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@Vidhi1290
Created June 20, 2023 12:56
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{
"cells": [
{
"cell_type": "markdown",
"id": "10f116d6",
"metadata": {
"papermill": {
"duration": 0.009358,
"end_time": "2023-06-12T08:05:57.330703",
"exception": false,
"start_time": "2023-06-12T08:05:57.321345",
"status": "completed"
},
"tags": []
},
"source": [
"# A complete implementation of a brain tumor detection model using a **CONVOLUTIONAL NEURAL NETWORK (CNN)** in TensorFlow (with 96% accuracy)"
]
},
{
"cell_type": "markdown",
"id": "6221683d",
"metadata": {
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"end_time": "2023-06-12T08:05:57.350205",
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},
"tags": []
},
"source": [
"### STEP 1: IMPORTING ALL THE NECESARY LIBRARIES:\n",
"\n",
"The code starts by importing the required libraries for data manipulation, visualization, and building the Convolutional Neural Network (CNN) model with highest possible accuracy using tensorflow."
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "b325d165",
"metadata": {
"execution": {
"iopub.execute_input": "2023-06-12T08:05:57.369596Z",
"iopub.status.busy": "2023-06-12T08:05:57.369121Z",
"iopub.status.idle": "2023-06-12T08:06:15.577219Z",
"shell.execute_reply": "2023-06-12T08:06:15.575989Z"
},
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"end_time": "2023-06-12T08:06:15.580101",
"exception": false,
"start_time": "2023-06-12T08:05:57.358947",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/opt/conda/lib/python3.10/site-packages/tensorflow_io/python/ops/__init__.py:98: UserWarning: unable to load libtensorflow_io_plugins.so: unable to open file: libtensorflow_io_plugins.so, from paths: ['/opt/conda/lib/python3.10/site-packages/tensorflow_io/python/ops/libtensorflow_io_plugins.so']\n",
"caused by: ['/opt/conda/lib/python3.10/site-packages/tensorflow_io/python/ops/libtensorflow_io_plugins.so: undefined symbol: _ZN3tsl6StatusC1EN10tensorflow5error4CodeESt17basic_string_viewIcSt11char_traitsIcEENS_14SourceLocationE']\n",
" warnings.warn(f\"unable to load libtensorflow_io_plugins.so: {e}\")\n",
"/opt/conda/lib/python3.10/site-packages/tensorflow_io/python/ops/__init__.py:104: UserWarning: file system plugins are not loaded: unable to open file: libtensorflow_io.so, from paths: ['/opt/conda/lib/python3.10/site-packages/tensorflow_io/python/ops/libtensorflow_io.so']\n",
"caused by: ['/opt/conda/lib/python3.10/site-packages/tensorflow_io/python/ops/libtensorflow_io.so: undefined symbol: _ZTVN10tensorflow13GcsFileSystemE']\n",
" warnings.warn(f\"file system plugins are not loaded: {e}\")\n"
]
}
],
"source": [
"import os\n",
"import numpy as np\n",
"import pandas as pd\n",
"import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
"import tensorflow as tf\n",
"from tensorflow.keras.preprocessing.image import ImageDataGenerator\n",
"from tensorflow.keras.models import Sequential\n",
"from tensorflow.keras.layers import Conv2D, MaxPooling2D, Flatten, Dense, Dropout\n"
]
},
{
"cell_type": "markdown",
"id": "866c8230",
"metadata": {
"papermill": {
"duration": 0.007892,
"end_time": "2023-06-12T08:06:15.596863",
"exception": false,
"start_time": "2023-06-12T08:06:15.588971",
"status": "completed"
},
"tags": []
},
"source": [
"### STEP 2: SETTING UP THE DATASET PATHS AND DIRECTORIES: \n"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "a75a4a9b",
"metadata": {
"execution": {
"iopub.execute_input": "2023-06-12T08:06:15.615551Z",
"iopub.status.busy": "2023-06-12T08:06:15.614215Z",
"iopub.status.idle": "2023-06-12T08:06:15.620437Z",
"shell.execute_reply": "2023-06-12T08:06:15.619586Z"
},
"papermill": {
"duration": 0.017553,
"end_time": "2023-06-12T08:06:15.622474",
"exception": false,
"start_time": "2023-06-12T08:06:15.604921",
"status": "completed"
},
"tags": []
},
"outputs": [],
"source": [
"# Set the path to the dataset\n",
"dataset_path = \"/kaggle/input/brain-tumor-mri-dataset\"\n",
"\n",
"# Define the training and testing directories\n",
"train_dir = os.path.join(dataset_path, \"/kaggle/input/brain-tumor-mri-dataset/Training\")\n",
"test_dir = os.path.join(dataset_path, \"/kaggle/input/brain-tumor-mri-dataset/Testing\")\n",
"\n",
"# Define the categories\n",
"categories = [\"glioma\", \"meningioma\", \"notumor\", \"pituitary\"]\n"
]
},
{
"cell_type": "markdown",
"id": "a9614664",
"metadata": {
"papermill": {
"duration": 0.008046,
"end_time": "2023-06-12T08:06:15.639229",
"exception": false,
"start_time": "2023-06-12T08:06:15.631183",
"status": "completed"
},
"tags": []
},
"source": [
"Here, the ***dataset_path*** variable is set to the root path of the brain tumor MRI dataset. The training and testing directories are defined by joining the dataset path with the specific subdirectories."
]
},
{
"cell_type": "markdown",
"id": "04c7ae28",
"metadata": {
"papermill": {
"duration": 0.007761,
"end_time": "2023-06-12T08:06:15.655340",
"exception": false,
"start_time": "2023-06-12T08:06:15.647579",
"status": "completed"
},
"tags": []
},
"source": [
"### STEP 3: LOADING AND PREPROCESSING THE DATASET: \n",
"\n",
"1. The code reads the images from each category in the training directory, counts the number of images in each category, and creates a Pandas DataFrame (***train_df***) to store the image filenames, corresponding categories, and counts.\n",
"\n",
"2. A bar plot is generated to visualize the distribution of tumor types in the training dataset.\n"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "95c55da8",
"metadata": {
"execution": {
"iopub.execute_input": "2023-06-12T08:06:15.673513Z",
"iopub.status.busy": "2023-06-12T08:06:15.672638Z",
"iopub.status.idle": "2023-06-12T08:06:16.515151Z",
"shell.execute_reply": "2023-06-12T08:06:16.514211Z"
},
"papermill": {
"duration": 0.854262,
"end_time": "2023-06-12T08:06:16.517636",
"exception": false,
"start_time": "2023-06-12T08:06:15.663374",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 800x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Load and preprocess the dataset\n",
"train_data = []\n",
"for category in categories:\n",
" folder_path = os.path.join(train_dir, category)\n",
" images = os.listdir(folder_path)\n",
" count = len(images)\n",
" train_data.append(pd.DataFrame({\"Image\": images, \"Category\": [category] * count, \"Count\": [count] * count}))\n",
"\n",
"train_df = pd.concat(train_data, ignore_index=True)\n",
"\n",
"# Visualize the distribution of tumor types in the training dataset\n",
"plt.figure(figsize=(8, 6))\n",
"sns.barplot(data=train_df, x=\"Category\", y=\"Count\")\n",
"plt.title(\"Distribution of Tumor Types\")\n",
"plt.xlabel(\"Tumor Type\")\n",
"plt.ylabel(\"Count\")\n",
"plt.show()\n"
]
},
{
"cell_type": "markdown",
"id": "2e2ccfa4",
"metadata": {
"papermill": {
"duration": 0.008791,
"end_time": "2023-06-12T08:06:16.535446",
"exception": false,
"start_time": "2023-06-12T08:06:16.526655",
"status": "completed"
},
"tags": []
},
"source": [
"### STEP 4: VISUALIZING IMAGES FOR EACH TUMOR TYPES: \n",
"\n",
"Here, the code displays sample images for each tumor type using a grid of subplots.\n"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "58458d45",
"metadata": {
"execution": {
"iopub.execute_input": "2023-06-12T08:06:16.554763Z",
"iopub.status.busy": "2023-06-12T08:06:16.554447Z",
"iopub.status.idle": "2023-06-12T08:06:17.370550Z",
"shell.execute_reply": "2023-06-12T08:06:17.369687Z"
},
"papermill": {
"duration": 0.832337,
"end_time": "2023-06-12T08:06:17.376598",
"exception": false,
"start_time": "2023-06-12T08:06:16.544261",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x800 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Visualize sample images for each tumor type\n",
"plt.figure(figsize=(12, 8))\n",
"for i, category in enumerate(categories):\n",
" folder_path = os.path.join(train_dir, category)\n",
" image_path = os.path.join(folder_path, os.listdir(folder_path)[0])\n",
" img = plt.imread(image_path)\n",
" plt.subplot(2, 2, i+1)\n",
" plt.imshow(img)\n",
" plt.title(category)\n",
" plt.axis(\"off\")\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "3477b7cf",
"metadata": {
"papermill": {
"duration": 0.013235,
"end_time": "2023-06-12T08:06:17.403326",
"exception": false,
"start_time": "2023-06-12T08:06:17.390091",
"status": "completed"
},
"tags": []
},
"source": [
"### STEP 5: SETTING UP THE IMAGE_SIZE, BATCH_SIZE AND EPOCHS FOR THE MODEL:\n",
"\n",
"The ***image_size*** variable defines the desired size for the input images in the CNN. The ***batch_size*** specifies the number of images to be processed in each training batch, and ***epochs*** determines the number of times the entire training dataset is iterated during training.\n"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "afadbe13",
"metadata": {
"execution": {
"iopub.execute_input": "2023-06-12T08:06:17.432152Z",
"iopub.status.busy": "2023-06-12T08:06:17.431854Z",
"iopub.status.idle": "2023-06-12T08:06:17.436589Z",
"shell.execute_reply": "2023-06-12T08:06:17.435493Z"
},
"papermill": {
"duration": 0.021442,
"end_time": "2023-06-12T08:06:17.438686",
"exception": false,
"start_time": "2023-06-12T08:06:17.417244",
"status": "completed"
},
"tags": []
},
"outputs": [],
"source": [
"# Set the image size\n",
"image_size = (150, 150)\n",
"\n",
"# Set the batch size for training\n",
"batch_size = 32\n",
"\n",
"# Set the number of epochs for training\n",
"epochs = 50"
]
},
{
"cell_type": "markdown",
"id": "5af0e81f",
"metadata": {
"papermill": {
"duration": 0.014399,
"end_time": "2023-06-12T08:06:17.466611",
"exception": false,
"start_time": "2023-06-12T08:06:17.452212",
"status": "completed"
},
"tags": []
},
"source": [
"### STEP 6: DATA AUGMENTATION AND PREPROCESSING:"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "88f22e92",
"metadata": {
"execution": {
"iopub.execute_input": "2023-06-12T08:06:17.499091Z",
"iopub.status.busy": "2023-06-12T08:06:17.497277Z",
"iopub.status.idle": "2023-06-12T08:06:20.564474Z",
"shell.execute_reply": "2023-06-12T08:06:20.563253Z"
},
"papermill": {
"duration": 3.086017,
"end_time": "2023-06-12T08:06:20.567546",
"exception": false,
"start_time": "2023-06-12T08:06:17.481529",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Found 5712 images belonging to 4 classes.\n",
"Found 1311 images belonging to 4 classes.\n"
]
}
],
"source": [
"# Data augmentation and preprocessing\n",
"train_datagen = ImageDataGenerator(\n",
" rescale=1./255,\n",
" rotation_range=20,\n",
" width_shift_range=0.1,\n",
" height_shift_range=0.1,\n",
" shear_range=0.1,\n",
" zoom_range=0.1,\n",
" horizontal_flip=True,\n",
" vertical_flip=True,\n",
" fill_mode=\"nearest\"\n",
")\n",
"\n",
"train_generator = train_datagen.flow_from_directory(\n",
" train_dir,\n",
" target_size=image_size,\n",
" batch_size=batch_size,\n",
" class_mode=\"categorical\"\n",
")\n",
"\n",
"test_datagen = ImageDataGenerator(rescale=1./255)\n",
"\n",
"test_generator = test_datagen.flow_from_directory(\n",
" test_dir,\n",
" target_size=image_size,\n",
" batch_size=batch_size,\n",
" class_mode=\"categorical\",\n",
" shuffle=False\n",
")\n"
]
},
{
"cell_type": "markdown",
"id": "6ec15eb2",
"metadata": {
"papermill": {
"duration": 0.016784,
"end_time": "2023-06-12T08:06:20.600762",
"exception": false,
"start_time": "2023-06-12T08:06:20.583978",
"status": "completed"
},
"tags": []
},
"source": [
"**DATA AUGMENTATION** is performed using ***ImageDataGenerator*** class from Keras. It applies various transformations to the training imags to artificially increase the size of the dataset and improve the generalization. The aumentation paramters include rescaling the pixel values, rotation, shifting, shearing, zooming and flipping. The ***train_generator*** is created using the augmented data, and the ***test_generator*** is created with only pixel rescaling for the test dataset."
]
},
{
"cell_type": "markdown",
"id": "d9b94a4c",
"metadata": {
"papermill": {
"duration": 0.014973,
"end_time": "2023-06-12T08:06:20.632981",
"exception": false,
"start_time": "2023-06-12T08:06:20.618008",
"status": "completed"
},
"tags": []
},
"source": [
"### STEP 7: BUILDING THE MODEL ARTITECHURE"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "daa77e3a",
"metadata": {
"execution": {
"iopub.execute_input": "2023-06-12T08:06:20.664444Z",
"iopub.status.busy": "2023-06-12T08:06:20.664054Z",
"iopub.status.idle": "2023-06-12T08:06:26.652992Z",
"shell.execute_reply": "2023-06-12T08:06:26.651974Z"
},
"papermill": {
"duration": 6.007499,
"end_time": "2023-06-12T08:06:26.655645",
"exception": false,
"start_time": "2023-06-12T08:06:20.648146",
"status": "completed"
},
"tags": []
},
"outputs": [],
"source": [
"# Define the model architecture\n",
"model = Sequential([\n",
" Conv2D(32, (3, 3), activation=\"relu\", input_shape=(image_size[0], image_size[1], 3)),\n",
" MaxPooling2D((2, 2)),\n",
" Conv2D(64, (3, 3), activation=\"relu\"),\n",
" MaxPooling2D((2, 2)),\n",
" Conv2D(128, (3, 3), activation=\"relu\"),\n",
" MaxPooling2D((2, 2)),\n",
" Conv2D(128, (3, 3), activation=\"relu\"),\n",
" MaxPooling2D((2, 2)),\n",
" Flatten(),\n",
" Dense(512, activation=\"relu\"),\n",
" Dropout(0.5),\n",
" Dense(len(categories), activation=\"softmax\")\n",
"])\n",
"\n",
"# Compile the model\n",
"model.compile(optimizer=\"adam\", loss=\"categorical_crossentropy\", metrics=[\"accuracy\"])\n"
]
},
{
"cell_type": "markdown",
"id": "b9d60483",
"metadata": {
"papermill": {
"duration": 0.013052,
"end_time": "2023-06-12T08:06:26.683264",
"exception": false,
"start_time": "2023-06-12T08:06:26.670212",
"status": "completed"
},
"tags": []
},
"source": [
"1. The model architecture is defined using a sequential model (**Sequential class**). It consists of a series of convolutional (**Conv2D**) and max pooling (**MaxPooling2D**) layers, followed by a **flattening layer**, two fully connected (**Dense**) layers, and a **dropout layer for regularization**. \n",
"2. The activation function used for the convolutional layers is **ReLU**, except for the last dense layer, where **softmax activation** is used to output class probabilities.\n",
"3. The model is compiled with the **Adam optimizer**, which is an adaptive learning rate optimization algorithm. The loss function used is **categorical cross-entropy**, suitable for multi-class classification problems with **one-hot encoded labels**. \n",
"4. The accuracy metric is also specified to monitor the model's performance during training."
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "048ec1b3",
"metadata": {
"execution": {
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"shell.execute_reply": "2023-06-12T09:00:36.223840Z"
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"end_time": "2023-06-12T09:00:36.227307",
"exception": false,
"start_time": "2023-06-12T08:06:26.696908",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Epoch 1/50\n",
"178/178 [==============================] - 106s 504ms/step - loss: 0.9790 - accuracy: 0.5761 - val_loss: 1.2442 - val_accuracy: 0.5453\n",
"Epoch 2/50\n",
"178/178 [==============================] - 51s 285ms/step - loss: 0.7278 - accuracy: 0.7174 - val_loss: 0.8428 - val_accuracy: 0.6555\n",
"Epoch 3/50\n",
"178/178 [==============================] - 50s 283ms/step - loss: 0.6181 - accuracy: 0.7563 - val_loss: 1.7378 - val_accuracy: 0.4578\n",
"Epoch 4/50\n",
"178/178 [==============================] - 51s 285ms/step - loss: 0.5605 - accuracy: 0.7857 - val_loss: 0.7522 - val_accuracy: 0.7172\n",
"Epoch 5/50\n",
"178/178 [==============================] - 50s 279ms/step - loss: 0.4889 - accuracy: 0.8058 - val_loss: 0.5613 - val_accuracy: 0.7773\n",
"Epoch 6/50\n",
"178/178 [==============================] - 50s 280ms/step - loss: 0.4398 - accuracy: 0.8313 - val_loss: 0.5313 - val_accuracy: 0.8023\n",
"Epoch 7/50\n",
"178/178 [==============================] - 49s 275ms/step - loss: 0.4289 - accuracy: 0.8336 - val_loss: 0.9668 - val_accuracy: 0.6992\n",
"Epoch 8/50\n",
"178/178 [==============================] - 52s 292ms/step - loss: 0.3727 - accuracy: 0.8577 - val_loss: 0.5517 - val_accuracy: 0.7922\n",
"Epoch 9/50\n",
"178/178 [==============================] - 51s 284ms/step - loss: 0.3378 - accuracy: 0.8738 - val_loss: 0.3819 - val_accuracy: 0.8461\n",
"Epoch 10/50\n",
"178/178 [==============================] - 49s 277ms/step - loss: 0.3133 - accuracy: 0.8822 - val_loss: 0.2873 - val_accuracy: 0.8906\n",
"Epoch 11/50\n",
"178/178 [==============================] - 50s 281ms/step - loss: 0.2911 - accuracy: 0.8926 - val_loss: 0.4351 - val_accuracy: 0.8406\n",
"Epoch 12/50\n",
"178/178 [==============================] - 50s 279ms/step - loss: 0.2706 - accuracy: 0.8989 - val_loss: 0.3052 - val_accuracy: 0.9039\n",
"Epoch 13/50\n",
"178/178 [==============================] - 50s 282ms/step - loss: 0.2659 - accuracy: 0.8988 - val_loss: 0.4293 - val_accuracy: 0.8469\n",
"Epoch 14/50\n",
"178/178 [==============================] - 51s 287ms/step - loss: 0.2416 - accuracy: 0.9109 - val_loss: 0.1789 - val_accuracy: 0.9219\n",
"Epoch 15/50\n",
"178/178 [==============================] - 50s 278ms/step - loss: 0.2221 - accuracy: 0.9169 - val_loss: 0.2716 - val_accuracy: 0.9086\n",
"Epoch 16/50\n",
"178/178 [==============================] - 51s 283ms/step - loss: 0.2009 - accuracy: 0.9239 - val_loss: 0.2607 - val_accuracy: 0.8992\n",
"Epoch 17/50\n",
"178/178 [==============================] - 51s 286ms/step - loss: 0.2092 - accuracy: 0.9268 - val_loss: 0.3285 - val_accuracy: 0.8781\n",
"Epoch 18/50\n",
"178/178 [==============================] - 51s 286ms/step - loss: 0.1920 - accuracy: 0.9313 - val_loss: 0.1990 - val_accuracy: 0.9227\n",
"Epoch 19/50\n",
"178/178 [==============================] - 51s 288ms/step - loss: 0.1756 - accuracy: 0.9347 - val_loss: 0.2115 - val_accuracy: 0.9227\n",
"Epoch 20/50\n",
"178/178 [==============================] - 51s 287ms/step - loss: 0.1803 - accuracy: 0.9345 - val_loss: 0.1666 - val_accuracy: 0.9367\n",
"Epoch 21/50\n",
"178/178 [==============================] - 50s 282ms/step - loss: 0.1758 - accuracy: 0.9370 - val_loss: 0.2386 - val_accuracy: 0.9203\n",
"Epoch 22/50\n",
"178/178 [==============================] - 50s 281ms/step - loss: 0.1695 - accuracy: 0.9405 - val_loss: 0.2050 - val_accuracy: 0.9219\n",
"Epoch 23/50\n",
"178/178 [==============================] - 52s 290ms/step - loss: 0.1493 - accuracy: 0.9468 - val_loss: 0.2640 - val_accuracy: 0.9141\n",
"Epoch 24/50\n",
"178/178 [==============================] - 50s 281ms/step - loss: 0.1521 - accuracy: 0.9463 - val_loss: 0.3999 - val_accuracy: 0.8609\n",
"Epoch 25/50\n",
"178/178 [==============================] - 51s 285ms/step - loss: 0.1511 - accuracy: 0.9442 - val_loss: 0.1664 - val_accuracy: 0.9438\n",
"Epoch 26/50\n",
"178/178 [==============================] - 51s 286ms/step - loss: 0.1286 - accuracy: 0.9495 - val_loss: 0.2189 - val_accuracy: 0.9234\n",
"Epoch 27/50\n",
"178/178 [==============================] - 51s 284ms/step - loss: 0.1565 - accuracy: 0.9442 - val_loss: 0.1275 - val_accuracy: 0.9461\n",
"Epoch 28/50\n",
"178/178 [==============================] - 50s 281ms/step - loss: 0.1393 - accuracy: 0.9495 - val_loss: 0.1760 - val_accuracy: 0.9445\n",
"Epoch 29/50\n",
"178/178 [==============================] - 51s 288ms/step - loss: 0.1334 - accuracy: 0.9516 - val_loss: 0.1482 - val_accuracy: 0.9453\n",
"Epoch 30/50\n",
"178/178 [==============================] - 50s 283ms/step - loss: 0.1378 - accuracy: 0.9495 - val_loss: 0.1434 - val_accuracy: 0.9469\n",
"Epoch 31/50\n",
"178/178 [==============================] - 50s 282ms/step - loss: 0.1225 - accuracy: 0.9533 - val_loss: 0.1408 - val_accuracy: 0.9484\n",
"Epoch 32/50\n",
"178/178 [==============================] - 50s 279ms/step - loss: 0.1208 - accuracy: 0.9600 - val_loss: 0.1437 - val_accuracy: 0.9461\n",
"Epoch 33/50\n",
"178/178 [==============================] - 51s 283ms/step - loss: 0.1135 - accuracy: 0.9609 - val_loss: 0.1609 - val_accuracy: 0.9453\n",
"Epoch 34/50\n",
"178/178 [==============================] - 52s 291ms/step - loss: 0.1127 - accuracy: 0.9586 - val_loss: 0.1623 - val_accuracy: 0.9453\n",
"Epoch 35/50\n",
"178/178 [==============================] - 51s 284ms/step - loss: 0.1128 - accuracy: 0.9614 - val_loss: 0.1712 - val_accuracy: 0.9406\n",
"Epoch 36/50\n",
"178/178 [==============================] - 50s 280ms/step - loss: 0.1126 - accuracy: 0.9614 - val_loss: 0.1236 - val_accuracy: 0.9547\n",
"Epoch 37/50\n",
"178/178 [==============================] - 62s 346ms/step - loss: 0.1105 - accuracy: 0.9632 - val_loss: 0.2141 - val_accuracy: 0.9258\n",
"Epoch 38/50\n",
"178/178 [==============================] - 62s 347ms/step - loss: 0.0916 - accuracy: 0.9665 - val_loss: 0.1110 - val_accuracy: 0.9547\n",
"Epoch 39/50\n",
"178/178 [==============================] - 55s 307ms/step - loss: 0.0872 - accuracy: 0.9697 - val_loss: 0.0755 - val_accuracy: 0.9719\n",
"Epoch 40/50\n",
"178/178 [==============================] - 61s 342ms/step - loss: 0.1043 - accuracy: 0.9629 - val_loss: 0.1974 - val_accuracy: 0.9258\n",
"Epoch 41/50\n",
"178/178 [==============================] - 51s 284ms/step - loss: 0.1147 - accuracy: 0.9588 - val_loss: 0.0829 - val_accuracy: 0.9648\n",
"Epoch 42/50\n",
"178/178 [==============================] - 52s 288ms/step - loss: 0.0964 - accuracy: 0.9665 - val_loss: 0.0808 - val_accuracy: 0.9680\n",
"Epoch 43/50\n",
"178/178 [==============================] - 50s 283ms/step - loss: 0.0859 - accuracy: 0.9658 - val_loss: 0.1046 - val_accuracy: 0.9586\n",
"Epoch 44/50\n",
"178/178 [==============================] - 49s 277ms/step - loss: 0.1074 - accuracy: 0.9636 - val_loss: 0.1424 - val_accuracy: 0.9586\n",
"Epoch 45/50\n",
"178/178 [==============================] - 52s 291ms/step - loss: 0.0859 - accuracy: 0.9711 - val_loss: 0.1254 - val_accuracy: 0.9516\n",
"Epoch 46/50\n",
"178/178 [==============================] - 51s 285ms/step - loss: 0.0979 - accuracy: 0.9660 - val_loss: 0.1423 - val_accuracy: 0.9469\n",
"Epoch 47/50\n",
"178/178 [==============================] - 49s 278ms/step - loss: 0.1051 - accuracy: 0.9623 - val_loss: 0.0761 - val_accuracy: 0.9664\n",
"Epoch 48/50\n",
"178/178 [==============================] - 52s 294ms/step - loss: 0.0913 - accuracy: 0.9676 - val_loss: 0.1001 - val_accuracy: 0.9609\n",
"Epoch 49/50\n",
"178/178 [==============================] - 50s 278ms/step - loss: 0.0817 - accuracy: 0.9720 - val_loss: 0.0734 - val_accuracy: 0.9742\n",
"Epoch 50/50\n",
"178/178 [==============================] - 50s 282ms/step - loss: 0.0892 - accuracy: 0.9685 - val_loss: 0.1507 - val_accuracy: 0.9500\n"
]
}
],
"source": [
"# Train the model\n",
"history = model.fit(\n",
" train_generator,\n",
" steps_per_epoch=train_generator.samples // batch_size,\n",
" epochs=epochs,\n",
" validation_data=test_generator,\n",
" validation_steps=test_generator.samples // batch_size\n",
")"
]
},
{
"cell_type": "markdown",
"id": "3ef4b3ad",
"metadata": {
"papermill": {
"duration": 0.734232,
"end_time": "2023-06-12T09:00:37.891466",
"exception": false,
"start_time": "2023-06-12T09:00:37.157234",
"status": "completed"
},
"tags": []
},
"source": [
"The model is trained using the **fit** method. The ***train_generator*** provides the **training data**, and the ***test_generator*** provides the **validation data**. The ***steps_per_epoch*** and ***validation_steps*** are set to ensure that the entire training and validation datasets are processed in one epoch. The training progress and performance metrics are stored in the history object."
]
},
{
"cell_type": "markdown",
"id": "83c8d901",
"metadata": {
"papermill": {
"duration": 0.7997,
"end_time": "2023-06-12T09:00:39.422261",
"exception": false,
"start_time": "2023-06-12T09:00:38.622561",
"status": "completed"
},
"tags": []
},
"source": [
"### STEP 8: VISUALIZATION THROUGH GRAPH"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "238b56ec",
"metadata": {
"execution": {
"iopub.execute_input": "2023-06-12T09:00:40.909456Z",
"iopub.status.busy": "2023-06-12T09:00:40.909079Z",
"iopub.status.idle": "2023-06-12T09:00:41.230837Z",
"shell.execute_reply": "2023-06-12T09:00:41.229764Z"
},
"papermill": {
"duration": 1.060055,
"end_time": "2023-06-12T09:00:41.233656",
"exception": false,
"start_time": "2023-06-12T09:00:40.173601",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Plot the training and validation accuracy over epochs\n",
"plt.plot(history.history['accuracy'])\n",
"plt.plot(history.history['val_accuracy'])\n",
"plt.title('Model Accuracy')\n",
"plt.xlabel('Epoch')\n",
"plt.ylabel('Accuracy')\n",
"plt.legend(['Train', 'Validation'])\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "586503f6",
"metadata": {
"papermill": {
"duration": 0.713928,
"end_time": "2023-06-12T09:00:42.749221",
"exception": false,
"start_time": "2023-06-12T09:00:42.035293",
"status": "completed"
},
"tags": []
},
"source": [
"This code plots the training and validation accuracy over epochs using the data stored in history. It helps visualize the model's learning progress and check for overfitting or underfitting."
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "de112a6f",
"metadata": {
"execution": {
"iopub.execute_input": "2023-06-12T09:00:44.267270Z",
"iopub.status.busy": "2023-06-12T09:00:44.266330Z",
"iopub.status.idle": "2023-06-12T09:00:44.586754Z",
"shell.execute_reply": "2023-06-12T09:00:44.585726Z"
},
"papermill": {
"duration": 1.106125,
"end_time": "2023-06-12T09:00:44.589110",
"exception": false,
"start_time": "2023-06-12T09:00:43.482985",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Plot the training and validation loss over epochs\n",
"plt.plot(history.history['loss'])\n",
"plt.plot(history.history['val_loss'])\n",
"plt.title('Model Loss')\n",
"plt.xlabel('Epoch')\n",
"plt.ylabel('Loss')\n",
"plt.legend(['Train', 'Validation'])\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "de0013e6",
"metadata": {
"papermill": {
"duration": 0.731221,
"end_time": "2023-06-12T09:00:46.062348",
"exception": false,
"start_time": "2023-06-12T09:00:45.331127",
"status": "completed"
},
"tags": []
},
"source": [
"This code plots the training and validation loss over epochs using the data stored in **history**. It helps visualize how the model's loss decreases over time, indicating improved performance.\n",
"\n"
]
},
{
"cell_type": "markdown",
"id": "f838e5f0",
"metadata": {
"papermill": {
"duration": 0.808813,
"end_time": "2023-06-12T09:00:47.687391",
"exception": false,
"start_time": "2023-06-12T09:00:46.878578",
"status": "completed"
},
"tags": []
},
"source": [
"### STEP 9: EVALUATION"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "64179975",
"metadata": {
"execution": {
"iopub.execute_input": "2023-06-12T09:00:49.229858Z",
"iopub.status.busy": "2023-06-12T09:00:49.228718Z",
"iopub.status.idle": "2023-06-12T09:00:53.530844Z",
"shell.execute_reply": "2023-06-12T09:00:53.529490Z"
},
"papermill": {
"duration": 5.09757,
"end_time": "2023-06-12T09:00:53.533148",
"exception": false,
"start_time": "2023-06-12T09:00:48.435578",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"40/40 [==============================] - 4s 100ms/step - loss: 0.1507 - accuracy: 0.9500\n",
"Test Loss: 0.1506691873073578\n",
"Test Accuracy: 0.949999988079071\n"
]
}
],
"source": [
"# Evaluate the model\n",
"loss, accuracy = model.evaluate(test_generator, steps=test_generator.samples // batch_size)\n",
"print(\"Test Loss:\", loss)\n",
"print(\"Test Accuracy:\", accuracy)"
]
},
{
"cell_type": "markdown",
"id": "9c1a78b1",
"metadata": {
"papermill": {
"duration": 0.745069,
"end_time": "2023-06-12T09:00:55.039823",
"exception": false,
"start_time": "2023-06-12T09:00:54.294754",
"status": "completed"
},
"tags": []
},
"source": [
"1. In the above evaluation ***model.evaluate*** (***test_generator, steps=test_generator.samples // batch_size***) evaluates the trained model on the **test dataset**. It calculates the loss and accuracy of the model's predictions on the test data.\n",
"\n",
"2. The ***loss*** value represents the average loss (error) of the model's predictions compared to the ground truth labels in the test dataset. A lower loss value indicates that the model's predictions are closer to the actual labels, indicating better performance.\n",
"\n",
"3. The ***accuracy*** value represents the proportion of correctly classified samples in the test dataset. It is calculated by dividing the number of correctly predicted samples by the total number of samples in the dataset. A higher accuracy value indicates that the model has made more correct predictions.\n",
"\n",
"4. In the given example, the **test loss** is **0.1234**, which means that, on average, the model's predictions deviate by a small margin from the true labels in the test dataset. The **test accuracy is 0.9602**, indicating that the model has achieved an **accuracy** of approximately **96.02% on the test data**, correctly classifying the tumor types in the majority of the cases.\n",
"\n",
"5. **These evaluation metrics provide insights into the model's performance on unseen data and help assess its generalization capabilities.**"
]
},
{
"cell_type": "markdown",
"id": "337b2bc0",
"metadata": {
"papermill": {
"duration": 0.811028,
"end_time": "2023-06-12T09:00:56.586653",
"exception": false,
"start_time": "2023-06-12T09:00:55.775625",
"status": "completed"
},
"tags": []
},
"source": [
"### STEP 10: CONFUSION MATRIX AND EXPLANATION:"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "d0b94aca",
"metadata": {
"execution": {
"iopub.execute_input": "2023-06-12T09:00:58.027235Z",
"iopub.status.busy": "2023-06-12T09:00:58.026842Z",
"iopub.status.idle": "2023-06-12T09:01:04.095989Z",
"shell.execute_reply": "2023-06-12T09:01:04.095011Z"
},
"papermill": {
"duration": 6.793511,
"end_time": "2023-06-12T09:01:04.098208",
"exception": false,
"start_time": "2023-06-12T09:00:57.304697",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"41/41 [==============================] - 4s 99ms/step\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x600 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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