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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"#import libraries\n",
"import pandas as pd\n",
"import os\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"%matplotlib inline\n",
"import warnings\n",
"warnings.filterwarnings('ignore')\n",
"from PIL import Image"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"# Importing the images and cropping them"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<style>#sk-container-id-1 {color: black;background-color: white;}#sk-container-id-1 pre{padding: 0;}#sk-container-id-1 div.sk-toggleable {background-color: white;}#sk-container-id-1 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-1 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-1 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-1 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-1 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-1 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-1 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-1 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-1 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-1 div.sk-item {position: relative;z-index: 1;}#sk-container-id-1 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-1 div.sk-item::before, #sk-container-id-1 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-1 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-1 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-1 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-1 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-1 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-1 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-1 div.sk-label-container {text-align: center;}#sk-container-id-1 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-1 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>OneHotEncoder()</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" checked><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">OneHotEncoder</label><div class=\"sk-toggleable__content\"><pre>OneHotEncoder()</pre></div></div></div></div></div>"
],
"text/plain": [
"OneHotEncoder()"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#assign the correct values to each image\n",
"from sklearn.preprocessing import OneHotEncoder\n",
"encoder = OneHotEncoder()\n",
"encoder.fit([[0],[1]])\n",
"# 0 - tumour\n",
"# 1 - normal"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"#load in the images\n",
"noTumor = os.listdir('./brain_dataset/no/')\n",
"yesTumor = os.listdir('./brain_dataset/yes/')\n",
"\n",
"dataset = []\n",
"results = []"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"#resize the no tumor images and store the result which was assigned\n",
"for i in range(len(noTumor)):\n",
" img = Image.open('./brain_dataset/no/'+noTumor[i])\n",
" img = img.resize((128,128))\n",
" img = np.array(img)\n",
" if( img.shape == (128,128,3)):\n",
" dataset.append(np.array(img))\n",
" results.append(encoder.transform([[1]]).toarray())"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"#resize the yes tumor images and store the result which was assigned\n",
"for i in range(len(yesTumor)):\n",
" img = Image.open('./brain_dataset/yes/'+yesTumor[i])\n",
" img = img.resize((128,128))\n",
" img = np.array(img)\n",
" if( img.shape == (128,128,3)):\n",
" dataset.append(np.array(img))\n",
" results.append(encoder.transform([[0]]).toarray())"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(217, 128, 128, 3)"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dataset = np.array(dataset)\n",
"dataset.shape"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(217, 2)"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"results = np.array(results)\n",
"results = results.reshape(217,2)\n",
"results.shape"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x800 with 25 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#show a grid of images to see what they look like with their assigned result\n",
"fig = plt.figure(figsize=(8,8))\n",
"nrows=5\n",
"ncols=5\n",
"for i in range(25):\n",
" fig.add_subplot(nrows,ncols,i+1) \n",
" plt.imshow(dataset[i])\n",
" plt.axis(False)\n",
"plt.show()"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"# Attempting to create a neural network without optimization"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"#import tensorflow and keras\n",
"import tensorflow as tf\n",
"from tensorflow import keras\n",
"from keras import Sequential, models, layers\n",
"from keras.layers import Dense, Conv2D, Flatten, Dropout, MaxPooling2D, BatchNormalization\n",
"\n",
"from sklearn.model_selection import train_test_split"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"#split the data into training and testing\n",
"X_train, X_test, y_train, y_test = train_test_split(dataset, results, test_size=0.25, random_state=101, shuffle=True)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Model: \"sequential\"\n",
"_________________________________________________________________\n",
" Layer (type) Output Shape Param # \n",
"=================================================================\n",
" conv2d (Conv2D) (None, 128, 128, 32) 416 \n",
" \n",
" conv2d_1 (Conv2D) (None, 128, 128, 32) 4128 \n",
" \n",
" batch_normalization (BatchN (None, 128, 128, 32) 128 \n",
" ormalization) \n",
" \n",
" max_pooling2d (MaxPooling2D (None, 64, 64, 32) 0 \n",
" ) \n",
" \n",
" dropout (Dropout) (None, 64, 64, 32) 0 \n",
" \n",
" conv2d_2 (Conv2D) (None, 64, 64, 64) 8256 \n",
" \n",
" conv2d_3 (Conv2D) (None, 64, 64, 64) 16448 \n",
" \n",
" batch_normalization_1 (Batc (None, 64, 64, 64) 256 \n",
" hNormalization) \n",
" \n",
" max_pooling2d_1 (MaxPooling (None, 32, 32, 64) 0 \n",
" 2D) \n",
" \n",
" dropout_1 (Dropout) (None, 32, 32, 64) 0 \n",
" \n",
" flatten (Flatten) (None, 65536) 0 \n",
" \n",
" dense (Dense) (None, 512) 33554944 \n",
" \n",
" dropout_2 (Dropout) (None, 512) 0 \n",
" \n",
" dense_1 (Dense) (None, 2) 1026 \n",
" \n",
"=================================================================\n",
"Total params: 33,585,602\n",
"Trainable params: 33,585,410\n",
"Non-trainable params: 192\n",
"_________________________________________________________________\n",
"None\n"
]
}
],
"source": [
"#build the sequential model\n",
"model = Sequential()\n",
"\n",
"#add the first convolutional layer\n",
"model.add(Conv2D(32, kernel_size=(2,2), input_shape=(128, 128, 3), padding = 'Same'))\n",
"model.add(Conv2D(32, kernel_size=(2,2), padding = 'Same', activation='relu'))\n",
"\n",
"#add the first pooling layer\n",
"model.add(BatchNormalization())\n",
"model.add(MaxPooling2D(pool_size=(2,2)))\n",
"model.add(Dropout(0.25))\n",
"\n",
"#add the second convolutional layer\n",
"model.add(Conv2D(64, kernel_size=(2,2), padding = 'Same', activation='relu'))\n",
"model.add(Conv2D(64, kernel_size=(2,2), padding = 'Same', activation='relu'))\n",
"\n",
"#add the second pooling layer\n",
"model.add(BatchNormalization())\n",
"model.add(MaxPooling2D(pool_size=(2,2), strides=(2,2)))\n",
"model.add(Dropout(0.25))\n",
"\n",
"model.add(Flatten())\n",
"\n",
"model.add(Dense(512, activation='relu'))\n",
"model.add(Dropout(0.5))\n",
"model.add(Dense(2, activation='softmax'))\n",
"\n",
"model.compile(loss = 'categorical_crossentropy', optimizer = 'adam', metrics=['accuracy'])\n",
"print(model.summary())"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(162, 2)"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"y_train.shape"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Epoch 1/60\n",
"5/5 [==============================] - 4s 861ms/step - loss: 0.2153 - accuracy: 0.9938 - val_loss: 6.9785 - val_accuracy: 0.6364\n",
"Epoch 2/60\n",
"5/5 [==============================] - 4s 813ms/step - loss: 0.1699 - accuracy: 0.9815 - val_loss: 4.2944 - val_accuracy: 0.7455\n",
"Epoch 3/60\n",
"5/5 [==============================] - 4s 812ms/step - loss: 0.0535 - accuracy: 0.9815 - val_loss: 6.6486 - val_accuracy: 0.7455\n",
"Epoch 4/60\n",
"5/5 [==============================] - 4s 802ms/step - loss: 0.0786 - accuracy: 0.9815 - val_loss: 6.2215 - val_accuracy: 0.7455\n",
"Epoch 5/60\n",
"5/5 [==============================] - 4s 823ms/step - loss: 0.0920 - accuracy: 0.9815 - val_loss: 5.3180 - val_accuracy: 0.7455\n",
"Epoch 6/60\n",
"5/5 [==============================] - 4s 811ms/step - loss: 0.1127 - accuracy: 0.9815 - val_loss: 3.2943 - val_accuracy: 0.8182\n",
"Epoch 7/60\n",
"5/5 [==============================] - 4s 842ms/step - loss: 0.1885 - accuracy: 0.9753 - val_loss: 3.1174 - val_accuracy: 0.8000\n",
"Epoch 8/60\n",
"5/5 [==============================] - 4s 815ms/step - loss: 0.0360 - accuracy: 0.9877 - val_loss: 3.0416 - val_accuracy: 0.8182\n",
"Epoch 9/60\n",
"5/5 [==============================] - 4s 827ms/step - loss: 7.5262e-05 - accuracy: 1.0000 - val_loss: 2.9951 - val_accuracy: 0.7818\n",
"Epoch 10/60\n",
"5/5 [==============================] - 4s 827ms/step - loss: 0.2273 - accuracy: 0.9938 - val_loss: 3.3676 - val_accuracy: 0.8000\n",
"Epoch 11/60\n",
"5/5 [==============================] - 4s 838ms/step - loss: 4.7800e-04 - accuracy: 1.0000 - val_loss: 4.1852 - val_accuracy: 0.7818\n",
"Epoch 12/60\n",
"5/5 [==============================] - 4s 829ms/step - loss: 0.0084 - accuracy: 0.9938 - val_loss: 4.3174 - val_accuracy: 0.7818\n",
"Epoch 13/60\n",
"5/5 [==============================] - 4s 818ms/step - loss: 0.1815 - accuracy: 0.9815 - val_loss: 3.2788 - val_accuracy: 0.8182\n",
"Epoch 13: early stopping\n"
]
}
],
"source": [
"#fit the model with early stopping\n",
"from keras.callbacks import EarlyStopping\n",
"early_stop = EarlyStopping(monitor='val_loss', mode='min', verbose=1, patience=4)\n",
"history = model.fit(X_train, y_train, epochs=60, batch_size=40, verbose = 1, validation_data=(X_test, y_test), callbacks=[early_stop])"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#plotting the loses\n",
"plt.plot(history.history['loss'])\n",
"plt.plot(history.history['val_loss'])\n",
"plt.title('Model Loss')\n",
"plt.ylabel('Loss')\n",
"plt.xlabel('Epoch')\n",
"plt.legend(['Test', 'Validation'], loc='upper right')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#plotting accuracy vs value lost\n",
"plt.plot(history.history['accuracy'])\n",
"plt.plot(history.history['val_accuracy'])\n",
"plt.title('Model Accuracy')\n",
"plt.ylabel('Accuracy')\n",
"plt.xlabel('Epoch')\n",
"plt.legend(['Test', 'Validation'], loc='upper right')\n",
"plt.show()"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"# Optimizing the model via Grid Search"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"#Optimizing the hyperparameters\n",
"from keras.wrappers.scikit_learn import KerasClassifier\n",
"from sklearn.model_selection import GridSearchCV\n",
"\n",
"def create_model(num_filters=32, kernel_size=2, pool_size=2, dropout_rate=0.25, learning_rate=0.001):\n",
" model = Sequential()\n",
" model.add(Conv2D(num_filters, kernel_size=(kernel_size,kernel_size), input_shape=(128, 128, 3), padding='Same'))\n",
" model.add(Conv2D(num_filters, kernel_size=(kernel_size,kernel_size), padding='Same', activation='relu'))\n",
"\n",
" model.add(BatchNormalization())\n",
" model.add(MaxPooling2D(pool_size=(pool_size,pool_size)))\n",
" model.add(Dropout(dropout_rate))\n",
"\n",
" model.add(Conv2D(num_filters*2, kernel_size=(kernel_size,kernel_size), padding='Same', activation='relu'))\n",
" model.add(Conv2D(num_filters*2, kernel_size=(kernel_size,kernel_size), padding='Same', activation='relu'))\n",
" \n",
" model.add(BatchNormalization())\n",
" model.add(MaxPooling2D(pool_size=(pool_size,pool_size), strides=(2,2)))\n",
" model.add(Dropout(dropout_rate))\n",
"\n",
" model.add(Flatten())\n",
"\n",
" model.add(Dense(512, activation='relu'))\n",
" model.add(Dropout(dropout_rate))\n",
" model.add(Dense(2, activation='softmax'))\n",
" \n",
" # Compile the model with the given learning rate\n",
" model.compile(loss='categorical_crossentropy', optimizer='Adamax')\n",
" \n",
" return model"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Epoch 1/5\n",
"5/5 [==============================] - 6s 738ms/step - loss: 24.0406\n",
"Epoch 2/5\n",
"5/5 [==============================] - 4s 740ms/step - loss: 9.6259\n",
"Epoch 3/5\n",
"5/5 [==============================] - 4s 734ms/step - loss: 5.2805\n",
"Epoch 4/5\n",
"5/5 [==============================] - 4s 718ms/step - loss: 3.3188\n",
"Epoch 5/5\n",
"5/5 [==============================] - 4s 718ms/step - loss: 1.4113\n",
"Best: nan using {'batch_size': 40, 'epochs': 5, 'verbose': 1}\n"
]
}
],
"source": [
"# Create a KerasClassifier with the desired model architecture\n",
"model = KerasClassifier(build_fn=create_model, verbose=0)\n",
"\n",
"# Define the grid of hyperparameters to search over\n",
"batch_size = [40, 60, 80]\n",
"epochs = [5,10,15,20,25,30]\n",
"verbose = [1, 2]\n",
"param_grid = dict(batch_size=batch_size, epochs=epochs, verbose=verbose)\n",
"\n",
"# Use GridSearchCV to search over the hyperparameter grid\n",
"grid = GridSearchCV(estimator=model, param_grid=param_grid, cv=3, n_jobs=6)\n",
"grid_result = grid.fit(X_train, y_train)\n",
"\n",
"# Print the best hyperparameters found\n",
"print(\"Best: %f using %s\" % (grid_result.best_score_, grid_result.best_params_))"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"# Utilizing the optimized hyperparamaters"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Model: \"sequential_1\"\n",
"_________________________________________________________________\n",
" Layer (type) Output Shape Param # \n",
"=================================================================\n",
" conv2d_4 (Conv2D) (None, 128, 128, 32) 416 \n",
" \n",
" conv2d_5 (Conv2D) (None, 128, 128, 32) 4128 \n",
" \n",
" batch_normalization_2 (Batc (None, 128, 128, 32) 128 \n",
" hNormalization) \n",
" \n",
" max_pooling2d_2 (MaxPooling (None, 64, 64, 32) 0 \n",
" 2D) \n",
" \n",
" dropout_3 (Dropout) (None, 64, 64, 32) 0 \n",
" \n",
" conv2d_6 (Conv2D) (None, 64, 64, 64) 8256 \n",
" \n",
" conv2d_7 (Conv2D) (None, 64, 64, 64) 16448 \n",
" \n",
" batch_normalization_3 (Batc (None, 64, 64, 64) 256 \n",
" hNormalization) \n",
" \n",
" max_pooling2d_3 (MaxPooling (None, 32, 32, 64) 0 \n",
" 2D) \n",
" \n",
" dropout_4 (Dropout) (None, 32, 32, 64) 0 \n",
" \n",
" flatten_1 (Flatten) (None, 65536) 0 \n",
" \n",
" dense_2 (Dense) (None, 512) 33554944 \n",
" \n",
" dropout_5 (Dropout) (None, 512) 0 \n",
" \n",
" dense_3 (Dense) (None, 2) 1026 \n",
" \n",
"=================================================================\n",
"Total params: 33,585,602\n",
"Trainable params: 33,585,410\n",
"Non-trainable params: 192\n",
"_________________________________________________________________\n",
"None\n"
]
}
],
"source": [
"#build the sequential model\n",
"modelOpt = Sequential()\n",
"\n",
"#add the first convolutional layer\n",
"modelOpt.add(Conv2D(32, kernel_size=(2,2), input_shape=(128, 128, 3), padding = 'Same'))\n",
"modelOpt.add(Conv2D(32, kernel_size=(2,2), padding = 'Same', activation='relu'))\n",
"\n",
"#add the first pooling layer\n",
"modelOpt.add(BatchNormalization())\n",
"modelOpt.add(MaxPooling2D(pool_size=(2,2)))\n",
"modelOpt.add(Dropout(0.25))\n",
"\n",
"#add the second convolutional layer\n",
"modelOpt.add(Conv2D(64, kernel_size=(2,2), padding = 'Same', activation='relu'))\n",
"modelOpt.add(Conv2D(64, kernel_size=(2,2), padding = 'Same', activation='relu'))\n",
"\n",
"#add the second pooling layer\n",
"modelOpt.add(BatchNormalization())\n",
"modelOpt.add(MaxPooling2D(pool_size=(2,2), strides=(2,2)))\n",
"modelOpt.add(Dropout(0.25))\n",
"\n",
"modelOpt.add(Flatten())\n",
"\n",
"modelOpt.add(Dense(512, activation='relu'))\n",
"modelOpt.add(Dropout(0.5))\n",
"modelOpt.add(Dense(2, activation='softmax'))\n",
"\n",
"modelOpt.compile(loss = 'categorical_crossentropy', optimizer = 'adam', metrics=['accuracy'])\n",
"print(modelOpt.summary())"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Epoch 1/5\n",
"5/5 [==============================] - 5s 846ms/step - loss: 28.8654 - accuracy: 0.5988 - val_loss: 29.4857 - val_accuracy: 0.6727\n",
"Epoch 2/5\n",
"5/5 [==============================] - 4s 832ms/step - loss: 7.9683 - accuracy: 0.7840 - val_loss: 24.6936 - val_accuracy: 0.6364\n",
"Epoch 3/5\n",
"5/5 [==============================] - 4s 832ms/step - loss: 9.7054 - accuracy: 0.7840 - val_loss: 8.7622 - val_accuracy: 0.6364\n",
"Epoch 4/5\n",
"5/5 [==============================] - 4s 830ms/step - loss: 5.9492 - accuracy: 0.7654 - val_loss: 9.4752 - val_accuracy: 0.7273\n",
"Epoch 5/5\n",
"5/5 [==============================] - 4s 832ms/step - loss: 3.8447 - accuracy: 0.8765 - val_loss: 8.1056 - val_accuracy: 0.8000\n"
]
}
],
"source": [
"# Fit the optimized model with early stopping\n",
"from keras.callbacks import EarlyStopping\n",
"early_stop = EarlyStopping(monitor='val_loss', mode='min', verbose=1, patience=4)\n",
"historyOpt = modelOpt.fit(X_train, y_train, epochs=5, batch_size=40, verbose = 1, validation_data=(X_test, y_test), callbacks=[early_stop])"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#plotting the loses for the optimized model\n",
"plt.plot(historyOpt.history['loss'])\n",
"plt.plot(historyOpt.history['val_loss'])\n",
"plt.title('Model Loss')\n",
"plt.ylabel('Loss')\n",
"plt.xlabel('Epoch')\n",
"plt.legend(['Test', 'Validation'], loc='upper right')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#plotting accuracy graphs for optimized model\n",
"plt.plot(historyOpt.history['accuracy'])\n",
"plt.plot(historyOpt.history['val_accuracy'])\n",
"plt.title('Model Accuracy')\n",
"plt.ylabel('Accuracy')\n",
"plt.xlabel('Epoch')\n",
"plt.legend(['Test', 'Validation'], loc='upper right')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2/2 [==============================] - 0s 82ms/step\n"
]
}
],
"source": [
"#predicting the test data\n",
"y_pred = model.predict(X_test)\n",
"y_pred = np.argmax(y_pred, axis=1)\n",
"y_test_new = np.argmax(y_test, axis=1)"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" precision recall f1-score support\n",
"\n",
" 0 0.79 0.97 0.87 34\n",
" 1 0.92 0.57 0.71 21\n",
"\n",
" accuracy 0.82 55\n",
" macro avg 0.85 0.77 0.79 55\n",
"weighted avg 0.84 0.82 0.81 55\n",
"\n"
]
}
],
"source": [
"#create a classifcation report\n",
"from sklearn.metrics import classification_report\n",
"print(classification_report(y_test_new, y_pred))"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(50.722222222222214, 0.5, 'True Labels')"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#create heat map from confusion matrix\n",
"from sklearn.metrics import confusion_matrix \n",
"confusionMatrix=sns.heatmap(confusion_matrix(y_test_new, y_pred), annot=True, fmt=\"d\", cmap=plt.cm.Blues, cbar=False)\n",
"confusionMatrix.set_xlabel('Predicted Labels')\n",
"confusionMatrix.set_ylabel('True Labels')"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"# Classification report for optimized data"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2/2 [==============================] - 0s 84ms/step\n"
]
}
],
"source": [
"#predicting the test data\n",
"y_pred = modelOpt.predict(X_test)\n",
"y_pred = np.argmax(y_pred, axis=1)\n",
"y_test_new = np.argmax(y_test, axis=1)"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" precision recall f1-score support\n",
"\n",
" 0 0.78 0.94 0.85 34\n",
" 1 0.86 0.57 0.69 21\n",
"\n",
" accuracy 0.80 55\n",
" macro avg 0.82 0.76 0.77 55\n",
"weighted avg 0.81 0.80 0.79 55\n",
"\n"
]
}
],
"source": [
"#create a classifcation report\n",
"print(classification_report(y_test_new, y_pred))"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(50.722222222222214, 0.5, 'True Labels')"
]
},
"execution_count": 27,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#create heat map from confusion matrix\n",
"from sklearn.metrics import confusion_matrix \n",
"confusionMatrix=sns.heatmap(confusion_matrix(y_test_new, y_pred), annot=True, fmt=\"d\", cmap=plt.cm.Blues, cbar=False)\n",
"confusionMatrix.set_xlabel('Predicted Labels')\n",
"confusionMatrix.set_ylabel('True Labels')"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [],
"source": [
"#checking the model\n",
"def names(number):\n",
" if number == 0:\n",
" return 'a Tumor'\n",
" else:\n",
" return 'Not a tumor'"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"# Testing the model by making it check the pictures"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"100.0% confident this is a Tumor\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#determine whether the image is a tumor or not\n",
"img = Image.open('./brain_dataset/yes/Y1.jpg')\n",
"if img.mode != 'RGB':\n",
" img = img.convert('RGB')\n",
"x = np.array(img.resize((128,128)))\n",
"x = x.reshape(1, 128, 128, 3) \n",
"prediction = modelOpt.predict_on_batch(x)\n",
"classification = np.where(prediction == np.amax(prediction))[1][0]\n",
"plt.imshow(img)\n",
"print(str(prediction[0][classification]*100) + '% confident this is ' + names(classification))"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"100.0% confidence this is Not a tumor\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"img = Image.open('./brain_dataset/no/42 no.jpg')\n",
"if img.mode != 'RGB':\n",
" img = img.convert('RGB')\n",
"x = np.array(img.resize((128,128)))\n",
"x = x.reshape(1, 128, 128, 3) \n",
"prediction = modelOpt.predict_on_batch(x)\n",
"classification = np.where(prediction == np.amax(prediction))[1][0]\n",
"plt.imshow(img)\n",
"print(str(prediction[0][classification]*100) + '% confidence this is ' + names(classification))"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.10.10"
},
"orig_nbformat": 4
},
"nbformat": 4,
"nbformat_minor": 2
}