Artificial Neural Network.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>61</td>\n",
       "      <td>142</td>\n",
       "      <td>69</td>\n",
       "      <td>97</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>...</td>\n",
       "      <td>125</td>\n",
       "      <td>93</td>\n",
       "      <td>87</td>\n",
       "      <td>49</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>166</td>\n",
       "      <td>165</td>\n",
       "      <td>89</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>153</td>\n",
       "      <td>45</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>15</td>\n",
       "      <td>23</td>\n",
       "      <td>10</td>\n",
       "      <td>19</td>\n",
       "      <td>21</td>\n",
       "      <td>41</td>\n",
       "      <td>78</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59970</th>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59971</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59972</th>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59973</th>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59974</th>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59975</th>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59976</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59977</th>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59978</th>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59979</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59980</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>37</td>\n",
       "      <td>25</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59981</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59982</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>61</td>\n",
       "      <td>58</td>\n",
       "      <td>70</td>\n",
       "      <td>115</td>\n",
       "      <td>114</td>\n",
       "      <td>132</td>\n",
       "      <td>73</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59983</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59984</th>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59985</th>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59986</th>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>126</td>\n",
       "      <td>124</td>\n",
       "      <td>27</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59987</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59988</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59989</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>122</td>\n",
       "      <td>131</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59990</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>154</td>\n",
       "      <td>161</td>\n",
       "      <td>165</td>\n",
       "      <td>83</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59991</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59992</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59993</th>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>141</td>\n",
       "      <td>113</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59994</th>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59995</th>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59996</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>73</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59997</th>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>160</td>\n",
       "      <td>162</td>\n",
       "      <td>163</td>\n",
       "      <td>135</td>\n",
       "      <td>94</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59998</th>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59999</th>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>60000 rows × 785 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       label  pixel1  pixel2  pixel3  pixel4  pixel5  pixel6  pixel7  pixel8  \\\n",
       "0          2       0       0       0       0       0       0       0       0   \n",
       "1          9       0       0       0       0       0       0       0       0   \n",
       "2          6       0       0       0       0       0       0       0       5   \n",
       "3          0       0       0       0       1       2       0       0       0   \n",
       "4          3       0       0       0       0       0       0       0       0   \n",
       "5          4       0       0       0       5       4       5       5       3   \n",
       "6          4       0       0       0       0       0       0       0       0   \n",
       "7          5       0       0       0       0       0       0       0       0   \n",
       "8          4       0       0       0       0       0       0       3       2   \n",
       "9          8       0       0       0       0       0       0       0       0   \n",
       "10         0       0       0       0       0       1       0       0       0   \n",
       "11         8       0       0       0       0       0       0       0       0   \n",
       "12         9       0       0       0       0       0       0       0       0   \n",
       "13         0       0       0       0       0       0       0       0       0   \n",
       "14         2       0       0       0       0       1       1       0       0   \n",
       "15         2       0       0       0       0       0       0       0       0   \n",
       "16         9       0       0       0       0       0       0       0       0   \n",
       "17         3       0       0       0       0       0       0       0       0   \n",
       "18         3       0       0       0       0       0       0       0       0   \n",
       "19         3       0       0       0       0       0       0       0       0   \n",
       "20         8       0       0       0       0       0       0       0       0   \n",
       "21         7       0       0       0       0       0       0       0       0   \n",
       "22         4       0       0       0       0       0       0       0       0   \n",
       "23         4       0       0       0       0       0       1       0       1   \n",
       "24         0       0       0       0       0       0       0       0       0   \n",
       "25         4       0       0       0       0       2       0       0       0   \n",
       "26         4       0       0       0       0       0       0       0       1   \n",
       "27         8       0       0       0       0       0       0       0       1   \n",
       "28         7       0       0       0       0       0       0       0       0   \n",
       "29         1       0       0       0       0       0       0       0       0   \n",
       "...      ...     ...     ...     ...     ...     ...     ...     ...     ...   \n",
       "59970      7       0       0       0       0       0       0       0       0   \n",
       "59971      5       0       0       0       0       0       0       0       0   \n",
       "59972      2       0       0       0       0       0       0       0       0   \n",
       "59973      8       0       0       0       0       0       0       0       0   \n",
       "59974      7       0       0       0       0       0       0       0       0   \n",
       "59975      9       0       0       0       0       0       0       0       0   \n",
       "59976      5       0       0       0       0       0       0       0       0   \n",
       "59977      8       0       0       0       0       0       0       0       0   \n",
       "59978      6       0       0       0       0       0       0       0       0   \n",
       "59979      5       0       0       0       0       0       0       0       0   \n",
       "59980      0       0       0       0       2       0       0       0       0   \n",
       "59981      5       0       0       0       0       0       0       0       0   \n",
       "59982      5       0       0       0       0       0       0       0       0   \n",
       "59983      5       0       0       0       0       0       0       0       0   \n",
       "59984      7       0       0       0       0       0       0       0       0   \n",
       "59985      6       0       0       0       0       0       0       0       0   \n",
       "59986      6       0       0       0       0       0       0       0       0   \n",
       "59987      5       0       0       0       0       0       0       0       0   \n",
       "59988      5       0       0       0       0       0       0       0       0   \n",
       "59989      4       0       0       0       0       0       0       0       0   \n",
       "59990      0       0       0       0       0       0       0       0       0   \n",
       "59991      5       0       0       0       0       0       0       0       0   \n",
       "59992      5       0       0       0       0       0       0       0       0   \n",
       "59993      2       0       0       0       0       0       0       1       0   \n",
       "59994      9       0       0       0       0       0       0       0       0   \n",
       "59995      9       0       0       0       0       0       0       0       0   \n",
       "59996      1       0       0       0       0       0       0       0       0   \n",
       "59997      8       0       0       0       0       0       0       0       0   \n",
       "59998      8       0       0       0       0       0       0       0       0   \n",
       "59999      7       0       0       0       0       0       0       0       0   \n",
       "\n",
       "       pixel9    ...     pixel775  pixel776  pixel777  pixel778  pixel779  \\\n",
       "0           0    ...            0         0         0         0         0   \n",
       "1           0    ...            0         0         0         0         0   \n",
       "2           0    ...            0         0         0        30        43   \n",
       "3           0    ...            3         0         0         0         0   \n",
       "4           0    ...            0         0         0         0         0   \n",
       "5           5    ...            7         8         7         4         3   \n",
       "6           0    ...           14         0         0         0         0   \n",
       "7           0    ...            0         0         0         0         0   \n",
       "8           0    ...            1         0         0         0         0   \n",
       "9           0    ...          203       214       166         0         0   \n",
       "10          0    ...          164       177       163         0         0   \n",
       "11          0    ...            9        10         9         9         8   \n",
       "12          0    ...            0         0         0         0         0   \n",
       "13          0    ...            0         0         0         0         0   \n",
       "14          0    ...            0         0       118       190       162   \n",
       "15         16    ...            0         0         1         1         1   \n",
       "16          0    ...            0         0         0         0         0   \n",
       "17          0    ...          101        20         0         0         1   \n",
       "18          0    ...            0        11        15         0         0   \n",
       "19          0    ...            0         0         0         0         0   \n",
       "20          0    ...           80        73        62        37        16   \n",
       "21          0    ...            0         0         0         0         0   \n",
       "22          0    ...           69         0         0         2         0   \n",
       "23          0    ...            0         0         2         0        61   \n",
       "24         40    ...          125        93        87        49         0   \n",
       "25          1    ...            4         1         0         7       166   \n",
       "26          0    ...          153        45         0         0         0   \n",
       "27          0    ...           15        23        10        19        21   \n",
       "28          0    ...            0         0         0         0         0   \n",
       "29          0    ...            0         1         0         0         0   \n",
       "...       ...    ...          ...       ...       ...       ...       ...   \n",
       "59970       0    ...            0         0         0         0         0   \n",
       "59971       0    ...            0         0         0         0         0   \n",
       "59972       0    ...            0         0         0         0         0   \n",
       "59973       0    ...            0         0         0         0         0   \n",
       "59974       0    ...            0         0         0         0         0   \n",
       "59975       0    ...            0         0         0         0         0   \n",
       "59976       0    ...            0         0         0         0         0   \n",
       "59977       0    ...            0         0         0         0         0   \n",
       "59978       0    ...            0         0         0         0         1   \n",
       "59979       0    ...            0         0         0         0         0   \n",
       "59980       0    ...           37        25         9         0         0   \n",
       "59981       0    ...            0         0         0         0         0   \n",
       "59982       0    ...           61        58        70       115       114   \n",
       "59983       0    ...            0         0         0         0         0   \n",
       "59984       0    ...            0         0         0         0         0   \n",
       "59985       0    ...            0         0         0         0         0   \n",
       "59986       0    ...            0         0         0         0        20   \n",
       "59987       0    ...            0         0         0         0         0   \n",
       "59988       0    ...            0         0         0         0         0   \n",
       "59989       0    ...          122       131        25         0         0   \n",
       "59990       0    ...          154       161       165        83         0   \n",
       "59991       0    ...            0         0         0         0         0   \n",
       "59992       0    ...            0         0         0         0         0   \n",
       "59993       0    ...            0         0         0         0       141   \n",
       "59994       0    ...            0         0         0         0         0   \n",
       "59995       0    ...            0         0         0         0         0   \n",
       "59996       0    ...           73         0         0         0         0   \n",
       "59997       0    ...          160       162       163       135        94   \n",
       "59998       0    ...            0         0         0         0         0   \n",
       "59999       0    ...            0         0         0         0         0   \n",
       "\n",
       "       pixel780  pixel781  pixel782  pixel783  pixel784  \n",
       "0             0         0         0         0         0  \n",
       "1             0         0         0         0         0  \n",
       "2             0         0         0         0         0  \n",
       "3             1         0         0         0         0  \n",
       "4             0         0         0         0         0  \n",
       "5             7         5         0         0         0  \n",
       "6             0         0         0         0         0  \n",
       "7             0         0         0         0         0  \n",
       "8             0         0         0         0         0  \n",
       "9             0         0         0         0         0  \n",
       "10            1         0         0         0         0  \n",
       "11            1         0         0         0         0  \n",
       "12            0         0         0         0         0  \n",
       "13            0         1         0         0         0  \n",
       "14           82         0         0         0         0  \n",
       "15            1         0         0         0         0  \n",
       "16            0         0         0         0         0  \n",
       "17            0         0         0         0         0  \n",
       "18            0         0         0         0         0  \n",
       "19            0         0         0         0         0  \n",
       "20            0         0         0         0         0  \n",
       "21            0         0         0         0         0  \n",
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       "\n",
       "[60000 rows x 785 columns]"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "apparel_data = pd.read_csv('./Apparel/apparel-trainval.csv')\n",
    "\n",
    "apparel_train = apparel_data.sample(frac = 0.8, random_state = 200)\n",
    "apparel_validation = apparel_data.drop(apparel_train.index)\n",
    "\n",
    "train_label = apparel_train.iloc[:, 0:1]\n",
    "validation_label = apparel_validation.iloc[:, 0:1]\n",
    "\n",
    "apparel_train = apparel_train.iloc[:, 1:]\n",
    "apparel_validation = apparel_validation.iloc[:, 1:]\n",
    "\n",
    "apparel_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       " [1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0],\n",
       " [0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0],\n",
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       " [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0],\n",
       " [0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0],\n",
       " [0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0],\n",
       " [0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0],\n",
       " [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0],\n",
       " [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0],\n",
       " [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0],\n",
       " [0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0],\n",
       " [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0],\n",
       " [1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0],\n",
       " [0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0],\n",
       " [0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0],\n",
       " [1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0],\n",
       " [0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0],\n",
       " [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0],\n",
       " [0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0],\n",
       " [0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0],\n",
       " [0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0],\n",
       " [0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0],\n",
       " [0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0],\n",
       " [0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0],\n",
       " [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0],\n",
       " ...]"
      ]
     },
     "execution_count": 104,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "number_of_classes = len(np.unique(train_label))\n",
    "one_hot_encode_train = []\n",
    "one_hot_encode_validation = []\n",
    "for index, row in train_label.iterrows():\n",
    "    x = [0.0] * number_of_classes\n",
    "    x[row[0]] = 1.0\n",
    "    one_hot_encode_train.append(x)\n",
    "\n",
    "for index, row in validation_label.iterrows():\n",
    "    x = [0.0] * number_of_classes\n",
    "    x[row[0]] = 1.0\n",
    "    one_hot_encode_validation.append(x)\n",
    "\n",
    "one_hot_encode_validation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [],
   "source": [
    "class layer_init:\n",
    "    \n",
    "    def __init__(self, nodes_curr_layer, nodes_next_layer, activation_function, alpha):\n",
    "        self.nodes_curr_layer = nodes_curr_layer\n",
    "        self.nodes_next_layer = nodes_next_layer\n",
    "        self.activation_function = activation_function\n",
    "        self.alpha = alpha\n",
    "        self.activations = None\n",
    "        \n",
    "        if self.nodes_next_layer != 0:\n",
    "            self.weights = np.random.rand(self.nodes_curr_layer, self.nodes_next_layer)\n",
    "            self.biases = np.random.rand(1, self.nodes_next_layer)\n",
    "        else:\n",
    "            self.weights = None\n",
    "            self.biases = None"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [],
   "source": [
    "class artifical_neural_network:\n",
    "    \n",
    "    def __init__(self, number_of_layers, nodes_per_layer_list, activation_list, alpha_list):\n",
    "        self.number_of_layers = number_of_layers\n",
    "        self.nodes_per_layer_list = nodes_per_layer_list\n",
    "        self.activation_list = activation_list\n",
    "        self.alpha_list = alpha_list\n",
    "        self.layer_architecture = []\n",
    "        \n",
    "        if self.number_of_layers != len(self.nodes_per_layer_list):\n",
    "            raise ValueError(\"Check nodes per layer list length.\")\n",
    "            sys.exit(1)\n",
    "        \n",
    "        if len(self.activation_list) > 1 and len(self.activation_list) != self.number_of_layers:\n",
    "            raise ValueError(\"Check activation list length.\")\n",
    "            sys.exit(1)\n",
    "        \n",
    "        if len(self.alpha_list) > 1 and len(self.alpha_list) != self.number_of_layers:\n",
    "            raise ValueError(\"Check alpha list length.\")\n",
    "            sys.exit(1)\n",
    "        \n",
    "        if len(self.activation_list) == 1:\n",
    "            self.activation_list *= self.number_of_layers\n",
    "        \n",
    "        if len(self.alpha_list) == 1:\n",
    "            self.alpha_list *= self.number_of_layers\n",
    "            \n",
    "        for i in range(self.number_of_layers):\n",
    "            if i == self.number_of_layers - 1:\n",
    "                x_layer = layer_init(nodes_per_layer_list[i], 0, activation_list[i], alpha_list[i])\n",
    "            else:\n",
    "                x_layer = layer_init(nodes_per_layer_list[i], nodes_per_layer_list[i+1], activation_list[i], alpha_list[i])\n",
    "            self.layer_architecture.append(x_layer)\n",
    "    \n",
    "    \n",
    "    def display_params(self):\n",
    "        print('Activation - ', self.activation_list)\n",
    "        print('Alpha - ', self.alpha_list)\n",
    "        print('Layer Weights - ', self.layer_architecture[0].weights.shape)\n",
    "        print('Layer Biases - ', self.layer_architecture[0].biases.shape)\n",
    "    \n",
    "    \n",
    "    def feed_forward(self, input_data):\n",
    "        \n",
    "        self.layer_architecture[0].activations = input_data\n",
    "        \n",
    "        for i in range(self.number_of_layers - 1):\n",
    "            \n",
    "            print('Activations - ', self.layer_architecture[i+1].activation_function)\n",
    "            print('Weight - ', self.layer_architecture[i].weights.shape)\n",
    "            print('Bias - ', self.layer_architecture[i].biases.shape)\n",
    "            \n",
    "            Z = np.add((self.layer_architecture[i].activations @ self.layer_architecture[i].weights), self.layer_architecture[i].biases)\n",
    "            if self.layer_architecture[i+1].activation_function.lower() == 'sigmoid':\n",
    "                self.sigmoid(i+1, Z)\n",
    "            elif self.layer_architecture[i+1].activation_function.lower() == 'tanh':\n",
    "                self.tanh(i+1, Z)\n",
    "            elif self.layer_architecture[i+1].activation_function.lower() == 'relu':\n",
    "                self.relu(i+1, Z)\n",
    "            elif self.layer_architecture[i+1].activation_function.lower() == 'softmax':\n",
    "                self.softmax(i+1, Z)\n",
    "            else:\n",
    "                self.layer_architecture[i+1].activations = Z\n",
    "    \n",
    "    \n",
    "    def sigmoid(self, index, Z):\n",
    "        self.layer_architecture[index].activations = np.divide(1, np.add(1, np.exp(np.negative(Z))))\n",
    "    \n",
    "    \n",
    "    def tanh(self, index, Z):\n",
    "        self.layer_architecture[index].activations = np.tanh(Z)\n",
    "    \n",
    "    \n",
    "    def relu(self, index, Z):\n",
    "        Z[Z < 0] = 0\n",
    "        self.layer_architecture[index].activations = Z\n",
    "    \n",
    "    def softmax(self, index, Z):\n",
    "        t = np.exp(Z)\n",
    "        self.layer_architecture[index].activations = t/np.sum(t)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Activations -  relu\n",
      "Weight -  (3, 4)\n",
      "Bias -  (1, 4)\n",
      "Activations -  sigmoid\n",
      "Weight -  (4, 5)\n",
      "Bias -  (1, 5)\n",
      "Activations -  softmax\n",
      "Weight -  (5, 3)\n",
      "Bias -  (1, 3)\n"
     ]
    }
   ],
   "source": [
    "nn = artifical_neural_network(4, [3, 4, 5, 3], ['relu', 'relu','sigmoid', 'softmax'], [0.001])\n",
    "\n",
    "data = pd.read_csv('./sample_data.csv')\n",
    "label = data.iloc[:, -1]\n",
    "data = data.iloc[:, 0:3]\n",
    "\n",
    "# nn.display_params()\n",
    "nn.feed_forward(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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