preparing_data.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "preparing_data.ipynb",
      "version": "0.3.2",
      "provenance": [],
      "collapsed_sections": [],
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/sayedmohamedscu/skin-lesion-classifier-/blob/master/preparing_data.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "HV4qZRVE4jrH",
        "colab_type": "text"
      },
      "source": [
        "# Get the Dataset from Kaggle"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "w3Hk66IfYkRT",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "!mkdir .kaggle\n",
        "!mkdir .s\n",
        "#os.chdir(\"/content/gdrive/My Drive/\""
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "5-FzCC0lYsux",
        "colab_type": "code",
        "outputId": "239c9a25-1f2e-479d-a579-46affc7783be",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "import json\n",
        "token = {\"username\":\"tesla2\",\"key\":\"2e88d384a9e1fa7950bfae00ad07e151\"} #use your own you will find repo i explain how to connect kaggle to colab\n",
        "with open(\"/content/.s/kaggle.json\", \"w\") as file:\n",
        "    json.dump(token, file)\n",
        "!ls"
      ],
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "kaggle.json  sample_data\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "cvnyy97MYwN0",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "!chmod 600 /content/.s/kaggle.json"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "yqPgQ5JqYzoR",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "!cp /content/.s/kaggle.json ~/.kaggle/kaggle.json"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "OtN4k6kPY2-A",
        "colab_type": "code",
        "outputId": "ef156a43-cfc0-4f01-824f-24f6b416704e",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "!kaggle config set -n path -v{/content}"
      ],
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "- path is now set to: {/content}\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "VvaOEGk0YV3C",
        "colab_type": "code",
        "outputId": "40a35b54-3f1e-4fd9-9283-cad4f5fa810a",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 70
        }
      },
      "source": [
        "!kaggle datasets download -d kmader/skin-cancer-mnist-ham10000 -p /content "
      ],
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Downloading skin-cancer-mnist-ham10000.zip to /content\n",
            "100% 2.61G/2.62G [00:19<00:00, 137MB/s]\n",
            "100% 2.62G/2.62G [00:19<00:00, 145MB/s]\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "_8UViNMQ4y-C",
        "colab_type": "text"
      },
      "source": [
        "# Unzip the dataset "
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "8mqeWJN8YTlY",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "!unzip -qq /content/skin-cancer-mnist-ham10000.zip"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "5N6KmnM4IchB",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "!unzip -qq /content/HAM10000_images_part_1.zip\n",
        "!unzip -qq /content/HAM10000_images_part_2.zip"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "a0kAVBRgygMH",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import cv2\n",
        "import numpy as np \n",
        "import pandas as pd \n",
        "import os"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "VKwHBGCpyBDu",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 197
        },
        "outputId": "4c2b21de-10b6-401f-d139-ad34d0f24d1f"
      },
      "source": [
        "x=pd.read_csv(\"/content/HAM10000_metadata.csv\")\n",
        "x.head()"
      ],
      "execution_count": 12,
      "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>lesion_id</th>\n",
              "      <th>image_id</th>\n",
              "      <th>dx</th>\n",
              "      <th>dx_type</th>\n",
              "      <th>age</th>\n",
              "      <th>sex</th>\n",
              "      <th>localization</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>HAM_0000118</td>\n",
              "      <td>ISIC_0027419</td>\n",
              "      <td>bkl</td>\n",
              "      <td>histo</td>\n",
              "      <td>80.0</td>\n",
              "      <td>male</td>\n",
              "      <td>scalp</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>HAM_0000118</td>\n",
              "      <td>ISIC_0025030</td>\n",
              "      <td>bkl</td>\n",
              "      <td>histo</td>\n",
              "      <td>80.0</td>\n",
              "      <td>male</td>\n",
              "      <td>scalp</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>HAM_0002730</td>\n",
              "      <td>ISIC_0026769</td>\n",
              "      <td>bkl</td>\n",
              "      <td>histo</td>\n",
              "      <td>80.0</td>\n",
              "      <td>male</td>\n",
              "      <td>scalp</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>HAM_0002730</td>\n",
              "      <td>ISIC_0025661</td>\n",
              "      <td>bkl</td>\n",
              "      <td>histo</td>\n",
              "      <td>80.0</td>\n",
              "      <td>male</td>\n",
              "      <td>scalp</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>HAM_0001466</td>\n",
              "      <td>ISIC_0031633</td>\n",
              "      <td>bkl</td>\n",
              "      <td>histo</td>\n",
              "      <td>75.0</td>\n",
              "      <td>male</td>\n",
              "      <td>ear</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "     lesion_id      image_id   dx dx_type   age   sex localization\n",
              "0  HAM_0000118  ISIC_0027419  bkl   histo  80.0  male        scalp\n",
              "1  HAM_0000118  ISIC_0025030  bkl   histo  80.0  male        scalp\n",
              "2  HAM_0002730  ISIC_0026769  bkl   histo  80.0  male        scalp\n",
              "3  HAM_0002730  ISIC_0025661  bkl   histo  80.0  male        scalp\n",
              "4  HAM_0001466  ISIC_0031633  bkl   histo  75.0  male          ear"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 12
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "NJuMP7Jt37rK",
        "colab_type": "text"
      },
      "source": [
        "#**we need the columns of image name and the class**\n",
        "\n",
        "---\n",
        "\n",
        "---\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "0zZbiC2HyVeK",
        "colab_type": "code",
        "outputId": "8c66c2b4-cb82-4a2d-c97a-9b3e836634ea",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "source": [
        "n=np.asarray(x)\n",
        "n=n[:,1:3]\n",
        "print(n.shape)\n",
        "print(n[0])\n"
      ],
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "0        bkl\n",
            "1        bkl\n",
            "2        bkl\n",
            "3        bkl\n",
            "4        bkl\n",
            "5        bkl\n",
            "6        bkl\n",
            "7        bkl\n",
            "8        bkl\n",
            "9        bkl\n",
            "10       bkl\n",
            "11       bkl\n",
            "12       bkl\n",
            "13       bkl\n",
            "14       bkl\n",
            "15       bkl\n",
            "16       bkl\n",
            "17       bkl\n",
            "18       bkl\n",
            "19       bkl\n",
            "20       bkl\n",
            "21       bkl\n",
            "22       bkl\n",
            "23       bkl\n",
            "24       bkl\n",
            "25       bkl\n",
            "26       bkl\n",
            "27       bkl\n",
            "28       bkl\n",
            "29       bkl\n",
            "        ... \n",
            "9985     NaN\n",
            "9986     NaN\n",
            "9987     NaN\n",
            "9988     NaN\n",
            "9989     NaN\n",
            "9990     NaN\n",
            "9991     NaN\n",
            "9992     NaN\n",
            "9993     NaN\n",
            "9994     NaN\n",
            "9995     NaN\n",
            "9996     NaN\n",
            "9997     NaN\n",
            "9998     NaN\n",
            "9999     NaN\n",
            "10000    NaN\n",
            "10001    NaN\n",
            "10002    NaN\n",
            "10003    NaN\n",
            "10004    NaN\n",
            "10005    NaN\n",
            "10006    NaN\n",
            "10007    NaN\n",
            "10008    NaN\n",
            "10009    NaN\n",
            "10010    NaN\n",
            "10011    NaN\n",
            "10012    NaN\n",
            "10013    NaN\n",
            "10014    NaN\n",
            "Name: dx, Length: 10015, dtype: object\n",
            "(10015, 2)\n",
            "['ISIC_0027419' 'bkl']\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "dEalUZQb5AUO",
        "colab_type": "text"
      },
      "source": [
        "# pandas\n",
        "[pandas where element](https://https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.where.html)\n",
        "\n",
        "#numpy\n",
        "[numpy where element](https://https://docs.scipy.org/doc/numpy/reference/generated/numpy.where.html)"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "DPDVPyJK0USy",
        "colab_type": "code",
        "outputId": "89e62634-724a-49f9-86b0-2bcb955aafc0",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "source": [
        "print(x['dx'].where(x['dx']=='bkl'))\n",
        "result = np.where(n[:,0] == 'ISIC_0024320')\n",
        "\n",
        "print(result)\n",
        "result[0][0]\n",
        "\n"
      ],
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "0        bkl\n",
            "1        bkl\n",
            "2        bkl\n",
            "3        bkl\n",
            "4        bkl\n",
            "5        bkl\n",
            "6        bkl\n",
            "7        bkl\n",
            "8        bkl\n",
            "9        bkl\n",
            "10       bkl\n",
            "11       bkl\n",
            "12       bkl\n",
            "13       bkl\n",
            "14       bkl\n",
            "15       bkl\n",
            "16       bkl\n",
            "17       bkl\n",
            "18       bkl\n",
            "19       bkl\n",
            "20       bkl\n",
            "21       bkl\n",
            "22       bkl\n",
            "23       bkl\n",
            "24       bkl\n",
            "25       bkl\n",
            "26       bkl\n",
            "27       bkl\n",
            "28       bkl\n",
            "29       bkl\n",
            "        ... \n",
            "9985     NaN\n",
            "9986     NaN\n",
            "9987     NaN\n",
            "9988     NaN\n",
            "9989     NaN\n",
            "9990     NaN\n",
            "9991     NaN\n",
            "9992     NaN\n",
            "9993     NaN\n",
            "9994     NaN\n",
            "9995     NaN\n",
            "9996     NaN\n",
            "9997     NaN\n",
            "9998     NaN\n",
            "9999     NaN\n",
            "10000    NaN\n",
            "10001    NaN\n",
            "10002    NaN\n",
            "10003    NaN\n",
            "10004    NaN\n",
            "10005    NaN\n",
            "10006    NaN\n",
            "10007    NaN\n",
            "10008    NaN\n",
            "10009    NaN\n",
            "10010    NaN\n",
            "10011    NaN\n",
            "10012    NaN\n",
            "10013    NaN\n",
            "10014    NaN\n",
            "Name: dx, Length: 10015, dtype: object\n",
            "(array([4957]),)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "4957"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 15
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "f4xTQYag8zfy",
        "colab_type": "text"
      },
      "source": [
        "# create directory \n",
        "create files for train data "
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "3bUH-qojez7f",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "all_images_dir='/content/train'\n",
        "os.mkdir(all_images_dir)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "9PrjNCw9e92Q",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "all_images_dir='/content/train/vasc'\n",
        "os.mkdir(all_images_dir)\n",
        "all_images_dir='/content/train/bkl'\n",
        "os.mkdir(all_images_dir)\n",
        "all_images_dir='/content/train/df'\n",
        "os.mkdir(all_images_dir)\n",
        "all_images_dir='/content/train/bcc'\n",
        "os.mkdir(all_images_dir)\n",
        "all_images_dir='/content/train/akiec'\n",
        "os.mkdir(all_images_dir)\n",
        "all_images_dir='/content/train/mel'\n",
        "os.mkdir(all_images_dir)\n",
        "all_images_dir='/content/train/nv'\n",
        "os.mkdir(all_images_dir)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "4R5vrRT99Jhm",
        "colab_type": "text"
      },
      "source": [
        "# edit images names\n",
        "\n",
        "add .jpg extenstion to the name "
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "jI9OF-3QmolN",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "\n",
        "n[:,0]=n[:,0]+'.jpg'"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "eEnw1cqA9bEf",
        "colab_type": "text"
      },
      "source": [
        "# move data to a specific location \n",
        "[shutil library](https://docs.python.org/2/library/shutil.html)"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "23T-rJkFem_u",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "4c9eb16b-22d4-46f8-a5f2-1efcd61bd391"
      },
      "source": [
        "import shutil\n",
        "i=0\n",
        "\n",
        "for file_name in os.listdir('/content'):\n",
        "    if file_name[0] in ['I']:\n",
        "    \n",
        "        #if file_nme in  n[:,0]:\n",
        "        \n",
        "            print(file_name)\n",
        "            i=i+1\n",
        "            result = np.where(n[:,0] == file_name)\n",
        "            \n",
        "            #print(file_name)\n",
        "            result=result[0][0]\n",
        "            \n",
        "            pos=int(result)\n",
        "            pos=n[pos,1]\n",
        "            #print(pos)\n",
        "            \n",
        "            current0='/content/'+file_name\n",
        "            direc0='/content/train/'+pos+'/'+file_name\n",
        "                #print (im)\n",
        "            shutil.move(current0,direc0 )\n",
        "print(i)         "
      ],
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "ISIC_0030080.jpg\n",
            "ISIC_0026224.jpg\n",
            "ISIC_0029124.jpg\n",
            "ISIC_0033041.jpg\n",
            "ISIC_0032346.jpg\n",
            "ISIC_0027273.jpg\n",
            "ISIC_0026850.jpg\n",
            "ISIC_0032413.jpg\n",
            "ISIC_0032474.jpg\n",
            "ISIC_0026963.jpg\n",
            "ISIC_0030608.jpg\n",
            "ISIC_0034083.jpg\n",
            "ISIC_0028940.jpg\n",
            "ISIC_0033245.jpg\n",
            "ISIC_0025952.jpg\n",
            "ISIC_0028796.jpg\n",
            "ISIC_0032659.jpg\n",
            "ISIC_0026857.jpg\n",
            "ISIC_0029513.jpg\n",
            "ISIC_0032222.jpg\n",
            "ISIC_0032870.jpg\n",
            "ISIC_0029170.jpg\n",
            "ISIC_0025518.jpg\n",
            "ISIC_0031841.jpg\n",
            "ISIC_0029652.jpg\n",
            "ISIC_0032159.jpg\n",
            "ISIC_0029219.jpg\n",
            "ISIC_0032193.jpg\n",
            "ISIC_0025027.jpg\n",
            "ISIC_0027889.jpg\n",
            "ISIC_0034189.jpg\n",
            "ISIC_0029065.jpg\n",
            "ISIC_0026708.jpg\n",
            "ISIC_0028765.jpg\n",
            "ISIC_0030725.jpg\n",
            "ISIC_0028066.jpg\n",
            "ISIC_0027030.jpg\n",
            "ISIC_0025951.jpg\n",
            "ISIC_0026756.jpg\n",
            "ISIC_0029332.jpg\n",
            "ISIC_0025811.jpg\n",
            "ISIC_0032368.jpg\n",
            "ISIC_0028740.jpg\n",
            "ISIC_0025467.jpg\n",
            "ISIC_0029465.jpg\n",
            "ISIC_0026058.jpg\n",
            "ISIC_0029260.jpg\n",
            "ISIC_0034132.jpg\n",
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            "10015\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "oDU-_420-iBO",
        "colab_type": "text"
      },
      "source": [
        "# create test directory "
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "CxG3W2tDqMBU",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "all_images_dir='/content/test'\n",
        "os.mkdir(all_images_dir)\n",
        "all_images_dir='/content/test/vasc'\n",
        "os.mkdir(all_images_dir)\n",
        "all_images_dir='/content/test/bkl'\n",
        "os.mkdir(all_images_dir)\n",
        "all_images_dir='/content/test/df'\n",
        "os.mkdir(all_images_dir)\n",
        "all_images_dir='/content/test/bcc'\n",
        "os.mkdir(all_images_dir)\n",
        "all_images_dir='/content/test/akiec'\n",
        "os.mkdir(all_images_dir)\n",
        "all_images_dir='/content/test/mel'\n",
        "os.mkdir(all_images_dir)\n",
        "all_images_dir='/content/test/nv'\n",
        "os.mkdir(all_images_dir)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "7lFkoVXK-r2p",
        "colab_type": "text"
      },
      "source": [
        "# let 0.2 of the images as validation set \n",
        "\n",
        "u can use  \n",
        "\n",
        "\n",
        "```\n",
        "len(os.listdir('/content/train/nv'))\n",
        "```\n",
        "to get the number of images direct\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "mRvV6bLGqczS",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "08bf224f-77e8-423e-bc45-def1ff034813"
      },
      "source": [
        "i=0\n",
        "\n",
        "for file_name in os.listdir('/content/train'):\n",
        "    \n",
        "    \n",
        "    \n",
        "        #if file_nme in  n[:,0]:\n",
        "        i=0\n",
        "        m=0\n",
        "        #direc=os.listdir('/content/train/'+file_name)\n",
        "        \n",
        "        for im in os.listdir('/content/train/'+file_name):\n",
        "            i=i+1\n",
        "        i=int(i*0.2)\n",
        "        for im in os.listdir('/content/train/'+file_name):\n",
        "            m=m+1\n",
        "            if m<i:\n",
        "                print(im)\n",
        "                \n",
        "                \n",
        "\n",
        "                current0='/content/train/'+file_name+'/'+im\n",
        "                direc0='/content/test/'+file_name+'/'+im\n",
        "                    #print (im)\n",
        "                shutil.move(current0,direc0 )\n",
        "print(i)         "
      ],
      "execution_count": 21,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
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            "ISIC_0030238.jpg\n",
            "ISIC_0031494.jpg\n",
            "222\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "A8Rp1L2JuyR2",
        "colab_type": "code",
        "outputId": "bd05b933-ec1f-4543-8249-765a942baae9",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 52
        }
      },
      "source": [
        "i=0\n",
        "for file_name in os.listdir('/content/train/nv'):\n",
        "    i=i+1\n",
        "print(i)\n",
        "len(os.listdir('/content/train/nv'))"
      ],
      "execution_count": 22,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "5365\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "5365"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 22
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "0Z-tc13M8ar1",
        "colab_type": "code",
        "outputId": "89e5a451-f51b-4afe-976f-1fc4ecfe22ba",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 70
        }
      },
      "source": [
        "import os\n",
        "import numpy as np\n",
        "from keras.preprocessing.image import ImageDataGenerator\n",
        "\n",
        "\n",
        "\n",
        "train_datagen = ImageDataGenerator(\n",
        "      rescale=1./255,\n",
        "rotation_range=20,\n",
        "    width_shift_range=0.2,\n",
        "    height_shift_range=0.2,\n",
        "    horizontal_flip=True)\n",
        "\n",
        "# Note that the validation data should not be augmented!\n",
        "test_datagen = ImageDataGenerator(rescale=1./255)\n",
        "\n",
        "train_generator = train_datagen.flow_from_directory(\n",
        "        # This is the target directory\n",
        "        '/content/train',\n",
        "        # All images will be resized to 240*240\n",
        "        target_size=(160, 160),\n",
        "        batch_size=80,\n",
        "        shuffle=True,\n",
        "        class_mode='categorical')\n",
        "\n",
        "validation_generator = test_datagen.flow_from_directory(\n",
        "    '/content/test',\n",
        "        \n",
        "        target_size=(160, 160),\n",
        "        batch_size=30,\n",
        "        shuffle=True,\n",
        "        class_mode='categorical')"
      ],
      "execution_count": 23,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Using TensorFlow backend.\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "Found 8022 images belonging to 7 classes.\n",
            "Found 1993 images belonging to 7 classes.\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "4hA9LYCk9Gff",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "\n"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "CemkWmAi9Oor",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "\n",
        "\n"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "lL9ivVf89SNv",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "x=base_model.output\n",
        "from keras.models import Model\n",
        "x = Conv2D(512, kernel_size = (3,3), padding = 'valid')(x)\n",
        "x=MaxPooling2D(pool_size=(2, 2))(x)\n",
        "#x = keras.layers.GlobalAveragePooling2D()(x)\n",
        "x = Flatten()(x)\n",
        "x=Dropout(0.2)(x)\n",
        "\n",
        "\n",
        "x = Dense(50, activation='relu')(x)\n",
        "\n",
        "x = Dense(7 , activation='softmax')(x)\n",
        "model=Model(inputs=base_model.input,outputs=x)\n",
        "model.summary()\n"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "neziNlU69hkv",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "model.trainable = True\n",
        "\n",
        "set_trainable = False\n",
        "for layer in model.layers:\n",
        "    if layer.name == 'conv2d_1':\n",
        "        set_trainable = True\n",
        "    if set_trainable:\n",
        "        layer.trainable = True\n",
        "    else:\n",
        "        layer.trainable = False"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "O7XEerKf9sw9",
        "colab_type": "code",
        "outputId": "75a9ee3b-7be7-405f-8df2-334e5e1fb86f",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 986
        }
      },
      "source": [
        "model.summary()\n"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "_________________________________________________________________\n",
            "Layer (type)                 Output Shape              Param #   \n",
            "=================================================================\n",
            "input_1 (InputLayer)         (None, 224, 224, 3)       0         \n",
            "_________________________________________________________________\n",
            "block1_conv1 (Conv2D)        (None, 224, 224, 64)      1792      \n",
            "_________________________________________________________________\n",
            "block1_conv2 (Conv2D)        (None, 224, 224, 64)      36928     \n",
            "_________________________________________________________________\n",
            "block1_pool (MaxPooling2D)   (None, 112, 112, 64)      0         \n",
            "_________________________________________________________________\n",
            "block2_conv1 (Conv2D)        (None, 112, 112, 128)     73856     \n",
            "_________________________________________________________________\n",
            "block2_conv2 (Conv2D)        (None, 112, 112, 128)     147584    \n",
            "_________________________________________________________________\n",
            "block2_pool (MaxPooling2D)   (None, 56, 56, 128)       0         \n",
            "_________________________________________________________________\n",
            "block3_conv1 (Conv2D)        (None, 56, 56, 256)       295168    \n",
            "_________________________________________________________________\n",
            "block3_conv2 (Conv2D)        (None, 56, 56, 256)       590080    \n",
            "_________________________________________________________________\n",
            "block3_conv3 (Conv2D)        (None, 56, 56, 256)       590080    \n",
            "_________________________________________________________________\n",
            "block3_pool (MaxPooling2D)   (None, 28, 28, 256)       0         \n",
            "_________________________________________________________________\n",
            "block4_conv1 (Conv2D)        (None, 28, 28, 512)       1180160   \n",
            "_________________________________________________________________\n",
            "block4_conv2 (Conv2D)        (None, 28, 28, 512)       2359808   \n",
            "_________________________________________________________________\n",
            "block4_conv3 (Conv2D)        (None, 28, 28, 512)       2359808   \n",
            "_________________________________________________________________\n",
            "block4_pool (MaxPooling2D)   (None, 14, 14, 512)       0         \n",
            "_________________________________________________________________\n",
            "block5_conv1 (Conv2D)        (None, 14, 14, 512)       2359808   \n",
            "_________________________________________________________________\n",
            "block5_conv2 (Conv2D)        (None, 14, 14, 512)       2359808   \n",
            "_________________________________________________________________\n",
            "block5_conv3 (Conv2D)        (None, 14, 14, 512)       2359808   \n",
            "_________________________________________________________________\n",
            "block5_pool (MaxPooling2D)   (None, 7, 7, 512)         0         \n",
            "_________________________________________________________________\n",
            "conv2d_1 (Conv2D)            (None, 5, 5, 512)         2359808   \n",
            "_________________________________________________________________\n",
            "max_pooling2d_1 (MaxPooling2 (None, 2, 2, 512)         0         \n",
            "_________________________________________________________________\n",
            "flatten_1 (Flatten)          (None, 2048)              0         \n",
            "_________________________________________________________________\n",
            "dropout_1 (Dropout)          (None, 2048)              0         \n",
            "_________________________________________________________________\n",
            "dense_1 (Dense)              (None, 50)                102450    \n",
            "_________________________________________________________________\n",
            "dense_2 (Dense)              (None, 7)                 357       \n",
            "=================================================================\n",
            "Total params: 17,177,303\n",
            "Trainable params: 2,462,615\n",
            "Non-trainable params: 14,714,688\n",
            "_________________________________________________________________\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "HOCql-c3icCJ",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "\n",
        "\n"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "5XnddyghiVgK",
        "colab_type": "code",
        "outputId": "e2d5051a-aca5-429e-8fbd-6b86489e73e8",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 646
        }
      },
      "source": [
        "model = Sequential()\n",
        "model.add(Conv2D(300, (3, 3), activation=\"relu\", input_shape=(224, 224, 3)))\n",
        "model.add(MaxPooling2D(pool_size=(2, 2)))  \n",
        "model.add(Dropout(0.2))\n",
        "\n",
        "model.add(Conv2D(200, (3, 3),activation='relu'))\n",
        "model.add(MaxPooling2D(pool_size=(2, 2)))  \n",
        "model.add(Dropout(0.2))\n",
        "\n",
        "model.add(Conv2D(100, (3, 3),activation='relu'))\n",
        "model.add(Conv2D(20, (1, 1)))\n",
        "model.add(MaxPooling2D(pool_size=(2, 2)))  \n",
        "model.add(Dropout(0.2))\n",
        "\n",
        "#model.add(Conv2D(1, (3, 3),activation='linear'))\n",
        "#model.add(MaxPooling2D(pool_size=(2, 2)))  \n",
        "model.add(Dropout(0.2))\n",
        "\n",
        "model.add(Flatten())\n",
        "model.add(Dropout(0.2))\n",
        "\n",
        "model.add(Dense(30))\n",
        "model.add(Dense(7, activation='softmax'))\n",
        "\n",
        "model.summary()\n",
        "\n",
        "from keras import losses"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "_________________________________________________________________\n",
            "Layer (type)                 Output Shape              Param #   \n",
            "=================================================================\n",
            "conv2d_2 (Conv2D)            (None, 222, 222, 300)     8400      \n",
            "_________________________________________________________________\n",
            "max_pooling2d_2 (MaxPooling2 (None, 111, 111, 300)     0         \n",
            "_________________________________________________________________\n",
            "dropout_2 (Dropout)          (None, 111, 111, 300)     0         \n",
            "_________________________________________________________________\n",
            "conv2d_3 (Conv2D)            (None, 109, 109, 200)     540200    \n",
            "_________________________________________________________________\n",
            "max_pooling2d_3 (MaxPooling2 (None, 54, 54, 200)       0         \n",
            "_________________________________________________________________\n",
            "dropout_3 (Dropout)          (None, 54, 54, 200)       0         \n",
            "_________________________________________________________________\n",
            "conv2d_4 (Conv2D)            (None, 52, 52, 100)       180100    \n",
            "_________________________________________________________________\n",
            "conv2d_5 (Conv2D)            (None, 52, 52, 20)        2020      \n",
            "_________________________________________________________________\n",
            "max_pooling2d_4 (MaxPooling2 (None, 26, 26, 20)        0         \n",
            "_________________________________________________________________\n",
            "dropout_4 (Dropout)          (None, 26, 26, 20)        0         \n",
            "_________________________________________________________________\n",
            "dropout_5 (Dropout)          (None, 26, 26, 20)        0         \n",
            "_________________________________________________________________\n",
            "flatten_2 (Flatten)          (None, 13520)             0         \n",
            "_________________________________________________________________\n",
            "dropout_6 (Dropout)          (None, 13520)             0         \n",
            "_________________________________________________________________\n",
            "dense_3 (Dense)              (None, 30)                405630    \n",
            "_________________________________________________________________\n",
            "dense_4 (Dense)              (None, 7)                 217       \n",
            "=================================================================\n",
            "Total params: 1,136,567\n",
            "Trainable params: 1,136,567\n",
            "Non-trainable params: 0\n",
            "_________________________________________________________________\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "fqXvUfvn9vf-",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "from keras import models\n",
        "from keras import layers\n",
        "from keras import optimizers\n",
        "import keras\n",
        "\n",
        "from keras import backend as K\n",
        "model.compile(loss='categorical_crossentropy',\n",
        "              optimizer=optimizers.SGD(lr=0.05),\n",
        "              metrics=['acc'])"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "kM5RaRdK95ue",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "history = model.fit_generator(\n",
        "      train_generator,\n",
        "      steps_per_epoch=420,\n",
        "      epochs=15,\n",
        "      \n",
        "      validation_data=validation_generator,\n",
        "      validation_steps=70)\n"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "g17-qGOJmhgv",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "base_model=MobileNet(weights='imagenet',include_top=False,input_shape=(160, 160, 3)) #imports the mobilenet model and discards the last 1000 neuron layer.\n",
        "\n",
        "x=base_model.output\n",
        "x=GlobalAveragePooling2D()(x)\n",
        "x=Dropout(0.4)(x)\n",
        "\n",
        "x=Dense(300,activation='relu')(x) #we add dense layers so that the model can learn more complex functions and classify for better result\n",
        "x=Dropout(0.4)(x)\n",
        "x=BatchNormalization()(x)\n",
        "x=Dense(100,activation='relu')(x) #dense layer 2\n",
        "x=Dropout(0.4)(x)\n",
        "\n",
        "x=Dense(50,activation='relu')(x) #dense layer 3\n",
        "preds=Dense(7,activation='softmax')(x) #final layer with softmax activation"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "DGDVVBwgmsi5",
        "colab_type": "code",
        "outputId": "20670f78-81f3-4ca9-c2af-cfa1df72b48a",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "source": [
        "from keras.models import Model\n",
        "\n",
        "model=Model(inputs=base_model.input,outputs=preds)\n",
        "\n",
        "for layer in model.layers[:70]:\n",
        "    layer.trainable=False\n",
        "for layer in model.layers[70:]:\n",
        "    layer.trainable=True\n",
        "model.summary()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "_________________________________________________________________\n",
            "Layer (type)                 Output Shape              Param #   \n",
            "=================================================================\n",
            "input_3 (InputLayer)         (None, 160, 160, 3)       0         \n",
            "_________________________________________________________________\n",
            "conv1_pad (ZeroPadding2D)    (None, 161, 161, 3)       0         \n",
            "_________________________________________________________________\n",
            "conv1 (Conv2D)               (None, 80, 80, 32)        864       \n",
            "_________________________________________________________________\n",
            "conv1_bn (BatchNormalization (None, 80, 80, 32)        128       \n",
            "_________________________________________________________________\n",
            "conv1_relu (ReLU)            (None, 80, 80, 32)        0         \n",
            "_________________________________________________________________\n",
            "conv_dw_1 (DepthwiseConv2D)  (None, 80, 80, 32)        288       \n",
            "_________________________________________________________________\n",
            "conv_dw_1_bn (BatchNormaliza (None, 80, 80, 32)        128       \n",
            "_________________________________________________________________\n",
            "conv_dw_1_relu (ReLU)        (None, 80, 80, 32)        0         \n",
            "_________________________________________________________________\n",
            "conv_pw_1 (Conv2D)           (None, 80, 80, 64)        2048      \n",
            "_________________________________________________________________\n",
            "conv_pw_1_bn (BatchNormaliza (None, 80, 80, 64)        256       \n",
            "_________________________________________________________________\n",
            "conv_pw_1_relu (ReLU)        (None, 80, 80, 64)        0         \n",
            "_________________________________________________________________\n",
            "conv_pad_2 (ZeroPadding2D)   (None, 81, 81, 64)        0         \n",
            "_________________________________________________________________\n",
            "conv_dw_2 (DepthwiseConv2D)  (None, 40, 40, 64)        576       \n",
            "_________________________________________________________________\n",
            "conv_dw_2_bn (BatchNormaliza (None, 40, 40, 64)        256       \n",
            "_________________________________________________________________\n",
            "conv_dw_2_relu (ReLU)        (None, 40, 40, 64)        0         \n",
            "_________________________________________________________________\n",
            "conv_pw_2 (Conv2D)           (None, 40, 40, 128)       8192      \n",
            "_________________________________________________________________\n",
            "conv_pw_2_bn (BatchNormaliza (None, 40, 40, 128)       512       \n",
            "_________________________________________________________________\n",
            "conv_pw_2_relu (ReLU)        (None, 40, 40, 128)       0         \n",
            "_________________________________________________________________\n",
            "conv_dw_3 (DepthwiseConv2D)  (None, 40, 40, 128)       1152      \n",
            "_________________________________________________________________\n",
            "conv_dw_3_bn (BatchNormaliza (None, 40, 40, 128)       512       \n",
            "_________________________________________________________________\n",
            "conv_dw_3_relu (ReLU)        (None, 40, 40, 128)       0         \n",
            "_________________________________________________________________\n",
            "conv_pw_3 (Conv2D)           (None, 40, 40, 128)       16384     \n",
            "_________________________________________________________________\n",
            "conv_pw_3_bn (BatchNormaliza (None, 40, 40, 128)       512       \n",
            "_________________________________________________________________\n",
            "conv_pw_3_relu (ReLU)        (None, 40, 40, 128)       0         \n",
            "_________________________________________________________________\n",
            "conv_pad_4 (ZeroPadding2D)   (None, 41, 41, 128)       0         \n",
            "_________________________________________________________________\n",
            "conv_dw_4 (DepthwiseConv2D)  (None, 20, 20, 128)       1152      \n",
            "_________________________________________________________________\n",
            "conv_dw_4_bn (BatchNormaliza (None, 20, 20, 128)       512       \n",
            "_________________________________________________________________\n",
            "conv_dw_4_relu (ReLU)        (None, 20, 20, 128)       0         \n",
            "_________________________________________________________________\n",
            "conv_pw_4 (Conv2D)           (None, 20, 20, 256)       32768     \n",
            "_________________________________________________________________\n",
            "conv_pw_4_bn (BatchNormaliza (None, 20, 20, 256)       1024      \n",
            "_________________________________________________________________\n",
            "conv_pw_4_relu (ReLU)        (None, 20, 20, 256)       0         \n",
            "_________________________________________________________________\n",
            "conv_dw_5 (DepthwiseConv2D)  (None, 20, 20, 256)       2304      \n",
            "_________________________________________________________________\n",
            "conv_dw_5_bn (BatchNormaliza (None, 20, 20, 256)       1024      \n",
            "_________________________________________________________________\n",
            "conv_dw_5_relu (ReLU)        (None, 20, 20, 256)       0         \n",
            "_________________________________________________________________\n",
            "conv_pw_5 (Conv2D)           (None, 20, 20, 256)       65536     \n",
            "_________________________________________________________________\n",
            "conv_pw_5_bn (BatchNormaliza (None, 20, 20, 256)       1024      \n",
            "_________________________________________________________________\n",
            "conv_pw_5_relu (ReLU)        (None, 20, 20, 256)       0         \n",
            "_________________________________________________________________\n",
            "conv_pad_6 (ZeroPadding2D)   (None, 21, 21, 256)       0         \n",
            "_________________________________________________________________\n",
            "conv_dw_6 (DepthwiseConv2D)  (None, 10, 10, 256)       2304      \n",
            "_________________________________________________________________\n",
            "conv_dw_6_bn (BatchNormaliza (None, 10, 10, 256)       1024      \n",
            "_________________________________________________________________\n",
            "conv_dw_6_relu (ReLU)        (None, 10, 10, 256)       0         \n",
            "_________________________________________________________________\n",
            "conv_pw_6 (Conv2D)           (None, 10, 10, 512)       131072    \n",
            "_________________________________________________________________\n",
            "conv_pw_6_bn (BatchNormaliza (None, 10, 10, 512)       2048      \n",
            "_________________________________________________________________\n",
            "conv_pw_6_relu (ReLU)        (None, 10, 10, 512)       0         \n",
            "_________________________________________________________________\n",
            "conv_dw_7 (DepthwiseConv2D)  (None, 10, 10, 512)       4608      \n",
            "_________________________________________________________________\n",
            "conv_dw_7_bn (BatchNormaliza (None, 10, 10, 512)       2048      \n",
            "_________________________________________________________________\n",
            "conv_dw_7_relu (ReLU)        (None, 10, 10, 512)       0         \n",
            "_________________________________________________________________\n",
            "conv_pw_7 (Conv2D)           (None, 10, 10, 512)       262144    \n",
            "_________________________________________________________________\n",
            "conv_pw_7_bn (BatchNormaliza (None, 10, 10, 512)       2048      \n",
            "_________________________________________________________________\n",
            "conv_pw_7_relu (ReLU)        (None, 10, 10, 512)       0         \n",
            "_________________________________________________________________\n",
            "conv_dw_8 (DepthwiseConv2D)  (None, 10, 10, 512)       4608      \n",
            "_________________________________________________________________\n",
            "conv_dw_8_bn (BatchNormaliza (None, 10, 10, 512)       2048      \n",
            "_________________________________________________________________\n",
            "conv_dw_8_relu (ReLU)        (None, 10, 10, 512)       0         \n",
            "_________________________________________________________________\n",
            "conv_pw_8 (Conv2D)           (None, 10, 10, 512)       262144    \n",
            "_________________________________________________________________\n",
            "conv_pw_8_bn (BatchNormaliza (None, 10, 10, 512)       2048      \n",
            "_________________________________________________________________\n",
            "conv_pw_8_relu (ReLU)        (None, 10, 10, 512)       0         \n",
            "_________________________________________________________________\n",
            "conv_dw_9 (DepthwiseConv2D)  (None, 10, 10, 512)       4608      \n",
            "_________________________________________________________________\n",
            "conv_dw_9_bn (BatchNormaliza (None, 10, 10, 512)       2048      \n",
            "_________________________________________________________________\n",
            "conv_dw_9_relu (ReLU)        (None, 10, 10, 512)       0         \n",
            "_________________________________________________________________\n",
            "conv_pw_9 (Conv2D)           (None, 10, 10, 512)       262144    \n",
            "_________________________________________________________________\n",
            "conv_pw_9_bn (BatchNormaliza (None, 10, 10, 512)       2048      \n",
            "_________________________________________________________________\n",
            "conv_pw_9_relu (ReLU)        (None, 10, 10, 512)       0         \n",
            "_________________________________________________________________\n",
            "conv_dw_10 (DepthwiseConv2D) (None, 10, 10, 512)       4608      \n",
            "_________________________________________________________________\n",
            "conv_dw_10_bn (BatchNormaliz (None, 10, 10, 512)       2048      \n",
            "_________________________________________________________________\n",
            "conv_dw_10_relu (ReLU)       (None, 10, 10, 512)       0         \n",
            "_________________________________________________________________\n",
            "conv_pw_10 (Conv2D)          (None, 10, 10, 512)       262144    \n",
            "_________________________________________________________________\n",
            "conv_pw_10_bn (BatchNormaliz (None, 10, 10, 512)       2048      \n",
            "_________________________________________________________________\n",
            "conv_pw_10_relu (ReLU)       (None, 10, 10, 512)       0         \n",
            "_________________________________________________________________\n",
            "conv_dw_11 (DepthwiseConv2D) (None, 10, 10, 512)       4608      \n",
            "_________________________________________________________________\n",
            "conv_dw_11_bn (BatchNormaliz (None, 10, 10, 512)       2048      \n",
            "_________________________________________________________________\n",
            "conv_dw_11_relu (ReLU)       (None, 10, 10, 512)       0         \n",
            "_________________________________________________________________\n",
            "conv_pw_11 (Conv2D)          (None, 10, 10, 512)       262144    \n",
            "_________________________________________________________________\n",
            "conv_pw_11_bn (BatchNormaliz (None, 10, 10, 512)       2048      \n",
            "_________________________________________________________________\n",
            "conv_pw_11_relu (ReLU)       (None, 10, 10, 512)       0         \n",
            "_________________________________________________________________\n",
            "conv_pad_12 (ZeroPadding2D)  (None, 11, 11, 512)       0         \n",
            "_________________________________________________________________\n",
            "conv_dw_12 (DepthwiseConv2D) (None, 5, 5, 512)         4608      \n",
            "_________________________________________________________________\n",
            "conv_dw_12_bn (BatchNormaliz (None, 5, 5, 512)         2048      \n",
            "_________________________________________________________________\n",
            "conv_dw_12_relu (ReLU)       (None, 5, 5, 512)         0         \n",
            "_________________________________________________________________\n",
            "conv_pw_12 (Conv2D)          (None, 5, 5, 1024)        524288    \n",
            "_________________________________________________________________\n",
            "conv_pw_12_bn (BatchNormaliz (None, 5, 5, 1024)        4096      \n",
            "_________________________________________________________________\n",
            "conv_pw_12_relu (ReLU)       (None, 5, 5, 1024)        0         \n",
            "_________________________________________________________________\n",
            "conv_dw_13 (DepthwiseConv2D) (None, 5, 5, 1024)        9216      \n",
            "_________________________________________________________________\n",
            "conv_dw_13_bn (BatchNormaliz (None, 5, 5, 1024)        4096      \n",
            "_________________________________________________________________\n",
            "conv_dw_13_relu (ReLU)       (None, 5, 5, 1024)        0         \n",
            "_________________________________________________________________\n",
            "conv_pw_13 (Conv2D)          (None, 5, 5, 1024)        1048576   \n",
            "_________________________________________________________________\n",
            "conv_pw_13_bn (BatchNormaliz (None, 5, 5, 1024)        4096      \n",
            "_________________________________________________________________\n",
            "conv_pw_13_relu (ReLU)       (None, 5, 5, 1024)        0         \n",
            "_________________________________________________________________\n",
            "global_average_pooling2d_2 ( (None, 1024)              0         \n",
            "_________________________________________________________________\n",
            "dropout_3 (Dropout)          (None, 1024)              0         \n",
            "_________________________________________________________________\n",
            "dense_5 (Dense)              (None, 300)               307500    \n",
            "_________________________________________________________________\n",
            "dropout_4 (Dropout)          (None, 300)               0         \n",
            "_________________________________________________________________\n",
            "batch_normalization_96 (Batc (None, 300)               1200      \n",
            "_________________________________________________________________\n",
            "dense_6 (Dense)              (None, 100)               30100     \n",
            "_________________________________________________________________\n",
            "dropout_5 (Dropout)          (None, 100)               0         \n",
            "_________________________________________________________________\n",
            "dense_7 (Dense)              (None, 50)                5050      \n",
            "_________________________________________________________________\n",
            "dense_8 (Dense)              (None, 7)                 357       \n",
            "=================================================================\n",
            "Total params: 3,573,071\n",
            "Trainable params: 2,200,631\n",
            "Non-trainable params: 1,372,440\n",
            "_________________________________________________________________\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ynxks6L1m_zH",
        "colab_type": "code",
        "outputId": "c073c1c0-7d07-46f8-949e-5d29b8eaf5e6",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 255
        }
      },
      "source": [
        "model.compile(loss='categorical_crossentropy',\n",
        "              optimizer=optimizers.SGD(lr=0.1),\n",
        "              metrics=['acc'])\n",
        "\n",
        "history = model.fit_generator(\n",
        "      train_generator,\n",
        "      steps_per_epoch=101,\n",
        "      epochs=25,\n",
        "      validation_data=validation_generator,\n",
        "      validation_steps=60)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Epoch 1/25\n",
            "101/101 [==============================] - 93s 917ms/step - loss: 0.7344 - acc: 0.7396 - val_loss: 1.0156 - val_acc: 0.6822\n",
            "Epoch 2/25\n",
            "101/101 [==============================] - 83s 824ms/step - loss: 0.6606 - acc: 0.7596 - val_loss: 1.2562 - val_acc: 0.6680\n",
            "Epoch 3/25\n",
            "101/101 [==============================] - 83s 823ms/step - loss: 0.5876 - acc: 0.7853 - val_loss: 1.3789 - val_acc: 0.6708\n",
            "Epoch 4/25\n",
            "101/101 [==============================] - 84s 828ms/step - loss: 0.5336 - acc: 0.8088 - val_loss: 1.0441 - val_acc: 0.6915\n",
            "Epoch 5/25\n",
            "101/101 [==============================] - 83s 821ms/step - loss: 0.4569 - acc: 0.8339 - val_loss: 1.0793 - val_acc: 0.6697\n",
            "Epoch 6/25\n",
            "101/101 [==============================] - 83s 822ms/step - loss: 0.4256 - acc: 0.8487 - val_loss: 0.9737 - val_acc: 0.6517\n",
            "Epoch 7/25\n",
            " 31/101 [========>.....................] - ETA: 37s - loss: 0.3668 - acc: 0.8677"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "rAEuWA_Ozfxc",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "base_model=MobileNet(weights='imagenet',include_top=False,input_shape=(160, 160, 3)) #imports the mobilenet model and discards the last 1000 neuron layer.\n",
        "\n",
        "x=base_model.output\n",
        "x=Conv2D(200, (3, 3),activation='relu')(x)\n",
        "#x = Dense(512, activation='relu')(x)\n",
        "x=Flatten()()\n",
        "#x=GlobalAveragePooling2D()(x)\n",
        "x=flat\n",
        "x=Dropout(0.4)(x)\n",
        "\n",
        "x=Dense(300,activation='relu')(x) #we add dense layers so that the model can learn more complex functions and classify for better result\n",
        "x=Dropout(0.4)(x)\n",
        "x=BatchNormalization()(x)\n",
        "x=Dense(100,activation='relu')(x) #dense layer 2\n",
        "x=Dropout(0.4)(x)\n",
        "\n",
        "x=Dense(50,activation='relu')(x) #dense layer 3\n",
        "preds=Dense(7,activation='softmax')(x) #final layer with softmax activation"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "PyyomEqC0JSv",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "\n",
        "model=Model(inputs=base_model.input,outputs=preds)\n",
        "\n",
        "for layer in model.layers[:70]:\n",
        "    layer.trainable=False\n",
        "for layer in model.layers[70:]:\n",
        "    layer.trainable=True\n",
        "model.summary()"
      ],
      "execution_count": 0,
      "outputs": []
    }
  ]
}