diff --git a/doc/plot/plot_ML.py b/doc/plot/plot_ML.py
index bd61a534c8eca1f957f273dd4a03faf38137c0e0..4717249139eef6dce906d41341768fd0fe41ab80 100644
--- a/doc/plot/plot_ML.py
+++ b/doc/plot/plot_ML.py
@@ -8,7 +8,7 @@ from matplotlib.patches import Ellipse
 
 import bob.db.iris
 
-from bob.learn.em.mixture import GMMMachine
+from bob.learn.em import GMMMachine
 
 logger = logging.getLogger("bob.learn.em")
 logger.setLevel("DEBUG")