diff --git a/11_training_deep_neural_networks.ipynb b/11_training_deep_neural_networks.ipynb
index 5ad951f..f80db42 100644
--- a/11_training_deep_neural_networks.ipynb
+++ b/11_training_deep_neural_networks.ipynb
@@ -715,8 +715,8 @@
     "    keras.layers.BatchNormalization(),\n",
     "    keras.layers.Activation(\"relu\"),\n",
     "    keras.layers.Dense(100, use_bias=False),\n",
-    "    keras.layers.Activation(\"relu\"),\n",
     "    keras.layers.BatchNormalization(),\n",
+    "    keras.layers.Activation(\"relu\"),\n",
     "    keras.layers.Dense(10, activation=\"softmax\")\n",
     "])"
    ]