diff --git a/setup.py b/setup.py
index d71704e35480a1ff9a19eaaec5e2f8ad4b1315cc..f0f187cc7858bec09726a1c8d13c445c771ec399 100644
--- a/setup.py
+++ b/setup.py
@@ -70,6 +70,7 @@ setup(
       # scripts should be declared using this entry:
       'console_scripts' : [
         'train_cnn.py = bob.learn.pytorch.scripts.train_cnn:main', 
+        'train_dcgan.py = bob.learn.pytorch.scripts.train_dcgan:main', 
       ],
    },