diff --git a/docs/tutorials/05_torch_connector.ipynb b/docs/tutorials/05_torch_connector.ipynb
index 6ee62c8a3..0a4abcb7f 100644
--- a/docs/tutorials/05_torch_connector.ipynb
+++ b/docs/tutorials/05_torch_connector.ipynb
@@ -321,6 +321,7 @@
    ],
    "source": [
     "# Evaluate model and compute accuracy\n",
+    "model1.eval()\n",
     "y_predict = []\n",
     "for x, y_target in zip(X, y):\n",
     "    output = model1(Tensor(x))\n",
@@ -499,6 +500,7 @@
    ],
    "source": [
     "# Evaluate model and compute accuracy\n",
+    "model2.eval()\n",
     "y_predict = []\n",
     "for x in X:\n",
     "    output = model2(Tensor(x))\n",
@@ -704,6 +706,7 @@
     "plt.plot(X, y, \"bo\")\n",
     "\n",
     "# Plot fitted line\n",
+    "model3.eval()\n",
     "y_ = []\n",
     "for x in np.linspace(lb, ub):\n",
     "    output = model3(Tensor([x]))\n",