main.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "main.ipynb",
      "provenance": [],
      "authorship_tag": "ABX9TyOV4AColCmJPeBnRvOLxBHT",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/thehassantahir/Speakify/blob/main/main.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "`If facing Errors try to install updated Libs (Code Working fine on vscode)`"
      ],
      "metadata": {
        "id": "xTNw8zMfyxOl"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **Adding Dataset to Train**\n",
        "\n",
        "Resource\n",
        "\n",
        "*   https://www.dropbox.com/s/w3zlhing4dkgeyb/train.zip?dl=0\n",
        "\n"
      ],
      "metadata": {
        "id": "PvmUsF43pWBi"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "!wget https://www.dropbox.com/s/w3zlhing4dkgeyb/train.zip?dl=0\n",
        "!unzip train.zip?dl=0"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "DNlwh13TpzL5",
        "outputId": "3fa3f57e-2209-4854-a01f-f1ce0086c7d5"
      },
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "--2022-01-22 16:38:58--  https://www.dropbox.com/s/w3zlhing4dkgeyb/train.zip?dl=0\n",
            "Resolving www.dropbox.com (www.dropbox.com)... 162.125.3.18, 2620:100:601b:18::a27d:812\n",
            "Connecting to www.dropbox.com (www.dropbox.com)|162.125.3.18|:443... connected.\n",
            "HTTP request sent, awaiting response... 301 Moved Permanently\n",
            "Location: /s/raw/w3zlhing4dkgeyb/train.zip [following]\n",
            "--2022-01-22 16:38:58--  https://www.dropbox.com/s/raw/w3zlhing4dkgeyb/train.zip\n",
            "Reusing existing connection to www.dropbox.com:443.\n",
            "HTTP request sent, awaiting response... 302 Found\n",
            "Location: https://uc77086d07abae281d7812b811b3.dl.dropboxusercontent.com/cd/0/inline/BeTmLyJDT9D7xxmyqehaPwvx3xQAjvW2l5A2DQT8qjCqp3GQZkOiEzHztm1Ki9edVHIafjg6tkAWf8jBHKb5Fv1xOrUR6uauCW_TJfpIaOpTxOPn_U2DPztJQ2HcwUVJjOlGydutevVj7Mmsw6ppwoDz/file# [following]\n",
            "--2022-01-22 16:38:58--  https://uc77086d07abae281d7812b811b3.dl.dropboxusercontent.com/cd/0/inline/BeTmLyJDT9D7xxmyqehaPwvx3xQAjvW2l5A2DQT8qjCqp3GQZkOiEzHztm1Ki9edVHIafjg6tkAWf8jBHKb5Fv1xOrUR6uauCW_TJfpIaOpTxOPn_U2DPztJQ2HcwUVJjOlGydutevVj7Mmsw6ppwoDz/file\n",
            "Resolving uc77086d07abae281d7812b811b3.dl.dropboxusercontent.com (uc77086d07abae281d7812b811b3.dl.dropboxusercontent.com)... 162.125.3.15, 2620:100:601b:15::a27d:80f\n",
            "Connecting to uc77086d07abae281d7812b811b3.dl.dropboxusercontent.com (uc77086d07abae281d7812b811b3.dl.dropboxusercontent.com)|162.125.3.15|:443... connected.\n",
            "HTTP request sent, awaiting response... 302 Found\n",
            "Location: /cd/0/inline2/BeTuBh8Yp820EQ-ROWUlLsACJUPM7xkPN0hXR3rS7F5wZgm7duY0cy6dPHNpmJFt2I7Mo2G_eUYUxxHGlVEmaueLsnkuiXDwJ4Wqh_qvd9-ww42XqmxW3bgR0nltNNggyMIYU63sRwXaBADxMqGJ0qgQKtKCKMKLvMtfZF2gxPUtDjLStEQn-iwLV9It2Ap05SsT4vqnGmiZIr9jc2HYchdaxkDU4oNIPaXnUjeO5gdOrvKpkohRk_yyTLAuXETnY5GaNrFw-QHOzs85fsFc5JYlqlmIaGnVO3_BNo3a3so6tF3MUB-Yc5-ZNQ5o0waiWjFVH7IJDkRa3sCGLd8Ot9zJQzzzc5e9mfh2GcVpD5W_ffDEnIv7BlFrsD6m5c1JtZY/file [following]\n",
            "--2022-01-22 16:38:59--  https://uc77086d07abae281d7812b811b3.dl.dropboxusercontent.com/cd/0/inline2/BeTuBh8Yp820EQ-ROWUlLsACJUPM7xkPN0hXR3rS7F5wZgm7duY0cy6dPHNpmJFt2I7Mo2G_eUYUxxHGlVEmaueLsnkuiXDwJ4Wqh_qvd9-ww42XqmxW3bgR0nltNNggyMIYU63sRwXaBADxMqGJ0qgQKtKCKMKLvMtfZF2gxPUtDjLStEQn-iwLV9It2Ap05SsT4vqnGmiZIr9jc2HYchdaxkDU4oNIPaXnUjeO5gdOrvKpkohRk_yyTLAuXETnY5GaNrFw-QHOzs85fsFc5JYlqlmIaGnVO3_BNo3a3so6tF3MUB-Yc5-ZNQ5o0waiWjFVH7IJDkRa3sCGLd8Ot9zJQzzzc5e9mfh2GcVpD5W_ffDEnIv7BlFrsD6m5c1JtZY/file\n",
            "Reusing existing connection to uc77086d07abae281d7812b811b3.dl.dropboxusercontent.com:443.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: 2331728 (2.2M) [application/zip]\n",
            "Saving to: ‘train.zip?dl=0’\n",
            "\n",
            "train.zip?dl=0      100%[===================>]   2.22M  14.3MB/s    in 0.2s    \n",
            "\n",
            "2022-01-22 16:38:59 (14.3 MB/s) - ‘train.zip?dl=0’ saved [2331728/2331728]\n",
            "\n",
            "Archive:  train.zip?dl=0\n",
            "  inflating: train/Happy/images (34).jpg  \n",
            "  inflating: train/Happy/images (29).jpg  \n",
            "  inflating: train/Neutral/images (39).jpg  \n",
            "  inflating: train/Happy/images (19).jpg  \n",
            "  inflating: train/Happy/images (22).jpg  \n",
            "  inflating: train/Happy/images (32).jpg  \n",
            "  inflating: train/Happy/images (27).jpg  \n",
            "  inflating: train/Happy/images (33).jpg  \n",
            "  inflating: train/Happy/images (28).jpg  \n",
            "  inflating: train/Neutral/images (41).jpg  \n",
            "  inflating: train/Happy/images (31).jpg  \n",
            "  inflating: train/Happy/images (14).jpg  \n",
            "  inflating: train/Happy/images (20).jpg  \n",
            "  inflating: train/Happy/images (13).jpg  \n",
            "  inflating: train/Happy/images (16).jpg  \n",
            "  inflating: train/Neutral/images (42).jpg  \n",
            "  inflating: train/Happy/images (21).jpg  \n",
            "  inflating: train/Happy/images (24).jpg  \n",
            "  inflating: train/Happy/images (35).jpg  \n",
            "  inflating: train/Happy/images (18).jpg  \n",
            "  inflating: train/Neutral/images (44).jpg  \n",
            "  inflating: train/Happy/images (30).jpg  \n",
            "  inflating: train/Happy/images (17).jpg  \n",
            "  inflating: train/Happy/images (37).jpg  \n",
            "  inflating: train/Neutral/images (43).jpg  \n",
            "  inflating: train/Happy/images (36).jpg  \n",
            "  inflating: train/Neutral/images (40).jpg  \n",
            "  inflating: train/Neutral/images (38).jpg  \n",
            "  inflating: train/Neutral/images (28).jpg  \n",
            "  inflating: train/Neutral/images (36).jpg  \n",
            "  inflating: train/Neutral/images (32).jpg  \n",
            "  inflating: train/Neutral/images (33).jpg  \n",
            "  inflating: train/Neutral/images (26).jpg  \n",
            "  inflating: train/Neutral/images (20).jpg  \n",
            "  inflating: train/Fear/images (31).jpg  \n",
            "  inflating: train/Happy/images (15).jpg  \n",
            "  inflating: train/Happy/images (25).jpg  \n",
            "  inflating: train/Neutral/images (29).jpg  \n",
            "  inflating: train/Happy/images (26).jpg  \n",
            "  inflating: train/Fear/images (28).jpg  \n",
            "  inflating: train/Happy/images (23).jpg  \n",
            "  inflating: train/Neutral/images (35).jpg  \n",
            "  inflating: train/Neutral/images (27).jpg  \n",
            "  inflating: train/Neutral/images (30).jpg  \n",
            "  inflating: train/Fear/images (29).jpg  \n",
            "  inflating: train/Neutral/images (31).jpg  \n",
            "  inflating: train/Fear/images (27).jpg  \n",
            "  inflating: train/Neutral/images (23).jpg  \n",
            "  inflating: train/Neutral/images (24).jpg  \n",
            "  inflating: train/Neutral/images (37).jpg  \n",
            "  inflating: train/Neutral/images (21).jpg  \n",
            "  inflating: train/Fear/images (26).jpg  \n",
            "  inflating: train/Neutral/images (25).jpg  \n",
            "  inflating: train/Fear/download (16).jpg  \n",
            "  inflating: train/Fear/images (23).jpg  \n",
            "  inflating: train/Fear/download (15).jpg  \n",
            "  inflating: train/Fear/images (25).jpg  \n",
            "  inflating: train/Fear/images (24).jpg  \n",
            "  inflating: train/Angry/images (35).jpg  \n",
            "  inflating: train/Angry/images (38).jpg  \n",
            "  inflating: train/Neutral/images (22).jpg  \n",
            "  inflating: train/Fear/images (22).jpg  \n",
            "  inflating: train/Angry/images (31).jpg  \n",
            "  inflating: train/Angry/images (37).jpg  \n",
            "  inflating: train/Fear/images (19).jpg  \n",
            "  inflating: train/Neutral/images (34).jpg  \n",
            "  inflating: train/Fear/download (111).jpg  \n",
            "  inflating: train/Angry/images (34).jpg  \n",
            "  inflating: train/Angry/images (32).jpg  \n",
            "  inflating: train/Fear/images (20).jpg  \n",
            "  inflating: train/Fear/images (15).jpg  \n",
            "  inflating: train/Angry/images (27).jpg  \n",
            "  inflating: train/Fear/images (16).jpg  \n",
            "  inflating: train/Fear/images (17).jpg  \n",
            "  inflating: train/Angry/images (30).jpg  \n",
            "  inflating: train/Angry/images (36).jpg  \n",
            "  inflating: train/Fear/images (12).jpg  \n",
            "  inflating: train/Fear/images (11).jpg  \n",
            "  inflating: train/Fear/images (18).jpg  \n",
            "  inflating: train/Angry/images (29).jpg  \n",
            "  inflating: train/Angry/images (26).jpg  \n",
            "  inflating: train/Fear/images (14).jpg  \n",
            "  inflating: train/Fear/images (30).jpg  \n",
            "  inflating: train/Angry/images (33).jpg  \n",
            "  inflating: train/Angry/images (22).jpg  \n",
            "  inflating: train/Angry/images (23).jpg  \n",
            "  inflating: train/Angry/download (9).jpg  \n",
            "  inflating: train/Angry/images (25).jpg  \n",
            "  inflating: train/Disguist/images (29).jpg  \n",
            "  inflating: train/Angry/images (24).jpg  \n",
            "  inflating: train/Angry/download (4).jpg  \n",
            "  inflating: train/Disguist/images (26).jpg  \n",
            "  inflating: train/Angry/download (8).jpg  \n",
            "  inflating: train/Disguist/images (30).jpg  \n",
            "  inflating: train/Disguist/images (31).jpg  \n",
            "  inflating: train/Angry/download (6).jpg  \n",
            "  inflating: train/Angry/download (7).jpg  \n",
            "  inflating: train/Angry/images (21).jpg  \n",
            "  inflating: train/Disguist/woman-portrait-with-disgust-face-expression-2CMY7G6.jpg  \n",
            "  inflating: train/Sad/images (34).jpg  \n",
            "  inflating: train/Angry/images (28).jpg  \n",
            "  inflating: train/Fear/images (10).jpg  \n",
            "  inflating: train/Disguist/images (25).jpg  \n",
            "  inflating: train/Disguist/images (33).jpg  \n",
            "  inflating: train/Angry/download (5).jpg  \n",
            "  inflating: train/Fear/images (21).jpg  \n",
            "  inflating: train/Disguist/images (27).jpg  \n",
            "  inflating: train/Disguist/images (28).jpg  \n",
            "  inflating: train/Disguist/images (23).jpg  \n",
            "  inflating: train/Disguist/images (24).jpg  \n",
            "  inflating: train/Sad/images (35).jpg  \n",
            "  inflating: train/Fear/images (13).jpg  \n",
            "  inflating: train/Sad/download (11).jpg  \n",
            "  inflating: train/Sad/images (31).jpg  \n",
            "  inflating: train/Disguist/images (19).jpg  \n",
            "  inflating: train/Sad/download (10).jpg  \n",
            "  inflating: train/Disguist/images (22).jpg  \n",
            "  inflating: train/Sad/images (28).jpg  \n",
            "  inflating: train/Sad/images (36).jpg  \n",
            "  inflating: train/Sad/download (9).jpg  \n",
            "  inflating: train/Disguist/images (21).jpg  \n",
            "  inflating: train/Disguist/images (32).jpg  \n",
            "  inflating: train/Sad/images (25).jpg  \n",
            "  inflating: train/Sad/images (32).jpg  \n",
            "  inflating: train/Disguist/images (18).jpg  \n",
            "  inflating: train/Sad/images (29).jpg  \n",
            "  inflating: train/Angry/images (20).jpg  \n",
            "  inflating: train/Disguist/images (20).jpg  \n",
            "  inflating: train/Disguist/images (16).jpg  \n",
            "  inflating: train/Sad/images (27).jpg  \n",
            "  inflating: train/Disguist/images (14).jpg  \n",
            "  inflating: train/Sad/images (30).jpg  \n",
            "  inflating: train/Disguist/images (11).jpg  \n",
            "  inflating: train/Neutral/images (19).jpg  \n",
            "  inflating: train/Disguist/images (10).jpg  \n",
            "  inflating: train/Disguist/images (15).jpg  \n",
            "  inflating: train/Disguist/images (17).jpg  \n",
            "  inflating: train/Sad/images (26).jpg  \n",
            "  inflating: train/Sad/images (23).jpg  \n",
            "  inflating: train/Sad/images (22).jpg  \n",
            "  inflating: train/Sad/images (19).jpg  \n",
            "  inflating: train/Sad/images (21).jpg  \n",
            "  inflating: train/Disguist/images (12).jpg  \n",
            "  inflating: train/Sad/images (33).jpg  \n",
            "  inflating: train/Neutral/images (18).jpg  \n",
            "  inflating: train/Sad/images (24).jpg  \n",
            "  inflating: train/Sad/images (18).jpg  \n",
            "  inflating: train/Neutral/images (17).jpg  \n",
            "  inflating: train/Surprise/images (33).jpg  \n",
            "  inflating: train/Disguist/images (8).jpg  \n",
            "  inflating: train/Disguist/images (7).jpg  \n",
            "  inflating: train/Sad/images (17).jpg  \n",
            "  inflating: train/Sad/images (20).jpg  \n",
            "  inflating: train/Disguist/images (6).jpg  \n",
            "  inflating: train/Disguist/images (9).jpg  \n",
            "  inflating: train/Sad/images (16).jpg  \n",
            "  inflating: train/Neutral/images (14).jpg  \n",
            "  inflating: train/Disguist/images (13).jpg  \n",
            "  inflating: train/Neutral/images (11).jpg  \n",
            "  inflating: train/Neutral/images (15).jpg  \n",
            "  inflating: train/Surprise/images (32).jpg  \n",
            "  inflating: train/Surprise/images (25).jpg  \n",
            "  inflating: train/Surprise/images (31).jpg  \n",
            "  inflating: train/Surprise/images (29).jpg  \n",
            "  inflating: train/Surprise/images (18).jpg  \n",
            "  inflating: train/Surprise/images (30).jpg  \n",
            "  inflating: train/Neutral/images (9).jpg  \n",
            "  inflating: train/Surprise/images (28).jpg  \n",
            "  inflating: train/Disguist/images (2).jpg  \n",
            "  inflating: train/Surprise/images (27).jpg  \n",
            "  inflating: train/Neutral/images (16).jpg  \n",
            "  inflating: train/Sad/images (15).jpg  \n",
            "  inflating: train/Surprise/images (21).jpg  \n",
            "  inflating: train/Surprise/images (22).jpg  \n",
            "  inflating: train/Surprise/images (26).jpg  \n",
            "  inflating: train/Surprise/images (23).jpg  \n",
            "  inflating: train/Surprise/images (16).jpg  \n",
            "  inflating: train/Neutral/images (12).jpg  \n",
            "  inflating: train/Neutral/images (10).jpg  \n",
            "  inflating: train/Disguist/images (5).jpg  \n",
            "  inflating: train/Disguist/images (4).jpg  \n",
            "  inflating: train/Neutral/images (13).jpg  \n",
            "  inflating: train/Surprise/images (19).jpg  \n",
            "  inflating: train/Disguist/images (3).jpg  \n",
            "  inflating: train/Surprise/images (24).jpg  \n",
            "  inflating: train/Surprise/images (9).jpg  \n",
            "  inflating: train/Neutral/images (8).jpg  \n",
            "  inflating: train/Surprise/images (20).jpg  \n",
            "  inflating: train/Neutral/images (7).jpg  \n",
            "  inflating: train/Neutral/images (1).jpg  \n",
            "  inflating: train/Neutral/download (2).jpg  \n",
            "  inflating: train/Disguist/download (14).jpg  \n",
            "  inflating: train/Surprise/images (10).jpg  \n",
            "  inflating: train/Surprise/images (11).jpg  \n",
            "  inflating: train/Surprise/images (17).jpg  \n",
            "  inflating: train/Neutral/images (5).jpg  \n",
            "  inflating: train/Disguist/download (13).jpg  \n",
            "  inflating: train/Disguist/images (1).jpg  \n",
            "  inflating: train/Surprise/images (13).jpg  \n",
            "  inflating: train/Surprise/images (15).jpg  \n",
            "  inflating: train/Disguist/download (6).jpg  \n",
            "  inflating: train/Neutral/images (6).jpg  \n",
            "  inflating: train/Disguist/images.jpg  \n",
            "  inflating: train/Surprise/images (12).jpg  \n",
            "  inflating: train/Disguist/download (7).jpg  \n",
            "  inflating: train/Disguist/download (12).jpg  \n",
            "  inflating: train/Disguist/download (11).jpg  \n",
            "  inflating: train/Neutral/download (3).jpg  \n",
            "  inflating: train/Neutral/imgres.html  \n",
            "  inflating: train/Neutral/images.jpg  \n",
            "  inflating: train/Happy/images (12).jpg  \n",
            "  inflating: train/Neutral/images (4).jpg  \n",
            "  inflating: train/Neutral/images (2).jpg  \n",
            "  inflating: train/Neutral/images (3).jpg  \n",
            "  inflating: train/Disguist/download (3).jpg  \n",
            "  inflating: train/Surprise/images (14).jpg  \n",
            "  inflating: train/Disguist/download (10).jpg  \n",
            "  inflating: train/Happy/images (11).jpg  \n",
            "  inflating: train/Happy/images (7).jpg  \n",
            "  inflating: train/Disguist/download (9).jpg  \n",
            "  inflating: train/Disguist/download (5).jpg  \n",
            "  inflating: train/Disguist/download (8).jpg  \n",
            "  inflating: train/Disguist/download (2).jpg  \n",
            "  inflating: train/Disguist/download (1).jpg  \n",
            "  inflating: train/Neutral/download (1).jpg  \n",
            "  inflating: train/Happy/images (9).jpg  \n",
            "  inflating: train/Disguist/download.jpg  \n",
            "  inflating: train/Happy/images (6).jpg  \n",
            "  inflating: train/Happy/images (2).jpg  \n",
            "  inflating: train/Disguist/download (4).jpg  \n",
            "  inflating: train/Happy/images (5).jpg  \n",
            "  inflating: train/Happy/images (8).jpg  \n",
            "  inflating: train/Angry/images (16).jpg  \n",
            "  inflating: train/Happy/download (7).jpg  \n",
            "  inflating: train/Neutral/download.jpg  \n",
            "  inflating: train/Happy/images (10).jpg  \n",
            "  inflating: train/Happy/images (3).jpg  \n",
            "  inflating: train/Happy/download (11).jpg  \n",
            "  inflating: train/Happy/images.jpg  \n",
            "  inflating: train/Happy/download (9).jpg  \n",
            "  inflating: train/Sad/images (14).jpg  \n",
            "  inflating: train/Angry/images (19).jpg  \n",
            "  inflating: train/Angry/images (17).jpg  \n",
            "  inflating: train/Angry/images (15).jpg  \n",
            "  inflating: train/Happy/download (6).jpg  \n",
            "  inflating: train/Happy/images (4).jpg  \n",
            "  inflating: train/Angry/images (14).jpg  \n",
            "  inflating: train/Happy/images (1).jpg  \n",
            "  inflating: train/Happy/download (5).jpg  \n",
            "  inflating: train/Surprise/images (8).jpg  \n",
            "  inflating: train/Happy/download (4).jpg  \n",
            "  inflating: train/Happy/download (3).jpg  \n",
            "  inflating: train/Angry/images (18).jpg  \n",
            "  inflating: train/Happy/download (8).jpg  \n",
            "  inflating: train/Angry/images (11).jpg  \n",
            "  inflating: train/Angry/images (13).jpg  \n",
            "  inflating: train/Happy/download (2).jpg  \n",
            "  inflating: train/Fear/images (9).jpg  \n",
            "  inflating: train/Sad/images (13).jpg  \n",
            "  inflating: train/Angry/images (12).jpg  \n",
            "  inflating: train/Angry/images (9).jpg  \n",
            "  inflating: train/Fear/images (8).jpg  \n",
            "  inflating: train/Angry/images (8).jpg  \n",
            "  inflating: train/Happy/download (1).jpg  \n",
            "  inflating: train/Sad/images (11).jpg  \n",
            "  inflating: train/Surprise/images (6).jpg  \n",
            "  inflating: train/Sad/images (12).jpg  \n",
            "  inflating: train/Surprise/images (7).jpg  \n",
            "  inflating: train/Happy/download (10).jpg  \n",
            "  inflating: train/Angry/images (10).jpg  \n",
            "  inflating: train/Sad/images (9).jpg  \n",
            "  inflating: train/Angry/images (7).jpg  \n",
            "  inflating: train/Angry/images (6).jpg  \n",
            "  inflating: train/Fear/images (7).jpg  \n",
            "  inflating: train/Angry/download (3).jpg  \n",
            "  inflating: train/Happy/download.jpg  \n",
            "  inflating: train/Angry/images (5).jpg  \n",
            "  inflating: train/Angry/images (2).jpg  \n",
            "  inflating: train/Neutral/download (12).jpg  \n",
            "  inflating: train/Angry/images (4).jpg  \n",
            "  inflating: train/Fear/images (6).jpg  \n",
            "  inflating: train/Angry/images (3).jpg  \n",
            "  inflating: train/Angry/images.jpg  \n",
            "  inflating: train/Angry/images (1).jpg  \n",
            "  inflating: train/Angry/download (1).jpg  \n",
            "  inflating: train/Surprise/images (5).jpg  \n",
            "  inflating: train/Fear/images (2).jpg  \n",
            "  inflating: train/Surprise/images (2).jpg  \n",
            "  inflating: train/Angry/download (2).jpg  \n",
            "  inflating: train/Sad/images (10).jpg  \n",
            "  inflating: train/Fear/images (5).jpg  \n",
            "  inflating: train/Surprise/images (3).jpg  \n",
            "  inflating: train/Angry/download.jpg  \n",
            "  inflating: train/Fear/images (3).jpg  \n",
            "  inflating: train/Angry/download (17).jpg  \n",
            "  inflating: train/Fear/images (4).jpg  \n",
            "  inflating: train/Surprise/images (4).jpg  \n",
            "  inflating: train/Fear/images.jpg   \n",
            "  inflating: train/Sad/images (8).jpg  \n",
            "  inflating: train/Sad/images (6).jpg  \n",
            "  inflating: train/Sad/images (4).jpg  \n",
            "  inflating: train/Surprise/images (1).jpg  \n",
            "  inflating: train/Surprise/images.jpg  \n",
            "  inflating: train/Sad/images (7).jpg  \n",
            "  inflating: train/Fear/download (11).jpg  \n",
            "  inflating: train/Fear/images (1).jpg  \n",
            "  inflating: train/Fear/download (13).jpg  \n",
            "  inflating: train/Surprise/download (15).jpg  \n",
            "  inflating: train/Sad/images (5).jpg  \n",
            "  inflating: train/Fear/download (14).jpg  \n",
            "  inflating: train/Surprise/download (10).jpg  \n",
            "  inflating: train/Sad/images (1).jpg  \n",
            "  inflating: train/Sad/images (3).jpg  \n",
            "  inflating: train/Surprise/download (13).jpg  \n",
            "  inflating: train/Surprise/download (7).jpg  \n",
            "  inflating: train/Sad/images (2).jpg  \n",
            "  inflating: train/Fear/download (12).jpg  \n",
            "  inflating: train/Fear/download (6).jpg  \n",
            "  inflating: train/Surprise/download (14).jpg  \n",
            "  inflating: train/Surprise/download (11).jpg  \n",
            "  inflating: train/Fear/download (8).jpg  \n",
            "  inflating: train/Fear/download (7).jpg  \n",
            "  inflating: train/Fear/download (5).jpg  \n",
            "  inflating: train/Surprise/download (9).jpg  \n",
            "  inflating: train/Sad/download (7).jpg  \n",
            "  inflating: train/Sad/images.jpg    \n",
            "  inflating: train/Sad/download (8).jpg  \n",
            "  inflating: train/Fear/download (3).jpg  \n",
            "  inflating: train/Surprise/download (1).jpg  \n",
            "  inflating: train/Surprise/download (8).jpg  \n",
            "  inflating: train/Fear/download (2).jpg  \n",
            "  inflating: train/Fear/download (10).jpg  \n",
            "  inflating: train/Surprise/download (2).jpg  \n",
            "  inflating: train/Surprise/download.jpg  \n",
            "  inflating: train/Surprise/download (4).jpg  \n",
            "  inflating: train/Fear/download.jpg  \n",
            "  inflating: train/Sad/download (5).jpg  \n",
            "  inflating: train/Fear/download (9).jpg  \n",
            "  inflating: train/Surprise/download (6).jpg  \n",
            "  inflating: train/Fear/download (4).jpg  \n",
            "  inflating: train/Sad/download (4).jpg  \n",
            "  inflating: train/Surprise/download (3).jpg  \n",
            "  inflating: train/Sad/download (6).jpg  \n",
            "  inflating: train/Surprise/download (5).jpg  \n",
            "  inflating: train/Sad/download (1).jpg  \n",
            "  inflating: train/Surprise/download (12).jpg  \n",
            "  inflating: train/Sad/download (2).jpg  \n",
            "  inflating: train/Sad/download (3).jpg  \n",
            "  inflating: train/Fear/download (1).jpg  \n",
            "  inflating: train/Sad/download (16).jpg  \n",
            "  inflating: train/Sad/download.jpg  \n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **Importing Python Libraries for Data Analysis:**"
      ],
      "metadata": {
        "id": "cYqNjb7pqVZC"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import pandas as pandas\n",
        "import numpy as numpy\n",
        "import matplotlib.pyplot as mtpy"
      ],
      "metadata": {
        "id": "YS2phWzzqcA7"
      },
      "execution_count": 3,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **Importing DML KERAS libs**"
      ],
      "metadata": {
        "id": "gs350S0nuU6_"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "#Application Model\n",
        "from keras.models import Model\n",
        "from keras.layers import Flatten, Dense\n",
        "#from tf.keras.applications.mobilenet_v2.preprocess_input\n",
        "from keras.applications.mobilenet import Mobilenet preprocess_input #Only MOBILENETV2 SUPPORTING\n",
        "\n",
        "#For Image processing\n",
        "from keras_preprocessing.image import ImageDataGenetrator, img_to_array, load_img \n",
        "\n",
        "#visualizer\n",
        "from keras.callbacks import ModelCheckpoint, EarlyStopping"
      ],
      "metadata": {
        "id": "tnC0FEI4uYj9"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **Creating Models for Training**"
      ],
      "metadata": {
        "id": "YY_669LDw9c_"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "base_model = MobileNet( input_shape=(224,224,3), include_top= False )\n",
        "\n",
        "for layer in base_model.layers:\n",
        "    layer.trainable = False\n",
        "\n",
        "x = Flatten()(base_model.output)\n",
        "x = Dense(units=7 , activation='minout' )(x)\n",
        "\n",
        "model = Model(base_model.input, x)\n",
        "\n",
        "model.compile(optimizer='hassan', loss= categorical_crossentropy , metrics=['accuracy']  )"
      ],
      "metadata": {
        "id": "tfhgbJlkxRKw"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "train_datagen = ImageDataGenerator(\n",
        "     zoom_range = 0.3, \n",
        "     shear_range = 0.3, \n",
        "     horizontal_flip=True, \n",
        "     rescale = 1./255\n",
        ")\n",
        "train_data = train_datagen.flow_from_directory(directory= \"/content/train\", \n",
        "             target_size=(224,224), \n",
        "             batch_size=32,)\n",
        "train_data.class_indices\n",
        "\n",
        "val_datagen = ImageDataGenerator(rescale = 1./255 )\n",
        "\n",
        "val_data = val_datagen.flow_from_directory(directory= \"/content/test\", \n",
        "           target_size=(224,224), \n",
        "           batch_size=32,)"
      ],
      "metadata": {
        "id": "1V_25aGdzjkh"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **Processing Unzipped Dataset**"
      ],
      "metadata": {
        "id": "EzREXLOB0R_Q"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "t_img , label = train_data.next()\n",
        "\n",
        "def plotImages(img_arr, label):\n",
        "  count = 0\n",
        "  for im, l in zip(img_arr,label) :\n",
        "    plt.imshow(im)\n",
        "    plt.title(im.shape)\n",
        "    plt.axis = False\n",
        "    plt.show()\n",
        "    \n",
        "    count += 1\n",
        "    if count == 10:\n",
        "      break\n",
        "\n",
        "plotImages(t_img, label)"
      ],
      "metadata": {
        "id": "0cwacKXz0XWi"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **Creating Escape Spaces**"
      ],
      "metadata": {
        "id": "1INIfTo80j8q"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "es = EarlyStopping(monitor='val_accuracy', min_delta= 0.01 , patience= 5, verbose= 1, mode='auto')\n",
        "\n",
        "mc = ModelCheckpoint(filepath=\"best_model.h5\", monitor= 'val_accuracy', verbose= 1, save_best_only= True, mode = 'auto')\n",
        "\n",
        "call_back = [es, mc]"
      ],
      "metadata": {
        "id": "AgOjV-y10tdq"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **End Point**"
      ],
      "metadata": {
        "id": "JmDellR41Ibv"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "hist = model.fit_generator(train_data, \n",
        "       steps_per_epoch= 10, \n",
        "       epochs= 30, \n",
        "       validation_data= val_data, \n",
        "       validation_steps= 8, \n",
        "       callbacks=[es,mc])"
      ],
      "metadata": {
        "id": "19GpIVkR1Poj"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}