diff --git a/gensim/models/__init__.py b/gensim/models/__init__.py
index 4114724027..84516653e5 100644
--- a/gensim/models/__init__.py
+++ b/gensim/models/__init__.py
@@ -8,6 +8,7 @@
 from .hdpmodel import HdpModel  # noqa:F401
 from .ldamodel import LdaModel  # noqa:F401
 from .lsimodel import LsiModel  # noqa:F401
+from .nmf import Nmf  # noqa:F401
 from .tfidfmodel import TfidfModel  # noqa:F401
 from .rpmodel import RpModel  # noqa:F401
 from .logentropy_model import LogEntropyModel  # noqa:F401