diff --git a/Cats, dogs and butterflys image recognition.ipynb b/Cats, dogs and butterflys image recognition.ipynb
index 9e37fbd86831ce2fc00cce05c8c5a95906221067..1e536250338d6986265091fb50eb4437c18281e5 100644
--- a/Cats, dogs and butterflys image recognition.ipynb	
+++ b/Cats, dogs and butterflys image recognition.ipynb	
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 51,
+   "execution_count": 57,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -18,7 +18,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 52,
+   "execution_count": 58,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -27,7 +27,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 53,
+   "execution_count": 59,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -37,7 +37,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 54,
+   "execution_count": 60,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -46,7 +46,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 55,
+   "execution_count": 61,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -57,7 +57,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 56,
+   "execution_count": 62,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -66,7 +66,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 57,
+   "execution_count": 63,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -75,7 +75,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 58,
+   "execution_count": 64,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -84,7 +84,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 59,
+   "execution_count": 65,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -93,7 +93,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 60,
+   "execution_count": 66,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -104,7 +104,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 61,
+   "execution_count": 67,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -113,7 +113,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 62,
+   "execution_count": 68,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -123,7 +123,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 63,
+   "execution_count": 69,
    "metadata": {},
    "outputs": [
     {
@@ -151,7 +151,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 64,
+   "execution_count": 70,
    "metadata": {},
    "outputs": [
     {
@@ -168,7 +168,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 65,
+   "execution_count": 71,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -177,7 +177,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 66,
+   "execution_count": 72,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -186,16 +186,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 67,
+   "execution_count": 73,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<matplotlib.image.AxesImage at 0x187dc4582e8>"
+       "<matplotlib.image.AxesImage at 0x1a136c9e6d8>"
       ]
      },
-     "execution_count": 67,
+     "execution_count": 73,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -206,7 +206,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 68,
+   "execution_count": 74,
    "metadata": {},
    "outputs": [
     {
@@ -226,7 +226,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 69,
+   "execution_count": 75,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -235,7 +235,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 96,
+   "execution_count": 177,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -255,7 +255,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 97,
+   "execution_count": 178,
    "metadata": {
     "scrolled": true
    },
@@ -264,7 +264,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "4722\n"
+      "4898\n"
      ]
     }
    ],
@@ -274,7 +274,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 98,
+   "execution_count": 179,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -284,19 +284,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 99,
+   "execution_count": 180,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "1\n"
+      "2\n"
      ]
     },
     {
      "data": {
-      "image/png": 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GQp0SuljA5POpCRRiQQ3IhS1evlol3PA5c/KJSgKZOXNmp83nuGTJkqwPBwqpbThIqWQr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\nWQDeSCkN/3nZCuA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HGt8b3rGS7DZuww8oL9CM713OdPT6sIO5mWxDT2eqjsRSR1+JV38agAsA/N7Mdrhvv4Eu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\na12AUEYMmvwAAAAASUVORK5CYII=\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -308,12 +308,12 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "2\n"
+      "1\n"
      ]
     },
     {
      "data": {
-      "image/png": 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PCY28T41wV7t6Tj/H8x7/iwD+OiK2Y9jnv+M4jmWMGSBjCtlNKT0I4MHez88B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\nIP8fg767Bu4OKTMAAAAASUVORK5CYII=\n",
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LWaiEGy42wkE+6vzzPcbfUWlRHNjEeokKumItSnXS4QAj3q86/+1rQmlgCj/x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\nEC98YxqIF74xDcQL35gG4oVvTAP5b3C/ZMXmzyTvAAAAAElFTkSuQmCC\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -330,7 +330,7 @@
     },
     {
      "data": {
-      "image/png": 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eX83+Lhe49IpUsE/sFSFln5Ln23uPz+fw8+G9e2Z9gXUC7z0/t/Hmn+8Zj8V7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\n0Ye0THxFgKcAAAAASUVORK5CYII=\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -342,12 +342,12 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "2\n"
+      "1\n"
      ]
     },
     {
      "data": {
-      "image/png": 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OSYTRhDoM+Qpi6GMpHZ9iirXGwCc+IRlCxSckQ6j4hGQIFZ+QDCmrc09ELEdV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\nltDGLVT7AAAAAElFTkSuQmCC\n",
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p2YeTHb797W9Htvden9978/vpj3/840mb+++/P7K5qCcndwDpu1p+p+0lc3Ax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\nAABJRU5ErkJggg==\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -364,7 +364,7 @@
     },
     {
      "data": {
-      "image/png": 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IW338/v37Z76o8nH4OeWsWbMye8GCBcUY9kuVf8XPytknZv8RKJ/tsw6g/C32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\nrkJggg==\n",
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qJQMPO+O0ZPdV4t6Pf/zjrP21r30ta6vgH75HPHd8fUAZIMTHVU5XLJTy/CtH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\nA3gR4vgQYdmzAAAAAElFTkSuQmCC\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -381,7 +381,7 @@
     },
     {
      "data": {
-      "image/png": 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TPPVSDua1atVK2azIA9jEGQ5ieSq7ffv2VfawYcOU3atXLzOGAzbcHvo73/mOGcNJJ57i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\ngg==\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -393,12 +393,12 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "0\n"
+      "1\n"
      ]
     },
     {
      "data": {
-      "image/png": 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9lsTSNfgYWS/hhC5AX1erKAvfy3y+p0+fXuP8shQeAfwT33FyiS98x8khvvAd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\nfMfJIb7wHSeH+MJ3nBzy/wH79N6w1exDAgAAAABJRU5ErkJggg==\n",
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/v9Het29fo62KmvAKwLxfpWuw/XyOKmiGC6ywberYNav6MKyx1CQm8Tnecsstxf2yTjBj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\n08TGGDlbCwAAAABJRU5ErkJggg==\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -415,7 +415,7 @@
     },
     {
      "data": {
-      "image/png": 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k8lSu5b56yTR5qvfyuOTRrypBT3whCogmvhAFJPfEN7MWZrbIzJ4s2d3M7GUz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\nQmCC\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -427,12 +427,12 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "2\n"
+      "0\n"
      ]
     },
     {
      "data": {
-      "image/png": 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d3lFX+Tm8Nss+sfJ3Gfa3VBFM3oWX/UX2BQHg+eefz2yVvMFwjMHjjz9enNOk\nUahnZt2CE5GUj8/PePbZZ2c27y4ElL64KvzJfjSvwT/yyCNFm2nTpmU2++dKy+HYBN79iAu1AmXC\nEydNKf1n/PjxxbEmOBZDFSzZZUk6ETERwIUA/rVjB4CZALYqJXMAXKxbG2OGGrU/9W8E8E8Atn5F\n7wfgjZTS1n9e1gEov/4ARMSVEbEoIhapqCNjTO9pnPgR8dcANqSUuncJVHGBclanlGanlKanlKbX\nhhMaY3YtNT7+mQD+JiJmAdgT/T7+jQDGRMSozrf+RAClI2eMGZI0TvyU0vUArgeAiPg4gP+dUvq7\niLgNwCUAbgVwOYA7a27Y/XNfJXw0JayoyqQrVqzIbBUkw8kPLBLWJFVw0IyqGvOFL3whs+fPn7/N\nawKlmMdiJe/oA5TCKO/SApSBQSwIqgpCLKaye6bEMW7DIpwKVGERV1Xi5SCYI488sjiHufvuuzOb\nn/mFF14o2rAYzO/GzTffXLQ55ZRTMpuFSCVCszCq+sKCLIt7as4MxoXekXX8LwL4XxGxCv0+/w93\n4FrGmB6yXSG7KaX7Adzf+fsaAKft/C4ZY3Y1jtwzpoX0NEln1KhRmf+qKp7yzifse6vgHPbfOSAG\nKHdN7S5esLVvDJ9z//33Z7aqOMu7vrIv/rvf/a5oM2nSpMxm/1AVj+AdVpR2wL43+5jqujwO7Iur\n3XfYB+bgKOWXcmCNCjzhHW34HPbfgVIP4QQudR9+Zk7+UT70008/ndk8Lup94ndXBbA17UKkVsbU\nZ9KEv/GNaSGe+Ma0EE98Y1pIT338ESNGZP6f8k3YD2L/UBXi4DVU9pkB4Pvf/35mf+Mb32i8Lh/j\n6/7gBz8o2nDhSdYsVGIP7+TC67vsqwNl4ghfAyjHjotSKB+zyV9U/Wc/tCYBh4uNqGIXvFMOaxIq\neYb1kRp/neMFeNyUX81tWD9R48h6iYpvaOpL03Vr/X1/4xvTQjzxjWkhnvjGtBBPfGNaSE/Fvffe\ney8TaFRgBwsgnKSgAjBYsFGiyRFHHJHZixcvzmyVVMHVdDhB6Pjjjy/a3HPPPZnNSUecUASUz8xJ\nOhygBJRikqpYzNflgCQ1/iwS8pbXn/jEJxr7wgLTE088UbThirlKlOLKPSwAHnzwwUUbFmRrgmY4\nuItFRVVBiAPL+Bpvv/120Yar5yhBWW2v3c2pp55aHHvggQfe/7sK5FL4G9+YFuKJb0wL8cQ3poVE\nL+vgjRo1KnX7QipogwNg2D9UfhEXxFB+DieOTJw4MbNVUQTeHZf1BbVbCvt+L730UnEOw8/EPr5K\n+OC+qPvwuHCbml14uSqw2r0NgUpYAAAGLUlEQVSG4edRu8Jy4RBOOgJKP5l1GFVxlgtZ8Ptz6aWX\nFm24Wi+P97Jly4o2fG/28ZWWwIFO3AYoq/NyX9Ruy906zNtvv43Nmzc31rjzN74xLcQT35gW4olv\nTAvxxDemhfRU3Ntjjz1St3ClKqiwMMT9U4IOBz2obLaZM2dmNldQUXCFIA6IUaIbC1L8PCpQhQUd\nvo/aApuDejjoBCgDmWq25uJAIM4uHDt2bNGGBU0W2FTm4OTJkzP7qaeeKs7hseJ3gbdFA4DVq1dn\nNj8PBzEBpdDLoq0SlFloZLFSvaf8uaoKVHxdvveUKVOKNt2Zjm+99ZbFPWOMxhPfmBbiiW9MC+lp\nkg5vk612xWF/nYNM1I4r7AephBX2wdi/UlV7OEHoggsuyOxf/OIXjX3h4BXlL55wwgmZvXTp0sxW\nQTMnnnhiZqtqNOz3c8KK0gWatllW/Wcfnysi8a4zALBkyZLMZv8XKAOxOChGteHEnbVr12a2qgbE\nWgg/o/LX+d3l+6pxYn1BXbcpgEdVRu5uowKHFP7GN6aFeOIb00I88Y1pIT1fx+9O+lDFCtjvZF+J\nd4AFynVitfMt7wzL68acGAOUOgCvK7M/BpQ+GT9jzfpuTTEFPke14bXypsIWQLlWzhVm1Q7BDGsj\nM2bMKM7hHYV47R8ox5fHX/nR/H7UrOPzMY6bUJ/ztGnTMpsrGKuYCU4Y4uIwQLkLVE3sRfdn9M47\n72DLli1exzfGlHjiG9NCPPGNaSGe+Ma0kJ6Ke6NHj07dSR5qayIWnPgcleTCx1SVXa5cwkKXEhpZ\nGOKqtCqAhAMszjnnnMzmai/qPhxEo5JRFixYkNmqOiuLbCrZh2Ghi6+rhFMeFx5LFhmBMvlHVRLm\nbbJ5C2zVF/5MOABMvXMsDk+dOnWb9wVK0Y1FRSVW8rioqk/8GXH/m6pMb968GX19fRb3jDElnvjG\ntBBPfGNaSE99/IjYCGAtgHEAXmk4fagwnPoKDK/+Dqe+AsOjv4ellPZvOqmnE//9m0YsSilN7/mN\nB8Fw6iswvPo7nPoKDL/+bgv/1DemhXjiG9NCdtfEn72b7jsYhlNfgeHV3+HUV2D49XdAdouPb4zZ\nvfinvjEtpKcTPyLOj4inI2JVRFzXy3vXEBE/iogNEfFE17GxEXFfRKzs/NmckN4DIuKQiJgfESsi\nYnlEXN05PlT7u2dEPBwRj3X6e0Pn+OSIWNjp788ioozD3U1ExMiIWBIRd3XsIdvX7aVnEz8iRgL4\nfwAuAHAMgEsj4phe3b+SWwCcT8euAzAvpXQkgHkdeyiwGcA/ppSOBjADwN93xnOo9vddADNTSicC\nmAbg/IiYAeBbAL7b6e/rAK7YjX1krgawosseyn3dLnr5jX8agFUppTUppb8AuBXART28fyMppf8C\nwNkiFwGY0/n7HAAX97RTA5BSWp9SWtz5+1vof0EnYOj2N6WUtmapjO78lwDMBHB75/iQ6W9ETARw\nIYB/7diBIdrXwdDLiT8BQHddoXWdY0OdA1NK64H+yQag3Mh9NxMRkwCcBGAhhnB/Oz+dlwLYAOA+\nAKsBvJFS2ppyNpTeiRsB/BOArfWq98PQ7et208uJr1IFvaSwg0TE3gDuAHBNSqnMRx5CpJS2pJSm\nAZiI/l+AZb7xEHgnIuKvAWxIKT3afVicutv7Olh6uaHGOgCHdNkTAbw4wLlDiZcjYnxKaX1EjEf/\nt9WQICJGo3/S/1tK6T87h4dsf7eSUnojIu5HvzYxJiJGdb5Jh8o7cSaAv4mIWQD2BPAR9P8CGIp9\nHRS9/MZ/BMCRHWV0DwB/C2BuD+8/WOYCuLzz98sB3Lkb+/I+HZ/zhwBWpJT+uet/DdX+7h8RYzp/\n3wvAuejXJeYDuKRz2pDob0rp+pTSxJTSJPS/p79JKf0dhmBfB01KqWf/AZgF4Bn0+3b/p5f3ruzf\nvwNYD+A99P9CuQL9vt08ACs7f47d3f3s9PUs9P/UfBzA0s5/s4Zwf08AsKTT3ycA/N/O8SkAHgaw\nCsBtAD6wu/tK/f44gLuGQ1+35z9H7hnTQhy5Z0wL8cQ3poV44hvTQjzxjWkhnvjGtBBPfGNaiCe+\nMS3EE9+YFvL/AQOPnnI+xKRNAAAAAElFTkSuQmCC\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -449,7 +449,7 @@
     },
     {
      "data": {
-      "image/png": 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Q5wlHLJqwQAWkwhCLbl4ACQspLKB5ATy83xwRkYN6OPjDC1ri8+CdFz42n1sv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\nO/duAAAAAElFTkSuQmCC\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -467,7 +467,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 130,
+   "execution_count": 181,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -477,7 +477,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 131,
+   "execution_count": 182,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -489,7 +489,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 132,
+   "execution_count": 183,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -504,7 +504,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 133,
+   "execution_count": 184,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -516,7 +516,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 134,
+   "execution_count": 185,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -525,16 +525,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 135,
+   "execution_count": 186,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "2"
+       "1"
       ]
      },
-     "execution_count": 135,
+     "execution_count": 186,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -545,7 +545,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 136,
+   "execution_count": 187,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -555,7 +555,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 137,
+   "execution_count": 188,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -569,14 +569,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 138,
+   "execution_count": 189,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "3-conv-64-nodes-0-dense-1555592361\n"
+      "3-conv-64-nodes-0-dense-1555674666\n"
      ]
     }
    ],
@@ -591,7 +591,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 139,
+   "execution_count": 190,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -603,7 +603,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 140,
+   "execution_count": 191,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -615,7 +615,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 141,
+   "execution_count": 192,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -627,7 +627,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 142,
+   "execution_count": 193,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -637,7 +637,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 143,
+   "execution_count": 194,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -646,43 +646,43 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 144,
+   "execution_count": 195,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Train on 4249 samples, validate on 473 samples\n",
+      "Train on 4408 samples, validate on 490 samples\n",
       "Epoch 1/10\n",
-      "4249/4249 [==============================] - 63s 15ms/step - loss: 0.8167 - acc: 0.5893 - val_loss: 0.7366 - val_acc: 0.6533\n",
+      "4408/4408 [==============================] - 43s 10ms/step - loss: 0.8478 - acc: 0.5794 - val_loss: 0.7256 - val_acc: 0.6408\n",
       "Epoch 2/10\n",
-      "4249/4249 [==============================] - 65s 15ms/step - loss: 0.6869 - acc: 0.6682 - val_loss: 0.6889 - val_acc: 0.7019\n",
+      "4408/4408 [==============================] - 43s 10ms/step - loss: 0.7165 - acc: 0.6504 - val_loss: 0.6797 - val_acc: 0.6898\n",
       "Epoch 3/10\n",
-      "4249/4249 [==============================] - 58s 14ms/step - loss: 0.6232 - acc: 0.7072 - val_loss: 0.6096 - val_acc: 0.7357\n",
+      "4408/4408 [==============================] - 42s 9ms/step - loss: 0.6797 - acc: 0.6756 - val_loss: 0.6493 - val_acc: 0.6857\n",
       "Epoch 4/10\n",
-      "4249/4249 [==============================] - 64s 15ms/step - loss: 0.5670 - acc: 0.7282 - val_loss: 0.5789 - val_acc: 0.7336\n",
+      "4408/4408 [==============================] - 43s 10ms/step - loss: 0.5874 - acc: 0.7260 - val_loss: 0.5528 - val_acc: 0.7265\n",
       "Epoch 5/10\n",
-      "4249/4249 [==============================] - 65s 15ms/step - loss: 0.5109 - acc: 0.7625 - val_loss: 0.5018 - val_acc: 0.7696\n",
+      "4408/4408 [==============================] - 43s 10ms/step - loss: 0.5042 - acc: 0.7718 - val_loss: 0.5049 - val_acc: 0.7571\n",
       "Epoch 6/10\n",
-      "4249/4249 [==============================] - 64s 15ms/step - loss: 0.4511 - acc: 0.7938 - val_loss: 0.4690 - val_acc: 0.7928\n",
+      "4408/4408 [==============================] - 44s 10ms/step - loss: 0.4430 - acc: 0.7985 - val_loss: 0.4739 - val_acc: 0.7673\n",
       "Epoch 7/10\n",
-      "4249/4249 [==============================] - 63s 15ms/step - loss: 0.4051 - acc: 0.8261 - val_loss: 0.4867 - val_acc: 0.7928\n",
+      "4408/4408 [==============================] - 43s 10ms/step - loss: 0.3640 - acc: 0.8466 - val_loss: 0.4015 - val_acc: 0.8102\n",
       "Epoch 8/10\n",
-      "4249/4249 [==============================] - 56s 13ms/step - loss: 0.3483 - acc: 0.8524 - val_loss: 0.3905 - val_acc: 0.8288\n",
+      "4408/4408 [==============================] - 43s 10ms/step - loss: 0.3098 - acc: 0.8748 - val_loss: 0.3811 - val_acc: 0.8347\n",
       "Epoch 9/10\n",
-      "4249/4249 [==============================] - 47s 11ms/step - loss: 0.2805 - acc: 0.8903 - val_loss: 0.3619 - val_acc: 0.8478\n",
+      "4408/4408 [==============================] - 43s 10ms/step - loss: 0.2341 - acc: 0.9077 - val_loss: 0.3388 - val_acc: 0.8612\n",
       "Epoch 10/10\n",
-      "4249/4249 [==============================] - 48s 11ms/step - loss: 0.2359 - acc: 0.9063 - val_loss: 0.3171 - val_acc: 0.8689\n"
+      "4408/4408 [==============================] - 43s 10ms/step - loss: 0.2089 - acc: 0.9229 - val_loss: 0.3047 - val_acc: 0.8837\n"
      ]
     },
     {
      "data": {
       "text/plain": [
-       "<tensorflow.python.keras.callbacks.History at 0x187de2760b8>"
+       "<tensorflow.python.keras.callbacks.History at 0x1a137790ba8>"
       ]
      },
-     "execution_count": 144,
+     "execution_count": 195,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -693,7 +693,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 146,
+   "execution_count": 198,
    "metadata": {},
    "outputs": [
     {
@@ -703,29 +703,29 @@
       "_________________________________________________________________\n",
       "Layer (type)                 Output Shape              Param #   \n",
       "=================================================================\n",
-      "conv2d_12 (Conv2D)           (None, 48, 48, 64)        640       \n",
+      "conv2d_6 (Conv2D)            (None, 48, 48, 64)        640       \n",
       "_________________________________________________________________\n",
-      "activation_23 (Activation)   (None, 48, 48, 64)        0         \n",
+      "activation_8 (Activation)    (None, 48, 48, 64)        0         \n",
       "_________________________________________________________________\n",
-      "max_pooling2d_12 (MaxPooling (None, 24, 24, 64)        0         \n",
+      "max_pooling2d_6 (MaxPooling2 (None, 24, 24, 64)        0         \n",
       "_________________________________________________________________\n",
-      "conv2d_13 (Conv2D)           (None, 22, 22, 64)        36928     \n",
+      "conv2d_7 (Conv2D)            (None, 22, 22, 64)        36928     \n",
       "_________________________________________________________________\n",
-      "activation_24 (Activation)   (None, 22, 22, 64)        0         \n",
+      "activation_9 (Activation)    (None, 22, 22, 64)        0         \n",
       "_________________________________________________________________\n",
-      "max_pooling2d_13 (MaxPooling (None, 11, 11, 64)        0         \n",
+      "max_pooling2d_7 (MaxPooling2 (None, 11, 11, 64)        0         \n",
       "_________________________________________________________________\n",
-      "conv2d_14 (Conv2D)           (None, 9, 9, 64)          36928     \n",
+      "conv2d_8 (Conv2D)            (None, 9, 9, 64)          36928     \n",
       "_________________________________________________________________\n",
-      "activation_25 (Activation)   (None, 9, 9, 64)          0         \n",
+      "activation_10 (Activation)   (None, 9, 9, 64)          0         \n",
       "_________________________________________________________________\n",
-      "max_pooling2d_14 (MaxPooling (None, 4, 4, 64)          0         \n",
+      "max_pooling2d_8 (MaxPooling2 (None, 4, 4, 64)          0         \n",
       "_________________________________________________________________\n",
-      "flatten_4 (Flatten)          (None, 1024)              0         \n",
+      "flatten_2 (Flatten)          (None, 1024)              0         \n",
       "_________________________________________________________________\n",
-      "dense_11 (Dense)             (None, 3)                 3075      \n",
+      "dense_2 (Dense)              (None, 3)                 3075      \n",
       "_________________________________________________________________\n",
-      "activation_26 (Activation)   (None, 3)                 0         \n",
+      "activation_11 (Activation)   (None, 3)                 0         \n",
       "=================================================================\n",
       "Total params: 77,571\n",
       "Trainable params: 77,571\n",
@@ -740,10 +740,30 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 199,
    "metadata": {},
-   "outputs": [],
-   "source": []
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "4898/4898 [==============================] - 14s 3ms/step\n",
+      "Test accuracy: 0.9493670886075949\n"
+     ]
+    }
+   ],
+   "source": [
+    "test_loss, test_acc = model.evaluate(X, y)\n",
+    "\n",
+    "print('Test accuracy:', test_acc)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "It turns out, the accuracy on the test dataset is a little less than the accuracy on the training dataset. This gap between training accuracy and test accuracy is an example of overfitting. Overfitting is when a machine learning model performs worse on new data than on their training data."
+   ]
   }
  ],
  "metadata": {