diff --git a/11_deep_learning.ipynb b/11_deep_learning.ipynb
index 8f83e95..eecfa1a 100644
--- a/11_deep_learning.ipynb
+++ b/11_deep_learning.ipynb
@@ -3599,9 +3599,6 @@
     "with tf.Session() as sess:\n",
     "    init.run()\n",
     "    restore_saver.restore(sess, \"./my_best_mnist_model_0_to_4\")\n",
-    "    for var in output_layer_vars:\n",
-    "        var.initializer.run()\n",
-    "\n",
     "    t0 = time.time()\n",
     "        \n",
     "    for epoch in range(n_epochs):\n",
@@ -3693,9 +3690,6 @@
     "with tf.Session() as sess:\n",
     "    init.run()\n",
     "    restore_saver.restore(sess, \"./my_best_mnist_model_0_to_4\")\n",
-    "    for var in output_layer_vars:\n",
-    "        var.initializer.run()\n",
-    "\n",
     "    t0 = time.time()\n",
     "    \n",
     "    hidden5_train = hidden5_out.eval(feed_dict={X: X_train2, y: y_train2})\n",