model_training.ipynb

{
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  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": [],
      "authorship_tag": "ABX9TyOO8Ja0/hNPjXmExSIQLJPq",
      "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/ttashatss/emotiondetection/blob/main/model_training.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "UGwCzsxFQNSt",
        "outputId": "06d998e4-9ed1-43f5-a02f-dbaf96e13e1e"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "--2022-12-11 08:17:15--  https://www.dropbox.com/s/nilt43hyl1dx82k/dataset.zip?dl=0\n",
            "Resolving www.dropbox.com (www.dropbox.com)... 162.125.3.18, 2620:100:6018:18::a27d:312\n",
            "Connecting to www.dropbox.com (www.dropbox.com)|162.125.3.18|:443... connected.\n",
            "HTTP request sent, awaiting response... 302 Found\n",
            "Location: /s/raw/nilt43hyl1dx82k/dataset.zip [following]\n",
            "--2022-12-11 08:17:15--  https://www.dropbox.com/s/raw/nilt43hyl1dx82k/dataset.zip\n",
            "Reusing existing connection to www.dropbox.com:443.\n",
            "HTTP request sent, awaiting response... 302 Found\n",
            "Location: https://ucce2f90e6a76e405c03fb096ffb.dl.dropboxusercontent.com/cd/0/inline/ByYbW6VLG196J4XLL6xnvuuzaUgiCN6BXxwXaKUaj1h_Gc3F1csv-5-L7-UU_3IIYrkaGACHVlmzWVPGQTdhr6yL2Gl7Ht9Y169zyu_CwIkMkTD0mEOgdwfn34QYVQT0LJmZBam8mhqmcbes2z7WsHzgs_2GHeYyzVBG3224UiHgYA/file# [following]\n",
            "--2022-12-11 08:17:16--  https://ucce2f90e6a76e405c03fb096ffb.dl.dropboxusercontent.com/cd/0/inline/ByYbW6VLG196J4XLL6xnvuuzaUgiCN6BXxwXaKUaj1h_Gc3F1csv-5-L7-UU_3IIYrkaGACHVlmzWVPGQTdhr6yL2Gl7Ht9Y169zyu_CwIkMkTD0mEOgdwfn34QYVQT0LJmZBam8mhqmcbes2z7WsHzgs_2GHeYyzVBG3224UiHgYA/file\n",
            "Resolving ucce2f90e6a76e405c03fb096ffb.dl.dropboxusercontent.com (ucce2f90e6a76e405c03fb096ffb.dl.dropboxusercontent.com)... 162.125.3.15, 2620:100:601b:15::a27d:80f\n",
            "Connecting to ucce2f90e6a76e405c03fb096ffb.dl.dropboxusercontent.com (ucce2f90e6a76e405c03fb096ffb.dl.dropboxusercontent.com)|162.125.3.15|:443... connected.\n",
            "HTTP request sent, awaiting response... 302 Found\n",
            "Location: /cd/0/inline2/ByYCE7k0y4O-zHKBNpGS-tQ_Il-DSnJTRIPemedhAn8Qey-QxoA3qPiMnf_92bynKPqGjHzkCenSez9N1oDmDoYoLAHIxIGi2RlMfY71W4bDm5i_RIMDLUvcpybMavxhKVzebxDNSRHjLdmp0SodEpWASUsXGa2c-3vvycgngTXPxkTROAItOfc9bngtAHE4-pO34ibpWdFhBZmAxRkncQcMomxCXEl-KIEPenETG466bW-xnhXDygEq60yboqGMLxE5z4e0p5OBZXo23Kas13SaGISuexEnnyF9lMIT5pk7kRrRW3MJ_aqX4Z_Osj1dt3_ULG3OcDVxZc1_io9Zryg72hsj2UGdiZT5YQE6Pw6Ne18Jvt9LTxSgWh-CtORdQTwQyjDgPrd7EXSj3i2pJma3JGuljab9iV9DPW6_J8UNzg/file [following]\n",
            "--2022-12-11 08:17:16--  https://ucce2f90e6a76e405c03fb096ffb.dl.dropboxusercontent.com/cd/0/inline2/ByYCE7k0y4O-zHKBNpGS-tQ_Il-DSnJTRIPemedhAn8Qey-QxoA3qPiMnf_92bynKPqGjHzkCenSez9N1oDmDoYoLAHIxIGi2RlMfY71W4bDm5i_RIMDLUvcpybMavxhKVzebxDNSRHjLdmp0SodEpWASUsXGa2c-3vvycgngTXPxkTROAItOfc9bngtAHE4-pO34ibpWdFhBZmAxRkncQcMomxCXEl-KIEPenETG466bW-xnhXDygEq60yboqGMLxE5z4e0p5OBZXo23Kas13SaGISuexEnnyF9lMIT5pk7kRrRW3MJ_aqX4Z_Osj1dt3_ULG3OcDVxZc1_io9Zryg72hsj2UGdiZT5YQE6Pw6Ne18Jvt9LTxSgWh-CtORdQTwQyjDgPrd7EXSj3i2pJma3JGuljab9iV9DPW6_J8UNzg/file\n",
            "Reusing existing connection to ucce2f90e6a76e405c03fb096ffb.dl.dropboxusercontent.com:443.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: 63252113 (60M) [application/zip]\n",
            "Saving to: ‘dataset.zip?dl=0’\n",
            "\n",
            "dataset.zip?dl=0    100%[===================>]  60.32M   104MB/s    in 0.6s    \n",
            "\n",
            "2022-12-11 08:17:17 (104 MB/s) - ‘dataset.zip?dl=0’ saved [63252113/63252113]\n",
            "\n"
          ]
        }
      ],
      "source": [
        "!wget https://www.dropbox.com/s/nilt43hyl1dx82k/dataset.zip?dl=0"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!unzip dataset.zip?dl=0"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "6Wbn7bPMQhPn",
        "outputId": "4cfacf76-3bb3-4460-df9a-9c46fdc55124"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n",
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          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import numpy as np\n",
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "from tensorflow import keras\n",
        "\n",
        "from keras.layers import Flatten, Dense\n",
        "from keras.models import Model\n",
        "from tensorflow.keras.preprocessing.image import ImageDataGenerator , img_to_array, load_img\n",
        "from keras.applications.mobilenet import MobileNet, preprocess_input \n",
        "from keras.losses import categorical_crossentropy"
      ],
      "metadata": {
        "id": "R_yW8B2wQtny"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Working with pre trained model \n",
        "\n",
        "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",
        "\n",
        "x = Flatten()(base_model.output)\n",
        "x = Dense(units=7 , activation='softmax' )(x)\n",
        "\n",
        "# creating our model.\n",
        "model = Model(base_model.input, x)\n",
        "     "
      ],
      "metadata": {
        "id": "TDN2BOMMQ8qO",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "1a6bea12-2298-4ac4-dbca-a1cf4bf42e0f"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/mobilenet/mobilenet_1_0_224_tf_no_top.h5\n",
            "17225924/17225924 [==============================] - 0s 0us/step\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "model.compile(optimizer='adam', loss= categorical_crossentropy , metrics=['accuracy']  )\n"
      ],
      "metadata": {
        "id": "6mPG3lDORp_P"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "train_datagen = ImageDataGenerator(\n",
        "     zoom_range = 0.2, \n",
        "     shear_range = 0.2, \n",
        "     horizontal_flip=True, \n",
        "     rescale = 1./255\n",
        ")\n",
        "\n",
        "train_data = train_datagen.flow_from_directory(directory= \"/content/train\", \n",
        "                                               target_size=(224,224), \n",
        "                                               batch_size=32,\n",
        "                                  )\n",
        "\n",
        "\n",
        "train_data.class_indices"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "D3MnRW_QRuRY",
        "outputId": "875fa9e0-c47b-42fb-93c1-9c103d0129fb"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Found 28709 images belonging to 7 classes.\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{'angry': 0,\n",
              " 'disgust': 1,\n",
              " 'fear': 2,\n",
              " 'happy': 3,\n",
              " 'neutral': 4,\n",
              " 'sad': 5,\n",
              " 'surprise': 6}"
            ]
          },
          "metadata": {},
          "execution_count": 9
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "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,\n",
        "                                  )"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "yhvbxGkjRxRK",
        "outputId": "69552260-d63a-453f-b090-58dd6b936c17"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Found 7178 images belonging to 7 classes.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# to visualize the images in the traing data denerator \n",
        "\n",
        "t_img , label = train_data.next()\n",
        "\n",
        "#-----------------------------------------------------------------------------\n",
        "# function when called will prot the images \n",
        "def plotImages(img_arr, label):\n",
        "  \"\"\"\n",
        "  input  :- images array \n",
        "  output :- plots the images \n",
        "  \"\"\"\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",
        "#-----------------------------------------------------------------------------\n",
        "# function call to plot the images \n",
        "plotImages(t_img, label)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "fmeY_ZCmR1-D",
        "outputId": "2c4501f1-2a9b-4432-a426-fdee62e80962"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "## having early stopping and model check point \n",
        "\n",
        "from keras.callbacks import ModelCheckpoint, EarlyStopping\n",
        "\n",
        "# early stopping\n",
        "es = EarlyStopping(monitor='val_accuracy', min_delta= 0.01 , patience= 5, verbose= 1, mode='auto')\n",
        "\n",
        "# model check point\n",
        "mc = ModelCheckpoint(filepath=\"best_model.h5\", monitor= 'val_accuracy', verbose= 1, save_best_only= True, mode = 'auto')\n",
        "\n",
        "# puting call back in a list \n",
        "call_back = [es, mc]"
      ],
      "metadata": {
        "id": "VpBEAxfrR67J"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "hist = model.fit_generator(train_data, \n",
        "                           steps_per_epoch= 10, \n",
        "                           epochs= 10, \n",
        "                           validation_data= val_data, \n",
        "                           validation_steps= 8, \n",
        "                           callbacks=[es,mc])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "LutcwhreUdua",
        "outputId": "53a5eceb-3bb0-411b-bc75-9d0f08890e52"
      },
      "execution_count": 13,
      "outputs": [
        {
          "metadata": {
            "tags": null
          },
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "<ipython-input-13-f681b3c69731>:1: UserWarning: `Model.fit_generator` is deprecated and will be removed in a future version. Please use `Model.fit`, which supports generators.\n",
            "  hist = model.fit_generator(train_data,\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Epoch 1/30\n",
            "10/10 [==============================] - ETA: 0s - loss: 19.4712 - accuracy: 0.1688\n",
            "Epoch 1: val_accuracy improved from -inf to 0.30469, saving model to best_model.h5\n",
            "10/10 [==============================] - 29s 3s/step - loss: 19.4712 - accuracy: 0.1688 - val_loss: 13.3175 - val_accuracy: 0.3047\n",
            "Epoch 2/30\n",
            "10/10 [==============================] - ETA: 0s - loss: 13.4199 - accuracy: 0.2656\n",
            "Epoch 2: val_accuracy improved from 0.30469 to 0.34375, saving model to best_model.h5\n",
            "10/10 [==============================] - 25s 3s/step - loss: 13.4199 - accuracy: 0.2656 - val_loss: 6.2119 - val_accuracy: 0.3438\n",
            "Epoch 3/30\n",
            "10/10 [==============================] - ETA: 0s - loss: 8.8020 - accuracy: 0.3594\n",
            "Epoch 3: val_accuracy improved from 0.34375 to 0.34766, saving model to best_model.h5\n",
            "10/10 [==============================] - 34s 4s/step - loss: 8.8020 - accuracy: 0.3594 - val_loss: 6.9985 - val_accuracy: 0.3477\n",
            "Epoch 4/30\n",
            "10/10 [==============================] - ETA: 0s - loss: 8.2097 - accuracy: 0.3469\n",
            "Epoch 4: val_accuracy improved from 0.34766 to 0.42188, saving model to best_model.h5\n",
            "10/10 [==============================] - 25s 3s/step - loss: 8.2097 - accuracy: 0.3469 - val_loss: 6.1531 - val_accuracy: 0.4219\n",
            "Epoch 5/30\n",
            "10/10 [==============================] - ETA: 0s - loss: 6.8707 - accuracy: 0.3656\n",
            "Epoch 5: val_accuracy did not improve from 0.42188\n",
            "10/10 [==============================] - 25s 3s/step - loss: 6.8707 - accuracy: 0.3656 - val_loss: 5.8082 - val_accuracy: 0.4062\n",
            "Epoch 6/30\n",
            "10/10 [==============================] - ETA: 0s - loss: 6.5952 - accuracy: 0.4125\n",
            "Epoch 6: val_accuracy improved from 0.42188 to 0.50391, saving model to best_model.h5\n",
            "10/10 [==============================] - 26s 3s/step - loss: 6.5952 - accuracy: 0.4125 - val_loss: 5.6844 - val_accuracy: 0.5039\n",
            "Epoch 7/30\n",
            "10/10 [==============================] - ETA: 0s - loss: 6.3004 - accuracy: 0.4156\n",
            "Epoch 7: val_accuracy did not improve from 0.50391\n",
            "10/10 [==============================] - 26s 3s/step - loss: 6.3004 - accuracy: 0.4156 - val_loss: 6.3135 - val_accuracy: 0.4414\n",
            "Epoch 8/30\n",
            "10/10 [==============================] - ETA: 0s - loss: 6.1549 - accuracy: 0.4000\n",
            "Epoch 8: val_accuracy did not improve from 0.50391\n",
            "10/10 [==============================] - 25s 3s/step - loss: 6.1549 - accuracy: 0.4000 - val_loss: 5.9600 - val_accuracy: 0.4375\n",
            "Epoch 9/30\n",
            "10/10 [==============================] - ETA: 0s - loss: 4.8626 - accuracy: 0.4625\n",
            "Epoch 9: val_accuracy did not improve from 0.50391\n",
            "10/10 [==============================] - 25s 3s/step - loss: 4.8626 - accuracy: 0.4625 - val_loss: 4.5731 - val_accuracy: 0.4297\n",
            "Epoch 10/30\n",
            "10/10 [==============================] - ETA: 0s - loss: 5.0205 - accuracy: 0.4656\n",
            "Epoch 10: val_accuracy did not improve from 0.50391\n",
            "10/10 [==============================] - 25s 3s/step - loss: 5.0205 - accuracy: 0.4656 - val_loss: 5.2853 - val_accuracy: 0.3828\n",
            "Epoch 11/30\n",
            "10/10 [==============================] - ETA: 0s - loss: 5.9428 - accuracy: 0.4031\n",
            "Epoch 11: val_accuracy did not improve from 0.50391\n",
            "10/10 [==============================] - 27s 3s/step - loss: 5.9428 - accuracy: 0.4031 - val_loss: 5.7347 - val_accuracy: 0.4297\n",
            "Epoch 11: early stopping\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Loading the best fit model \n",
        "from keras.models import load_model\n",
        "model = load_model(\"/content/best_model.h5\")"
      ],
      "metadata": {
        "id": "Ef6C0-UsUiKC"
      },
      "execution_count": 14,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "h =  hist.history\n",
        "h.keys()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "qLb0BSU4azC6",
        "outputId": "37356588-3fe7-4f7a-899d-690feea38438"
      },
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "dict_keys(['loss', 'accuracy', 'val_loss', 'val_accuracy'])"
            ]
          },
          "metadata": {},
          "execution_count": 15
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.plot(h['accuracy'])\n",
        "plt.plot(h['val_accuracy'] , c = \"red\")\n",
        "plt.title(\"acc vs v-acc\")\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 281
        },
        "id": "ViCed9SCbGmF",
        "outputId": "ec6350ca-6929-4ff3-a8de-90019c9b9745"
      },
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.plot(h['loss'])\n",
        "plt.plot(h['val_loss'] , c = \"red\")\n",
        "plt.title(\"loss vs v-loss\")\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 281
        },
        "id": "0joQ2Ic-bKG8",
        "outputId": "19cfc54c-8070-4a34-94f8-c75e3a92616e"
      },
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# just to map o/p values \n",
        "op = dict(zip( train_data.class_indices.values(), train_data.class_indices.keys()))"
      ],
      "metadata": {
        "id": "CnvdJJJcbOIO"
      },
      "execution_count": 19,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# path for the image to see if it predics correct class\n",
        "\n",
        "path = \"/content/test/angry/PrivateTest_1054527.jpg\"\n",
        "img = load_img(path, target_size=(224,224) )\n",
        "\n",
        "i = img_to_array(img)/255\n",
        "input_arr = np.array([i])\n",
        "input_arr.shape\n",
        "\n",
        "pred = np.argmax(model.predict(input_arr))\n",
        "\n",
        "print(f\" the image is of {op[pred]}\")\n",
        "\n",
        "# to display the image  \n",
        "plt.imshow(input_arr[0])\n",
        "plt.title(\"input image\")\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 317
        },
        "id": "g6Uq1LNwbRT-",
        "outputId": "48216c9e-ce79-4659-d489-75f25a1ee70b"
      },
      "execution_count": 20,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "1/1 [==============================] - 1s 886ms/step\n",
            " the image is of sad\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "0FHAhNPhbV9k"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}