Semantic_SegmentationMalaria_cell_95_7_.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "Semantic_SegmentationMalaria cell-95.7%.ipynb",
      "provenance": [],
      "collapsed_sections": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "code",
      "metadata": {
        "id": "5Vgq74miNaXO"
      },
      "source": [
        "# install kaggle\n",
        "!pip install -q kaggle"
      ],
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "resources": {
            "http://localhost:8080/nbextensions/google.colab/files.js": {
              "data": 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              "ok": true,
              "headers": [
                [
                  "content-type",
                  "application/javascript"
                ]
              ],
              "status": 200,
              "status_text": ""
            }
          },
          "base_uri": "https://localhost:8080/",
          "height": 90
        },
        "id": "OFGn0NDqNrlT",
        "outputId": "c1f2d315-56f4-4039-97c7-0fa2439f7c3f"
      },
      "source": [
        "from google.colab import files\n",
        "files.upload()"
      ],
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "\n",
              "     <input type=\"file\" id=\"files-31f0b062-dd93-4d6c-aca8-2ac1e7216094\" name=\"files[]\" multiple disabled\n",
              "        style=\"border:none\" />\n",
              "     <output id=\"result-31f0b062-dd93-4d6c-aca8-2ac1e7216094\">\n",
              "      Upload widget is only available when the cell has been executed in the\n",
              "      current browser session. Please rerun this cell to enable.\n",
              "      </output>\n",
              "      <script src=\"/nbextensions/google.colab/files.js\"></script> "
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Saving kaggle.json to kaggle.json\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{'kaggle.json': b'{\"username\":\"shivamkc3\",\"key\":\"bcc24923499aa57f69c5880d53248544\"}'}"
            ]
          },
          "metadata": {},
          "execution_count": 1
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "sSvLNfTzNymT"
      },
      "source": [
        "# create a kggle folder\n",
        "!mkdir ~/.kaggle"
      ],
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "fDnZK77IN_ll"
      },
      "source": [
        "# copy the kaggle.json to folder created\n",
        "! cp kaggle.json ~/.kaggle/"
      ],
      "execution_count": 3,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "cyhlF37pOKEK"
      },
      "source": [
        "# Permission for the json to act\n",
        "! chmod 600 ~/.kaggle/kaggle.json"
      ],
      "execution_count": 4,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Mq65jUGbOY23",
        "outputId": "74004604-dd89-42df-9eec-43edb5d04d42"
      },
      "source": [
        "# to list all datasets in kaggle\n",
        "! kaggle datasets list"
      ],
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Warning: Looks like you're using an outdated API Version, please consider updating (server 1.5.12 / client 1.5.4)\n",
            "ref                                                         title                                              size  lastUpdated          downloadCount  \n",
            "----------------------------------------------------------  ------------------------------------------------  -----  -------------------  -------------  \n",
            "gpreda/reddit-vaccine-myths                                 Reddit Vaccine Myths                              235KB  2021-09-09 20:40:01          11977  \n",
            "crowww/a-large-scale-fish-dataset                           A Large Scale Fish Dataset                          3GB  2021-04-28 17:03:01           7302  \n",
            "imsparsh/musicnet-dataset                                   MusicNet Dataset                                   22GB  2021-02-18 14:12:19           2913  \n",
            "dhruvildave/wikibooks-dataset                               Wikibooks Dataset                                   2GB  2021-07-03 18:37:20           2864  \n",
            "promptcloud/careerbuilder-job-listing-2020                  Careerbuilder Job Listing 2020                     42MB  2021-03-05 06:59:52           1864  \n",
            "nickuzmenkov/nih-chest-xrays-tfrecords                      NIH Chest X-rays TFRecords                         11GB  2021-03-09 04:49:23           1106  \n",
            "mathurinache/twitter-edge-nodes                             Twitter Edge Nodes                                342MB  2021-03-08 06:43:04            907  \n",
            "fatiimaezzahra/famous-iconic-women                          Famous Iconic Women                               838MB  2021-02-28 14:56:00           1340  \n",
            "simiotic/github-code-snippets                               GitHub Code Snippets                                7GB  2021-03-03 11:34:39            326  \n",
            "alsgroup/end-als                                            End ALS Kaggle Challenge                           12GB  2021-04-08 12:16:37            885  \n",
            "coloradokb/dandelionimages                                  DandelionImages                                     4GB  2021-02-19 20:03:47            781  \n",
            "mathurinache/the-lj-speech-dataset                          The LJ Speech Dataset                               3GB  2021-02-15 09:19:54            329  \n",
            "landrykezebou/lvzhdr-tone-mapping-benchmark-dataset-tmonet  LVZ-HDR Tone Mapping Benchmark Dataset (TMO-Net)   24GB  2021-03-01 05:03:40            187  \n",
            "imsparsh/accentdb-core-extended                             AccentDB - Core & Extended                          6GB  2021-02-17 14:22:54            139  \n",
            "stuartjames/lights                                          LightS: Light Specularity Dataset                  18GB  2021-02-18 14:32:26            139  \n",
            "nickuzmenkov/ranzcr-clip-kfold-tfrecords                    RANZCR CLiP KFold TFRecords                         2GB  2021-02-21 13:29:51            128  \n",
            "datasnaek/youtube-new                                       Trending YouTube Video Statistics                 201MB  2019-06-03 00:56:47         149934  \n",
            "zynicide/wine-reviews                                       Wine Reviews                                       51MB  2017-11-27 17:08:04         143435  \n",
            "residentmario/ramen-ratings                                 Ramen Ratings                                      40KB  2018-01-11 16:04:39          26766  \n",
            "datasnaek/chess                                             Chess Game Dataset (Lichess)                        3MB  2017-09-04 03:09:09          21571  \n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "2GSHgti4OfgY",
        "outputId": "91b497d2-78ba-4c61-f227-3e833e39a075"
      },
      "source": [
        "!kaggle datasets download -d iarunava/cell-images-for-detecting-malaria"
      ],
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Downloading cell-images-for-detecting-malaria.zip to /content\n",
            "100% 673M/675M [00:17<00:00, 26.3MB/s]\n",
            "100% 675M/675M [00:17<00:00, 41.5MB/s]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "He7zqkK8kTfU",
        "outputId": "357d880a-bdfc-44db-d5c6-6042fe4e3b63"
      },
      "source": [
        "!unzip cell-images-for-detecting-malaria.zip"
      ],
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n",
            "  inflating: cell_images/cell_images/Uninfected/C236ThinF_IMG_20151127_102428_cell_116.png  \n",
            "  inflating: cell_images/cell_images/Uninfected/C236ThinF_IMG_20151127_102428_cell_118.png  \n",
            "  inflating: cell_images/cell_images/Uninfected/C236ThinF_IMG_20151127_102428_cell_126.png  \n",
            "  inflating: cell_images/cell_images/Uninfected/C236ThinF_IMG_20151127_102428_cell_134.png  \n",
            "  inflating: cell_images/cell_images/Uninfected/C236ThinF_IMG_20151127_102428_cell_141.png  \n",
            "  inflating: cell_images/cell_images/Uninfected/C236ThinF_IMG_20151127_102428_cell_168.png  \n",
            "  inflating: cell_images/cell_images/Uninfected/C236ThinF_IMG_20151127_102428_cell_175.png  \n",
            "  inflating: cell_images/cell_images/Uninfected/C236ThinF_IMG_20151127_102428_cell_183.png  \n",
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          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ZDxfukbmlB09"
      },
      "source": [
        "import numpy as np\n",
        "# set the 'numpy' pseudo-random generator at a fixed value\n",
        "# The seed helps us with repeatable results everytime you run the code.\n",
        "np.random.seed(1000)"
      ],
      "execution_count": 8,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "5QI7OPLNldcP"
      },
      "source": [
        "import matplotlib.pyplot as plt\n",
        "import os\n",
        "import cv2\n",
        "from PIL import Image\n",
        "import keras"
      ],
      "execution_count": 9,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "0K8d7BECs97N"
      },
      "source": [
        "os.environ['KERAS_BACKEND'] = 'tensorflow' # Added to set the backend as Tensorflow\n",
        "#We can also set it to Theano if we want. "
      ],
      "execution_count": 10,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Hb69QqP8tAGg"
      },
      "source": [
        "#Iterate through all images in Parasitized folder, resize to 64 x 64\n",
        "#Then save as numpy array with name 'dataset'\n",
        "#Set the label to this as 0\n",
        "\n",
        "image_directory = '/content/cell_images/'\n",
        "SIZE = 64\n",
        "dataset = []  #Many ways to handle data, you can use pandas. Here, we are using a list format.  \n",
        "label = []  #Place holders to define add labels. We will add 0 to all parasitized images and 1 to uninfected.\n"
      ],
      "execution_count": 11,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "WlRlx2XxtKMb"
      },
      "source": [
        "parasitized_images = os.listdir(image_directory + 'Parasitized/')\n",
        "for i, image_name in enumerate(parasitized_images):    #Remember enumerate method adds a counter and returns the enumerate object\n",
        "    \n",
        "    if (image_name.split('.')[1] == 'png'):\n",
        "        image = cv2.imread(image_directory + 'Parasitized/' + image_name)\n",
        "        image = Image.fromarray(image, 'RGB')\n",
        "        image = image.resize((SIZE, SIZE))\n",
        "        dataset.append(np.array(image))\n",
        "        label.append(0)"
      ],
      "execution_count": 12,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "XbLJJANptNGh"
      },
      "source": [
        "#Iterate through all images in Uninfected folder, resize to 64 x 64\n",
        "#Then save into the same numpy array 'dataset' but with label 1\n",
        "uninfected_images = os.listdir(image_directory + 'Uninfected/')\n",
        "for i, image_name in enumerate(uninfected_images):\n",
        "    if (image_name.split('.')[1] == 'png'):\n",
        "        image = cv2.imread(image_directory + 'Uninfected/' + image_name)\n",
        "        image = Image.fromarray(image, 'RGB')\n",
        "        image = image.resize((SIZE, SIZE))\n",
        "        dataset.append(np.array(image))\n",
        "        label.append(1)\n"
      ],
      "execution_count": 13,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "JMkLLmuHtT62",
        "outputId": "50bbaf51-e1f1-41f0-c914-d2402a4499f9"
      },
      "source": [
        "# Apply CNN\n",
        "##### Build the model\n",
        "###2 conv and pool layers. with some normalization and drops in between.\n",
        "INPUT_SHAPE = (SIZE, SIZE, 3)   #change to (SIZE, SIZE, 3)\n",
        "inp = keras.layers.Input(shape=INPUT_SHAPE)\n",
        "\n",
        "conv1 = keras.layers.Conv2D(32, kernel_size=(3, 3), \n",
        "                               activation='relu', padding='same')(inp)\n",
        "pool1 = keras.layers.MaxPooling2D(pool_size=(2, 2))(conv1)\n",
        "norm1 = keras.layers.BatchNormalization(axis = -1)(pool1)\n",
        "drop1 = keras.layers.Dropout(rate=0.2)(norm1)\n",
        "conv2 = keras.layers.Conv2D(32, kernel_size=(3, 3), \n",
        "                               activation='relu', padding='same')(drop1)\n",
        "pool2 = keras.layers.MaxPooling2D(pool_size=(2, 2))(conv2)\n",
        "norm2 = keras.layers.BatchNormalization(axis = -1)(pool2)\n",
        "drop2 = keras.layers.Dropout(rate=0.2)(norm2)\n",
        "\n",
        "flat = keras.layers.Flatten()(drop2)  #Flatten the matrix to get it ready for dense.\n",
        "\n",
        "hidden1 = keras.layers.Dense(512, activation='relu')(flat)\n",
        "norm3 = keras.layers.BatchNormalization(axis = -1)(hidden1)\n",
        "drop3 = keras.layers.Dropout(rate=0.2)(norm3)\n",
        "hidden2 = keras.layers.Dense(256, activation='relu')(drop3)\n",
        "norm4 = keras.layers.BatchNormalization(axis = -1)(hidden2)\n",
        "drop4 = keras.layers.Dropout(rate=0.2)(norm4)\n",
        "\n",
        "out = keras.layers.Dense(2, activation='sigmoid')(drop4)   #units=1 gives error\n",
        "\n",
        "model = keras.Model(inputs=inp, outputs=out)\n",
        "model.compile(optimizer='adam',\n",
        "                loss='categorical_crossentropy',   #Check between binary_crossentropy and categorical_crossentropy\n",
        "                metrics=['accuracy'])\n",
        "print(model.summary())"
      ],
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Model: \"model\"\n",
            "_________________________________________________________________\n",
            "Layer (type)                 Output Shape              Param #   \n",
            "=================================================================\n",
            "input_1 (InputLayer)         [(None, 64, 64, 3)]       0         \n",
            "_________________________________________________________________\n",
            "conv2d (Conv2D)              (None, 64, 64, 32)        896       \n",
            "_________________________________________________________________\n",
            "max_pooling2d (MaxPooling2D) (None, 32, 32, 32)        0         \n",
            "_________________________________________________________________\n",
            "batch_normalization (BatchNo (None, 32, 32, 32)        128       \n",
            "_________________________________________________________________\n",
            "dropout (Dropout)            (None, 32, 32, 32)        0         \n",
            "_________________________________________________________________\n",
            "conv2d_1 (Conv2D)            (None, 32, 32, 32)        9248      \n",
            "_________________________________________________________________\n",
            "max_pooling2d_1 (MaxPooling2 (None, 16, 16, 32)        0         \n",
            "_________________________________________________________________\n",
            "batch_normalization_1 (Batch (None, 16, 16, 32)        128       \n",
            "_________________________________________________________________\n",
            "dropout_1 (Dropout)          (None, 16, 16, 32)        0         \n",
            "_________________________________________________________________\n",
            "flatten (Flatten)            (None, 8192)              0         \n",
            "_________________________________________________________________\n",
            "dense (Dense)                (None, 512)               4194816   \n",
            "_________________________________________________________________\n",
            "batch_normalization_2 (Batch (None, 512)               2048      \n",
            "_________________________________________________________________\n",
            "dropout_2 (Dropout)          (None, 512)               0         \n",
            "_________________________________________________________________\n",
            "dense_1 (Dense)              (None, 256)               131328    \n",
            "_________________________________________________________________\n",
            "batch_normalization_3 (Batch (None, 256)               1024      \n",
            "_________________________________________________________________\n",
            "dropout_3 (Dropout)          (None, 256)               0         \n",
            "_________________________________________________________________\n",
            "dense_2 (Dense)              (None, 2)                 514       \n",
            "=================================================================\n",
            "Total params: 4,340,130\n",
            "Trainable params: 4,338,466\n",
            "Non-trainable params: 1,664\n",
            "_________________________________________________________________\n",
            "None\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "8R7qd27EtgVH",
        "outputId": "2a9468a1-3e9b-4950-9d6b-0b618edfd2ff"
      },
      "source": [
        "### Split the dataset\n",
        "# \n",
        "# I split the dataset into training and testing dataset.\n",
        "# 1. Training data: 80%\n",
        "# 2. Testing data: 20%\n",
        "from sklearn.model_selection import train_test_split\n",
        "from tensorflow.keras.utils import to_categorical\n",
        "X_train, X_test, y_train, y_test = train_test_split(dataset, to_categorical(np.array(label)), test_size = 0.20, random_state = 0)\n",
        "\n",
        "# When training with Keras's Model.fit(), adding the tf.keras.callback.TensorBoard callback \n",
        "# ensures that logs are created and stored. Additionally, enable histogram computation \n",
        "#every epoch with histogram_freq=1 (this is off by default)\n",
        "#Place the logs in a timestamped subdirectory to allow easy selection of different training runs.\n",
        "\n",
        "#import datetime\n",
        "\n",
        "#log_dir=\"logs/fit/\" + datetime.datetime.now().strftime(\"%Y%m%d_%H%M%S\") + \"/\"\n",
        "#tensorboard_callback = keras.callbacks.TensorBoard(log_dir=log_dir, histogram_freq=1)\n",
        "\n",
        "\n",
        "# ### Training the model\n",
        "# As the training data is now ready, I will use it to train the model.   \n",
        "\n",
        "#Fit the model\n",
        "history = model.fit(np.array(X_train), \n",
        "                         y_train, \n",
        "                         batch_size = 64, \n",
        "                         verbose = 1, \n",
        "                         epochs = 50,      #Changed to 3 from 50 for testing purposes.\n",
        "                         validation_split = 0.1,\n",
        "                         shuffle = False\n",
        "                      #   callbacks=callbacks\n",
        "                     )\n",
        "\n",
        "# ## Accuracy calculation\n",
        "# \n",
        "# I'll now calculate the accuracy on the test data.\n",
        "\n",
        "print(\"Test_Accuracy: {:.2f}%\".format(model.evaluate(np.array(X_test), np.array(y_test))[1]*100))\n",
        "\n",
        "\n"
      ],
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Epoch 1/50\n",
            "311/311 [==============================] - 126s 406ms/step - loss: 0.1381 - accuracy: 0.9506 - val_loss: 0.2079 - val_accuracy: 0.9261\n",
            "Epoch 2/50\n",
            "311/311 [==============================] - 124s 397ms/step - loss: 0.1277 - accuracy: 0.9539 - val_loss: 0.2620 - val_accuracy: 0.9215\n",
            "Epoch 3/50\n",
            "311/311 [==============================] - 123s 396ms/step - loss: 0.1076 - accuracy: 0.9614 - val_loss: 0.2496 - val_accuracy: 0.9293\n",
            "Epoch 4/50\n",
            "311/311 [==============================] - 124s 398ms/step - loss: 0.0906 - accuracy: 0.9677 - val_loss: 0.2388 - val_accuracy: 0.9397\n",
            "Epoch 5/50\n",
            "311/311 [==============================] - 124s 398ms/step - loss: 0.0805 - accuracy: 0.9691 - val_loss: 0.1609 - val_accuracy: 0.9510\n",
            "Epoch 6/50\n",
            "311/311 [==============================] - 124s 397ms/step - loss: 0.0698 - accuracy: 0.9750 - val_loss: 0.1697 - val_accuracy: 0.9501\n",
            "Epoch 7/50\n",
            "311/311 [==============================] - 124s 397ms/step - loss: 0.0550 - accuracy: 0.9788 - val_loss: 0.1854 - val_accuracy: 0.9510\n",
            "Epoch 8/50\n",
            "311/311 [==============================] - 124s 398ms/step - loss: 0.0470 - accuracy: 0.9841 - val_loss: 0.2341 - val_accuracy: 0.9469\n",
            "Epoch 9/50\n",
            "311/311 [==============================] - 124s 398ms/step - loss: 0.0457 - accuracy: 0.9838 - val_loss: 0.1718 - val_accuracy: 0.9569\n",
            "Epoch 10/50\n",
            "311/311 [==============================] - 124s 398ms/step - loss: 0.0356 - accuracy: 0.9876 - val_loss: 0.2404 - val_accuracy: 0.9497\n",
            "Epoch 11/50\n",
            "311/311 [==============================] - 124s 398ms/step - loss: 0.0287 - accuracy: 0.9902 - val_loss: 0.2232 - val_accuracy: 0.9515\n",
            "Epoch 12/50\n",
            "311/311 [==============================] - 123s 397ms/step - loss: 0.0266 - accuracy: 0.9907 - val_loss: 0.3655 - val_accuracy: 0.9410\n",
            "Epoch 13/50\n",
            "311/311 [==============================] - 124s 400ms/step - loss: 0.0331 - accuracy: 0.9876 - val_loss: 0.2174 - val_accuracy: 0.9556\n",
            "Epoch 14/50\n",
            "311/311 [==============================] - 124s 398ms/step - loss: 0.0605 - accuracy: 0.9792 - val_loss: 0.2081 - val_accuracy: 0.9351\n",
            "Epoch 15/50\n",
            "311/311 [==============================] - 124s 398ms/step - loss: 0.0294 - accuracy: 0.9891 - val_loss: 0.2752 - val_accuracy: 0.9515\n",
            "Epoch 16/50\n",
            "311/311 [==============================] - 123s 397ms/step - loss: 0.0194 - accuracy: 0.9933 - val_loss: 0.2455 - val_accuracy: 0.9524\n",
            "Epoch 17/50\n",
            "311/311 [==============================] - 124s 398ms/step - loss: 0.0183 - accuracy: 0.9941 - val_loss: 0.2542 - val_accuracy: 0.9533\n",
            "Epoch 18/50\n",
            "311/311 [==============================] - 124s 400ms/step - loss: 0.0181 - accuracy: 0.9928 - val_loss: 0.2472 - val_accuracy: 0.9528\n",
            "Epoch 19/50\n",
            "311/311 [==============================] - 124s 400ms/step - loss: 0.0164 - accuracy: 0.9945 - val_loss: 0.2571 - val_accuracy: 0.9533\n",
            "Epoch 20/50\n",
            "311/311 [==============================] - 124s 399ms/step - loss: 0.0153 - accuracy: 0.9949 - val_loss: 0.2297 - val_accuracy: 0.9537\n",
            "Epoch 21/50\n",
            "311/311 [==============================] - 124s 399ms/step - loss: 0.0170 - accuracy: 0.9940 - val_loss: 0.2174 - val_accuracy: 0.9551\n",
            "Epoch 22/50\n",
            "311/311 [==============================] - 125s 401ms/step - loss: 0.0156 - accuracy: 0.9952 - val_loss: 0.3522 - val_accuracy: 0.9383\n",
            "Epoch 23/50\n",
            "311/311 [==============================] - 124s 398ms/step - loss: 0.0175 - accuracy: 0.9946 - val_loss: 0.2243 - val_accuracy: 0.9510\n",
            "Epoch 24/50\n",
            "311/311 [==============================] - 123s 397ms/step - loss: 0.0220 - accuracy: 0.9921 - val_loss: 0.2339 - val_accuracy: 0.9506\n",
            "Epoch 25/50\n",
            "311/311 [==============================] - 123s 395ms/step - loss: 0.0167 - accuracy: 0.9949 - val_loss: 0.2606 - val_accuracy: 0.9533\n",
            "Epoch 26/50\n",
            "311/311 [==============================] - 124s 398ms/step - loss: 0.0134 - accuracy: 0.9955 - val_loss: 0.2388 - val_accuracy: 0.9488\n",
            "Epoch 27/50\n",
            "311/311 [==============================] - 124s 398ms/step - loss: 0.0139 - accuracy: 0.9956 - val_loss: 0.2500 - val_accuracy: 0.9506\n",
            "Epoch 28/50\n",
            "311/311 [==============================] - 124s 398ms/step - loss: 0.0113 - accuracy: 0.9963 - val_loss: 0.2337 - val_accuracy: 0.9546\n",
            "Epoch 29/50\n",
            "311/311 [==============================] - 124s 399ms/step - loss: 0.0107 - accuracy: 0.9965 - val_loss: 0.2477 - val_accuracy: 0.9501\n",
            "Epoch 30/50\n",
            "311/311 [==============================] - 124s 398ms/step - loss: 0.0094 - accuracy: 0.9965 - val_loss: 0.3665 - val_accuracy: 0.9492\n",
            "Epoch 31/50\n",
            "311/311 [==============================] - 123s 395ms/step - loss: 0.0167 - accuracy: 0.9944 - val_loss: 0.2462 - val_accuracy: 0.9551\n",
            "Epoch 32/50\n",
            "311/311 [==============================] - 124s 398ms/step - loss: 0.0123 - accuracy: 0.9960 - val_loss: 0.2366 - val_accuracy: 0.9492\n",
            "Epoch 33/50\n",
            "311/311 [==============================] - 124s 398ms/step - loss: 0.0108 - accuracy: 0.9962 - val_loss: 0.2560 - val_accuracy: 0.9488\n",
            "Epoch 34/50\n",
            "311/311 [==============================] - 124s 398ms/step - loss: 0.0163 - accuracy: 0.9944 - val_loss: 0.2959 - val_accuracy: 0.9510\n",
            "Epoch 35/50\n",
            "311/311 [==============================] - 124s 399ms/step - loss: 0.0120 - accuracy: 0.9956 - val_loss: 0.2750 - val_accuracy: 0.9524\n",
            "Epoch 36/50\n",
            "311/311 [==============================] - 125s 400ms/step - loss: 0.0090 - accuracy: 0.9968 - val_loss: 0.4811 - val_accuracy: 0.9410\n",
            "Epoch 37/50\n",
            "311/311 [==============================] - 124s 398ms/step - loss: 0.0102 - accuracy: 0.9964 - val_loss: 0.2470 - val_accuracy: 0.9311\n",
            "Epoch 38/50\n",
            "311/311 [==============================] - 124s 399ms/step - loss: 0.0111 - accuracy: 0.9962 - val_loss: 0.2838 - val_accuracy: 0.9506\n",
            "Epoch 39/50\n",
            "311/311 [==============================] - 126s 405ms/step - loss: 0.0112 - accuracy: 0.9960 - val_loss: 0.2867 - val_accuracy: 0.9506\n",
            "Epoch 40/50\n",
            "311/311 [==============================] - 125s 401ms/step - loss: 0.0087 - accuracy: 0.9974 - val_loss: 0.2695 - val_accuracy: 0.9565\n",
            "Epoch 41/50\n",
            "311/311 [==============================] - 124s 398ms/step - loss: 0.0070 - accuracy: 0.9978 - val_loss: 0.3504 - val_accuracy: 0.9528\n",
            "Epoch 42/50\n",
            "311/311 [==============================] - 124s 397ms/step - loss: 0.0082 - accuracy: 0.9975 - val_loss: 0.2575 - val_accuracy: 0.9537\n",
            "Epoch 43/50\n",
            "311/311 [==============================] - 123s 396ms/step - loss: 0.0040 - accuracy: 0.9986 - val_loss: 0.2691 - val_accuracy: 0.9542\n",
            "Epoch 44/50\n",
            "311/311 [==============================] - 124s 398ms/step - loss: 0.0049 - accuracy: 0.9982 - val_loss: 0.2789 - val_accuracy: 0.9537\n",
            "Epoch 45/50\n",
            "311/311 [==============================] - 123s 397ms/step - loss: 0.0071 - accuracy: 0.9979 - val_loss: 0.4366 - val_accuracy: 0.9447\n",
            "Epoch 46/50\n",
            "311/311 [==============================] - 124s 400ms/step - loss: 0.0084 - accuracy: 0.9975 - val_loss: 0.2973 - val_accuracy: 0.9506\n",
            "Epoch 47/50\n",
            "311/311 [==============================] - 126s 406ms/step - loss: 0.0067 - accuracy: 0.9977 - val_loss: 0.3745 - val_accuracy: 0.9524\n",
            "Epoch 48/50\n",
            "311/311 [==============================] - 124s 399ms/step - loss: 0.0169 - accuracy: 0.9952 - val_loss: 0.2629 - val_accuracy: 0.9565\n",
            "Epoch 49/50\n",
            "311/311 [==============================] - 124s 398ms/step - loss: 0.0110 - accuracy: 0.9966 - val_loss: 0.2462 - val_accuracy: 0.9519\n",
            "Epoch 50/50\n",
            "311/311 [==============================] - 124s 398ms/step - loss: 0.0051 - accuracy: 0.9984 - val_loss: 0.2829 - val_accuracy: 0.9569\n",
            "173/173 [==============================] - 10s 56ms/step - loss: 0.2982 - accuracy: 0.9572\n",
            "Test_Accuracy: 95.72%\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 308
        },
        "id": "mQLb12x6tlii",
        "outputId": "e6738b96-bae1-45e7-82cc-533389e56992"
      },
      "source": [
        "f, (ax1, ax2) = plt.subplots(1, 2, figsize=(12, 4))\n",
        "t = f.suptitle('CNN Performance', fontsize=12)\n",
        "f.subplots_adjust(top=0.85, wspace=0.3)\n",
        "\n",
        "max_epoch = len(history.history['accuracy'])+1\n",
        "epoch_list = list(range(1,max_epoch))\n",
        "ax1.plot(epoch_list, history.history['accuracy'], label='Train Accuracy')\n",
        "ax1.plot(epoch_list, history.history['val_accuracy'], label='Validation Accuracy')\n",
        "ax1.set_xticks(np.arange(1, max_epoch, 5))\n",
        "ax1.set_ylabel('Accuracy Value')\n",
        "ax1.set_xlabel('Epoch')\n",
        "ax1.set_title('Accuracy')\n",
        "l1 = ax1.legend(loc=\"best\")\n",
        "ax2.plot(epoch_list, history.history['loss'], label='Train Loss')\n",
        "ax2.plot(epoch_list, history.history['val_loss'], label='Validation Loss')\n",
        "ax2.set_xticks(np.arange(1, max_epoch, 5))\n",
        "ax2.set_ylabel('Loss Value')\n",
        "ax2.set_xlabel('Epoch')\n",
        "ax2.set_title('Loss')\n",
        "l2 = ax2.legend(loc=\"best\")\n"
      ],
      "execution_count": 20,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 864x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "O_tBYc-Jt-wo"
      },
      "source": [
        "\n"
      ],
      "execution_count": 19,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ghB8D5eWuDm0"
      },
      "source": [
        "#Save the model\n",
        "model.save('malaria_cnn.h5')\n"
      ],
      "execution_count": 21,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "eZ5b8LHOIjAe"
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    }
  ]
}