf.keras.metrics.Mean(name='test_loss')