diff --git a/notebooks/deep_net_in_keras.ipynb b/notebooks/deep_net_in_keras.ipynb
index 022ce94..2f90d93 100644
--- a/notebooks/deep_net_in_keras.ipynb
+++ b/notebooks/deep_net_in_keras.ipynb
@@ -47,7 +47,7 @@
     "from keras.models import Sequential\n",
     "from keras.layers import Dense\n",
     "from keras.layers import Dropout # new!\n",
-    "from keras.layers.normalization import BatchNormalization # new!\n",
+    "from keras.layers import BatchNormalization # new!\n",
     "from keras.optimizers import SGD"
    ]
   },