From cb8897e47d1f0978b78d1e035d3bec6447c63ed0 Mon Sep 17 00:00:00 2001
From: Mirko Birbaumer <mirko.birbaumer@hslu.ch>
Date: Tue, 27 Sep 2022 12:13:13 +0000
Subject: [PATCH] Adapted solutions

---
 ...Jupyter Notebook - Linear Classifier.ipynb |   2 +-
 .../Solutions to Exercises - Block 2.ipynb    | 150 +++++++++---------
 2 files changed, 75 insertions(+), 77 deletions(-)

diff --git a/notebooks/Linear_Classifier/Jupyter Notebook - Linear Classifier.ipynb b/notebooks/Linear_Classifier/Jupyter Notebook - Linear Classifier.ipynb
index ace13f1..6ed688b 100644
--- a/notebooks/Linear_Classifier/Jupyter Notebook - Linear Classifier.ipynb	
+++ b/notebooks/Linear_Classifier/Jupyter Notebook - Linear Classifier.ipynb	
@@ -21,7 +21,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 70 Axes>"
       ]
diff --git a/notebooks/Neural_Networks/Solutions to Exercises - Block 2.ipynb b/notebooks/Neural_Networks/Solutions to Exercises - Block 2.ipynb
index 60627b2..0372375 100644
--- a/notebooks/Neural_Networks/Solutions to Exercises - Block 2.ipynb	
+++ b/notebooks/Neural_Networks/Solutions to Exercises - Block 2.ipynb	
@@ -96,7 +96,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 5,
    "metadata": {
     "colab": {},
     "colab_type": "code",
@@ -164,7 +164,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 6,
    "metadata": {
     "colab": {},
     "colab_type": "code",
@@ -191,7 +191,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 7,
    "metadata": {
     "colab": {},
     "colab_type": "code",
@@ -206,7 +206,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
@@ -249,7 +249,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 9,
    "metadata": {
     "colab": {},
     "colab_type": "code",
@@ -297,7 +297,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 10,
    "metadata": {
     "colab": {},
     "colab_type": "code",
@@ -334,7 +334,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 11,
    "metadata": {
     "colab": {},
     "colab_type": "code",
@@ -344,16 +344,16 @@
     {
      "data": {
       "text/plain": [
-       "[<matplotlib.lines.Line2D at 0x7f69083a1b10>]"
+       "[<matplotlib.lines.Line2D at 0x7ff1b8768250>]"
       ]
      },
-     "execution_count": 9,
+     "execution_count": 11,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -387,7 +387,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 12,
    "metadata": {
     "colab": {},
     "colab_type": "code",
@@ -398,7 +398,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "[[211.33777]]\n"
+      "[[211.31995]]\n"
      ]
     }
    ],
@@ -440,7 +440,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 13,
    "metadata": {
     "colab": {},
     "colab_type": "code",
@@ -451,7 +451,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "These are the layer variables: [array([[1.8201027]], dtype=float32), array([29.327496], dtype=float32)]\n"
+      "These are the layer variables: [array([[1.8230339]], dtype=float32), array([29.016552], dtype=float32)]\n"
      ]
     }
    ],
@@ -481,7 +481,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 14,
    "metadata": {
     "colab": {},
     "colab_type": "code",
@@ -493,19 +493,19 @@
      "output_type": "stream",
      "text": [
       "Finished training the model\n",
-      "[[211.74744]]\n",
-      "Model predicts that 100 degrees Celsius is: [[211.74744]] degrees Fahrenheit\n",
-      "These are the l0 variables: [array([[-0.3999552 , -0.19984037, -0.3993555 ,  0.23797645]],\n",
-      "      dtype=float32), array([-3.64464   , -0.05620334, -3.7051175 ,  3.6476896 ], dtype=float32)]\n",
-      "These are the l1 variables: [array([[-0.6539953 ,  1.2016883 , -0.15631415, -0.09634368],\n",
-      "       [-0.044912  ,  0.33702853,  0.4186295 ,  0.56916535],\n",
-      "       [-0.13941915,  0.3288872 , -0.6001862 , -1.3318719 ],\n",
-      "       [ 0.4855473 , -0.6946453 ,  0.04858445,  0.9635439 ]],\n",
-      "      dtype=float32), array([ 0.8685159, -3.7419426, -1.925964 ,  3.4745376], dtype=float32)]\n",
-      "These are the l2 variables: [array([[ 0.16444923],\n",
-      "       [-1.1736581 ],\n",
-      "       [-0.13025026],\n",
-      "       [ 1.1136886 ]], dtype=float32), array([3.5807242], dtype=float32)]\n"
+      "[[211.74745]]\n",
+      "Model predicts that 100 degrees Celsius is: [[211.74745]] degrees Fahrenheit\n",
+      "These are the l0 variables: [array([[ 0.18068163,  0.06515072, -0.6722916 ,  0.1446809 ]],\n",
+      "      dtype=float32), array([ 3.7213106 ,  0.81332093, -4.0666776 ,  3.1367304 ], dtype=float32)]\n",
+      "These are the l1 variables: [array([[ 0.05957722,  0.42672783,  1.1639522 , -0.41999337],\n",
+      "       [-0.25901708, -0.83778834,  0.51795673, -0.02333872],\n",
+      "       [-1.0585157 ,  0.23087949, -1.0945882 , -0.23595653],\n",
+      "       [-0.19006519,  0.11646083,  0.10799111, -1.0850915 ]],\n",
+      "      dtype=float32), array([ 3.6871557,  2.785199 ,  3.7489872, -2.9299061], dtype=float32)]\n",
+      "These are the l2 variables: [array([[ 0.9617129 ],\n",
+      "       [ 0.37190524],\n",
+      "       [ 1.1413199 ],\n",
+      "       [-0.69586957]], dtype=float32), array([3.6592395], dtype=float32)]\n"
      ]
     }
    ],
@@ -570,7 +570,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [
     {
@@ -579,7 +579,7 @@
        "Text(0, 0.5, 'Broken O-rings')"
       ]
      },
-     "execution_count": 13,
+     "execution_count": 15,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -614,7 +614,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 16,
    "metadata": {},
    "outputs": [
     {
@@ -642,7 +642,7 @@
     "P(y_i=1 | x_i) = \\frac{e^{(b +  x_i w)}}{1 + e^{(b + x_i w)}} = [1 + e^{-(b + x_i w)}]^{-1}\n",
     "$\n",
     "\n",
-    "If we have more than one data point, which we usually do, we have to apply the equation above to each of the N data points. In this case we can use a vectorized version with $x=(x_1,x_2,\\ldots,x_N)$ and $y=(y_1,y_2,\\ldots,y_N$)"
+    "If we have more than one data point, which we usually do, we have to apply the equation above to each of the $N$ data points. In this case we can use a vectorized version with $x=(x_1,x_2,\\ldots,x_N)$ and $y=(y_1,y_2,\\ldots,y_N$)"
    ]
   },
   {
@@ -655,7 +655,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [
     {
@@ -704,7 +704,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 18,
    "metadata": {},
    "outputs": [
     {
@@ -765,7 +765,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 19,
    "metadata": {},
    "outputs": [
     {
@@ -974,7 +974,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 22,
    "metadata": {},
    "outputs": [
     {
@@ -982,25 +982,25 @@
      "output_type": "stream",
      "text": [
       "Epoch 1/10\n",
-      "1875/1875 [==============================] - 8s 4ms/step - loss: 313.8780 - accuracy: 0.8421 - val_loss: 233.5310 - val_accuracy: 0.8710\n",
+      "1875/1875 [==============================] - 6s 3ms/step - loss: 321.2297 - accuracy: 0.8435 - val_loss: 183.4917 - val_accuracy: 0.9017\n",
       "Epoch 2/10\n",
-      "1875/1875 [==============================] - 8s 4ms/step - loss: 259.4649 - accuracy: 0.8686 - val_loss: 243.6489 - val_accuracy: 0.8813\n",
+      "1875/1875 [==============================] - 6s 3ms/step - loss: 262.7748 - accuracy: 0.8671 - val_loss: 203.5076 - val_accuracy: 0.8951\n",
       "Epoch 3/10\n",
-      "1875/1875 [==============================] - 8s 4ms/step - loss: 253.8582 - accuracy: 0.8727 - val_loss: 216.4600 - val_accuracy: 0.8947\n",
+      "1875/1875 [==============================] - 5s 3ms/step - loss: 248.5142 - accuracy: 0.8736 - val_loss: 230.5865 - val_accuracy: 0.8891\n",
       "Epoch 4/10\n",
-      "1875/1875 [==============================] - 8s 4ms/step - loss: 246.0525 - accuracy: 0.8751 - val_loss: 250.1058 - val_accuracy: 0.8761\n",
+      "1875/1875 [==============================] - 5s 3ms/step - loss: 245.0605 - accuracy: 0.8754 - val_loss: 280.2595 - val_accuracy: 0.8648\n",
       "Epoch 5/10\n",
-      "1875/1875 [==============================] - 8s 4ms/step - loss: 239.2593 - accuracy: 0.8785 - val_loss: 305.9203 - val_accuracy: 0.8644\n",
+      "1875/1875 [==============================] - 5s 3ms/step - loss: 241.7434 - accuracy: 0.8780 - val_loss: 600.4502 - val_accuracy: 0.7806\n",
       "Epoch 6/10\n",
-      "1875/1875 [==============================] - 8s 4ms/step - loss: 243.5337 - accuracy: 0.8783 - val_loss: 521.3034 - val_accuracy: 0.7749\n",
+      "1875/1875 [==============================] - 5s 3ms/step - loss: 238.5934 - accuracy: 0.8801 - val_loss: 295.6617 - val_accuracy: 0.8459\n",
       "Epoch 7/10\n",
-      "1875/1875 [==============================] - 7s 4ms/step - loss: 236.1099 - accuracy: 0.8800 - val_loss: 243.0667 - val_accuracy: 0.8847\n",
+      "1875/1875 [==============================] - 5s 3ms/step - loss: 239.3891 - accuracy: 0.8805 - val_loss: 220.9488 - val_accuracy: 0.8884\n",
       "Epoch 8/10\n",
-      "1875/1875 [==============================] - 7s 4ms/step - loss: 236.1764 - accuracy: 0.8816 - val_loss: 219.8499 - val_accuracy: 0.8889\n",
+      "1875/1875 [==============================] - 5s 3ms/step - loss: 233.7155 - accuracy: 0.8824 - val_loss: 207.2307 - val_accuracy: 0.9035\n",
       "Epoch 9/10\n",
-      "1875/1875 [==============================] - 8s 4ms/step - loss: 235.2368 - accuracy: 0.8809 - val_loss: 253.1557 - val_accuracy: 0.8788\n",
+      "1875/1875 [==============================] - 5s 3ms/step - loss: 235.6877 - accuracy: 0.8816 - val_loss: 227.5455 - val_accuracy: 0.8885\n",
       "Epoch 10/10\n",
-      "1875/1875 [==============================] - 8s 4ms/step - loss: 227.3272 - accuracy: 0.8842 - val_loss: 257.5094 - val_accuracy: 0.8736\n"
+      "1875/1875 [==============================] - 5s 3ms/step - loss: 233.3984 - accuracy: 0.8818 - val_loss: 241.2080 - val_accuracy: 0.8913\n"
      ]
     }
    ],
@@ -1181,7 +1181,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": 23,
    "metadata": {},
    "outputs": [
     {
@@ -1208,7 +1208,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": 24,
    "metadata": {},
    "outputs": [
     {
@@ -1237,7 +1237,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": 25,
    "metadata": {},
    "outputs": [
     {
@@ -1282,7 +1282,7 @@
        "       11.8, 24.4, 13.8, 19.4, 25.2, 19.4, 19.4, 29.1])"
       ]
      },
-     "execution_count": 29,
+     "execution_count": 25,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1317,7 +1317,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": 26,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1356,7 +1356,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": 27,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1394,8 +1394,7 @@
    "source": [
     "### Validating your approach using K-fold validation\n",
     "\n",
-    "To evaluate our model while we keep adjusting its parameters (such as the number of\n",
-    "epochs used for training), we could split the data into a training set and a validation set, as we did in the previous examples. But because we have so few data points, the validation set would end up being very small (for instance, about 100 examples). As a consequence, the validation scores might change a lot depending on which data points we chose for validation and which we chose for training: the validation scores might have a high variance with regard to the validation split. This would prevent us from reliably evaluating our model.\n",
+    "To evaluate our model while we keep adjusting its parameters, we could split the data into a training set and a validation set, as we did in the previous examples. But because we have so few data points, the validation set would end up being very small (for instance, about 100 examples). As a consequence, the validation scores might change a lot depending on which data points we chose for validation and which we chose for training: the validation scores might have a high variance with regard to the validation split. This would prevent us from reliably evaluating our model.\n",
     "\n",
     "The best practice in such situations is to use $K$-fold cross-validation. It consists of splitting the available data into K partitions (typically $K = 4$ or $5$), instantiating $K$ identical models, and training each one on $K - 1$ partitions while evaluating on the remaining partition. The validation score for the model used is then the average of the $K$ validation scores obtained. In terms of code, this is straightforward."
    ]
@@ -1409,7 +1408,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": 29,
    "metadata": {},
    "outputs": [
     {
@@ -1456,16 +1455,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 33,
+   "execution_count": 30,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "[1.9098734855651855, 2.591566324234009, 2.4361863136291504, 2.5663185119628906]"
+       "[1.8545894622802734, 2.5503129959106445, 2.392268657684326, 2.508997917175293]"
       ]
      },
-     "execution_count": 33,
+     "execution_count": 30,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1476,16 +1475,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
+   "execution_count": 31,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "2.375986158847809"
+       "2.3265422582626343"
       ]
      },
-     "execution_count": 34,
+     "execution_count": 31,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1515,7 +1514,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
+   "execution_count": 32,
    "metadata": {},
    "outputs": [
     {
@@ -1565,7 +1564,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
+   "execution_count": 33,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1582,12 +1581,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 37,
+   "execution_count": 34,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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w91fyW63Rp4AQEck22FlMle7eFgy9vTl4pJZNyPeFa6NNASEikm2wFsT9JIf7XknyFqMpFsyPqWsiwhqLSUQky2BnMV0ePI+524vmEs4YzVVERAbvYjptsBe6+8sjX53COdCCSBS4JiIiR4bBupj+bZBlDlwwwnUpqAOjuRa4IiIiR4jBupjOH82KFNqBsZiUECIiMLTrIAiG+T6R7DvK3ZevShXCgdFcC1wREZEjxCEDwsxuBc4jGRCPAJcAvyV5Ad2YoRaEiEi2oQy1cQ3J+zfscvcbgIUkbxo0pmg0VxGRbEMJiC53TwB9ZlZJ8h7SMw/xmned1D2p++IKCBERGNoxiBVmVgV8j+RFc+0kbyM6pkTCakGIiGQa7DqI7wD3u/ufBUV3mtljQKW7rx6V2o0i3Q9CRCTbYC2IN4F/NbNpwI+BB8biIH0pGotJRCTbgMcg3P1b7n4W8H5gL3CPma0zs1vN7LjhvqGZzTezVzMebWb2+X7rnGdmrRnrfHW47zdUCggRkWxDGe57C/AN4BtmdipwD/BVIDycN3T39cAiADMLAw3AgzlWfS41HtRoiISTWamD1CIiSYc8i8nMImZ2hZn9AHgUWA9cPULv/wHgrSCECqooOEjdq7E2RESAwQ9SXwhcB1wKLAd+CCx2944RfP9rgQcGWHaWma0CdgBfdPfXB6jnYmAxQF1d3bArUhxONohiCggREWDwFsRXgN8DJ7j7le5+/0iGg5lFgSuBn+RY/DJwjLsvBP4T+MVA23H3Je5e7+71NTU1w65PUSRoQfQpIEREYPDB+vI9WuslwMvuvjvHe7dlTD9iZv9lZpPcfU++KlMUHINQC0JEJGkoV1Lny3UM0L1kZlPNkhcmmNkZJOu5N5+ViYQMM+jVQWoREWCIo7mONDMrBy4EPp1R9hkAd7+T5PhPnzWzPqALuNY9v5c4mxlF4ZC6mEREAgUJiOBYxsR+ZXdmTH8b+PZo1ysaDqmLSUQkUMgupiNONKIWhIhIigIiQ1HY1IIQEQkoIDIUhUO6UE5EJKCAyKAuJhGRAxQQGXSQWkTkAAVEBp3mKiJygAIiQzQSIqYL5UREAAVElqKw6SC1iEhAAZFBXUwiIgcoIDIUR3SQWkQkRQGRQS0IEZEDFBAZinSaq4hImgIig85iEhE5QAGRoSgcokddTCIigAIiS1SD9YmIpCkgMkR1FpOISJoCIoO6mEREDlBAZCiLhoknXKe6ioiggMhSFk3egbWzt6/ANRERKTwFRIby4jAAHb3xAtdERKTwChYQZrbZzF4zs1fNbEWO5WZmt5vZRjNbbWan5btOqRZEl1oQIiJECvz+57v7ngGWXQLMCx7vBe4InvMm3YLoUQtCRORI7mL6MHCfJ70AVJnZtHy+YaoF0aEWhIhIQQPCgSfMbKWZLc6xvBbYljG/PSjLm/LUQWq1IERECtrFdI67N5jZZGCpma1z92XvdCNBuCwGqKurO6wKlUZTB6nVghARKVgLwt0bgudG4EHgjH6rNAAzM+ZnBGX9t7PE3evdvb6mpuaw6pQ6BtGps5hERAoTEGZWbmYVqWngImBNv9UeBv4kOJvpTKDV3Xfms17pYxA9akGIiBSqi2kK8KCZpepwv7s/ZmafAXD3O4FHgEuBjUAncEO+K1UWVQtCRCSlIAHh7puAhTnK78yYduBzo1mvonCIaCSkgBAR4cg+zbUgyqNhdTGJiKCAOEh1eZTmjt5CV0NEpOAUEP3UjCumaX9PoashIlJwCoh+aiqKaWpXQIiIKCD6qalQC0JEBBQQB6mpKKa9p48unckkIkc5BUQ/NeOKAdijbiYROcopIPqZXlUKwNbmzgLXRESksBQQ/Zw4rRKANQ2tBa6JiEhhKSD6qS6PUltVypodbYWuiohIQSkgclhQW6kWhIgc9RQQOSyYPp6393SwvztW6KqIiBSMAiKHBTPGA/C6uplE5CimgMjh5NpkQCx/u7nANRERKRwFRA6TxhVzxqwJ/OLVBpKjjouIHH0UEAP42Okz2dTUwa9fy+tN7EREjlgKiAFcdWotJ06r5C9+upq3mtoLXR0RkVGngBhAOGT89w2nk3Dnn369lp4+jc0kIkcXBcQgplSWsPgP5vDkuka+8ej6QldHRGRUFeSe1O8mX7jwOBr2dXHf85tp647RF0/wufPnMm9KRaGrJiKSVwqIIfjry05gX2cvP125HYBNezq47ZpTmFMzjqKwGmEiMjbZaJ/GaWYzgfuAKYADS9z9W/3WOQ94CHg7KPq5u3/tUNuur6/3FStWjGh9M/X0xfnlqp188SerAJg+voTbrlnI7Jry9CiwIiLvJma20t3rcy0rRAuiD/hzd3/ZzCqAlWa21N3f6Lfec+5+eQHqN6DiSJhr3jODRTOrWL29ha/96g3+6O4XKS0Kc8nJUzGMeCLBxqZ2/vTc2Xzn6Y2cMK2Sf7hqARUlRWxqaicWd+ZPrWBj4372d/dxal01AN2xOMWREGY2pLokEk4oNLR1RcYKdz/of8TdicWdaGTw1nwsnuDpdY184IQphDP+dzp7+3jx7WZ+t2EPf335iQDsbO3igRe3svj9c4iGQ4QM+hI+pP9Rd8ed9P/nul1tzJpYTklROGu9Xa3dvLqthaqyImZUl/I/L2zhlNoqXnx7L/Mmj+Ojp89kTUMblSUR5tSMo6Gli5kTyognnJAx5M+KwzHqAeHuO4GdwfR+M1sL1AL9A+KINXfyOOZOHsdZcyby45e289S63Ty7vom4Oy2dyfGbbv7hqwC8ubud1dtb+cT7ZvHPj66lO5bgD0+t5cFXGgBYdetFvNXUzvV3L2dcSYSbPzCP046p5rgpFfxu4x6e27CHL188HzOjOxbnjZ1trNrWwpJlm/jF584mnnAeeW0nn3jfLCLvoLtrNP/IZPQlEo7l+P3u745RUVIEQFdvnNJo9odWa2eMcSWRrA/QlLbuGG/saOPM2ROzyt2dfZ0xJpRHs8o7e/sojoSJJw58eHfH4kTDITbt6eA3a3dz9am1TK4sSS97+NUdnDVnIi9tbub0WROYXlWKAV99eA33v7iVy06Zzjc/upBIyOiKxYmEQvzZD1by5u52fvzps9jb0cMz65u44pTpvLJtH9FwiNseX883PnIKv1m7myXLNgFw7yfPYGJ5lO8u28QvV+1I1/mSk6eRcOem+19md1sPL77dzMbGdvZ29KbXWTizio+fUceutm6eWd/IOXMn0RNPcObsiUyuKOZfHl/Pht3t3HTBXJ5Z38jjr+8G4Kbz53Le/Bpuffh1Gvf30NoZozeeGPB3+DcPvQ5ANBJi+vgSNu/t5IMnTGZNQxvlxWGOn1rJvs5emjt6WTSziq99eMEhQ/KdGvUupqw3N5sFLAMWuHtbRvl5wM+A7cAO4Ivu/voA21gMLAaoq6t7z5YtW/Jb6UPY3x2jpy/B/76whWtPr2NTUzt/+eBrbN7bSXEkxMm149m0p4PmjD+4XI6dVM7bezqAZFdWeXGEDY0DX4/xpQ/NJ5FwVmzZx67Wbtp7+ujo7WNCWZTa6lJuPOdYnn2zifW79nPMxHKeXd/Ix06v4+YPzuOtpnbiCaeiJMK08cmusu5Y/KBvPHvae1i1rYVTZlRRU1FMW3eMx9fs4oqF09Pr7u+OMa44Ql/C6YrFqQw+jA7F3dm+rwtI3va1OBKirauPVdtbOHvuJAzo6O2joqSIx9bsYuaEUorCIXa0dHHe/Mnp7XT1xumNJygpChE2e0eh2dMX539f2MqsiWW8b84klm9uJhIyzp47Kb3OtuZOOnr7KAqHOGZCGeGQ0bS/h7buGLMnjSMUMjbv6SDuzpyacenX7Wzt4ql1jUwoi3LJydPS+9zaFaMsGqGlq5d9HTF6+uJMrijh64+u5eIFU/nQSVNxh1+u3sH40iLGlxaxbV8Xp86s4uWt+1j6xm6uWlSLGfx05XZqq0oxg5+s3M7M6jL+6rITmDSumKfXNfL8pr08vb6Rs+dM4uWt++jsjXPMxDIuWTCNNQ2trN3Zlv4gPG7KOMqLI1x44hTe2NHG9n1dvLqtBYC/v2oBZ8yawIOvNLB+Vxu723p4Y2fy33d2TTktnTHaumL0JZy5k8exZW8HsbhTf0w1r25robw4QmtX8ovU3MnjmFNTTiQc4pl1jXT0u9Xv2XMnUl0W5Ver39kFq0VhIxY/9GdbUdg4fmolr/UbvXlyRTGVpUXsaOmipCic/n/9g+NqeKuxnYaWriHXpaIkwv7uvvR8yCDhyX0rLQrz5LpGjplQlt7+ly8+nqVv7Oa/f7+ZWRPL2Lyng1DImFAW5ZWgxVEejdDR00c4ZEQjIcqLI/z402cNuU6ZButiKlhAmNk44FngH9395/2WVQIJd283s0uBb7n7vENtM9/HIIarty/Bm7v3M7umnLLogUbbw6t28OKmvZQUhYlGQvTFE6za1krcnVg8wQlTK1mxpZmdrd10xeKkflXRSIibzp/L957blPWHl2lGdWn6AzclGg4d9I3ltLoqXt3WQiLYdm1VKZMqinljRytzJ1fQ2NZN3cQywmas2LIPgNKiMJ8691h+/nJD+h9lckUxtdWlvLK1hfccU03T/h62NneycMZ45k+tYG97L919cT54whQeWL6VSCjEucdNAoeXt+5jTUMbXbHc15rMmliGk/xwXjizile2tmQt/9a1i7jjmbc4cVolz2/ay77OXmJxp7QozGfeP5u+hBM2Y19njEkVUdq6+phdU05bV4yHV+0gFnf2tvcQT3j6A7K0KJyuz1mzJ3LFwum81tDKj17amv5ZTSiPUhQ2mjuS71cUNq49vY4fvbQt/XM+fVY11WVRnl7fmP7Aqq0qpaQohAOb93Qwobx4wFvclgXf8DtH4B7pk8YN/D7RSIgTp1XyvjkTeWpdI12xOB09fexpP/BFpjwaPugDPGVGdWlw0oaxfV8X63btTy+bWlnCrrZuJo0r5tx5k2jp7OV3G/fy/vk1/GbtbmZUl7KzpZtT66o47ZhqXnq7me5YIh06AOfMncTVp9Wy7M0myosjLH+7mfGlRazd2cY/f+QUyqNhfrdxL61dMT7ynlpue2w963a1cdnJ07ly0XTuem4T586bxHnzJ/Pa9lZWbNnHSdMrufyUaVSVRWlo6WJNQyu3PbaOqxbVct1765g0rjjdpZX6nDQzYvEEdzzzFmfOnsiimVW81dTOztYutuztZEJ5lBOmVRINh3h0zS6uPq2WKZUltHXHWL2tlR0tXZx73CQmlEcpjoQP+jkOV66ut6E64gLCzIqAXwGPu/s3h7D+ZqDe3fcMtt6RGhAjobUrxpa9HRw3pYLuWJyqsiitnTGa2nuoKImwsbGdqeNLKC0KM218CQmH1dtbWLF5HyXRME+va+SvLzuByZUl3PbYOqZUlrBiczON+3uIxRMsmlnFhsZ2yqMRumJxdrR0EQkb25q7KCkKETKjbkIZFy+Yyn/8ZgMAx0+tYEHt+PTZXbVVpTS0dFEWDVNVWsSO1m4g+Y1p2vhSWjp70x8w4ZARDz5po5EQvX25m9o3nnMsq7a10JdwpleV8MhruwgZnDyjilXBN9pMJ02vZEJ5lOc2DPqnknb81AomV5bQ3h3j5a0tfLR+Bu09fTzy2i4AzKA8GqG9p49IyDj/+Mnsae/JCqkPnTSF2qoy7vnd2wdtv6aimI6ePhbOqOIvLz2B+57fTHNHL437e9jZ2kVROER7dx/tvX0cN7mCaCTEhPIox0+t4LvLNlFSFOKKU6bT0hWjoiRCe3cfl50yjd1t3cysLuPUumr+9Yn1/Hr1Tv7uypOom1jG7zfuIRwK8alzj+WB5VvZ2drNp849Nt06jCecL/5kFVVlRVx44hSqy6IcN6UiZ7fS23s62NfZy2nBsbLWzhiPv76LvR296d//rtZuTg5GQE7p6Onj7T0dVJdHmVJRzNbmTmZntKhi8QRF4RA9fXGKI+H0c38vbW6mJBI+aPspuVq6KYfzoXk0OaICwpK/sXuBZnf//ADrTAV2u7ub2RnAT4Fj/BCVHcsBUSiJhNMbT5BwJ2RGSVGYxrZu+hLOlMoSwiHj2TebWDSzivGl2d1J25o7KQqHKCkKUVUWpbmjl42N7UwbX8LU8SV09sbZ1txJWTTM1uZOjp1UTm1VKV2xOOOKky2t/v/grZ0xyorDFIVDJBLO+t37eWD5Vv703NlMrixOf8jEE85vN+5hckUxL2zay5ULp1MaTXYVlEcj7O3opShsHDOxPGvblaURzIyWzl7W7tzPWXMm0toVY/nbzZw5e0K6/37L3g4mlEfT8+7Oy1v3saB2PNFwiJbOGFuaOzm5djzu/o66ulJe3LSX46ZUUN2vb3+g35NOWpDhONIC4hzgOeA1IPW18S+BOgB3v9PMbgI+S/KMpy7gC+7++0NtWwEhIvLOHFGnubr7b4FBv+q4+7eBb49OjUREJBddBiwiIjkpIEREJCcFhIiI5KSAEBGRnBQQIiKSkwJCRERyUkCIiEhOBR2sb6SZWRMwnNH6JgFDG5th7NA+Hx20z0eHw9nnY9y9JteCMRUQw2VmKwa6knCs0j4fHbTPR4d87bO6mEREJCcFhIiI5KSASFpS6AoUgPb56KB9PjrkZZ91DEJERHJSC0JERHJSQIiISE5HfUCY2cVmtt7MNprZLYWuz0gxs3vMrNHM1mSUTTCzpWa2IXiuDsrNzG4Pfgarzey0wtV8eMxsppk9bWZvmNnrZnZzUD5m9xnAzErMbLmZrQr2+++C8mPN7MVg/35kZtGgvDiY3xgsn1XQHRgmMwub2Stm9qtgfkzvLyRvvWxmr5nZq2a2IijL69/3UR0QZhYGvgNcApwIXGdmJxa2ViPm+8DF/cpuAZ5093nAk8E8JPd/XvBYDNwxSnUcSX3An7v7icCZwOeC3+VY3meAHuACd18ILAIuNrMzgW8A/+7uc4F9wI3B+jcC+4Lyfw/Weze6GVibMT/W9zflfHdflHHNQ37/vt39qH0AZwGPZ8x/BfhKoes1gvs3C1iTMb8emBZMTwPWB9PfBa7Ltd679QE8BFx4lO1zGfAy8F6SV9VGgvL03znwOHBWMB0J1rNC1/0d7ueM4MPwAuBXJO9QOWb3N2O/NwOT+pXl9e/7qG5BALXAtoz57UHZWDXF3XcG07uAKcH0mPo5BN0IpwIvchTsc9Dd8irQCCwF3gJa3L0vWCVz39L7HSxvBSaOaoUP338Af8GBe9pPZGzvb4oDT5jZSjNbHJTl9e971O9JLUcGd3czG3PnOJvZOOBnwOfdvc3swO3Px+o+u3scWGRmVcCDwPGFrVH+mNnlQKO7rzSz8wpcndF2jrs3mNlkYKmZrctcmI+/76O9BdEAzMyYnxGUjVW7zWwaQPDcGJSPiZ+DmRWRDIcfuPvPg+Ixvc+Z3L0FeJpkF0uVmaW+AGbuW3q/g+Xjgb2jW9PDcjZwpZltBn5IspvpW4zd/U1z94bguZHkF4EzyPPf99EeEC8B84IzIKLAtcDDBa5TPj0MXB9MX0+ynz5V/ifBmQ9nAq0ZzdZ3BUs2Fe4G1rr7NzMWjdl9BjCzmqDlgJmVkjzuspZkUFwTrNZ/v1M/j2uApzzopH43cPevuPsMd59F8v/1KXf/OGN0f1PMrNzMKlLTwEXAGvL9913oAy+FfgCXAm+S7Lf9q0LXZwT36wFgJxAj2f94I8m+1yeBDcBvgAnBukbybK63gNeA+kLXfxj7ew7JPtrVwKvB49KxvM/BfpwCvBLs9xrgq0H5bGA5sBH4CVAclJcE8xuD5bMLvQ+Hse/nAb86GvY32L9VweP11GdVvv++NdSGiIjkdLR3MYmIyAAUECIikpMCQkREclJAiIhITgoIERHJSQEhcghmFg9G0Ew9RmzUXzObZRkj7oocSTTUhsihdbn7okJXQmS0qQUhMkzB+Py3BWP0LzezuUH5LDN7KhiH/0kzqwvKp5jZg8G9G1aZ2fuCTYXN7HvB/RyeCK6Ixsz+nyXvb7HazH5YoN2Uo5gCQuTQSvt1MX0sY1mru58MfJvkKKMA/wnc6+6nAD8Abg/Kbwee9eS9G04jeUUsJMfs/467nwS0AB8Jym8BTg2285n87JrIwHQltcghmFm7u4/LUb6Z5M16NgUDBe5y94lmtofk2PuxoHynu08ysyZghrv3ZGxjFrDUkzd8wcy+DBS5+z+Y2WNAO/AL4Bfu3p7nXRXJohaEyOHxAabfiZ6M6TgHjg1eRnI8ndOAlzJGKxUZFQoIkcPzsYzn54Pp35McaRTg48BzwfSTwGchfZOf8QNt1MxCwEx3fxr4Mslhqg9qxYjkk76RiBxaaXDHtpTH3D11qmu1ma0m2Qq4Lij7v8B/m9mXgCbghqD8ZmCJmd1IsqXwWZIj7uYSBv43CBEDbvfk/R5ERo2OQYgMU3AMot7d9xS6LiL5oC4mERHJSS0IERHJSS0IERHJSQEhIiI5KSBERCQnBYSIiOSkgBARkZz+P5CT7+h9955cAAAAAElFTkSuQmCC\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -1624,12 +1623,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 38,
+   "execution_count": 35,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -1655,8 +1654,7 @@
     "As you can see in Figure above, validation MAE stops improving significantly after\n",
     "120–140 epochs (this number includes the 10 epochs we omitted). Past that point,\n",
     "we start overfitting.\n",
-    "Once you’re finished tuning other parameters of the model (in addition to the\n",
-    "number of epochs, you could also adjust the size of the intermediate layers), you can\n",
+    "Once you’re finished tuning other parameters of the model, you can\n",
     "train a final production model on all of the training data, with the best parameters,\n",
     "and then look at its performance on the test data."
    ]
@@ -1670,14 +1668,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 39,
+   "execution_count": 36,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "4/4 [==============================] - 0s 2ms/step - loss: 17.6020 - mae: 2.5814\n"
+      "4/4 [==============================] - 0s 3ms/step - loss: 15.9702 - mae: 2.6154\n"
      ]
     }
    ],
@@ -1699,16 +1697,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 40,
+   "execution_count": 37,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "2.5813896656036377"
+       "2.615365505218506"
       ]
      },
-     "execution_count": 40,
+     "execution_count": 37,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1721,7 +1719,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "We’re still off by a bit under 2800 USD. It’s an improvement! Just like with the two previous tasks, you can try varying the number of layers in the model, or the number  of units per layer, to see if you can squeeze out a lower test error."
+    "We’re still off by a bit under 2800 USD. Just like with the two previous tasks, you can try varying the number of layers in the model, or the number  of units per layer, to see if you can squeeze out a lower test error."
    ]
   },
   {
@@ -1757,7 +1755,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "The first house in the test set is predicted to have a price of about 8700 USD."
+    "The first house in the test set is predicted to have a price of about 9000 USD."
    ]
   }
  ],
-- 
GitLab