diff --git a/notebooks/deep_net_in_keras_with_tensorboard.ipynb b/notebooks/deep_net_in_keras_with_tensorboard.ipynb
index a1196b0..e1a0bd0 100644
--- a/notebooks/deep_net_in_keras_with_tensorboard.ipynb
+++ b/notebooks/deep_net_in_keras_with_tensorboard.ipynb
@@ -47,7 +47,7 @@
     "from keras.models import Sequential\n",
     "from keras.layers import Dense\n",
     "from keras.layers import Dropout \n",
-    "from keras.layers.normalization import BatchNormalization \n",
+    "from keras.layers import BatchNormalization \n",
     "from keras.optimizers import SGD\n",
     "from keras.callbacks import TensorBoard # new! "
    ]