diff --git a/modules/deeplearning/icing_cnn.py b/modules/deeplearning/icing_cnn.py
index 5990b0a49f900320177cefda32756552832289e2..59d37ec432042e980858dbc63ccdd95655f4e9c9 100644
--- a/modules/deeplearning/icing_cnn.py
+++ b/modules/deeplearning/icing_cnn.py
@@ -656,9 +656,6 @@ class IcingIntensityNN:
         self.optimizer = optimizer
         self.initial_learning_rate = initial_learning_rate
 
-        print('initial_learning_rate, decay_rate: ', initial_learning_rate, decay_rate)
-        print('steps_per_epoch, decay_steps: ', steps_per_epoch, decay_steps)
-
     def build_evaluation(self):
         self.train_loss = tf.keras.metrics.Mean(name='train_loss')
         self.test_loss = tf.keras.metrics.Mean(name='test_loss')
@@ -973,7 +970,6 @@ class IcingIntensityNN:
         # with tf.device('/device:GPU:'+str(self.gpu_device)):
         self.setup_pipeline(filename_l1b_trn, filename_l1b_tst, filename_l2_trn, filename_l2_tst)
         self.build_model()
-        self.model.summary()
         self.build_training()
         self.build_evaluation()
         self.do_training()