diff --git a/Notebooks/quentin/ginnprak01.ipynb b/Notebooks/quentin/ginnprak01.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..d9eae14d7b509e73b2d0108f1deedaf20b52adde
--- /dev/null
+++ b/Notebooks/quentin/ginnprak01.ipynb
@@ -0,0 +1,151 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "initial_id",
+   "metadata": {
+    "collapsed": true,
+    "ExecuteTime": {
+     "end_time": "2023-10-23T21:13:08.514623Z",
+     "start_time": "2023-10-23T21:13:08.508035Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "import tensorflow as tf\n",
+    "\n",
+    "#Forward Funktion\n",
+    "def hat_f(x, Theta):\n",
+    "    a = 1 / (1 + tf.exp(-(Theta[0]*x[0] + Theta[1]*x[1] + Theta[2])))\n",
+    "    b = 1 / (1 + tf.exp(-(Theta[3]*x[0] + Theta[4]*x[1] + Theta[5])))\n",
+    "    c = 1 / (1 + tf.exp(-(Theta[6]*x[0] + Theta[7]*x[1] + Theta[8])))\n",
+    "    \n",
+    "    d = 1 / (1 + tf.exp(-(Theta[9]*a + Theta[10]*b + Theta[11]*c + Theta[12])))\n",
+    "    e = 1 / (1 + tf.exp(-(Theta[13]*a + Theta[14]*b + Theta[15]*c + Theta[16])))\n",
+    "    \n",
+    "    hat_y = tf.math.tanh(Theta[17]*d + Theta[18]*e + Theta[19])\n",
+    "    \n",
+    "    return hat_y"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "\n",
+    "# Initialize Theta (Page 3)\n",
+    "Theta = tf.constant([0.12, 1.6, 3.2, 1.5, -1.1, 3.2, 1.4, 0.54, -3.3, 3.8, 2.6, -4.5, -3.4, -2.0, -3.3, 1.7, 3.2, 7.2, -6.0, -1.8], dtype=tf.float32)\n",
+    "\n",
+    "# Create grid for plotting\n",
+    "n_points = int(np.sqrt(200))\n",
+    "x1_values = np.linspace(-6, 6, n_points)\n",
+    "x2_values = np.linspace(-6, 6, n_points)\n",
+    "X1, X2 = np.meshgrid(x1_values, x2_values)\n",
+    "Z = np.zeros(X1.shape)\n",
+    "\n"
+   ],
+   "metadata": {
+    "collapsed": false,
+    "ExecuteTime": {
+     "end_time": "2023-10-23T21:13:08.517379Z",
+     "start_time": "2023-10-23T21:13:08.513096Z"
+    }
+   },
+   "id": "397dd97ca675d17e"
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "outputs": [
+    {
+     "data": {
+      "text/plain": "<Figure size 640x480 with 1 Axes>",
+      "image/png": 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"
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": "<Figure size 640x480 with 1 Axes>",
+      "image/png": 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"
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "# Compute model outputs and plot\n",
+    "plt.figure()\n",
+    "\n",
+    "for i in range(X1.shape[0]):\n",
+    "    for j in range(X1.shape[1]):\n",
+    "        x = np.array([X1[i, j], X2[i, j]], dtype=np.float32)\n",
+    "        Z[i, j] = hat_f(x, Theta)\n",
+    "        if Z[i, j] > 0:\n",
+    "            plt.scatter(X1[i, j], X2[i, j], c='red')\n",
+    "        else:\n",
+    "            plt.scatter(X1[i, j], X2[i, j], c='green')\n",
+    "\n",
+    "plt.title('2D Plot of hat_f(x, Theta) in the square Q=[-6,6]x[-6,6]')\n",
+    "plt.xlabel('x1')\n",
+    "plt.ylabel('x2')\n",
+    "plt.show()\n",
+    "\n",
+    "# 3D Plot\n",
+    "fig = plt.figure()\n",
+    "ax = fig.add_subplot(111, projection='3d')\n",
+    "ax.scatter(X1, X2, Z, c=np.sign(Z), cmap='bwr')  # Use red for values > 0, blue for values < 0\n",
+    "ax.set_title('3D Plot of hat_f(x, Theta)')\n",
+    "ax.set_xlabel('x1')\n",
+    "ax.set_ylabel('x2')\n",
+    "ax.set_zlabel('hat_y')\n",
+    "plt.show()"
+   ],
+   "metadata": {
+    "collapsed": false,
+    "ExecuteTime": {
+     "end_time": "2023-10-23T21:14:30.600669Z",
+     "start_time": "2023-10-23T21:14:29.527193Z"
+    }
+   },
+   "id": "ba9e53d42150ed66"
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "outputs": [],
+   "source": [],
+   "metadata": {
+    "collapsed": false
+   },
+   "id": "ecfee0a0dc0e75d2"
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 2
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython2",
+   "version": "2.7.6"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}