diff --git a/doc/pub/week41/ipynb/week41.ipynb b/doc/pub/week41/ipynb/week41.ipynb
index 5e4352c71..c5f643509 100644
--- a/doc/pub/week41/ipynb/week41.ipynb
+++ b/doc/pub/week41/ipynb/week41.ipynb
@@ -2254,10 +2254,67 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 5,
    "id": "1248e89b",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[36.89563074]\n",
+      "[23.62323175]\n",
+      "[15.1251681]\n",
+      "[9.68402334]\n",
+      "[6.20020163]\n",
+      "[3.96963458]\n",
+      "[2.54150298]\n",
+      "[1.62714703]\n",
+      "[1.0417409]\n",
+      "[0.66694492]\n",
+      "[0.42699034]\n",
+      "[0.27336592]\n",
+      "[0.17501258]\n",
+      "[0.11204514]\n",
+      "[0.07173249]\n",
+      "[0.04592382]\n",
+      "[0.02940083]\n",
+      "[0.01882264]\n",
+      "[0.01205039]\n",
+      "[0.00771475]\n",
+      "[0.00493903]\n",
+      "[0.003162]\n",
+      "[0.00202433]\n",
+      "[0.00129599]\n",
+      "[0.0008297]\n",
+      "[0.00053118]\n",
+      "[0.00034006]\n",
+      "[0.00021771]\n",
+      "[0.00013938]\n",
+      "[8.92313548e-05]\n",
+      "[5.71263851e-05]\n",
+      "[3.6572612e-05]\n",
+      "[2.34139775e-05]\n",
+      "[1.49897504e-05]\n",
+      "[9.5965161e-06]\n",
+      "[6.14373934e-06]\n",
+      "[3.93325371e-06]\n",
+      "[2.51808934e-06]\n",
+      "[1.61209378e-06]\n",
+      "[1.03207075e-06]\n",
+      "[6.60737006e-07]\n",
+      "[4.23007231e-07]\n",
+      "[2.70811405e-07]\n",
+      "[1.73374853e-07]\n",
+      "[1.10995472e-07]\n",
+      "[7.10598715e-08]\n",
+      "[4.54928947e-08]\n",
+      "[2.91247848e-08]\n",
+      "[1.86458368e-08]\n",
+      "[1.19371605e-08]\n"
+     ]
+    }
+   ],
    "source": [
     "import numpy as np\n",
     "# We use the Sigmoid function as activation function\n",