{"metadata":{"colab":{"provenance":[],"authorship_tag":"ABX9TyN9CfdXHHWVPYXlSFywi8Bz"},"kernelspec":{"name":"python3","display_name":"Python 3","language":"python"},"language_info":{"name":"python","version":"3.10.14","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"kaggle":{"accelerator":"gpu","dataSources":[{"sourceId":3362,"databundleVersionId":31148,"sourceType":"competition"}],"dockerImageVersionId":30762,"isInternetEnabled":true,"language":"python","sourceType":"notebook","isGpuEnabled":true}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"code","source":"import numpy as np\nimport pandas as pd\nimport tensorflow as tf\nfrom tensorflow import keras\nimport os\nimport zipfile\nimport matplotlib.pyplot as plt\nimport matplotlib.image as img\nimport seaborn as sns\nfrom keras.preprocessing.image import load_img\nfrom keras.preprocessing.image import img_to_array\nfrom keras.applications.vgg16 import preprocess_input\nfrom keras.applications.vgg16 import decode_predictions\nfrom keras.applications.vgg16 import VGG16\nfrom keras.layers import Dense, Flatten\nfrom keras.models import Model\nfrom tensorflow.keras.callbacks import EarlyStopping, ReduceLROnPlateau\nfrom sklearn.model_selection import train_test_split\nfrom tensorflow.keras.preprocessing.image import ImageDataGenerator\n'''setting seed'''\nseed = 0\nnp.random.seed(seed)\ntf.random.set_seed(3)","metadata":{"execution":{"iopub.status.busy":"2024-09-02T02:51:57.593605Z","iopub.execute_input":"2024-09-02T02:51:57.594013Z","iopub.status.idle":"2024-09-02T02:52:10.179209Z","shell.execute_reply.started":"2024-09-02T02:51:57.593975Z","shell.execute_reply":"2024-09-02T02:52:10.178419Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"zip_files = ['test1', 'train']\n\nfor zip_file in zip_files:\n    #The with statement ensures that the ZIP file is properly closed after the operations inside the block are completed, \n    #even if an error occurs.\n    with zipfile.ZipFile(\"../input/dogs-vs-cats/{}.zip\".format(zip_file),\"r\") as z:#opens the specified ZIP file in read mode (\"r\").\n        z.extractall(\".\")#This line extracts all the contents of the currently opened ZIP file (z) to the current directory (\".\").\n        print(\"{} unzipped\".format(zip_file))","metadata":{"execution":{"iopub.status.busy":"2024-09-02T02:52:10.181075Z","iopub.execute_input":"2024-09-02T02:52:10.181742Z","iopub.status.idle":"2024-09-02T02:52:24.101988Z","shell.execute_reply.started":"2024-09-02T02:52:10.181696Z","shell.execute_reply":"2024-09-02T02:52:24.100862Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"TRAIN_DIR_PATH = './train'\nfile_names = os.listdir(TRAIN_DIR_PATH)\nprint('There are {} number of images in directory.'.format(len(file_names)))","metadata":{"execution":{"iopub.status.busy":"2024-09-02T02:52:24.103182Z","iopub.execute_input":"2024-09-02T02:52:24.103507Z","iopub.status.idle":"2024-09-02T02:52:24.123746Z","shell.execute_reply.started":"2024-09-02T02:52:24.103472Z","shell.execute_reply":"2024-09-02T02:52:24.122839Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"file_names[0]","metadata":{"execution":{"iopub.status.busy":"2024-09-02T02:00:36.741547Z","iopub.execute_input":"2024-09-02T02:00:36.742381Z","iopub.status.idle":"2024-09-02T02:00:36.749126Z","shell.execute_reply.started":"2024-09-02T02:00:36.742343Z","shell.execute_reply":"2024-09-02T02:00:36.748121Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"def to_dataframe(file_names):\n    files, labels = list(), list()\n    for file in file_names:\n        files.append(file)\n        labels.append(file[:3])\n    df = pd.DataFrame({'filename':files, 'label':labels})\n    return df\n\ndf = to_dataframe(file_names)","metadata":{"execution":{"iopub.status.busy":"2024-09-02T02:52:24.125858Z","iopub.execute_input":"2024-09-02T02:52:24.126256Z","iopub.status.idle":"2024-09-02T02:52:24.144352Z","shell.execute_reply.started":"2024-09-02T02:52:24.126211Z","shell.execute_reply":"2024-09-02T02:52:24.143375Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"df.head()","metadata":{"execution":{"iopub.status.busy":"2024-09-02T02:00:44.289198Z","iopub.execute_input":"2024-09-02T02:00:44.289915Z","iopub.status.idle":"2024-09-02T02:00:44.306972Z","shell.execute_reply.started":"2024-09-02T02:00:44.289876Z","shell.execute_reply":"2024-09-02T02:00:44.306058Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"print('data set label distribution:\\n',df['label'].value_counts())\n\nplt.figure(figsize=(7,7))\nsns.countplot(x = df['label'])\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2024-09-02T02:00:48.458666Z","iopub.execute_input":"2024-09-02T02:00:48.461709Z","iopub.status.idle":"2024-09-02T02:00:48.768523Z","shell.execute_reply.started":"2024-09-02T02:00:48.461621Z","shell.execute_reply":"2024-09-02T02:00:48.767607Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"cat = [file for file in file_names if file[:3]=='cat']\ndog = [file for file in file_names if file[:3]=='dog']","metadata":{"execution":{"iopub.status.busy":"2024-09-02T02:52:24.145544Z","iopub.execute_input":"2024-09-02T02:52:24.1459Z","iopub.status.idle":"2024-09-02T02:52:24.162655Z","shell.execute_reply.started":"2024-09-02T02:52:24.145848Z","shell.execute_reply":"2024-09-02T02:52:24.161796Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"dog[:10]","metadata":{"execution":{"iopub.status.busy":"2024-09-02T02:01:15.329673Z","iopub.execute_input":"2024-09-02T02:01:15.330042Z","iopub.status.idle":"2024-09-02T02:01:15.336531Z","shell.execute_reply.started":"2024-09-02T02:01:15.330007Z","shell.execute_reply":"2024-09-02T02:01:15.335449Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# Randomly print a CAT Image\nim = img.imread('./train/cat.11789.jpg')\nim","metadata":{"execution":{"iopub.status.busy":"2024-09-02T02:02:06.918554Z","iopub.execute_input":"2024-09-02T02:02:06.918956Z","iopub.status.idle":"2024-09-02T02:02:06.931661Z","shell.execute_reply.started":"2024-09-02T02:02:06.918919Z","shell.execute_reply":"2024-09-02T02:02:06.930624Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"print(im.shape)\nplt.imshow(im)\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2024-09-02T02:02:16.128607Z","iopub.execute_input":"2024-09-02T02:02:16.128993Z","iopub.status.idle":"2024-09-02T02:02:16.378581Z","shell.execute_reply.started":"2024-09-02T02:02:16.128958Z","shell.execute_reply":"2024-09-02T02:02:16.377545Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# Randomly print a CAT Image\nim = img.imread('./train/dog.11789.jpg')\nprint(im.shape)\nplt.imshow(im)\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2024-09-01T19:03:23.885184Z","iopub.execute_input":"2024-09-01T19:03:23.885599Z","iopub.status.idle":"2024-09-01T19:03:24.114234Z","shell.execute_reply.started":"2024-09-01T19:03:23.885554Z","shell.execute_reply":"2024-09-01T19:03:24.113258Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"plt.figure(figsize=(15,7))\nfor i, c in enumerate(np.random.randint(0,len(cat),4), start=1):\n    im = img.imread('./train/'+cat[c])\n    print(im.shape)\n    plt.subplot(2,2,i)\n    plt.imshow(im)\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2024-09-01T19:03:24.115234Z","iopub.execute_input":"2024-09-01T19:03:24.115567Z","iopub.status.idle":"2024-09-01T19:03:25.209311Z","shell.execute_reply.started":"2024-09-01T19:03:24.115533Z","shell.execute_reply":"2024-09-01T19:03:25.208416Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"plt.figure(figsize=(15,7))\nfor i, c in enumerate(np.random.randint(0,len(dog),4), start=1):\n    im = img.imread('./train/'+dog[c])\n    plt.subplot(2,2,i)\n    print(im.shape)\n    plt.imshow(im)\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2024-09-01T19:03:25.21069Z","iopub.execute_input":"2024-09-01T19:03:25.211454Z","iopub.status.idle":"2024-09-01T19:03:25.957759Z","shell.execute_reply.started":"2024-09-01T19:03:25.211382Z","shell.execute_reply":"2024-09-01T19:03:25.95672Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## Transfer learning approaches","metadata":{"id":"WxidHWmublKt"}},{"cell_type":"markdown","source":"you can explore all available models from here [https://keras.io/api/applications/](http://https://keras.io/api/applications/)","metadata":{}},{"cell_type":"markdown","source":"#### Using a pretrained network as a classifier","metadata":{"id":"vksZp-yIbodl"}},{"cell_type":"code","source":"image_name = \"/kaggle/working/train/cat.11789.jpg\"\nimg = load_img(image_name)","metadata":{"execution":{"iopub.status.busy":"2024-09-02T02:52:34.159878Z","iopub.execute_input":"2024-09-02T02:52:34.160626Z","iopub.status.idle":"2024-09-02T02:52:34.171155Z","shell.execute_reply.started":"2024-09-02T02:52:34.160573Z","shell.execute_reply":"2024-09-02T02:52:34.170306Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"type(img)","metadata":{"execution":{"iopub.status.busy":"2024-09-02T02:52:39.72813Z","iopub.execute_input":"2024-09-02T02:52:39.728892Z","iopub.status.idle":"2024-09-02T02:52:39.735628Z","shell.execute_reply.started":"2024-09-02T02:52:39.728853Z","shell.execute_reply":"2024-09-02T02:52:39.734681Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"plt.imshow(img)\nplt.title(\"Uploaded Image\")\nplt.show();","metadata":{"execution":{"iopub.status.busy":"2024-09-02T02:52:41.716155Z","iopub.execute_input":"2024-09-02T02:52:41.716909Z","iopub.status.idle":"2024-09-02T02:52:42.012508Z","shell.execute_reply.started":"2024-09-02T02:52:41.71687Z","shell.execute_reply":"2024-09-02T02:52:42.011549Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"img = load_img(image_name, target_size=(224, 224))\nplt.imshow(img)\nplt.title(\"after resizing\")\nplt.show();","metadata":{"execution":{"iopub.status.busy":"2024-09-02T02:52:48.683293Z","iopub.execute_input":"2024-09-02T02:52:48.683667Z","iopub.status.idle":"2024-09-02T02:52:49.010701Z","shell.execute_reply.started":"2024-09-02T02:52:48.683631Z","shell.execute_reply":"2024-09-02T02:52:49.009761Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"![image.png](attachment:6232beca-bf32-47ce-83cd-7c2c0ab3651e.png)","metadata":{},"attachments":{"6232beca-bf32-47ce-83cd-7c2c0ab3651e.png":{"image/png":"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"}}},{"cell_type":"code","source":"full_model = VGG16(weights = \"imagenet\",\n                   include_top=True,\n                   input_shape = (224,224, 3))\nfull_model.summary()","metadata":{"execution":{"iopub.status.busy":"2024-09-02T02:53:32.846225Z","iopub.execute_input":"2024-09-02T02:53:32.846605Z","iopub.status.idle":"2024-09-02T02:53:35.00741Z","shell.execute_reply.started":"2024-09-02T02:53:32.846569Z","shell.execute_reply":"2024-09-02T02:53:35.006579Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"\"\"\"# weights=\"imagenet\": This specifies that the model should be loaded with pre-trained weights from the ImageNet dataset. \n    The ImageNet dataset is a large visual database used to train models for various image classification tasks.\n   # include_top=True: This indicates that the fully connected layers at the top of the network (used for classification) \n   should be included. Since the model was trained on ImageNet, it has 1000 output classes corresponding to different object categories.\n   input_shape=(224, 224, 3): This specifies the shape of the input images expected by the model. The images should be 224x224 pixels with 3 color channels (RGB).\"\"\"\nfull_model = VGG16(weights = \"imagenet\", include_top=True, input_shape =(224,224, 3))\nimage = img_to_array(img)\nimage = image.reshape((1, image.shape[0], image.shape[1], image.shape[2]))\n\"\"\"\nThis function from Keras preprocesses the image for the VGG16 model. \nThe preprocessing involves scaling pixel values and possibly other normalization steps \nthat match the preprocessing used during the original training of the VGG16 model.\"\"\"\nimage = preprocess_input(image)","metadata":{"execution":{"iopub.status.busy":"2024-09-02T02:53:40.575096Z","iopub.execute_input":"2024-09-02T02:53:40.575852Z","iopub.status.idle":"2024-09-02T02:53:42.708286Z","shell.execute_reply.started":"2024-09-02T02:53:40.575813Z","shell.execute_reply":"2024-09-02T02:53:42.707211Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"yhat = full_model.predict(image)","metadata":{"execution":{"iopub.status.busy":"2024-09-02T02:53:43.164854Z","iopub.execute_input":"2024-09-02T02:53:43.165207Z","iopub.status.idle":"2024-09-02T02:53:45.38618Z","shell.execute_reply.started":"2024-09-02T02:53:43.165167Z","shell.execute_reply":"2024-09-02T02:53:45.38518Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"yhat.shape","metadata":{"execution":{"iopub.status.busy":"2024-09-02T02:53:49.74743Z","iopub.execute_input":"2024-09-02T02:53:49.748342Z","iopub.status.idle":"2024-09-02T02:53:49.754034Z","shell.execute_reply.started":"2024-09-02T02:53:49.748299Z","shell.execute_reply":"2024-09-02T02:53:49.753181Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"yhat[:,:10]","metadata":{"execution":{"iopub.status.busy":"2024-09-02T02:53:52.266557Z","iopub.execute_input":"2024-09-02T02:53:52.267477Z","iopub.status.idle":"2024-09-02T02:53:52.274009Z","shell.execute_reply.started":"2024-09-02T02:53:52.267435Z","shell.execute_reply":"2024-09-02T02:53:52.272929Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"\"\"\", it returns the top 5 predictions, but you can specify a different number by passing \na top argument,like decode_predictions(yhat, top=3) for the top 3 predictions.\"\"\"\nlabel = decode_predictions(yhat)","metadata":{"execution":{"iopub.status.busy":"2024-09-02T02:53:54.940456Z","iopub.execute_input":"2024-09-02T02:53:54.941229Z","iopub.status.idle":"2024-09-02T02:53:55.981426Z","shell.execute_reply.started":"2024-09-02T02:53:54.941189Z","shell.execute_reply":"2024-09-02T02:53:55.980666Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"\"\"\"It's typically a list of tuples, where each tuple contains:\nThe ImageNet class ID.\nThe human-readable class name.\nThe confidence score (probability) for that class\"\"\"\nlabel","metadata":{"execution":{"iopub.status.busy":"2024-09-02T02:54:00.776687Z","iopub.execute_input":"2024-09-02T02:54:00.777081Z","iopub.status.idle":"2024-09-02T02:54:00.783722Z","shell.execute_reply.started":"2024-09-02T02:54:00.777045Z","shell.execute_reply":"2024-09-02T02:54:00.782691Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"label = label[0][0]\nprint('%s (%.2f%%)' % (label[1], label[2]*100))","metadata":{"execution":{"iopub.status.busy":"2024-09-02T02:54:04.383668Z","iopub.execute_input":"2024-09-02T02:54:04.384038Z","iopub.status.idle":"2024-09-02T02:54:04.389151Z","shell.execute_reply.started":"2024-09-02T02:54:04.384004Z","shell.execute_reply":"2024-09-02T02:54:04.388172Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"#### Using a pretrained network as a feature extractor","metadata":{"id":"7wyglt2jeKck"}},{"cell_type":"code","source":"features_extractor = VGG16(weights = \"imagenet\", include_top=False, input_shape = (224,224, 3))\nfeatures_extractor.summary()#note the number of trainable parameters","metadata":{"execution":{"iopub.status.busy":"2024-09-02T02:54:10.736698Z","iopub.execute_input":"2024-09-02T02:54:10.737421Z","iopub.status.idle":"2024-09-02T02:54:14.874532Z","shell.execute_reply.started":"2024-09-02T02:54:10.737365Z","shell.execute_reply":"2024-09-02T02:54:14.87361Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"for layer in features_extractor.layers:\n    layer.trainable = False\nfeatures_extractor.summary()#note the number of non trainable parameters","metadata":{"execution":{"iopub.status.busy":"2024-09-02T02:54:19.034642Z","iopub.execute_input":"2024-09-02T02:54:19.035042Z","iopub.status.idle":"2024-09-02T02:54:19.068623Z","shell.execute_reply.started":"2024-09-02T02:54:19.035003Z","shell.execute_reply":"2024-09-02T02:54:19.067769Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"last_layer = features_extractor.get_layer('block5_pool')\nlast_output = last_layer.output\nx = Flatten()(last_output)\nx = Dense(2, activation='softmax', name='softmax')(x)\nnew_model = Model(inputs=features_extractor.input, outputs=x)\nnew_model.summary()","metadata":{"execution":{"iopub.status.busy":"2024-09-02T02:54:26.617557Z","iopub.execute_input":"2024-09-02T02:54:26.618228Z","iopub.status.idle":"2024-09-02T02:54:26.667363Z","shell.execute_reply.started":"2024-09-02T02:54:26.618187Z","shell.execute_reply":"2024-09-02T02:54:26.666546Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"#### Feature selector trainer","metadata":{}},{"cell_type":"code","source":"train_set, valid_set = train_test_split(df, test_size=0.2,random_state=seed)","metadata":{"execution":{"iopub.status.busy":"2024-09-02T02:54:33.39759Z","iopub.execute_input":"2024-09-02T02:54:33.39801Z","iopub.status.idle":"2024-09-02T02:54:33.413799Z","shell.execute_reply.started":"2024-09-02T02:54:33.397964Z","shell.execute_reply":"2024-09-02T02:54:33.412851Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train_set.shape, valid_set.shape\n","metadata":{"execution":{"iopub.status.busy":"2024-09-02T02:54:35.856305Z","iopub.execute_input":"2024-09-02T02:54:35.856659Z","iopub.status.idle":"2024-09-02T02:54:35.863097Z","shell.execute_reply.started":"2024-09-02T02:54:35.856626Z","shell.execute_reply":"2024-09-02T02:54:35.861973Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train_set","metadata":{"execution":{"iopub.status.busy":"2024-09-02T02:54:40.921465Z","iopub.execute_input":"2024-09-02T02:54:40.922429Z","iopub.status.idle":"2024-09-02T02:54:40.936621Z","shell.execute_reply.started":"2024-09-02T02:54:40.922373Z","shell.execute_reply":"2024-09-02T02:54:40.935714Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"print('train set distribution:\\n',train_set['label'].value_counts())\nprint('\\nvalid set distribution:\\n',valid_set['label'].value_counts())\nprint()\n\nplt.figure(figsize=(10,5))\nplt.subplot(1,3,1)\nsns.countplot(x=train_set['label'], order=['dog','cat'])\nplt.title('Train set label distribution')\n\nplt.subplot(1,3,3)\nsns.countplot(x=valid_set['label'], order=['dog','cat'])\nplt.title('valid set label distribution')\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2024-09-01T19:03:37.778111Z","iopub.execute_input":"2024-09-01T19:03:37.779684Z","iopub.status.idle":"2024-09-01T19:03:38.085276Z","shell.execute_reply.started":"2024-09-01T19:03:37.779635Z","shell.execute_reply":"2024-09-01T19:03:38.084379Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"WIDTH, HEIGHT = 224, 224\nbatch_size = 32","metadata":{"execution":{"iopub.status.busy":"2024-09-02T02:54:51.6284Z","iopub.execute_input":"2024-09-02T02:54:51.628804Z","iopub.status.idle":"2024-09-02T02:54:51.633378Z","shell.execute_reply.started":"2024-09-02T02:54:51.628747Z","shell.execute_reply":"2024-09-02T02:54:51.632365Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train_datagenerator = ImageDataGenerator(rotation_range=15,#rotation of the image within a range of 0 to 15 degrees.\n                                  rescale=1./255, #This rescales the pixel values of the image by dividing them by 255.\n                                  shear_range=0.1,#shear transformation, which is like stretching the image along the x or y axis.\n                                                 #A shear range of 0.1 applies a shearing effect by 10% along the specified axis.\n                                  zoom_range=0.2,\n                                  horizontal_flip=True,\n                                  width_shift_range=0.1,\n                                  height_shift_range=0.1)\n\ntraining_data = train_datagenerator.flow_from_dataframe(dataframe=train_set, \n                                                        directory='./train',\n                                                       x_col='filename',\n                                                       y_col='label',\n                                                       target_size=(WIDTH, HEIGHT),\n                                                       class_mode='categorical',\n                                                       batch_size=batch_size)","metadata":{"execution":{"iopub.status.busy":"2024-09-02T02:58:13.618827Z","iopub.execute_input":"2024-09-02T02:58:13.619805Z","iopub.status.idle":"2024-09-02T02:58:13.862722Z","shell.execute_reply.started":"2024-09-02T02:58:13.619746Z","shell.execute_reply":"2024-09-02T02:58:13.861825Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"training_data.class_indices","metadata":{"execution":{"iopub.status.busy":"2024-09-02T02:58:15.983651Z","iopub.execute_input":"2024-09-02T02:58:15.984524Z","iopub.status.idle":"2024-09-02T02:58:15.990379Z","shell.execute_reply.started":"2024-09-02T02:58:15.984483Z","shell.execute_reply":"2024-09-02T02:58:15.989514Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"training_data.filenames[:10]","metadata":{"execution":{"iopub.status.busy":"2024-09-02T02:58:18.763638Z","iopub.execute_input":"2024-09-02T02:58:18.764047Z","iopub.status.idle":"2024-09-02T02:58:18.770527Z","shell.execute_reply.started":"2024-09-02T02:58:18.76401Z","shell.execute_reply":"2024-09-02T02:58:18.769528Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"for i in range(len(training_data.filenames)):\n    image, label = next(training_data)\n\n    # display the image from the iterator\n    plt.imshow(image[0])\n#     print(new_dict[label[0]])\n    plt.show()\n    if i >0:\n        break","metadata":{"execution":{"iopub.status.busy":"2024-09-01T19:03:38.358664Z","iopub.execute_input":"2024-09-01T19:03:38.359049Z","iopub.status.idle":"2024-09-01T19:03:39.507938Z","shell.execute_reply.started":"2024-09-01T19:03:38.358986Z","shell.execute_reply":"2024-09-01T19:03:39.506997Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"valid_datagenerator = ImageDataGenerator(rescale=1./255)\nvalidation_data = valid_datagenerator.flow_from_dataframe(dataframe=valid_set,\n                                                         directory='./train',\n                                                         x_col='filename',\n                                                         y_col='label',\n                                                         target_size=(WIDTH,HEIGHT),\n                                                         class_mode='categorical',\n                                                         batch_size=batch_size)","metadata":{"execution":{"iopub.status.busy":"2024-09-02T02:58:27.412261Z","iopub.execute_input":"2024-09-02T02:58:27.412616Z","iopub.status.idle":"2024-09-02T02:58:27.480899Z","shell.execute_reply.started":"2024-09-02T02:58:27.412583Z","shell.execute_reply":"2024-09-02T02:58:27.479955Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"earlystop_cb = EarlyStopping(patience=10, restore_best_weights=True)\nreduce_lr_cb = ReduceLROnPlateau(factor=0.5, patience=5, monitor='val_loss', min_lr=0.00001)\n\n\n\ncallbacks = [earlystop_cb, reduce_lr_cb]","metadata":{"execution":{"iopub.status.busy":"2024-09-02T03:00:44.172801Z","iopub.execute_input":"2024-09-02T03:00:44.173476Z","iopub.status.idle":"2024-09-02T03:00:44.179001Z","shell.execute_reply.started":"2024-09-02T03:00:44.173435Z","shell.execute_reply":"2024-09-02T03:00:44.177372Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"opt = keras.optimizers.Adam(learning_rate=0.001)","metadata":{"execution":{"iopub.status.busy":"2024-09-02T03:00:47.668278Z","iopub.execute_input":"2024-09-02T03:00:47.668917Z","iopub.status.idle":"2024-09-02T03:00:47.680238Z","shell.execute_reply.started":"2024-09-02T03:00:47.668872Z","shell.execute_reply":"2024-09-02T03:00:47.679282Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"new_model.compile(loss=\"categorical_crossentropy\", optimizer=opt, metrics=['accuracy'])","metadata":{"id":"p3xMpX1afMsN","execution":{"iopub.status.busy":"2024-09-02T03:00:50.002743Z","iopub.execute_input":"2024-09-02T03:00:50.003685Z","iopub.status.idle":"2024-09-02T03:00:50.012972Z","shell.execute_reply.started":"2024-09-02T03:00:50.003643Z","shell.execute_reply":"2024-09-02T03:00:50.011932Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"history = new_model.fit(training_data,\n                   epochs=10,\n                   validation_data=validation_data,\n                     validation_steps=10,#This defines the number of batches of validation data that the model will evaluate at the end of each epoch.\n                     steps_per_epoch=10, #This defines the number of batches of training data to be processed before the epoch is considered finished.\n                                        #If your training_data is a generator or a dataset, steps_per_epoch=10 means \n                                        #that the model will run 10 batches per epoch.\n                   callbacks=callbacks)","metadata":{"execution":{"iopub.status.busy":"2024-09-02T03:04:02.137916Z","iopub.execute_input":"2024-09-02T03:04:02.138721Z","iopub.status.idle":"2024-09-02T03:05:03.796533Z","shell.execute_reply.started":"2024-09-02T03:04:02.13868Z","shell.execute_reply":"2024-09-02T03:05:03.795634Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"acc = history.history['accuracy']\nval_acc = history.history['val_accuracy']\nloss = history.history['loss']\nval_loss = history.history['val_loss']\n\nepochs = range(len(acc))\n\nplt.figure(figsize=(15,5))\nplt.subplot(1,2,1)\nplt.plot(epochs, acc, 'bo', label='Training accuracy')\nplt.plot(epochs, val_acc, 'b', label='Validation accuracy')\nplt.title('Training and validation accuracy')\nplt.legend()\n\n\nplt.subplot(1,2,2)\nplt.plot(epochs, loss, 'go', label='Training Loss')\nplt.plot(epochs, val_loss, 'g', label='Validation Loss')\nplt.title('Training and validation loss')\nplt.legend()\n\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2024-09-02T03:05:11.722539Z","iopub.execute_input":"2024-09-02T03:05:11.7233Z","iopub.status.idle":"2024-09-02T03:05:12.249406Z","shell.execute_reply.started":"2024-09-02T03:05:11.723261Z","shell.execute_reply":"2024-09-02T03:05:12.248438Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"### Fine Tuning approach","metadata":{}},{"cell_type":"code","source":"fine_tune_feat_ext = VGG16(weights = \"imagenet\", include_top=False, input_shape = (224,224, 3))\nfine_tune_feat_ext.summary()#no","metadata":{"execution":{"iopub.status.busy":"2024-09-02T03:05:25.304584Z","iopub.execute_input":"2024-09-02T03:05:25.305364Z","iopub.status.idle":"2024-09-02T03:05:25.6038Z","shell.execute_reply.started":"2024-09-02T03:05:25.305323Z","shell.execute_reply":"2024-09-02T03:05:25.602796Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"last_layer = fine_tune_feat_ext.get_layer('block5_pool')\nlast_output = last_layer.output\nx = Flatten()(last_output)\nx = Dense(2, activation='softmax', name='softmax')(x)\nnew_model_2 = Model(inputs=fine_tune_feat_ext.input, outputs=x)\nnew_model_2.summary()","metadata":{"execution":{"iopub.status.busy":"2024-09-02T03:06:04.075Z","iopub.execute_input":"2024-09-02T03:06:04.075902Z","iopub.status.idle":"2024-09-02T03:06:04.124403Z","shell.execute_reply.started":"2024-09-02T03:06:04.075861Z","shell.execute_reply":"2024-09-02T03:06:04.123394Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"opt2= keras.optimizers.Adam(learning_rate=0.001)","metadata":{"execution":{"iopub.status.busy":"2024-09-02T03:06:09.813965Z","iopub.execute_input":"2024-09-02T03:06:09.814898Z","iopub.status.idle":"2024-09-02T03:06:09.827307Z","shell.execute_reply.started":"2024-09-02T03:06:09.814846Z","shell.execute_reply":"2024-09-02T03:06:09.825507Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"new_model_2.compile(loss=\"categorical_crossentropy\", optimizer=opt2, metrics=['accuracy'])","metadata":{"execution":{"iopub.status.busy":"2024-09-02T03:06:12.722167Z","iopub.execute_input":"2024-09-02T03:06:12.722825Z","iopub.status.idle":"2024-09-02T03:06:12.730291Z","shell.execute_reply.started":"2024-09-02T03:06:12.722772Z","shell.execute_reply":"2024-09-02T03:06:12.729307Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"history = new_model_2.fit(training_data,\n                   epochs=10,\n                   validation_data=validation_data,\n                     validation_steps=10,\n                     steps_per_epoch=10, \n                   callbacks=callbacks)","metadata":{"execution":{"iopub.status.busy":"2024-09-02T03:06:28.289575Z","iopub.execute_input":"2024-09-02T03:06:28.290371Z","iopub.status.idle":"2024-09-02T03:07:32.866701Z","shell.execute_reply.started":"2024-09-02T03:06:28.290332Z","shell.execute_reply":"2024-09-02T03:07:32.865829Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"acc = history.history['accuracy']\nval_acc = history.history['val_accuracy']\nloss = history.history['loss']\nval_loss = history.history['val_loss']\n\nepochs = range(len(acc))\n\nplt.figure(figsize=(15,5))\nplt.subplot(1,2,1)\nplt.plot(epochs, acc, 'bo', label='Training accuracy')\nplt.plot(epochs, val_acc, 'b', label='Validation accuracy')\nplt.title('Training and validation accuracy')\nplt.legend()\n\n\nplt.subplot(1,2,2)\nplt.plot(epochs, loss, 'go', label='Training Loss')\nplt.plot(epochs, val_loss, 'g', label='Validation Loss')\nplt.title('Training and validation loss')\nplt.legend()\n\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2024-09-02T03:07:37.741668Z","iopub.execute_input":"2024-09-02T03:07:37.74255Z","iopub.status.idle":"2024-09-02T03:07:38.238722Z","shell.execute_reply.started":"2024-09-02T03:07:37.742512Z","shell.execute_reply":"2024-09-02T03:07:38.237771Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]}]}