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Artificial Intelligence for Beginners by beangoben (escuela de verano - RIIAA2021) .ipynb
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{
"nbformat": 4,
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"metadata": {
"kernelspec": {
"display_name": "Python [conda env:anaconda3]",
"language": "python",
"name": "conda-env-anaconda3-py"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
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"version": "3.6.5"
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"colab": {
"name": "Artificial Intelligence for Beginners by beangoben (escuela de verano - RIIAA2021) .ipynb",
"provenance": [],
"collapsed_sections": [
"12GnZU0h5oJD",
"QRDYgQhe9eOf",
"vn_BJNcS5oJJ"
],
"include_colab_link": true
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/PAGuardado/403e8908c00e2059ad1375e64af1aa34/ai_intro.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "code",
"metadata": {
"ExecuteTime": {
"end_time": "2018-09-21T08:50:48.518190Z",
"start_time": "2018-09-21T08:50:47.523265Z"
},
"id": "-oLG6NtF5oI3"
},
"source": [
"# Visualizacion\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"sns.set_style(\"white\")\n",
"sns.set_context(\"notebook\", font_scale=1.5, rc={\"lines.linewidth\": 2.5})\n",
"%config InlineBackend.figure_format = 'retina'\n",
"\n",
"# Computo scientifico\n",
"import sklearn\n",
"import pandas as pd\n",
"import numpy as np\n",
"import scipy as sp\n",
"\n",
"# Deep learning\n",
"import tensorflow as tf\n",
"import tensorflow.keras as tfk"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "PahBLutg6w7w"
},
"source": [
"# Creamos un dataset"
]
},
{
"cell_type": "code",
"metadata": {
"ExecuteTime": {
"end_time": "2018-09-21T09:23:30.029734Z",
"start_time": "2018-09-21T09:23:30.019787Z"
},
"id": "4WNnME1F5oJB"
},
"source": [
"def two_spirals(n_points, noise=.5):\n",
" \"\"\"\n",
" Returns the two spirals dataset.\n",
" \"\"\"\n",
" n = np.sqrt(np.random.rand(n_points,1)) * 780 * (2*np.pi)/360\n",
" d1x = -np.cos(n)*n + np.random.rand(n_points,1) * noise\n",
" d1y = np.sin(n)*n + np.random.rand(n_points,1) * noise\n",
" X = np.vstack((np.hstack((d1x,d1y)),np.hstack((-d1x,-d1y))))\n",
" C = np.hstack((np.zeros(n_points),np.ones(n_points)))\n",
" df = pd.DataFrame({'x':X[:,0]/10.0,'y':X[:,1]/10.0,'class':C})\n",
" return df\n",
"\n",
"def plot_decision(X,model,extra=[]):\n",
" x, y= X[:,0],X[:,1]\n",
" h=0.02\n",
" x_min, x_max = x.min() - 0.2,x.max() + 0.2\n",
" y_min, y_max = y.min() - 0.2, y.max() + 0.2\n",
" xx, yy = np.meshgrid(np.arange(x_min, x_max, h),\n",
" np.arange(y_min, y_max, h))\n",
" data = [xx.ravel(), yy.ravel()]\n",
" for e in extra:\n",
" print(e)\n",
" if e == 'xy':\n",
" data.append(xx.ravel()*yy.ravel())\n",
" elif e == 'x2':\n",
" data.append(xx.ravel()*xx.ravel())\n",
" elif e == 'y2':\n",
" data.append(yy.ravel()*yy.ravel())\n",
" elif e == 'sinx':\n",
" data.append(np.sin(xx.ravel()))\n",
" elif e == 'cosy':\n",
" data.append(np.cos(yy.ravel()))\n",
" else:\n",
" raise ValueError('{} not implemented'.format(e))\n",
" print(np.c_[data].shape)\n",
" Z = model.predict(np.c_[data].T)\n",
" Z = Z.reshape(xx.shape)\n",
" \n",
" cmap=sns.diverging_palette(216, 29, s=99,l=64, sep=50,n=16, center=\"light\",as_cmap=True)\n",
" out = plt.contourf(xx, yy, Z,cmap=cmap)\n",
" plt.colorbar()\n",
" return out"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "12GnZU0h5oJD"
},
"source": [
"## Load Data"
]
},
{
"cell_type": "code",
"metadata": {
"ExecuteTime": {
"end_time": "2018-09-21T09:18:16.899231Z",
"start_time": "2018-09-21T09:18:16.885063Z"
},
"colab": {
"base_uri": "https://localhost:8080/",
"height": 221
},
"id": "RccORZnP5oJE",
"outputId": "025f8bac-ffda-4a78-e206-0686df967f98"
},
"source": [
"df = two_spirals(500)\n",
"print(df.shape)\n",
"df.head()"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
"(1000, 3)\n"
],
"name": "stdout"
},
{
"output_type": "execute_result",
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
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"\n",
" .dataframe thead th {\n",
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>x</th>\n",
" <th>y</th>\n",
" <th>class</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0.103706</td>\n",
" <td>0.208778</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>0.011308</td>\n",
" <td>0.793635</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>0.366975</td>\n",
" <td>-0.122716</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>-0.000447</td>\n",
" <td>-0.475525</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>0.814532</td>\n",
" <td>0.418985</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
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"text/plain": [
" x y class\n",
"0 0.103706 0.208778 0.0\n",
"1 0.011308 0.793635 0.0\n",
"2 0.366975 -0.122716 0.0\n",
"3 -0.000447 -0.475525 0.0\n",
"4 0.814532 0.418985 0.0"
]
},
"metadata": {},
"execution_count": 68
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "QRDYgQhe9eOf"
},
"source": [
"# Exploratory data analysis"
]
},
{
"cell_type": "code",
"metadata": {
"ExecuteTime": {
"end_time": "2018-09-21T09:18:18.444699Z",
"start_time": "2018-09-21T09:18:18.136127Z"
},
"colab": {
"base_uri": "https://localhost:8080/",
"height": 492
},
"id": "kkgcohaU5oJF",
"outputId": "d3884d22-5707-4c5d-d36a-81f4ce0212f3"
},
"source": [
"scatter_c ={0:'#87B4C4',1:'#FFA500'}\n",
"class_to_color = lambda x: [scatter_c[i] for i in x]\n",
"plt.figure(figsize=(8, 8))\n",
"plt.scatter(df['x'],df['y'],c=class_to_color(df['class']))\n",
"plt.axis('equal')\n",
"plt.show()"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
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\n",
"text/plain": [
"<Figure size 576x576 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"width": 510,
"height": 475
}
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "Ywak2hfN7Bf5"
},
"source": [
"Aumentar features de input"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 111
},
"id": "1L9tP2BR7CGB",
"outputId": "7d96ca1c-a947-4504-a07f-77a0047fcf33"
},
"source": [
"df['x2']=df['x']**2\n",
"df['y2']=df['y']**2\n",
"df['xy']=df['x']*df['y']\n",
"df['sinx']=df['x'].apply(np.sin)\n",
"df['cosy']=df['y'].apply(np.cos)\n",
"df.head(2)"
],
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>x</th>\n",
" <th>y</th>\n",
" <th>class</th>\n",
" <th>x2</th>\n",
" <th>y2</th>\n",
" <th>xy</th>\n",
" <th>sinx</th>\n",
" <th>cosy</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0.103706</td>\n",
" <td>0.208778</td>\n",
" <td>0.0</td>\n",
" <td>0.010755</td>\n",
" <td>0.043588</td>\n",
" <td>0.021651</td>\n",
" <td>0.103520</td>\n",
" <td>0.978285</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>0.011308</td>\n",
" <td>0.793635</td>\n",
" <td>0.0</td>\n",
" <td>0.000128</td>\n",
" <td>0.629856</td>\n",
" <td>0.008975</td>\n",
" <td>0.011308</td>\n",
" <td>0.701259</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" x y class x2 y2 xy sinx cosy\n",
"0 0.103706 0.208778 0.0 0.010755 0.043588 0.021651 0.103520 0.978285\n",
"1 0.011308 0.793635 0.0 0.000128 0.629856 0.008975 0.011308 0.701259"
]
},
"metadata": {},
"execution_count": 70
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "CWLllzpS7VaA"
},
"source": [
"Datos de entrada (x)"
]
},
{
"cell_type": "code",
"metadata": {
"ExecuteTime": {
"end_time": "2018-09-21T09:18:20.348941Z",
"start_time": "2018-09-21T09:18:20.340929Z"
},
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "FMR9MVWX5oJI",
"outputId": "75c68e89-eb77-4c15-d9f4-2748dea6db9f"
},
"source": [
"x = df[['x', 'y', 'x2', 'y2', 'xy', 'sinx', 'cosy']].values\n",
"print(x.shape)\n",
"x"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
"(1000, 7)\n"
],
"name": "stdout"
},
{
"output_type": "execute_result",
"data": {
"text/plain": [
"array([[ 1.03705502e-01, 2.08777579e-01, 1.07548311e-02, ...,\n",
" 2.16513835e-02, 1.03519712e-01, 9.78285010e-01],\n",
" [ 1.13082696e-02, 7.93634785e-01, 1.27876961e-04, ...,\n",
" 8.97463611e-03, 1.13080286e-02, 7.01258690e-01],\n",
" [ 3.66975410e-01, -1.22715957e-01, 1.34670952e-01, ...,\n",
" -4.50337388e-02, 3.58793874e-01, 9.92479841e-01],\n",
" ...,\n",
" [-9.21519562e-01, -2.03045151e-01, 8.49198302e-01, ...,\n",
" 1.87110079e-01, -7.96521282e-01, 9.79457057e-01],\n",
" [-7.03373198e-01, 7.30542972e-01, 4.94733856e-01, ...,\n",
" -5.13844347e-01, -6.46793982e-01, 7.44812201e-01],\n",
" [ 1.45413676e-01, -7.51555979e-01, 2.11451373e-02, ...,\n",
" -1.09286518e-01, 1.44901753e-01, 7.30627368e-01]])"
]
},
"metadata": {},
"execution_count": 71
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "ueKDR1ja7Z7c"
},
"source": [
"Datos de prediccion (y) o labels"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "jL2tsECd7TS0",
"outputId": "f9a74346-c95e-4aba-bba1-e7a743fc7a88"
},
"source": [
"y = df[['class']].values\n",
"print(y.shape)\n",
"y[:10]"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
"(1000, 1)\n"
],
"name": "stdout"
},
{
"output_type": "execute_result",
"data": {
"text/plain": [
"array([[0.],\n",
" [0.],\n",
" [0.],\n",
" [0.],\n",
" [0.],\n",
" [0.],\n",
" [0.],\n",
" [0.],\n",
" [0.],\n",
" [0.]])"
]
},
"metadata": {},
"execution_count": 72
}
]
},
{
"cell_type": "markdown",
"metadata": {
"ExecuteTime": {
"end_time": "2018-09-20T07:37:42.960779Z",
"start_time": "2018-09-20T07:37:42.957584Z"
},
"id": "vn_BJNcS5oJJ"
},
"source": [
"## Particionar los datos para entrenar, validar y testear\n"
]
},
{
"cell_type": "code",
"metadata": {
"ExecuteTime": {
"end_time": "2018-09-21T09:23:50.003194Z",
"start_time": "2018-09-21T09:23:49.984589Z"
},
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "vcZ-gi2-5oJK",
"outputId": "7f35f1c3-8d89-4f2f-de25-4fd0b99fb673"
},
"source": [
"from sklearn.model_selection import train_test_split\n",
"\n",
"\n",
"x_trainval, x_test, y_trainval, y_test = train_test_split(x, y, test_size=0.5)\n",
"x_train, x_val, y_train, y_val = train_test_split(x_trainval, y_trainval, train_size=0.85)\n",
"\n",
"print(x.shape, y.shape)\n",
"print(x_train.shape, x_val.shape, x_test.shape)\n",
"print(y_train.shape, y_val.shape, y_test.shape)"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
"(1000, 7) (1000, 1)\n",
"(425, 7) (75, 7) (500, 7)\n",
"(425, 1) (75, 1) (500, 1)\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"ExecuteTime": {
"end_time": "2018-09-21T09:23:51.982005Z",
"start_time": "2018-09-21T09:23:51.646763Z"
},
"colab": {
"base_uri": "https://localhost:8080/",
"height": 492
},
"id": "HyJLODow5oJL",
"outputId": "787d958d-759b-4860-dd88-92bca6b210b8"
},
"source": [
"class_to_color = lambda x: [scatter_c[int(i[0])] for i in x]\n",
"\n",
"plt.figure(figsize=(8, 8))\n",
"plt.scatter(x_train[:,0], x_train[:,1], c=class_to_color(y_train),edgecolors='w',label='Train')\n",
"plt.scatter(x_val[:,0], x_val[:,1], c=class_to_color(y_val), marker='x', edgecolors='0.5', label='Val')\n",
"plt.scatter(x_test[:,0], x_test[:,1],c=class_to_color(y_test) ,edgecolors='k', label='Test')\n",
"plt.axis('equal')\n",
"plt.legend()\n",
"plt.show()\n"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x576 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"width": 510,
"height": 475
}
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"ExecuteTime": {
"end_time": "2018-09-20T07:35:51.612432Z",
"start_time": "2018-09-20T07:35:51.605044Z"
},
"id": "nunB3Nj85oJM"
},
"source": [
"# Redes Neuronales con Tensorflow y Keras\n",
"\n",
"[![](https://www.tensorflow.org/images/tf_logo_social.png)](https://www.tensorflow.org/tutorials)\n",
"\n",
"[![](https://s3.amazonaws.com/keras.io/img/keras-logo-2018-large-1200.png)](https://keras.io/)"
]
},
{
"cell_type": "code",
"metadata": {
"ExecuteTime": {
"end_time": "2018-09-21T09:23:52.721629Z",
"start_time": "2018-09-21T09:23:52.713356Z"
},
"id": "n0UmBxji5oJM"
},
"source": [
"import tensorflow as tf\n",
"import tensorflow.keras as tfk"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "Rf4H6OwV_B7M",
"outputId": "f0c55c2f-bf24-4066-a2ca-a275ac75f772"
},
"source": [
"input_dim = x.shape[-1]\n",
"output_dim = y.shape[-1]\n",
"print(f'Creando mapeos de {input_dim} -> {output_dim} dimensiones')"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
"Creando mapeos de 7 -> 1 dimensiones\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "9KpiwQX0-opX"
},
"source": [
"# Primero un modelo lineal (Logistic Regression)\n",
"\n",
"$$ y = sigmoid(Linear(x)) $$\n",
"o\n",
"\n",
"$$ y = sigmoid( W \\cdot x + b) $$"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "BGLIpqUv-7Q_",
"outputId": "60c1d89e-2c45-4c48-a135-b18809a0d079"
},
"source": [
"model = tfk.models.Sequential()\n",
"model.add(tfk.layers.Dense(output_dim, input_dim=input_dim, activation='sigmoid'))\n",
"opt = tfk.optimizers.Adam()\n",
"model.compile(loss='binary_crossentropy', optimizer='adam', metrics=['accuracy'])\n",
"print(model.summary())"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
"Model: \"sequential_11\"\n",
"_________________________________________________________________\n",
"Layer (type) Output Shape Param # \n",
"=================================================================\n",
"dense_12 (Dense) (None, 1) 8 \n",
"=================================================================\n",
"Total params: 8\n",
"Trainable params: 8\n",
"Non-trainable params: 0\n",
"_________________________________________________________________\n",
"None\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "jJYSfQpl_3Qd",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "34847c12-d79a-4d1e-b9af-4793b12875c7"
},
"source": [
"hist = model.fit(x_train, y_train, epochs=500, batch_size=320)"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
"Epoch 1/500\n",
"2/2 [==============================] - 0s 9ms/step - loss: 0.8232 - accuracy: 0.5271\n",
"Epoch 2/500\n",
"2/2 [==============================] - 0s 13ms/step - loss: 0.8220 - accuracy: 0.5247\n",
"Epoch 3/500\n",
"2/2 [==============================] - 0s 7ms/step - loss: 0.8208 - accuracy: 0.5200\n",
"Epoch 4/500\n",
"2/2 [==============================] - 0s 5ms/step - loss: 0.8196 - accuracy: 0.5200\n",
"Epoch 5/500\n",
"2/2 [==============================] - 0s 6ms/step - loss: 0.8184 - accuracy: 0.5153\n",
"Epoch 6/500\n",
"2/2 [==============================] - 0s 6ms/step - loss: 0.8172 - accuracy: 0.5129\n",
"Epoch 7/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.8161 - accuracy: 0.5082\n",
"Epoch 8/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.8148 - accuracy: 0.5059\n",
"Epoch 9/500\n",
"2/2 [==============================] - 0s 11ms/step - loss: 0.8137 - accuracy: 0.5035\n",
"Epoch 10/500\n",
"2/2 [==============================] - 0s 13ms/step - loss: 0.8124 - accuracy: 0.5059\n",
"Epoch 11/500\n",
"2/2 [==============================] - 0s 11ms/step - loss: 0.8112 - accuracy: 0.5059\n",
"Epoch 12/500\n",
"2/2 [==============================] - 0s 6ms/step - loss: 0.8101 - accuracy: 0.5012\n",
"Epoch 13/500\n",
"2/2 [==============================] - 0s 8ms/step - loss: 0.8089 - accuracy: 0.4988\n",
"Epoch 14/500\n",
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"Epoch 15/500\n",
"2/2 [==============================] - 0s 7ms/step - loss: 0.8065 - accuracy: 0.4988\n",
"Epoch 16/500\n",
"2/2 [==============================] - 0s 6ms/step - loss: 0.8053 - accuracy: 0.4965\n",
"Epoch 17/500\n",
"2/2 [==============================] - 0s 6ms/step - loss: 0.8042 - accuracy: 0.4965\n",
"Epoch 18/500\n",
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"Epoch 19/500\n",
"2/2 [==============================] - 0s 7ms/step - loss: 0.8018 - accuracy: 0.4941\n",
"Epoch 20/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.8007 - accuracy: 0.4965\n",
"Epoch 21/500\n",
"2/2 [==============================] - 0s 7ms/step - loss: 0.7995 - accuracy: 0.4965\n",
"Epoch 22/500\n",
"2/2 [==============================] - 0s 5ms/step - loss: 0.7984 - accuracy: 0.4965\n",
"Epoch 23/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.7973 - accuracy: 0.4918\n",
"Epoch 24/500\n",
"2/2 [==============================] - 0s 5ms/step - loss: 0.7962 - accuracy: 0.4894\n",
"Epoch 25/500\n",
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"Epoch 26/500\n",
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"Epoch 27/500\n",
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"Epoch 28/500\n",
"2/2 [==============================] - 0s 5ms/step - loss: 0.7918 - accuracy: 0.4824\n",
"Epoch 29/500\n",
"2/2 [==============================] - 0s 5ms/step - loss: 0.7908 - accuracy: 0.4776\n",
"Epoch 30/500\n",
"2/2 [==============================] - 0s 5ms/step - loss: 0.7897 - accuracy: 0.4729\n",
"Epoch 31/500\n",
"2/2 [==============================] - 0s 5ms/step - loss: 0.7887 - accuracy: 0.4729\n",
"Epoch 32/500\n",
"2/2 [==============================] - 0s 9ms/step - loss: 0.7876 - accuracy: 0.4635\n",
"Epoch 33/500\n",
"2/2 [==============================] - 0s 5ms/step - loss: 0.7866 - accuracy: 0.4635\n",
"Epoch 34/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.7856 - accuracy: 0.4612\n",
"Epoch 35/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.7845 - accuracy: 0.4612\n",
"Epoch 36/500\n",
"2/2 [==============================] - 0s 9ms/step - loss: 0.7835 - accuracy: 0.4588\n",
"Epoch 37/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.7825 - accuracy: 0.4588\n",
"Epoch 38/500\n",
"2/2 [==============================] - 0s 8ms/step - loss: 0.7815 - accuracy: 0.4588\n",
"Epoch 39/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.7805 - accuracy: 0.4588\n",
"Epoch 40/500\n",
"2/2 [==============================] - 0s 6ms/step - loss: 0.7794 - accuracy: 0.4588\n",
"Epoch 41/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.7785 - accuracy: 0.4588\n",
"Epoch 42/500\n",
"2/2 [==============================] - 0s 6ms/step - loss: 0.7775 - accuracy: 0.4588\n",
"Epoch 43/500\n",
"2/2 [==============================] - 0s 6ms/step - loss: 0.7765 - accuracy: 0.4588\n",
"Epoch 44/500\n",
"2/2 [==============================] - 0s 6ms/step - loss: 0.7755 - accuracy: 0.4588\n",
"Epoch 45/500\n",
"2/2 [==============================] - 0s 8ms/step - loss: 0.7745 - accuracy: 0.4588\n",
"Epoch 46/500\n",
"2/2 [==============================] - 0s 6ms/step - loss: 0.7736 - accuracy: 0.4588\n",
"Epoch 47/500\n",
"2/2 [==============================] - 0s 6ms/step - loss: 0.7726 - accuracy: 0.4588\n",
"Epoch 48/500\n",
"2/2 [==============================] - 0s 7ms/step - loss: 0.7716 - accuracy: 0.4612\n",
"Epoch 49/500\n",
"2/2 [==============================] - 0s 5ms/step - loss: 0.7707 - accuracy: 0.4635\n",
"Epoch 50/500\n",
"2/2 [==============================] - 0s 5ms/step - loss: 0.7698 - accuracy: 0.4659\n",
"Epoch 51/500\n",
"2/2 [==============================] - 0s 7ms/step - loss: 0.7688 - accuracy: 0.4659\n",
"Epoch 52/500\n",
"2/2 [==============================] - 0s 5ms/step - loss: 0.7679 - accuracy: 0.4635\n",
"Epoch 53/500\n",
"2/2 [==============================] - 0s 5ms/step - loss: 0.7670 - accuracy: 0.4588\n",
"Epoch 54/500\n",
"2/2 [==============================] - 0s 5ms/step - loss: 0.7661 - accuracy: 0.4635\n",
"Epoch 55/500\n",
"2/2 [==============================] - 0s 5ms/step - loss: 0.7651 - accuracy: 0.4659\n",
"Epoch 56/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.7642 - accuracy: 0.4706\n",
"Epoch 57/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.7633 - accuracy: 0.4729\n",
"Epoch 58/500\n",
"2/2 [==============================] - 0s 7ms/step - loss: 0.7624 - accuracy: 0.4753\n",
"Epoch 59/500\n",
"2/2 [==============================] - 0s 10ms/step - loss: 0.7615 - accuracy: 0.4800\n",
"Epoch 60/500\n",
"2/2 [==============================] - 0s 7ms/step - loss: 0.7606 - accuracy: 0.4800\n",
"Epoch 61/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.7598 - accuracy: 0.4800\n",
"Epoch 62/500\n",
"2/2 [==============================] - 0s 6ms/step - loss: 0.7589 - accuracy: 0.4800\n",
"Epoch 63/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.7581 - accuracy: 0.4894\n",
"Epoch 64/500\n",
"2/2 [==============================] - 0s 7ms/step - loss: 0.7572 - accuracy: 0.4871\n",
"Epoch 65/500\n",
"2/2 [==============================] - 0s 7ms/step - loss: 0.7563 - accuracy: 0.4871\n",
"Epoch 66/500\n",
"2/2 [==============================] - 0s 6ms/step - loss: 0.7555 - accuracy: 0.4871\n",
"Epoch 67/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.7547 - accuracy: 0.4894\n",
"Epoch 68/500\n",
"2/2 [==============================] - 0s 9ms/step - loss: 0.7539 - accuracy: 0.4894\n",
"Epoch 69/500\n",
"2/2 [==============================] - 0s 6ms/step - loss: 0.7531 - accuracy: 0.4894\n",
"Epoch 70/500\n",
"2/2 [==============================] - 0s 6ms/step - loss: 0.7523 - accuracy: 0.4871\n",
"Epoch 71/500\n",
"2/2 [==============================] - 0s 7ms/step - loss: 0.7515 - accuracy: 0.4847\n",
"Epoch 72/500\n",
"2/2 [==============================] - 0s 6ms/step - loss: 0.7507 - accuracy: 0.4871\n",
"Epoch 73/500\n",
"2/2 [==============================] - 0s 6ms/step - loss: 0.7499 - accuracy: 0.4871\n",
"Epoch 74/500\n",
"2/2 [==============================] - 0s 18ms/step - loss: 0.7491 - accuracy: 0.4871\n",
"Epoch 75/500\n",
"2/2 [==============================] - 0s 8ms/step - loss: 0.7483 - accuracy: 0.4871\n",
"Epoch 76/500\n",
"2/2 [==============================] - 0s 17ms/step - loss: 0.7475 - accuracy: 0.4941\n",
"Epoch 77/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.7467 - accuracy: 0.4941\n",
"Epoch 78/500\n",
"2/2 [==============================] - 0s 7ms/step - loss: 0.7459 - accuracy: 0.4965\n",
"Epoch 79/500\n",
"2/2 [==============================] - 0s 6ms/step - loss: 0.7452 - accuracy: 0.4941\n",
"Epoch 80/500\n",
"2/2 [==============================] - 0s 6ms/step - loss: 0.7444 - accuracy: 0.4965\n",
"Epoch 81/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.7436 - accuracy: 0.4941\n",
"Epoch 82/500\n",
"2/2 [==============================] - 0s 7ms/step - loss: 0.7428 - accuracy: 0.4941\n",
"Epoch 83/500\n",
"2/2 [==============================] - 0s 6ms/step - loss: 0.7420 - accuracy: 0.4941\n",
"Epoch 84/500\n",
"2/2 [==============================] - 0s 7ms/step - loss: 0.7413 - accuracy: 0.4941\n",
"Epoch 85/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.7405 - accuracy: 0.4918\n",
"Epoch 86/500\n",
"2/2 [==============================] - 0s 6ms/step - loss: 0.7398 - accuracy: 0.4941\n",
"Epoch 87/500\n",
"2/2 [==============================] - 0s 7ms/step - loss: 0.7390 - accuracy: 0.4941\n",
"Epoch 88/500\n",
"2/2 [==============================] - 0s 8ms/step - loss: 0.7383 - accuracy: 0.4941\n",
"Epoch 89/500\n",
"2/2 [==============================] - 0s 6ms/step - loss: 0.7376 - accuracy: 0.4965\n",
"Epoch 90/500\n",
"2/2 [==============================] - 0s 7ms/step - loss: 0.7370 - accuracy: 0.4941\n",
"Epoch 91/500\n",
"2/2 [==============================] - 0s 6ms/step - loss: 0.7362 - accuracy: 0.4965\n",
"Epoch 92/500\n",
"2/2 [==============================] - 0s 6ms/step - loss: 0.7356 - accuracy: 0.4965\n",
"Epoch 93/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.7349 - accuracy: 0.4965\n",
"Epoch 94/500\n",
"2/2 [==============================] - 0s 5ms/step - loss: 0.7342 - accuracy: 0.4965\n",
"Epoch 95/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.7335 - accuracy: 0.4965\n",
"Epoch 96/500\n",
"2/2 [==============================] - 0s 13ms/step - loss: 0.7328 - accuracy: 0.5012\n",
"Epoch 97/500\n",
"2/2 [==============================] - 0s 8ms/step - loss: 0.7322 - accuracy: 0.5012\n",
"Epoch 98/500\n",
"2/2 [==============================] - 0s 7ms/step - loss: 0.7314 - accuracy: 0.5012\n",
"Epoch 99/500\n",
"2/2 [==============================] - 0s 5ms/step - loss: 0.7308 - accuracy: 0.5012\n",
"Epoch 100/500\n",
"2/2 [==============================] - 0s 7ms/step - loss: 0.7301 - accuracy: 0.5035\n",
"Epoch 101/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.7294 - accuracy: 0.5059\n",
"Epoch 102/500\n",
"2/2 [==============================] - 0s 5ms/step - loss: 0.7288 - accuracy: 0.5059\n",
"Epoch 103/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.7281 - accuracy: 0.5129\n",
"Epoch 104/500\n",
"2/2 [==============================] - 0s 9ms/step - loss: 0.7274 - accuracy: 0.5129\n",
"Epoch 105/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.7268 - accuracy: 0.5129\n",
"Epoch 106/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.7262 - accuracy: 0.5106\n",
"Epoch 107/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.7255 - accuracy: 0.5106\n",
"Epoch 108/500\n",
"2/2 [==============================] - 0s 11ms/step - loss: 0.7249 - accuracy: 0.5106\n",
"Epoch 109/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.7243 - accuracy: 0.5129\n",
"Epoch 110/500\n",
"2/2 [==============================] - 0s 5ms/step - loss: 0.7236 - accuracy: 0.5153\n",
"Epoch 111/500\n",
"2/2 [==============================] - 0s 20ms/step - loss: 0.7230 - accuracy: 0.5129\n",
"Epoch 112/500\n",
"2/2 [==============================] - 0s 8ms/step - loss: 0.7224 - accuracy: 0.5129\n",
"Epoch 113/500\n",
"2/2 [==============================] - 0s 11ms/step - loss: 0.7218 - accuracy: 0.5153\n",
"Epoch 114/500\n",
"2/2 [==============================] - 0s 10ms/step - loss: 0.7212 - accuracy: 0.5176\n",
"Epoch 115/500\n",
"2/2 [==============================] - 0s 7ms/step - loss: 0.7206 - accuracy: 0.5176\n",
"Epoch 116/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.7200 - accuracy: 0.5153\n",
"Epoch 117/500\n",
"2/2 [==============================] - 0s 6ms/step - loss: 0.7194 - accuracy: 0.5176\n",
"Epoch 118/500\n",
"2/2 [==============================] - 0s 5ms/step - loss: 0.7188 - accuracy: 0.5176\n",
"Epoch 119/500\n",
"2/2 [==============================] - 0s 6ms/step - loss: 0.7183 - accuracy: 0.5176\n",
"Epoch 120/500\n",
"2/2 [==============================] - 0s 6ms/step - loss: 0.7177 - accuracy: 0.5224\n",
"Epoch 121/500\n",
"2/2 [==============================] - 0s 5ms/step - loss: 0.7172 - accuracy: 0.5247\n",
"Epoch 122/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.7166 - accuracy: 0.5224\n",
"Epoch 123/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.7161 - accuracy: 0.5200\n",
"Epoch 124/500\n",
"2/2 [==============================] - 0s 5ms/step - loss: 0.7155 - accuracy: 0.5200\n",
"Epoch 125/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.7150 - accuracy: 0.5200\n",
"Epoch 126/500\n",
"2/2 [==============================] - 0s 5ms/step - loss: 0.7145 - accuracy: 0.5200\n",
"Epoch 127/500\n",
"2/2 [==============================] - 0s 11ms/step - loss: 0.7140 - accuracy: 0.5200\n",
"Epoch 128/500\n",
"2/2 [==============================] - 0s 7ms/step - loss: 0.7135 - accuracy: 0.5224\n",
"Epoch 129/500\n",
"2/2 [==============================] - 0s 5ms/step - loss: 0.7130 - accuracy: 0.5247\n",
"Epoch 130/500\n",
"2/2 [==============================] - 0s 7ms/step - loss: 0.7125 - accuracy: 0.5294\n",
"Epoch 131/500\n",
"2/2 [==============================] - 0s 8ms/step - loss: 0.7120 - accuracy: 0.5294\n",
"Epoch 132/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.7115 - accuracy: 0.5294\n",
"Epoch 133/500\n",
"2/2 [==============================] - 0s 6ms/step - loss: 0.7111 - accuracy: 0.5294\n",
"Epoch 134/500\n",
"2/2 [==============================] - 0s 5ms/step - loss: 0.7106 - accuracy: 0.5294\n",
"Epoch 135/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.7102 - accuracy: 0.5294\n",
"Epoch 136/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.7097 - accuracy: 0.5247\n",
"Epoch 137/500\n",
"2/2 [==============================] - 0s 9ms/step - loss: 0.7093 - accuracy: 0.5247\n",
"Epoch 138/500\n",
"2/2 [==============================] - 0s 8ms/step - loss: 0.7088 - accuracy: 0.5247\n",
"Epoch 139/500\n",
"2/2 [==============================] - 0s 6ms/step - loss: 0.7083 - accuracy: 0.5247\n",
"Epoch 140/500\n",
"2/2 [==============================] - 0s 5ms/step - loss: 0.7079 - accuracy: 0.5271\n",
"Epoch 141/500\n",
"2/2 [==============================] - 0s 9ms/step - loss: 0.7075 - accuracy: 0.5294\n",
"Epoch 142/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.7070 - accuracy: 0.5294\n",
"Epoch 143/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.7066 - accuracy: 0.5341\n",
"Epoch 144/500\n",
"2/2 [==============================] - 0s 5ms/step - loss: 0.7062 - accuracy: 0.5341\n",
"Epoch 145/500\n",
"2/2 [==============================] - 0s 7ms/step - loss: 0.7058 - accuracy: 0.5365\n",
"Epoch 146/500\n",
"2/2 [==============================] - 0s 10ms/step - loss: 0.7054 - accuracy: 0.5365\n",
"Epoch 147/500\n",
"2/2 [==============================] - 0s 6ms/step - loss: 0.7050 - accuracy: 0.5365\n",
"Epoch 148/500\n",
"2/2 [==============================] - 0s 12ms/step - loss: 0.7045 - accuracy: 0.5365\n",
"Epoch 149/500\n",
"2/2 [==============================] - 0s 5ms/step - loss: 0.7042 - accuracy: 0.5365\n",
"Epoch 150/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.7038 - accuracy: 0.5365\n",
"Epoch 151/500\n",
"2/2 [==============================] - 0s 5ms/step - loss: 0.7034 - accuracy: 0.5388\n",
"Epoch 152/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.7031 - accuracy: 0.5412\n",
"Epoch 153/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.7027 - accuracy: 0.5435\n",
"Epoch 154/500\n",
"2/2 [==============================] - 0s 16ms/step - loss: 0.7023 - accuracy: 0.5435\n",
"Epoch 155/500\n",
"2/2 [==============================] - 0s 6ms/step - loss: 0.7019 - accuracy: 0.5459\n",
"Epoch 156/500\n",
"2/2 [==============================] - 0s 6ms/step - loss: 0.7016 - accuracy: 0.5482\n",
"Epoch 157/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.7012 - accuracy: 0.5459\n",
"Epoch 158/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.7008 - accuracy: 0.5482\n",
"Epoch 159/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.7005 - accuracy: 0.5482\n",
"Epoch 160/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.7001 - accuracy: 0.5482\n",
"Epoch 161/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.6997 - accuracy: 0.5459\n",
"Epoch 162/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.6993 - accuracy: 0.5459\n",
"Epoch 163/500\n",
"2/2 [==============================] - 0s 10ms/step - loss: 0.6990 - accuracy: 0.5506\n",
"Epoch 164/500\n",
"2/2 [==============================] - 0s 5ms/step - loss: 0.6986 - accuracy: 0.5529\n",
"Epoch 165/500\n",
"2/2 [==============================] - 0s 5ms/step - loss: 0.6983 - accuracy: 0.5482\n",
"Epoch 166/500\n",
"2/2 [==============================] - 0s 5ms/step - loss: 0.6979 - accuracy: 0.5506\n",
"Epoch 167/500\n",
"2/2 [==============================] - 0s 5ms/step - loss: 0.6976 - accuracy: 0.5506\n",
"Epoch 168/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.6972 - accuracy: 0.5482\n",
"Epoch 169/500\n",
"2/2 [==============================] - 0s 5ms/step - loss: 0.6969 - accuracy: 0.5506\n",
"Epoch 170/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.6966 - accuracy: 0.5529\n",
"Epoch 171/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.6963 - accuracy: 0.5529\n",
"Epoch 172/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.6959 - accuracy: 0.5529\n",
"Epoch 173/500\n",
"2/2 [==============================] - 0s 18ms/step - loss: 0.6956 - accuracy: 0.5529\n",
"Epoch 174/500\n",
"2/2 [==============================] - 0s 27ms/step - loss: 0.6953 - accuracy: 0.5529\n",
"Epoch 175/500\n",
"2/2 [==============================] - 0s 9ms/step - loss: 0.6950 - accuracy: 0.5553\n",
"Epoch 176/500\n",
"2/2 [==============================] - 0s 7ms/step - loss: 0.6947 - accuracy: 0.5553\n",
"Epoch 177/500\n",
"2/2 [==============================] - 0s 10ms/step - loss: 0.6944 - accuracy: 0.5553\n",
"Epoch 178/500\n",
"2/2 [==============================] - 0s 7ms/step - loss: 0.6941 - accuracy: 0.5553\n",
"Epoch 179/500\n",
"2/2 [==============================] - 0s 5ms/step - loss: 0.6939 - accuracy: 0.5576\n",
"Epoch 180/500\n",
"2/2 [==============================] - 0s 5ms/step - loss: 0.6936 - accuracy: 0.5576\n",
"Epoch 181/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.6933 - accuracy: 0.5576\n",
"Epoch 182/500\n",
"2/2 [==============================] - 0s 8ms/step - loss: 0.6930 - accuracy: 0.5576\n",
"Epoch 183/500\n",
"2/2 [==============================] - 0s 8ms/step - loss: 0.6927 - accuracy: 0.5576\n",
"Epoch 184/500\n",
"2/2 [==============================] - 0s 5ms/step - loss: 0.6925 - accuracy: 0.5576\n",
"Epoch 185/500\n",
"2/2 [==============================] - 0s 7ms/step - loss: 0.6922 - accuracy: 0.5576\n",
"Epoch 186/500\n",
"2/2 [==============================] - 0s 6ms/step - loss: 0.6920 - accuracy: 0.5600\n",
"Epoch 187/500\n",
"2/2 [==============================] - 0s 8ms/step - loss: 0.6917 - accuracy: 0.5600\n",
"Epoch 188/500\n",
"2/2 [==============================] - 0s 9ms/step - loss: 0.6915 - accuracy: 0.5600\n",
"Epoch 189/500\n",
"2/2 [==============================] - 0s 5ms/step - loss: 0.6913 - accuracy: 0.5600\n",
"Epoch 190/500\n",
"2/2 [==============================] - 0s 9ms/step - loss: 0.6910 - accuracy: 0.5600\n",
"Epoch 191/500\n",
"2/2 [==============================] - 0s 8ms/step - loss: 0.6908 - accuracy: 0.5576\n",
"Epoch 192/500\n",
"2/2 [==============================] - 0s 10ms/step - loss: 0.6906 - accuracy: 0.5600\n",
"Epoch 193/500\n",
"2/2 [==============================] - 0s 12ms/step - loss: 0.6904 - accuracy: 0.5624\n",
"Epoch 194/500\n",
"2/2 [==============================] - 0s 15ms/step - loss: 0.6902 - accuracy: 0.5647\n",
"Epoch 195/500\n",
"2/2 [==============================] - 0s 8ms/step - loss: 0.6899 - accuracy: 0.5624\n",
"Epoch 196/500\n",
"2/2 [==============================] - 0s 5ms/step - loss: 0.6897 - accuracy: 0.5647\n",
"Epoch 197/500\n",
"2/2 [==============================] - 0s 7ms/step - loss: 0.6895 - accuracy: 0.5647\n",
"Epoch 198/500\n",
"2/2 [==============================] - 0s 6ms/step - loss: 0.6893 - accuracy: 0.5624\n",
"Epoch 199/500\n",
"2/2 [==============================] - 0s 6ms/step - loss: 0.6891 - accuracy: 0.5624\n",
"Epoch 200/500\n",
"2/2 [==============================] - 0s 8ms/step - loss: 0.6888 - accuracy: 0.5624\n",
"Epoch 201/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.6886 - accuracy: 0.5647\n",
"Epoch 202/500\n",
"2/2 [==============================] - 0s 5ms/step - loss: 0.6884 - accuracy: 0.5671\n",
"Epoch 203/500\n",
"2/2 [==============================] - 0s 5ms/step - loss: 0.6882 - accuracy: 0.5671\n",
"Epoch 204/500\n",
"2/2 [==============================] - 0s 6ms/step - loss: 0.6880 - accuracy: 0.5647\n",
"Epoch 205/500\n",
"2/2 [==============================] - 0s 7ms/step - loss: 0.6878 - accuracy: 0.5647\n",
"Epoch 206/500\n",
"2/2 [==============================] - 0s 7ms/step - loss: 0.6875 - accuracy: 0.5647\n",
"Epoch 207/500\n",
"2/2 [==============================] - 0s 6ms/step - loss: 0.6874 - accuracy: 0.5647\n",
"Epoch 208/500\n",
"2/2 [==============================] - 0s 7ms/step - loss: 0.6872 - accuracy: 0.5647\n",
"Epoch 209/500\n",
"2/2 [==============================] - 0s 9ms/step - loss: 0.6870 - accuracy: 0.5647\n",
"Epoch 210/500\n",
"2/2 [==============================] - 0s 6ms/step - loss: 0.6868 - accuracy: 0.5624\n",
"Epoch 211/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.6866 - accuracy: 0.5647\n",
"Epoch 212/500\n",
"2/2 [==============================] - 0s 7ms/step - loss: 0.6864 - accuracy: 0.5647\n",
"Epoch 213/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.6862 - accuracy: 0.5647\n",
"Epoch 214/500\n",
"2/2 [==============================] - 0s 6ms/step - loss: 0.6860 - accuracy: 0.5694\n",
"Epoch 215/500\n",
"2/2 [==============================] - 0s 6ms/step - loss: 0.6859 - accuracy: 0.5718\n",
"Epoch 216/500\n",
"2/2 [==============================] - 0s 7ms/step - loss: 0.6857 - accuracy: 0.5718\n",
"Epoch 217/500\n",
"2/2 [==============================] - 0s 6ms/step - loss: 0.6856 - accuracy: 0.5718\n",
"Epoch 218/500\n",
"2/2 [==============================] - 0s 6ms/step - loss: 0.6854 - accuracy: 0.5718\n",
"Epoch 219/500\n",
"2/2 [==============================] - 0s 7ms/step - loss: 0.6852 - accuracy: 0.5741\n",
"Epoch 220/500\n",
"2/2 [==============================] - 0s 6ms/step - loss: 0.6851 - accuracy: 0.5741\n",
"Epoch 221/500\n",
"2/2 [==============================] - 0s 5ms/step - loss: 0.6849 - accuracy: 0.5741\n",
"Epoch 222/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.6848 - accuracy: 0.5741\n",
"Epoch 223/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.6846 - accuracy: 0.5741\n",
"Epoch 224/500\n",
"2/2 [==============================] - 0s 6ms/step - loss: 0.6845 - accuracy: 0.5741\n",
"Epoch 225/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.6843 - accuracy: 0.5741\n",
"Epoch 226/500\n",
"2/2 [==============================] - 0s 5ms/step - loss: 0.6842 - accuracy: 0.5741\n",
"Epoch 227/500\n",
"2/2 [==============================] - 0s 6ms/step - loss: 0.6840 - accuracy: 0.5741\n",
"Epoch 228/500\n",
"2/2 [==============================] - 0s 8ms/step - loss: 0.6839 - accuracy: 0.5765\n",
"Epoch 229/500\n",
"2/2 [==============================] - 0s 11ms/step - loss: 0.6838 - accuracy: 0.5765\n",
"Epoch 230/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.6836 - accuracy: 0.5765\n",
"Epoch 231/500\n",
"2/2 [==============================] - 0s 5ms/step - loss: 0.6835 - accuracy: 0.5765\n",
"Epoch 232/500\n",
"2/2 [==============================] - 0s 6ms/step - loss: 0.6834 - accuracy: 0.5788\n",
"Epoch 233/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.6832 - accuracy: 0.5812\n",
"Epoch 234/500\n",
"2/2 [==============================] - 0s 8ms/step - loss: 0.6830 - accuracy: 0.5812\n",
"Epoch 235/500\n",
"2/2 [==============================] - 0s 6ms/step - loss: 0.6829 - accuracy: 0.5812\n",
"Epoch 236/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.6828 - accuracy: 0.5812\n",
"Epoch 237/500\n",
"2/2 [==============================] - 0s 8ms/step - loss: 0.6826 - accuracy: 0.5812\n",
"Epoch 238/500\n",
"2/2 [==============================] - 0s 6ms/step - loss: 0.6825 - accuracy: 0.5859\n",
"Epoch 239/500\n",
"2/2 [==============================] - 0s 6ms/step - loss: 0.6824 - accuracy: 0.5859\n",
"Epoch 240/500\n",
"2/2 [==============================] - 0s 15ms/step - loss: 0.6822 - accuracy: 0.5835\n",
"Epoch 241/500\n",
"2/2 [==============================] - 0s 13ms/step - loss: 0.6821 - accuracy: 0.5812\n",
"Epoch 242/500\n",
"2/2 [==============================] - 0s 17ms/step - loss: 0.6820 - accuracy: 0.5812\n",
"Epoch 243/500\n",
"2/2 [==============================] - 0s 8ms/step - loss: 0.6818 - accuracy: 0.5812\n",
"Epoch 244/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.6817 - accuracy: 0.5788\n",
"Epoch 245/500\n",
"2/2 [==============================] - 0s 8ms/step - loss: 0.6816 - accuracy: 0.5788\n",
"Epoch 246/500\n",
"2/2 [==============================] - 0s 6ms/step - loss: 0.6815 - accuracy: 0.5788\n",
"Epoch 247/500\n",
"2/2 [==============================] - 0s 7ms/step - loss: 0.6813 - accuracy: 0.5788\n",
"Epoch 248/500\n",
"2/2 [==============================] - 0s 5ms/step - loss: 0.6812 - accuracy: 0.5788\n",
"Epoch 249/500\n",
"2/2 [==============================] - 0s 6ms/step - loss: 0.6811 - accuracy: 0.5788\n",
"Epoch 250/500\n",
"2/2 [==============================] - 0s 8ms/step - loss: 0.6810 - accuracy: 0.5765\n",
"Epoch 251/500\n",
"2/2 [==============================] - 0s 12ms/step - loss: 0.6809 - accuracy: 0.5765\n",
"Epoch 252/500\n",
"2/2 [==============================] - 0s 9ms/step - loss: 0.6807 - accuracy: 0.5741\n",
"Epoch 253/500\n",
"2/2 [==============================] - 0s 7ms/step - loss: 0.6806 - accuracy: 0.5765\n",
"Epoch 254/500\n",
"2/2 [==============================] - 0s 11ms/step - loss: 0.6806 - accuracy: 0.5765\n",
"Epoch 255/500\n",
"2/2 [==============================] - 0s 7ms/step - loss: 0.6804 - accuracy: 0.5765\n",
"Epoch 256/500\n",
"2/2 [==============================] - 0s 9ms/step - loss: 0.6803 - accuracy: 0.5765\n",
"Epoch 257/500\n",
"2/2 [==============================] - 0s 13ms/step - loss: 0.6802 - accuracy: 0.5765\n",
"Epoch 258/500\n",
"2/2 [==============================] - 0s 8ms/step - loss: 0.6801 - accuracy: 0.5765\n",
"Epoch 259/500\n",
"2/2 [==============================] - 0s 10ms/step - loss: 0.6801 - accuracy: 0.5741\n",
"Epoch 260/500\n",
"2/2 [==============================] - 0s 13ms/step - loss: 0.6800 - accuracy: 0.5741\n",
"Epoch 261/500\n",
"2/2 [==============================] - 0s 8ms/step - loss: 0.6799 - accuracy: 0.5741\n",
"Epoch 262/500\n",
"2/2 [==============================] - 0s 3ms/step - loss: 0.6798 - accuracy: 0.5741\n",
"Epoch 263/500\n",
"2/2 [==============================] - 0s 9ms/step - loss: 0.6797 - accuracy: 0.5741\n",
"Epoch 264/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.6796 - accuracy: 0.5741\n",
"Epoch 265/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.6796 - accuracy: 0.5741\n",
"Epoch 266/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.6795 - accuracy: 0.5718\n",
"Epoch 267/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.6794 - accuracy: 0.5671\n",
"Epoch 268/500\n",
"2/2 [==============================] - 0s 7ms/step - loss: 0.6793 - accuracy: 0.5694\n",
"Epoch 269/500\n",
"2/2 [==============================] - 0s 6ms/step - loss: 0.6793 - accuracy: 0.5694\n",
"Epoch 270/500\n",
"2/2 [==============================] - 0s 28ms/step - loss: 0.6792 - accuracy: 0.5694\n",
"Epoch 271/500\n",
"2/2 [==============================] - 0s 10ms/step - loss: 0.6791 - accuracy: 0.5694\n",
"Epoch 272/500\n",
"2/2 [==============================] - 0s 9ms/step - loss: 0.6791 - accuracy: 0.5694\n",
"Epoch 273/500\n",
"2/2 [==============================] - 0s 13ms/step - loss: 0.6790 - accuracy: 0.5694\n",
"Epoch 274/500\n",
"2/2 [==============================] - 0s 3ms/step - loss: 0.6790 - accuracy: 0.5694\n",
"Epoch 275/500\n",
"2/2 [==============================] - 0s 10ms/step - loss: 0.6789 - accuracy: 0.5718\n",
"Epoch 276/500\n",
"2/2 [==============================] - 0s 5ms/step - loss: 0.6788 - accuracy: 0.5718\n",
"Epoch 277/500\n",
"2/2 [==============================] - 0s 5ms/step - loss: 0.6788 - accuracy: 0.5718\n",
"Epoch 278/500\n",
"2/2 [==============================] - 0s 6ms/step - loss: 0.6787 - accuracy: 0.5718\n",
"Epoch 279/500\n",
"2/2 [==============================] - 0s 7ms/step - loss: 0.6786 - accuracy: 0.5718\n",
"Epoch 280/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.6785 - accuracy: 0.5718\n",
"Epoch 281/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.6785 - accuracy: 0.5718\n",
"Epoch 282/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.6784 - accuracy: 0.5718\n",
"Epoch 283/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.6784 - accuracy: 0.5718\n",
"Epoch 284/500\n",
"2/2 [==============================] - 0s 10ms/step - loss: 0.6783 - accuracy: 0.5718\n",
"Epoch 285/500\n",
"2/2 [==============================] - 0s 9ms/step - loss: 0.6782 - accuracy: 0.5718\n",
"Epoch 286/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.6782 - accuracy: 0.5718\n",
"Epoch 287/500\n",
"2/2 [==============================] - 0s 10ms/step - loss: 0.6781 - accuracy: 0.5718\n",
"Epoch 288/500\n",
"2/2 [==============================] - 0s 5ms/step - loss: 0.6780 - accuracy: 0.5718\n",
"Epoch 289/500\n",
"2/2 [==============================] - 0s 6ms/step - loss: 0.6780 - accuracy: 0.5718\n",
"Epoch 290/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.6779 - accuracy: 0.5718\n",
"Epoch 291/500\n",
"2/2 [==============================] - 0s 8ms/step - loss: 0.6779 - accuracy: 0.5718\n",
"Epoch 292/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.6778 - accuracy: 0.5718\n",
"Epoch 293/500\n",
"2/2 [==============================] - 0s 13ms/step - loss: 0.6777 - accuracy: 0.5741\n",
"Epoch 294/500\n",
"2/2 [==============================] - 0s 12ms/step - loss: 0.6776 - accuracy: 0.5741\n",
"Epoch 295/500\n",
"2/2 [==============================] - 0s 8ms/step - loss: 0.6776 - accuracy: 0.5718\n",
"Epoch 296/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.6775 - accuracy: 0.5718\n",
"Epoch 297/500\n",
"2/2 [==============================] - 0s 11ms/step - loss: 0.6774 - accuracy: 0.5718\n",
"Epoch 298/500\n",
"2/2 [==============================] - 0s 8ms/step - loss: 0.6774 - accuracy: 0.5718\n",
"Epoch 299/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.6773 - accuracy: 0.5718\n",
"Epoch 300/500\n",
"2/2 [==============================] - 0s 5ms/step - loss: 0.6773 - accuracy: 0.5718\n",
"Epoch 301/500\n",
"2/2 [==============================] - 0s 11ms/step - loss: 0.6772 - accuracy: 0.5718\n",
"Epoch 302/500\n",
"2/2 [==============================] - 0s 5ms/step - loss: 0.6771 - accuracy: 0.5718\n",
"Epoch 303/500\n",
"2/2 [==============================] - 0s 5ms/step - loss: 0.6771 - accuracy: 0.5718\n",
"Epoch 304/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.6770 - accuracy: 0.5694\n",
"Epoch 305/500\n",
"2/2 [==============================] - 0s 5ms/step - loss: 0.6770 - accuracy: 0.5718\n",
"Epoch 306/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.6769 - accuracy: 0.5718\n",
"Epoch 307/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.6768 - accuracy: 0.5741\n",
"Epoch 308/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.6768 - accuracy: 0.5741\n",
"Epoch 309/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.6767 - accuracy: 0.5765\n",
"Epoch 310/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.6767 - accuracy: 0.5765\n",
"Epoch 311/500\n",
"2/2 [==============================] - 0s 9ms/step - loss: 0.6767 - accuracy: 0.5765\n",
"Epoch 312/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.6766 - accuracy: 0.5765\n",
"Epoch 313/500\n",
"2/2 [==============================] - 0s 6ms/step - loss: 0.6766 - accuracy: 0.5765\n",
"Epoch 314/500\n",
"2/2 [==============================] - 0s 10ms/step - loss: 0.6765 - accuracy: 0.5765\n",
"Epoch 315/500\n",
"2/2 [==============================] - 0s 20ms/step - loss: 0.6765 - accuracy: 0.5765\n",
"Epoch 316/500\n",
"2/2 [==============================] - 0s 8ms/step - loss: 0.6764 - accuracy: 0.5765\n",
"Epoch 317/500\n",
"2/2 [==============================] - 0s 8ms/step - loss: 0.6764 - accuracy: 0.5765\n",
"Epoch 318/500\n",
"2/2 [==============================] - 0s 8ms/step - loss: 0.6764 - accuracy: 0.5788\n",
"Epoch 319/500\n",
"2/2 [==============================] - 0s 13ms/step - loss: 0.6763 - accuracy: 0.5788\n",
"Epoch 320/500\n",
"2/2 [==============================] - 0s 10ms/step - loss: 0.6763 - accuracy: 0.5788\n",
"Epoch 321/500\n",
"2/2 [==============================] - 0s 5ms/step - loss: 0.6763 - accuracy: 0.5788\n",
"Epoch 322/500\n",
"2/2 [==============================] - 0s 16ms/step - loss: 0.6763 - accuracy: 0.5788\n",
"Epoch 323/500\n",
"2/2 [==============================] - 0s 10ms/step - loss: 0.6762 - accuracy: 0.5812\n",
"Epoch 324/500\n",
"2/2 [==============================] - 0s 6ms/step - loss: 0.6762 - accuracy: 0.5812\n",
"Epoch 325/500\n",
"2/2 [==============================] - 0s 5ms/step - loss: 0.6762 - accuracy: 0.5812\n",
"Epoch 326/500\n",
"2/2 [==============================] - 0s 10ms/step - loss: 0.6761 - accuracy: 0.5812\n",
"Epoch 327/500\n",
"2/2 [==============================] - 0s 11ms/step - loss: 0.6761 - accuracy: 0.5812\n",
"Epoch 328/500\n",
"2/2 [==============================] - 0s 5ms/step - loss: 0.6761 - accuracy: 0.5812\n",
"Epoch 329/500\n",
"2/2 [==============================] - 0s 6ms/step - loss: 0.6760 - accuracy: 0.5812\n",
"Epoch 330/500\n",
"2/2 [==============================] - 0s 8ms/step - loss: 0.6760 - accuracy: 0.5812\n",
"Epoch 331/500\n",
"2/2 [==============================] - 0s 7ms/step - loss: 0.6760 - accuracy: 0.5812\n",
"Epoch 332/500\n",
"2/2 [==============================] - 0s 7ms/step - loss: 0.6759 - accuracy: 0.5835\n",
"Epoch 333/500\n",
"2/2 [==============================] - 0s 5ms/step - loss: 0.6759 - accuracy: 0.5835\n",
"Epoch 334/500\n",
"2/2 [==============================] - 0s 5ms/step - loss: 0.6759 - accuracy: 0.5835\n",
"Epoch 335/500\n",
"2/2 [==============================] - 0s 5ms/step - loss: 0.6758 - accuracy: 0.5812\n",
"Epoch 336/500\n",
"2/2 [==============================] - 0s 9ms/step - loss: 0.6758 - accuracy: 0.5812\n",
"Epoch 337/500\n",
"2/2 [==============================] - 0s 15ms/step - loss: 0.6758 - accuracy: 0.5835\n",
"Epoch 338/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.6757 - accuracy: 0.5835\n",
"Epoch 339/500\n",
"2/2 [==============================] - 0s 7ms/step - loss: 0.6757 - accuracy: 0.5835\n",
"Epoch 340/500\n",
"2/2 [==============================] - 0s 15ms/step - loss: 0.6757 - accuracy: 0.5835\n",
"Epoch 341/500\n",
"2/2 [==============================] - 0s 5ms/step - loss: 0.6756 - accuracy: 0.5835\n",
"Epoch 342/500\n",
"2/2 [==============================] - 0s 17ms/step - loss: 0.6756 - accuracy: 0.5859\n",
"Epoch 343/500\n",
"2/2 [==============================] - 0s 14ms/step - loss: 0.6755 - accuracy: 0.5859\n",
"Epoch 344/500\n",
"2/2 [==============================] - 0s 12ms/step - loss: 0.6755 - accuracy: 0.5859\n",
"Epoch 345/500\n",
"2/2 [==============================] - 0s 9ms/step - loss: 0.6755 - accuracy: 0.5859\n",
"Epoch 346/500\n",
"2/2 [==============================] - 0s 5ms/step - loss: 0.6754 - accuracy: 0.5859\n",
"Epoch 347/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.6754 - accuracy: 0.5859\n",
"Epoch 348/500\n",
"2/2 [==============================] - 0s 9ms/step - loss: 0.6754 - accuracy: 0.5859\n",
"Epoch 349/500\n",
"2/2 [==============================] - 0s 5ms/step - loss: 0.6753 - accuracy: 0.5859\n",
"Epoch 350/500\n",
"2/2 [==============================] - 0s 10ms/step - loss: 0.6753 - accuracy: 0.5859\n",
"Epoch 351/500\n",
"2/2 [==============================] - 0s 15ms/step - loss: 0.6753 - accuracy: 0.5859\n",
"Epoch 352/500\n",
"2/2 [==============================] - 0s 12ms/step - loss: 0.6753 - accuracy: 0.5859\n",
"Epoch 353/500\n",
"2/2 [==============================] - 0s 12ms/step - loss: 0.6752 - accuracy: 0.5859\n",
"Epoch 354/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.6752 - accuracy: 0.5859\n",
"Epoch 355/500\n",
"2/2 [==============================] - 0s 7ms/step - loss: 0.6752 - accuracy: 0.5859\n",
"Epoch 356/500\n",
"2/2 [==============================] - 0s 11ms/step - loss: 0.6751 - accuracy: 0.5859\n",
"Epoch 357/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.6751 - accuracy: 0.5882\n",
"Epoch 358/500\n",
"2/2 [==============================] - 0s 9ms/step - loss: 0.6751 - accuracy: 0.5882\n",
"Epoch 359/500\n",
"2/2 [==============================] - 0s 5ms/step - loss: 0.6751 - accuracy: 0.5882\n",
"Epoch 360/500\n",
"2/2 [==============================] - 0s 5ms/step - loss: 0.6750 - accuracy: 0.5882\n",
"Epoch 361/500\n",
"2/2 [==============================] - 0s 5ms/step - loss: 0.6750 - accuracy: 0.5882\n",
"Epoch 362/500\n",
"2/2 [==============================] - 0s 7ms/step - loss: 0.6750 - accuracy: 0.5882\n",
"Epoch 363/500\n",
"2/2 [==============================] - 0s 7ms/step - loss: 0.6749 - accuracy: 0.5882\n",
"Epoch 364/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.6749 - accuracy: 0.5882\n",
"Epoch 365/500\n",
"2/2 [==============================] - 0s 11ms/step - loss: 0.6749 - accuracy: 0.5882\n",
"Epoch 366/500\n",
"2/2 [==============================] - 0s 7ms/step - loss: 0.6749 - accuracy: 0.5882\n",
"Epoch 367/500\n",
"2/2 [==============================] - 0s 5ms/step - loss: 0.6748 - accuracy: 0.5882\n",
"Epoch 368/500\n",
"2/2 [==============================] - 0s 12ms/step - loss: 0.6748 - accuracy: 0.5882\n",
"Epoch 369/500\n",
"2/2 [==============================] - 0s 14ms/step - loss: 0.6748 - accuracy: 0.5882\n",
"Epoch 370/500\n",
"2/2 [==============================] - 0s 10ms/step - loss: 0.6747 - accuracy: 0.5882\n",
"Epoch 371/500\n",
"2/2 [==============================] - 0s 10ms/step - loss: 0.6747 - accuracy: 0.5882\n",
"Epoch 372/500\n",
"2/2 [==============================] - 0s 7ms/step - loss: 0.6747 - accuracy: 0.5906\n",
"Epoch 373/500\n",
"2/2 [==============================] - 0s 24ms/step - loss: 0.6747 - accuracy: 0.5906\n",
"Epoch 374/500\n",
"2/2 [==============================] - 0s 11ms/step - loss: 0.6746 - accuracy: 0.5906\n",
"Epoch 375/500\n",
"2/2 [==============================] - 0s 10ms/step - loss: 0.6746 - accuracy: 0.5906\n",
"Epoch 376/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.6746 - accuracy: 0.5906\n",
"Epoch 377/500\n",
"2/2 [==============================] - 0s 13ms/step - loss: 0.6746 - accuracy: 0.5906\n",
"Epoch 378/500\n",
"2/2 [==============================] - 0s 8ms/step - loss: 0.6745 - accuracy: 0.5906\n",
"Epoch 379/500\n",
"2/2 [==============================] - 0s 14ms/step - loss: 0.6745 - accuracy: 0.5906\n",
"Epoch 380/500\n",
"2/2 [==============================] - 0s 8ms/step - loss: 0.6745 - accuracy: 0.5906\n",
"Epoch 381/500\n",
"2/2 [==============================] - 0s 5ms/step - loss: 0.6744 - accuracy: 0.5882\n",
"Epoch 382/500\n",
"2/2 [==============================] - 0s 7ms/step - loss: 0.6744 - accuracy: 0.5882\n",
"Epoch 383/500\n",
"2/2 [==============================] - 0s 5ms/step - loss: 0.6744 - accuracy: 0.5882\n",
"Epoch 384/500\n",
"2/2 [==============================] - 0s 6ms/step - loss: 0.6744 - accuracy: 0.5882\n",
"Epoch 385/500\n",
"2/2 [==============================] - 0s 7ms/step - loss: 0.6743 - accuracy: 0.5906\n",
"Epoch 386/500\n",
"2/2 [==============================] - 0s 7ms/step - loss: 0.6743 - accuracy: 0.5906\n",
"Epoch 387/500\n",
"2/2 [==============================] - 0s 9ms/step - loss: 0.6743 - accuracy: 0.5929\n",
"Epoch 388/500\n",
"2/2 [==============================] - 0s 18ms/step - loss: 0.6743 - accuracy: 0.5906\n",
"Epoch 389/500\n",
"2/2 [==============================] - 0s 9ms/step - loss: 0.6742 - accuracy: 0.5906\n",
"Epoch 390/500\n",
"2/2 [==============================] - 0s 10ms/step - loss: 0.6742 - accuracy: 0.5882\n",
"Epoch 391/500\n",
"2/2 [==============================] - 0s 14ms/step - loss: 0.6742 - accuracy: 0.5882\n",
"Epoch 392/500\n",
"2/2 [==============================] - 0s 5ms/step - loss: 0.6742 - accuracy: 0.5882\n",
"Epoch 393/500\n",
"2/2 [==============================] - 0s 10ms/step - loss: 0.6741 - accuracy: 0.5882\n",
"Epoch 394/500\n",
"2/2 [==============================] - 0s 6ms/step - loss: 0.6741 - accuracy: 0.5906\n",
"Epoch 395/500\n",
"2/2 [==============================] - 0s 5ms/step - loss: 0.6741 - accuracy: 0.5906\n",
"Epoch 396/500\n",
"2/2 [==============================] - 0s 8ms/step - loss: 0.6741 - accuracy: 0.5906\n",
"Epoch 397/500\n",
"2/2 [==============================] - 0s 10ms/step - loss: 0.6740 - accuracy: 0.5906\n",
"Epoch 398/500\n",
"2/2 [==============================] - 0s 8ms/step - loss: 0.6740 - accuracy: 0.5906\n",
"Epoch 399/500\n",
"2/2 [==============================] - 0s 11ms/step - loss: 0.6740 - accuracy: 0.5929\n",
"Epoch 400/500\n",
"2/2 [==============================] - 0s 12ms/step - loss: 0.6739 - accuracy: 0.5929\n",
"Epoch 401/500\n",
"2/2 [==============================] - 0s 12ms/step - loss: 0.6739 - accuracy: 0.5929\n",
"Epoch 402/500\n",
"2/2 [==============================] - 0s 16ms/step - loss: 0.6739 - accuracy: 0.5929\n",
"Epoch 403/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.6739 - accuracy: 0.5929\n",
"Epoch 404/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.6738 - accuracy: 0.5929\n",
"Epoch 405/500\n",
"2/2 [==============================] - 0s 5ms/step - loss: 0.6738 - accuracy: 0.5929\n",
"Epoch 406/500\n",
"2/2 [==============================] - 0s 11ms/step - loss: 0.6738 - accuracy: 0.5906\n",
"Epoch 407/500\n",
"2/2 [==============================] - 0s 9ms/step - loss: 0.6738 - accuracy: 0.5906\n",
"Epoch 408/500\n",
"2/2 [==============================] - 0s 8ms/step - loss: 0.6737 - accuracy: 0.5906\n",
"Epoch 409/500\n",
"2/2 [==============================] - 0s 10ms/step - loss: 0.6737 - accuracy: 0.5906\n",
"Epoch 410/500\n",
"2/2 [==============================] - 0s 11ms/step - loss: 0.6737 - accuracy: 0.5906\n",
"Epoch 411/500\n",
"2/2 [==============================] - 0s 5ms/step - loss: 0.6737 - accuracy: 0.5906\n",
"Epoch 412/500\n",
"2/2 [==============================] - 0s 18ms/step - loss: 0.6737 - accuracy: 0.5906\n",
"Epoch 413/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.6736 - accuracy: 0.5906\n",
"Epoch 414/500\n",
"2/2 [==============================] - 0s 8ms/step - loss: 0.6736 - accuracy: 0.5906\n",
"Epoch 415/500\n",
"2/2 [==============================] - 0s 5ms/step - loss: 0.6736 - accuracy: 0.5929\n",
"Epoch 416/500\n",
"2/2 [==============================] - 0s 5ms/step - loss: 0.6736 - accuracy: 0.5929\n",
"Epoch 417/500\n",
"2/2 [==============================] - 0s 5ms/step - loss: 0.6735 - accuracy: 0.5906\n",
"Epoch 418/500\n",
"2/2 [==============================] - 0s 5ms/step - loss: 0.6735 - accuracy: 0.5929\n",
"Epoch 419/500\n",
"2/2 [==============================] - 0s 5ms/step - loss: 0.6735 - accuracy: 0.5929\n",
"Epoch 420/500\n",
"2/2 [==============================] - 0s 16ms/step - loss: 0.6735 - accuracy: 0.5929\n",
"Epoch 421/500\n",
"2/2 [==============================] - 0s 8ms/step - loss: 0.6734 - accuracy: 0.5929\n",
"Epoch 422/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.6734 - accuracy: 0.5929\n",
"Epoch 423/500\n",
"2/2 [==============================] - 0s 15ms/step - loss: 0.6734 - accuracy: 0.5929\n",
"Epoch 424/500\n",
"2/2 [==============================] - 0s 10ms/step - loss: 0.6734 - accuracy: 0.5929\n",
"Epoch 425/500\n",
"2/2 [==============================] - 0s 8ms/step - loss: 0.6734 - accuracy: 0.5929\n",
"Epoch 426/500\n",
"2/2 [==============================] - 0s 3ms/step - loss: 0.6733 - accuracy: 0.5929\n",
"Epoch 427/500\n",
"2/2 [==============================] - 0s 5ms/step - loss: 0.6733 - accuracy: 0.5929\n",
"Epoch 428/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.6733 - accuracy: 0.5929\n",
"Epoch 429/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.6733 - accuracy: 0.5929\n",
"Epoch 430/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.6732 - accuracy: 0.5929\n",
"Epoch 431/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.6732 - accuracy: 0.5929\n",
"Epoch 432/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.6732 - accuracy: 0.5929\n",
"Epoch 433/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.6732 - accuracy: 0.5929\n",
"Epoch 434/500\n",
"2/2 [==============================] - 0s 7ms/step - loss: 0.6732 - accuracy: 0.5929\n",
"Epoch 435/500\n",
"2/2 [==============================] - 0s 7ms/step - loss: 0.6732 - accuracy: 0.5929\n",
"Epoch 436/500\n",
"2/2 [==============================] - 0s 6ms/step - loss: 0.6731 - accuracy: 0.5929\n",
"Epoch 437/500\n",
"2/2 [==============================] - 0s 10ms/step - loss: 0.6731 - accuracy: 0.5953\n",
"Epoch 438/500\n",
"2/2 [==============================] - 0s 5ms/step - loss: 0.6731 - accuracy: 0.5953\n",
"Epoch 439/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.6731 - accuracy: 0.5953\n",
"Epoch 440/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.6731 - accuracy: 0.5953\n",
"Epoch 441/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.6730 - accuracy: 0.5953\n",
"Epoch 442/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.6730 - accuracy: 0.5953\n",
"Epoch 443/500\n",
"2/2 [==============================] - 0s 12ms/step - loss: 0.6730 - accuracy: 0.5953\n",
"Epoch 444/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.6730 - accuracy: 0.5953\n",
"Epoch 445/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.6729 - accuracy: 0.5953\n",
"Epoch 446/500\n",
"2/2 [==============================] - 0s 8ms/step - loss: 0.6729 - accuracy: 0.5953\n",
"Epoch 447/500\n",
"2/2 [==============================] - 0s 10ms/step - loss: 0.6729 - accuracy: 0.5953\n",
"Epoch 448/500\n",
"2/2 [==============================] - 0s 10ms/step - loss: 0.6729 - accuracy: 0.5953\n",
"Epoch 449/500\n",
"2/2 [==============================] - 0s 8ms/step - loss: 0.6729 - accuracy: 0.5953\n",
"Epoch 450/500\n",
"2/2 [==============================] - 0s 16ms/step - loss: 0.6729 - accuracy: 0.5953\n",
"Epoch 451/500\n",
"2/2 [==============================] - 0s 7ms/step - loss: 0.6728 - accuracy: 0.5953\n",
"Epoch 452/500\n",
"2/2 [==============================] - 0s 16ms/step - loss: 0.6728 - accuracy: 0.5953\n",
"Epoch 453/500\n",
"2/2 [==============================] - 0s 16ms/step - loss: 0.6728 - accuracy: 0.5953\n",
"Epoch 454/500\n",
"2/2 [==============================] - 0s 9ms/step - loss: 0.6728 - accuracy: 0.5953\n",
"Epoch 455/500\n",
"2/2 [==============================] - 0s 14ms/step - loss: 0.6728 - accuracy: 0.5953\n",
"Epoch 456/500\n",
"2/2 [==============================] - 0s 6ms/step - loss: 0.6727 - accuracy: 0.5976\n",
"Epoch 457/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.6727 - accuracy: 0.5976\n",
"Epoch 458/500\n",
"2/2 [==============================] - 0s 6ms/step - loss: 0.6727 - accuracy: 0.5976\n",
"Epoch 459/500\n",
"2/2 [==============================] - 0s 11ms/step - loss: 0.6727 - accuracy: 0.5976\n",
"Epoch 460/500\n",
"2/2 [==============================] - 0s 3ms/step - loss: 0.6727 - accuracy: 0.5976\n",
"Epoch 461/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.6727 - accuracy: 0.5953\n",
"Epoch 462/500\n",
"2/2 [==============================] - 0s 7ms/step - loss: 0.6726 - accuracy: 0.5953\n",
"Epoch 463/500\n",
"2/2 [==============================] - 0s 9ms/step - loss: 0.6726 - accuracy: 0.5953\n",
"Epoch 464/500\n",
"2/2 [==============================] - 0s 6ms/step - loss: 0.6726 - accuracy: 0.5953\n",
"Epoch 465/500\n",
"2/2 [==============================] - 0s 5ms/step - loss: 0.6726 - accuracy: 0.5953\n",
"Epoch 466/500\n",
"2/2 [==============================] - 0s 6ms/step - loss: 0.6726 - accuracy: 0.5953\n",
"Epoch 467/500\n",
"2/2 [==============================] - 0s 5ms/step - loss: 0.6725 - accuracy: 0.5953\n",
"Epoch 468/500\n",
"2/2 [==============================] - 0s 9ms/step - loss: 0.6725 - accuracy: 0.5953\n",
"Epoch 469/500\n",
"2/2 [==============================] - 0s 6ms/step - loss: 0.6725 - accuracy: 0.5953\n",
"Epoch 470/500\n",
"2/2 [==============================] - 0s 7ms/step - loss: 0.6725 - accuracy: 0.5976\n",
"Epoch 471/500\n",
"2/2 [==============================] - 0s 8ms/step - loss: 0.6725 - accuracy: 0.5976\n",
"Epoch 472/500\n",
"2/2 [==============================] - 0s 8ms/step - loss: 0.6724 - accuracy: 0.5976\n",
"Epoch 473/500\n",
"2/2 [==============================] - 0s 8ms/step - loss: 0.6724 - accuracy: 0.5976\n",
"Epoch 474/500\n",
"2/2 [==============================] - 0s 8ms/step - loss: 0.6724 - accuracy: 0.5976\n",
"Epoch 475/500\n",
"2/2 [==============================] - 0s 8ms/step - loss: 0.6724 - accuracy: 0.5976\n",
"Epoch 476/500\n",
"2/2 [==============================] - 0s 5ms/step - loss: 0.6724 - accuracy: 0.5976\n",
"Epoch 477/500\n",
"2/2 [==============================] - 0s 11ms/step - loss: 0.6724 - accuracy: 0.5976\n",
"Epoch 478/500\n",
"2/2 [==============================] - 0s 8ms/step - loss: 0.6723 - accuracy: 0.5976\n",
"Epoch 479/500\n",
"2/2 [==============================] - 0s 10ms/step - loss: 0.6723 - accuracy: 0.5976\n",
"Epoch 480/500\n",
"2/2 [==============================] - 0s 11ms/step - loss: 0.6723 - accuracy: 0.5976\n",
"Epoch 481/500\n",
"2/2 [==============================] - 0s 8ms/step - loss: 0.6723 - accuracy: 0.5976\n",
"Epoch 482/500\n",
"2/2 [==============================] - 0s 5ms/step - loss: 0.6723 - accuracy: 0.5976\n",
"Epoch 483/500\n",
"2/2 [==============================] - 0s 11ms/step - loss: 0.6722 - accuracy: 0.5976\n",
"Epoch 484/500\n",
"2/2 [==============================] - 0s 4ms/step - loss: 0.6722 - accuracy: 0.5976\n",
"Epoch 485/500\n",
"2/2 [==============================] - 0s 5ms/step - loss: 0.6722 - accuracy: 0.5976\n",
"Epoch 486/500\n",
"2/2 [==============================] - 0s 6ms/step - loss: 0.6722 - accuracy: 0.5976\n",
"Epoch 487/500\n",
"2/2 [==============================] - 0s 8ms/step - loss: 0.6722 - accuracy: 0.5976\n",
"Epoch 488/500\n",
"2/2 [==============================] - 0s 11ms/step - loss: 0.6721 - accuracy: 0.5976\n",
"Epoch 489/500\n",
"2/2 [==============================] - 0s 7ms/step - loss: 0.6721 - accuracy: 0.5976\n",
"Epoch 490/500\n",
"2/2 [==============================] - 0s 8ms/step - loss: 0.6721 - accuracy: 0.5976\n",
"Epoch 491/500\n",
"2/2 [==============================] - 0s 6ms/step - loss: 0.6721 - accuracy: 0.5976\n",
"Epoch 492/500\n",
"2/2 [==============================] - 0s 6ms/step - loss: 0.6721 - accuracy: 0.5976\n",
"Epoch 493/500\n",
"2/2 [==============================] - 0s 7ms/step - loss: 0.6721 - accuracy: 0.5976\n",
"Epoch 494/500\n",
"2/2 [==============================] - 0s 5ms/step - loss: 0.6720 - accuracy: 0.5976\n",
"Epoch 495/500\n",
"2/2 [==============================] - 0s 14ms/step - loss: 0.6720 - accuracy: 0.5976\n",
"Epoch 496/500\n",
"2/2 [==============================] - 0s 5ms/step - loss: 0.6720 - accuracy: 0.5976\n",
"Epoch 497/500\n",
"2/2 [==============================] - 0s 5ms/step - loss: 0.6720 - accuracy: 0.5976\n",
"Epoch 498/500\n",
"2/2 [==============================] - 0s 5ms/step - loss: 0.6720 - accuracy: 0.5976\n",
"Epoch 499/500\n",
"2/2 [==============================] - 0s 9ms/step - loss: 0.6720 - accuracy: 0.5976\n",
"Epoch 500/500\n",
"2/2 [==============================] - 0s 11ms/step - loss: 0.6719 - accuracy: 0.5976\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 531
},
"id": "PsT_wdfo-u7Q",
"outputId": "b2305f02-7162-445d-ac25-622766d75013"
},
"source": [
"for metric_name in ['loss', 'accuracy']:\n",
" plt.plot(hist.epoch,hist.history[metric_name])\n",
" plt.ylabel(metric_name)\n",
" plt.show()"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"width": 417,
"height": 257
}
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"width": 417,
"height": 257
}
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "LqiQm8i1B2OY"
},
"source": [
"y_prob = model.predict(x_test)\n",
"y_pred = (y_prob>=0.5).astype(int)"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 345
},
"id": "2mY76uRQdSpb",
"outputId": "3c460681-870c-484f-d914-e3094ffaaaba"
},
"source": [
"sns.distplot(y_prob.ravel())"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
"/usr/local/lib/python3.7/dist-packages/seaborn/distributions.py:2557: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
" warnings.warn(msg, FutureWarning)\n"
],
"name": "stderr"
},
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f54c7686090>"
]
},
"metadata": {},
"execution_count": 85
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"width": 390,
"height": 257
}
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "1ys-NWtGB2lu",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 600
},
"outputId": "a9c42216-d6ff-4772-a3ef-7d36293a787e"
},
"source": [
"plt.figure(figsize=(8, 8))\n",
"\n",
"plot_decision(x, model, extra=['xy', 'x2', 'y2', 'sinx', 'cosy'])\n",
"plt.scatter(x_test[:,0], x_test[:,1],c=class_to_color(y_test) ,edgecolors='k', label='Test')\n",
"plt.axis('equal')\n",
"plt.legend()\n",
"plt.show()"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
"xy\n",
"x2\n",
"y2\n",
"sinx\n",
"cosy\n",
"(7, 20586)\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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