{"cells":[{"metadata":{},"cell_type":"markdown","source":"# Smart System for Distraction Detection and Monitoring\n---\n\n**\"Detecting distraction and monitoring smartly can save other and you life. So driver Safly \"**\n\nThis is a deep leanring computer vision problem. We need to implment the system, which will detetct the distraction and monitor the driver\n\n**Distracted driving refers to the act of driving while engaging in other activities which distract the driver's attention away from the road. Distractions are shown to compromise the safety of the driver, passengers, pedestrians, and people in other vehicles.**\n\n![Distracted-Driving.jpg](attachment:Distracted-Driving.jpg)\n![download.jfif](attachment:download.jfif)\n\nThis Kernel is for the detection and classification the driver behavior. We will try to understand the traning data and behaviour of data. I will do image pre-processing and use Deep learning CNN for identifying the behavior of the driver. Which is necessary for handling the unexpected road accident.  \n\nNowadays vehicles are increasing exponentially. We need to be extra careful about the road incident. As there are a couple of things around you, which can distract the driving. We can use this model and implement a smart system, which will monitor driver activities at the time of driving and can alert him about the activities. It will reduce the number of roads accidents and will increase road safety.\n\n\n\nState Farm Distracted Driver Detection has divided driving behavior into 10 classes.  \n\n\n| CLASS        | Description          |  \n| :------------- |:-------------|  \n| C0     | Safe Driving | \n| C1     | Texting - Right      |\n| C2     | Talking On The Phone - Right    |\n| C3     | Texting- left | \n| C4     | Talking on the Phone- left | \n| C5     | Operating The Radio   |\n| C6     | Drinking| \n| C7     |  Reaching Behind     |\n| C8     | Hair And Makeup   |\n| C9     | Talking To Passenger   |\n\n\nWe will implement a deep learning model, which will predict the driver activities at the time of driving. \n\nKindly ****upvote**** or comment if you like this kernel. ","attachments":{"Distracted-Driving.jpg":{"image/jpeg":"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"},"download.jfif":{"image/jpeg":"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"}}},{"metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","trusted":true},"cell_type":"code","source":"# Import Libraries\nimport gc\nimport glob\nimport os\nimport random\nimport cv2\n\nimport matplotlib.pyplot as plt\nimport numpy as np\nimport pandas as pd\nimport tensorflow as tf\nfrom keras import Input\nfrom keras import Model\nfrom keras.activations import elu, softmax\nfrom keras.applications import VGG16\nfrom keras.callbacks import ReduceLROnPlateau, EarlyStopping\nfrom keras.layers import BatchNormalization, Activation\nfrom keras.layers import Conv2D\nfrom keras.layers import Dense\nfrom keras.layers import Dropout\nfrom keras.layers import GlobalAveragePooling2D\nfrom keras.layers import MaxPooling2D\nfrom keras.layers.core import Flatten\nfrom keras.losses import categorical_crossentropy\nfrom keras.models import Sequential\nfrom keras.optimizers import SGD,Adam\nfrom keras.preprocessing.image import ImageDataGenerator, load_img, img_to_array\nfrom sklearn.model_selection import train_test_split\nfrom sklearn.utils import shuffle","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"## Hypermeters & Constants\nkaggleDir = '/kaggle/input/state-farm-distracted-driver-detection/'\ntrain_img_dir = 'train/'\ntest_img_dir = 'test/'\nCLASSES = {\"c0\": \"safe driving\", \"c1\": \"texting - right\", \"c2\": \"talking on the phone - right\", \"c3\": \"texting - left\",\n           \"c4\": \"talking on the phone - left\", \"c5\": \"operating the radio\", \"c6\": \"drinking\", \"c7\": \"reaching behind\",\n           \"c8\": \"hair and makeup\", \"c9\": \" talking to passenger\"}\nIMG_DIM = 299\nCHANNEL_SIZE = 3\nSEED_VAL = 41\nBATCH_SIZE = 28\nEPOCHS = 150  # Total Number of epoch","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"# Set the seed value for repreducing the results\ntf.set_random_seed(SEED_VAL)\ngc.enable()\nnp.random.seed(SEED_VAL)\nrandom.seed(SEED_VAL)","execution_count":null,"outputs":[]},{"metadata":{"_uuid":"d629ff2d2480ee46fbb7e2d37f6b5fab8052498a","_cell_guid":"79c7e3d0-c299-4dcb-8224-4455121ee9b0","trusted":true},"cell_type":"code","source":"# for dirname, _, filenames in os.walk('/kaggle/input'):\n#     for filename in filenames:\n#         print(os.path.join(dirname, filename))","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# Exploratory Data Analysis\n---\nIn this section, we will do the image data analysis for driver pose and behavior.\n\n\n---\nWe have data in couple for file \n1. **CSV(driver_imgs_list) :** Contianing list of drivers and there activites images. \n1. **images (train, tes) :** These two directory is containing the drivers images. "},{"metadata":{"trusted":true},"cell_type":"code","source":"## Load Data\ndf_train = pd.read_csv(kaggleDir + 'driver_imgs_list.csv', low_memory=True)\nprint('Number of Samples in trainset : {}'.format(df_train.shape[0]))\nprint('Number Of districted Classes : {}'.format(len((df_train.classname).unique())))\n\ndf_train = shuffle(df_train)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"In this Section, I am using **glob** python pakage. Which is using python shell script to fill all the files path. On the bases of regex matches. \n\nLoad all the images form directory and check the number of images per directory. "},{"metadata":{"trusted":true},"cell_type":"code","source":"print(\"[INFO] : Load all the images.....\")\ntrainImgDir = os.path.join(kaggleDir, train_img_dir)\ntestImgDir = os.path.join(kaggleDir, test_img_dir)\ntrainImgs = glob.glob(trainImgDir + '*/*.jpg')\ntestImgs = glob.glob(testImgDir + '*.jpg')\nlen(trainImgs), len(testImgs)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"for x in trainImgs:\n    print(x)\n    break\n\nfor x in testImgs:\n    print(x)\n    break","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"# Display top five record in csv\ndf_train.head()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"# Dispaly Last five samples from CSV.\ndf_train.tail()","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# BarPlot and PieChart\n---\n- A bar plot is a plot that presents categorical data with rectangular bars with lengths proportional to the values that they represent. A bar plot shows comparisons among discrete categories. One axis of the plot shows the specific categories being compared, and the other axis represents a measured value.4-\n\n- A pie chart is a circular statistical diagram. The area of the whole chart represents 100% or the whole of the data. The areas of the pies present in the Pie chart represent the percentage of parts of data.  The area of the wedges determines the relative quantum or percentage of a part with respect to a whole. Pie charts are frequently used in business presentations as they give a quick summary of the business activities like sales, operations and so on.\n\n\nPie charts are also used heavily in survey results, news articles, resource usage diagrams like disk and memory. "},{"metadata":{"trusted":true},"cell_type":"code","source":"class_freq_count = df_train.classname.value_counts()\n\nclass_freq_count.plot(kind='bar', label='index')\nplt.title('Sample Per Class');\nplt.show()\n\nplt.pie(class_freq_count, autopct='%1.1f%%', shadow=True, labels=CLASSES.values())\nplt.title('Sample % per class');\nplt.show()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"markdown","source":"Data is balanced "},{"metadata":{"trusted":true},"cell_type":"code","source":"imgPath = os.path.join(kaggleDir, train_img_dir, \"c6/img_20687.jpg\")\nimg = load_img(imgPath)\nplt.suptitle(CLASSES['c6'])\nplt.imshow(img)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"def draw_driver(imgs, df, classId='c0'):\n    fig, axis = plt.subplots(2, 3, figsize=(20, 7))\n    for idnx, (idx, row) in enumerate(imgs.iterrows()):\n        imgPath = os.path.join(kaggleDir, train_img_dir, f\"{classId}/{row['img']}\")\n        row = idnx // 3\n        col = idnx % 3 \n        img = load_img(imgPath)\n        #         img=cv2.cvtColor(img, cv2.COLOR_BGR2GRAY)\n        plt.imshow(img)\n        axis[row, col].imshow(img)\n    plt.suptitle(CLASSES[classId])\n    plt.show()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"draw_driver(df_train[df_train.classname == 'c0'].head(6), df_train, classId='c0')","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"draw_driver(df_train[df_train.classname == 'c1'].head(6), df_train, classId='c1')","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"draw_driver(df_train[df_train.classname == 'c2'].head(6), df_train, classId='c2')","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"draw_driver(df_train[df_train.classname == 'c3'].head(6), df_train, classId='c3')","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"\ndraw_driver(df_train[df_train.classname == 'c4'].head(6), df_train, classId='c4')","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"draw_driver(df_train[df_train.classname == 'c5'].head(6), df_train, classId='c5')","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"draw_driver(df_train[df_train.classname == 'c6'].head(6), df_train, classId='c6')","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"draw_driver(df_train[df_train.classname == 'c7'].head(6), df_train, classId='c7')","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"draw_driver(df_train[df_train.classname == 'c8'].head(6), df_train, classId='c8')","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"draw_driver(df_train[df_train.classname == 'c9'].head(6), df_train, classId='c9')","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# Image Pre-Processing\n---"},{"metadata":{"trusted":true},"cell_type":"code","source":"dfY = df_train.classname\nx_train, x_test, y_train, y_test = train_test_split(df_train, dfY, test_size=0.15, stratify=dfY)\nprint('Number of Samples in XTrain : {} Ytrain: {}'.format(x_train.shape[0], y_train.shape[0]))\nprint('Number of Samples in Xtest : {} Ytest: {}'.format(x_test.shape[0], y_test.shape[0]))","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"df_train.head()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"df_train['file_name']=df_train.img.apply(lambda  x:x[:-4])","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"df_train.head()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"class SimplePreprocessor:\n    def __init__(self, width, height, inter=cv2.INTER_AREA):\n        #         print(\"[INFO] : Simple PreProcessor invoked...!\")\n        self.width = width\n        self.height = height\n        self.inter = inter\n\n    def preprocess(self, image):\n        #         print(\"[INFO] : Prepossess Resizing invoked...!\")\n        return cv2.resize(image, (self.width, self.height), interpolation=self.inter)\n","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"class ImageToArrayPreprocessor:\n    def __init__(self, dataFormat=None):\n        self.dataFormat = dataFormat\n\n    def preprocess(self, image):\n        return img_to_array(image, data_format=self.dataFormat)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"class SimpleDataLoader:\n    def __init__(self, preprocessors=None):\n        self.preprocessors = preprocessors\n        if self.preprocessors is None:\n            self.preprocessors = []\n\n    def load(self, trainImgs, verbose=-1):\n        imgData = []\n        imgLabels = []\n        for (idx, imgPath) in enumerate(trainImgs):\n            tmpImg = cv2.imread(imgPath)\n            classLabel = imgPath.split(os.path.sep)[-2]\n\n            if self.preprocessors is not None:\n                for preprocesor in self.preprocessors:\n                    img = preprocesor.preprocess(tmpImg)\n                    gc.collect()\n                imgData.append(tmpImg)\n                imgLabels.append(imgLabels)\n\n            if verbose > 0 and idx > 0 and (idx + 1) % verbose == 0:\n                print('[INFO]: Processed {}/{}'.format((idx + 1), len(trainImgs)))\n        print(len(imgData), len(imgLabels))\n        return np.array(imgData), np.array(imgLabels)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"print(\"[INFO] : Loading data from desk and scale the raw pixel intensities to the range [0,1] ....!\")\n# sp=SimplePreprocessor(IMG_DIM,IMG_DIM)\n# iap=ImageToArrayPreprocessor()\n# loader=SimpleDataLoader(preprocessors=[sp,iap])\n# (data,labels)=loader.load(trainImgs, verbose=5000)\n# # Re-scale the image","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"# data = data.astype('float') / 255.0\n# xtrain,xtest,ytrain,ytest= train_test_split(data, labels, test_size=0.25, stratify=labels, random_state=42)\n# print(\"[INFO] : Split dataset....!\")\n# labelBi = LabelBinarizer()\n# trainY = labelBi.fit_transform(ytrain)\n# testY = labelBi.fit_transform(ytest)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# Data Augmentation\n----\n-  Data Augmentation is the technique to generate new sample from the existing sample. So, you can reduce generalization error. It will genrerate natrual sample. There are number of features, which can help you in data agumentation. \n\n* **rotation_range :**  is a value in degrees (0-180), a range within which to randomly rotate pictures.\n* **height_shift_range :**   Constructor control the amount of horizontal and vertical shift respectively.\n* **width_shift_range :**  Constructor control the amount of horizontal and vertical shift respectively.\n* **shear_range :** Shear Intensity (Shear angle in counter-clockwise direction in degrees)\n* **zoom_range :** Range for random zoom\n* **horizontal_flip :** Randomly filp of input image in horizontally. *But we can't use in our case.* It can chane the class of images.\n* **fill_mode :** Points outside the boundaries of the input image are filled according to the given mode. (default Nearest)\n "},{"metadata":{"trusted":true},"cell_type":"code","source":"imgPath = os.path.join(kaggleDir, train_img_dir, \"c6/img_20687.jpg\")\nimage=load_img(imgPath)\nimage=img_to_array(image)\nimage=np.expand_dims(image, axis=0)\ngenerator = ImageDataGenerator(rotation_range=30,\n                               height_shift_range=0.1,\n                               width_shift_range=0.1,\n                               shear_range=0.2,\n                               zoom_range=0.2,\n#                                horizontal_flip=True,\n                               fill_mode='nearest') \nimageGen=generator.flow(image,batch_size=1)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"for i in range(6):\n    nextImg=imageGen.next()\n    plt.subplot(230 + 1 + i)\n    image = nextImg[0].astype('uint8')\n    plt.imshow(image)\nplt.show()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"generator = ImageDataGenerator(rescale=1 / 255.0,\n                               zoom_range=30,\n                               samplewise_center=True,\n                               height_shift_range=0.2,\n                               width_shift_range=0.2,\n                               shear_range=0.2, \n                               fill_mode='nearest',\n                               validation_split=0.15)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"\ntrain_generator = generator.flow_from_directory(directory=os.path.join(kaggleDir, train_img_dir),\n                                                classes=CLASSES.keys(),\n                                                class_mode='categorical',\n                                                color_mode=\"rgb\",\n                                                target_size=(IMG_DIM, IMG_DIM),\n                                                shuffle=True,\n                                                seed=SEED_VAL,\n                                                subset='training')\nvalid_generator = generator.flow_from_directory(directory=os.path.join(kaggleDir, train_img_dir),\n                                                classes=CLASSES.keys(),\n                                                class_mode='categorical',\n                                                color_mode=\"rgb\",\n                                                target_size=(IMG_DIM, IMG_DIM),\n                                                shuffle=True,\n                                                seed=SEED_VAL,\n                                                subset='validation')\ntrain_generator.class_indices\ngc.collect()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"train_generator.class_indices,valid_generator.samples","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"trainImgs[:5]","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# Keras Callbacks Functions\n--- \nI can say callbacks function are helper functions. They will help you in understanding overfitting and underfitting at early stage, you don't need to wait till the end of train.  \n\nThey Returns training details loss, accuracy from algorithm, after each epoch and you can use that details to analysis you training after each iteration.\n> **A callback is a set of functions to be applied at given stages of the training procedure. You can use callbacks to get a view on internal states and statistics of the model during training.**\n\nKeras has multiple callback functions.  \n* **BaseLogger and History :** By Default \n* **ModelCheckpoint :** Save the model best weights\n* **EarlyStopping :** Stop training if it's not getting improve after defined epochs\n* **ReduceLROnPlateau :** Reduce Learning Rate if  accuracy is not getting improve after defined epochs.\n\nHere we are using \n\n**EarlyStopping** & **ReduceLROnPlateau**\n"},{"metadata":{},"cell_type":"markdown","source":"**EarlyStopping:**  This is a callback function, which helps in handling the over-fitting. It can terminate the process of training for avoiding the over-fitting. It has number of parameters, those can help you, at which stage training need to be stopped.\n\n* **monitor:** Specify the matrix for monitoring e.g val_loss, Val_acc etc\n* **min_delta:** minimum change in the monitored value. For example, min_delta=1 means that the training process will be stopped if the absolute change of the monitored value is less than 1\n* **patience:** Stop training if after specified epoch,if no improvement in loss or accuracy. \n* **mode:** It depend on monitor, e.g if you are monitoring loss it should be min and if you are monitoring accuracy it should be max. "},{"metadata":{},"cell_type":"markdown","source":"**ReduceLROnPlateau:** \n   It's for reducing the learning rate, if after specified epoch monitoring matrices(Val_loss, val_acc ) stopped improving. \n\n* **monitor:** quantity matrices to be monitored.\n* **factor:** factor by which the learning rate will be reduced. new_lr = lr * factor\n* **patience:** number of epochs with no improvement after which learning rate will be reduced.\n* **min_lr:** lower bound on the learning rate.\n* **min_delta:** threshold for measuring the new optimum, to only focus on significant changes."},{"metadata":{"trusted":true},"cell_type":"code","source":"earlyStop = EarlyStopping(monitor='val_loss', mode='min', patience=8, verbose=1, min_delta=0.0000001)\nreduceRL = ReduceLROnPlateau(monitor='val_loss', mode='min', patience=7, factor=0.001, min_delta=0.0001, verbose=1,\n                             min_lr=1e-6)\ncallbacks = [reduceRL, earlyStop]","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"markdown","source":"# Neural Network Architecture\n---\nKeras define neural network as sequence of layers. \n* **Sequential :**   Sequential API used for stacking the neural Network layers.\n\n"},{"metadata":{"trusted":true},"cell_type":"code","source":"\nmodel = Sequential()\nmodel.add(Conv2D(filters=32, kernel_size=(3, 3), input_shape=[IMG_DIM, IMG_DIM, 1], activation=elu))\nmodel.add(Activation(activation=elu))\nmodel.add(MaxPooling2D())\nmodel.add(BatchNormalization())\n\nmodel.add(Conv2D(filters=32, kernel_size=(3, 3), activation=elu))\nmodel.add(Activation(activation=elu))\nmodel.add(MaxPooling2D())\nmodel.add(BatchNormalization())\n\nmodel.add(Conv2D(filters=64, kernel_size=(3, 3), activation=elu))\nmodel.add(Activation(activation=elu))\nmodel.add(MaxPooling2D())\nmodel.add(BatchNormalization())\n\nmodel.add(Conv2D(filters=128, kernel_size=(3, 3), activation=elu))\nmodel.add(Activation(activation=elu))\nmodel.add(MaxPooling2D())\nmodel.add(BatchNormalization())\n\nmodel.add(Conv2D(filters=256, kernel_size=(3, 3), activation=elu))\nmodel.add(Activation(activation=elu))\nmodel.add(MaxPooling2D())\nmodel.add(BatchNormalization())\n\nmodel.add(Conv2D(filters=512, kernel_size=(3, 3), activation=elu))\nmodel.add(Activation(activation=elu))\nmodel.add(MaxPooling2D())\nmodel.add(BatchNormalization())\n\n# model.add(Conv2D(filters=32, kernel_size=(3, 3), activation=elu))\n# model.add(Activation(activation=elu))\n# model.add(MaxPooling2D())\n# model.add(BatchNormalization())\n\nmodel.add(GlobalAveragePooling2D())\nmodel.add(Dense(3000))\nmodel.add(Activation(activation=elu))\nmodel.add(Dropout(rate=0.25))\nmodel.add(Dense(2000))\nmodel.add(Activation(activation=elu))\nmodel.add(Dropout(rate=0.25))\nmodel.add(Dense(len(CLASSES)))\nmodel.add(Activation(activation=softmax))\nmodel.summary()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"# opt = SGD()#lr=0.0001\nfrom keras.optimizers import adam\nopt=adam()\nmodel.compile(optimizer=opt, loss=categorical_crossentropy, metrics=['acc'])\n","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"# History = model.fit_generator(train_generator,\n#                               steps_per_epoch=train_generator.samples // BATCH_SIZE,\n#                               validation_data=valid_generator,\n#                               validation_steps=valid_generator.samples // BATCH_SIZE,\n#                               epochs=EPOCHS,\n#                               verbose=1).history  # , callbacks=callbacks","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"# eval_loss, eval_acc = model.evaluate_generator(valid_generator, steps=valid_generator.samples / BATCH_SIZE);\n# print('[INFO] : Evaluation Accuracy : {:.2f}%'.format(eval_acc * 100))\n# print('[INFO] : Evaluation Loss : {}'.format(eval_loss))","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# Training Accurcy / Loss "},{"metadata":{"trusted":true},"cell_type":"code","source":"# History.keys()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"# plt.style.use('ggplot')\n# plt.figure()\n# plt.plot(np.arange(0, EPOCHS), History['acc'], label='Train_Acc')\n\n# plt.plot(np.arange(0, EPOCHS), History['val_acc'], label='Valid_Acc')\n# plt.plot(np.arange(0, EPOCHS), History['val_loss'], label='Valid_Loss')\n# plt.plot(np.arange(0, EPOCHS), History['loss'], label='Train_Loss')\n# plt.xlabel('Epochs#')\n# plt.ylabel('Accuracy and Loss#')\n# plt.title(\"Loss and Accuracy\")\n# plt.legend()\n# plt.show()","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# Transfer Learning\n\nTransfer Learning is nothing it just using the existing pre-trained model and train on your data. \nTransfer Learning can be used two ways....\n- Extract Features by passing samples to pre-train model\n- Train model with your data from last layer and fine-tune hyperparameter\n\n![TransferLearning.PNG](attachment:TransferLearning.PNG)","attachments":{"TransferLearning.PNG":{"image/png":"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"}}},{"metadata":{"trusted":true},"cell_type":"code","source":"class FCHeadNet:\n    @staticmethod\n    def build(baseModel, classes, D):\n        # initialize the head model that will be placed on top of the base then ad a Fully Connected Layer\n        headModel = baseModel.output\n        headModel = Flatten(name='flatten')(headModel)\n        headModel = Dense(D, activation='elu')(headModel)\n        headModel = Dropout(0.2)(headModel) \n\n        # add Softmax Layer\n        headModel = Dense(classes, activation='softmax')(headModel)\n\n        # Return the model\n        return headModel","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"baseModel = VGG16(weights='imagenet', include_top=False, input_tensor=Input(shape=(IMG_DIM, IMG_DIM,3)))","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"# initialize the new head of the network, a set of FC layers followed by a softmax classifier\nheadModel = FCHeadNet.build(baseModel, len(CLASSES), 10000)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"# place the head FC model on top of the base model -- this will become the actual model we will train\nmodel = Model(inputs=baseModel.input, outputs=headModel)\n\n# loop over all layers in the base model and freeze them so they will *not* be updated during the training process\nfor layer in baseModel.layers:\n    layer.trainable = False\n\n# compile our model (this needs to be done after our setting our  layers to being non-trainable\nprint(\"[INFO] compiling model...\")\nopt = Adam(lr=0.001)\nmodel.compile(optimizer=opt, loss=['categorical_crossentropy'], metrics=['acc'])\n\n# train the head  of the network for a  few epochs (all other layers are frozen) -- this will allow to the new FC\n# layers to start to become initialized with actual  'learned ' values versus pure random\n","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"model.summary()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"# loop over the layers in the network and display them to the console\nfor (idx, layer) in enumerate(model.layers):\n    print('[INFO] : {} \\t {}'.format(idx, layer.__class__.__name__))\n","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"History = model.fit_generator(train_generator,\n                              steps_per_epoch=train_generator.samples // BATCH_SIZE,\n                              validation_data=valid_generator,\n                              validation_steps=valid_generator.samples // BATCH_SIZE,\n                              epochs=EPOCHS,\n                              verbose=1 , callbacks=callbacks).history  #","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"eval_loss, eval_acc = model.evaluate_generator(valid_generator, steps=valid_generator.samples / BATCH_SIZE);\nprint('[INFO] : Evaluation Accuracy : {:.2f}%'.format(eval_acc * 100))\nprint('[INFO] : Evaluation Loss : {}'.format(eval_loss))","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"plt.style.use('ggplot')\nplt.figure()\nplt.plot(np.arange(0, EPOCHS), History['acc'], label='Train_Acc')\n\nplt.plot(np.arange(0, EPOCHS), History['val_acc'], label='Valid_Acc')\nplt.plot(np.arange(0, EPOCHS), History['val_loss'], label='Valid_Loss')\nplt.plot(np.arange(0, EPOCHS), History['loss'], label='Train_Loss')\nplt.xlabel('Epochs#')\nplt.ylabel('Accuracy and Loss#')\nplt.title(\"Loss and Accuracy\")\nplt.legend()\nplt.show()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"from keras.applications import DenseNet201\n\nmodel=DenseNet201(include_top=True, weights='imagenet')","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"* https://mc.ai/tutorial-on-keras-flow_from_dataframe/\n* https://theailearner.com/2019/07/06/imagedatagenerator-flow_from_directory-method/\n* https://pythontic.com/visualization/charts/piechart\n* https://www.kdnuggets.com/2019/08/keras-callbacks-explained-three-minutes.html\n* https://www.pyimagesearch.com/2019/07/08/keras-imagedatagenerator-and-data-augmentation/"},{"metadata":{"trusted":true},"cell_type":"code","source":"","execution_count":null,"outputs":[]}],"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"pygments_lexer":"ipython3","nbconvert_exporter":"python","version":"3.6.4","file_extension":".py","codemirror_mode":{"name":"ipython","version":3},"name":"python","mimetype":"text/x-python"}},"nbformat":4,"nbformat_minor":1}