{"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_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"# Intoduction\nThe main goal of this work is to develop a CNN capable of solving the Dogs vs Cats classification task. <br> I am not taking this work too serious, I consider it to be a decent practice, so, here it is a hand-made meme:\n\n\n![meme_low_q.png](attachment:6857f6c3-6343-420f-b5ba-614ea8edb649.png)\n","metadata":{},"attachments":{"6857f6c3-6343-420f-b5ba-614ea8edb649.png":{"image/png":"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"}}},{"cell_type":"code","source":"# Importing packages\n\nimport pandas as pd\nimport numpy as np\nimport os\nfrom zipfile import ZipFile as zipper\nimport PIL\nimport tensorflow as tf\nimport matplotlib.pyplot as plt\nfrom sklearn.model_selection import train_test_split\nfrom sklearn.metrics import ConfusionMatrixDisplay, confusion_matrix, classification_report\nfrom tqdm import tqdm\n\nfrom tensorflow import keras\nfrom tensorflow.keras import layers\nfrom tensorflow.keras.models import Sequential\nfrom tensorflow.keras.preprocessing.image import ImageDataGenerator\nfrom tensorflow.keras.callbacks import EarlyStopping\nimport warnings\nwarnings.filterwarnings('ignore')","metadata":{"execution":{"iopub.status.busy":"2021-12-11T14:19:43.451273Z","iopub.execute_input":"2021-12-11T14:19:43.451611Z","iopub.status.idle":"2021-12-11T14:19:45.289868Z","shell.execute_reply.started":"2021-12-11T14:19:43.451522Z","shell.execute_reply":"2021-12-11T14:19:45.289059Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Create a dataset\nFirst of all we should deal with the .zip files and extract its content into two different folders: train and test.\n","metadata":{}},{"cell_type":"code","source":"os.listdir('../input/dogs-vs-cats')","metadata":{"execution":{"iopub.status.busy":"2021-12-11T14:19:45.291581Z","iopub.execute_input":"2021-12-11T14:19:45.291894Z","iopub.status.idle":"2021-12-11T14:19:45.304177Z","shell.execute_reply.started":"2021-12-11T14:19:45.291859Z","shell.execute_reply":"2021-12-11T14:19:45.303271Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train_path = '../input/dogs-vs-cats/train.zip'\ntest_path = '../input/dogs-vs-cats/test1.zip'\n\ndestination = '/kaggle/files/images'\n\nwith zipper(train_path, 'r') as zipp:\n    zipp.extractall(destination)\n    \nwith zipper(test_path, 'r') as zipp:\n    zipp.extractall(destination)","metadata":{"execution":{"iopub.status.busy":"2021-12-11T14:19:45.306133Z","iopub.execute_input":"2021-12-11T14:19:45.306407Z","iopub.status.idle":"2021-12-11T14:20:02.578564Z","shell.execute_reply.started":"2021-12-11T14:19:45.306371Z","shell.execute_reply":"2021-12-11T14:20:02.577803Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Now we define a pandas dataframe adding a binary and a categorical label for each image.\n","metadata":{"execution":{"iopub.status.busy":"2021-11-30T21:22:02.065527Z","iopub.execute_input":"2021-11-30T21:22:02.066067Z","iopub.status.idle":"2021-11-30T21:22:02.071334Z","shell.execute_reply.started":"2021-11-30T21:22:02.066016Z","shell.execute_reply":"2021-11-30T21:22:02.070384Z"}}},{"cell_type":"code","source":"train = pd.DataFrame({'file': os.listdir('/kaggle/files/images/train')})\nlabels = []\nbinary_labels = []\nfor i in os.listdir('/kaggle/files/images/train'):\n    if 'dog' in i:\n        labels.append('dog')\n        binary_labels.append(1)\n    else:\n        labels.append('cat')\n        binary_labels.append(0)\n\ntrain['labels'] = labels\ntrain['binary_labels'] = binary_labels\ntest = pd.DataFrame({'file': os.listdir('/kaggle/files/images/test1')})","metadata":{"execution":{"iopub.status.busy":"2021-12-11T14:20:02.583176Z","iopub.execute_input":"2021-12-11T14:20:02.583999Z","iopub.status.idle":"2021-12-11T14:20:02.662395Z","shell.execute_reply.started":"2021-12-11T14:20:02.583954Z","shell.execute_reply":"2021-12-11T14:20:02.661578Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Train dataframe includes each photo filename, category and binary labels, and it´s the data we are goind to use for training our CNN, while test dataframe doesn´t have any labels and could be used only to submit our predictions to the competition. In further cells we will split our labeled data into train set and a validation one to properly measure our model performance.","metadata":{}},{"cell_type":"code","source":"train.head()\n","metadata":{"execution":{"iopub.status.busy":"2021-12-11T14:20:02.664569Z","iopub.execute_input":"2021-12-11T14:20:02.665013Z","iopub.status.idle":"2021-12-11T14:20:02.911147Z","shell.execute_reply.started":"2021-12-11T14:20:02.664972Z","shell.execute_reply":"2021-12-11T14:20:02.910287Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"test.head()","metadata":{"execution":{"iopub.status.busy":"2021-12-11T14:20:02.913778Z","iopub.execute_input":"2021-12-11T14:20:02.914298Z","iopub.status.idle":"2021-12-11T14:20:02.923385Z","shell.execute_reply.started":"2021-12-11T14:20:02.914255Z","shell.execute_reply":"2021-12-11T14:20:02.922615Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Visualize the data\n\nWe will only plot some sample images from train data to not to enlarge the notebook with useless plots.\n","metadata":{}},{"cell_type":"code","source":"filepath = '/kaggle/files/images/train/'\nfig = plt.figure(1, figsize = (20, 20))\nfor i in range(10):\n    plt.subplot(5, 5, i + 1)\n    pic = PIL.Image.open(filepath + os.listdir(filepath)[i])\n    plt.imshow(pic)\n    plt.axis('off')\n\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2021-12-11T14:20:02.924933Z","iopub.execute_input":"2021-12-11T14:20:02.925327Z","iopub.status.idle":"2021-12-11T14:20:03.957135Z","shell.execute_reply.started":"2021-12-11T14:20:02.925288Z","shell.execute_reply":"2021-12-11T14:20:03.956451Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Data Preparation","metadata":{}},{"cell_type":"markdown","source":"As usual, train_test_split() method is used to split the trainig and test data sets by 90% and 10% respectivelly.\n\n","metadata":{}},{"cell_type":"code","source":"train_set, val_set = train_test_split(train,\n                                     test_size=0.1)\nprint(len(train_set), len(val_set))","metadata":{"execution":{"iopub.status.busy":"2021-12-11T14:20:03.959443Z","iopub.execute_input":"2021-12-11T14:20:03.959710Z","iopub.status.idle":"2021-12-11T14:20:03.969981Z","shell.execute_reply.started":"2021-12-11T14:20:03.959678Z","shell.execute_reply":"2021-12-11T14:20:03.969129Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## Making sharper edges","metadata":{}},{"cell_type":"markdown","source":"Recently I came up with adding another step to our image pre-processing which, in theory, could make the job easier for the model to distinguish a dog from the cat. In the cell below, you can see some easy code lines to make the image a little bit sharper. We will see if this helps our model later on.","metadata":{}},{"cell_type":"code","source":"img = PIL.Image.open(filepath + os.listdir(filepath)[1])\nimg_new = img.filter(PIL.ImageFilter.UnsharpMask(radius=2, percent=150))\nfig = plt.figure(1, figsize = (20, 20))\nplt.subplot(2,2,1)\nplt.imshow(img)\nplt.axis('off')\nplt.subplot(2,2,2)\nplt.imshow(img_new)\nplt.axis('off')","metadata":{"execution":{"iopub.status.busy":"2021-12-11T14:20:03.971514Z","iopub.execute_input":"2021-12-11T14:20:03.971975Z","iopub.status.idle":"2021-12-11T14:20:04.736365Z","shell.execute_reply.started":"2021-12-11T14:20:03.971941Z","shell.execute_reply":"2021-12-11T14:20:04.735676Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"As you can see the transofmation mentioned above results to make too much useless noise on the image, so we set the *percent* value to 100 instead of 150.","metadata":{}},{"cell_type":"code","source":"img = PIL.Image.open(filepath + os.listdir(filepath)[1])\nimg_new = img.filter(PIL.ImageFilter.UnsharpMask(radius=1, percent=100))\nfig = plt.figure(1, figsize = (20, 20))\nplt.subplot(2,2,1)\nplt.imshow(img)\nplt.axis('off')\nplt.subplot(2,2,2)\nplt.imshow(img_new)\nplt.axis('off')","metadata":{"execution":{"iopub.status.busy":"2021-12-11T14:20:04.737735Z","iopub.execute_input":"2021-12-11T14:20:04.738211Z","iopub.status.idle":"2021-12-11T14:20:05.289705Z","shell.execute_reply.started":"2021-12-11T14:20:04.738177Z","shell.execute_reply":"2021-12-11T14:20:05.288941Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Now we apply our pre-processing to each image in train folder and rewrite them using the code below:","metadata":{}},{"cell_type":"code","source":"for i in tqdm(range(len(os.listdir(filepath)))):\n        pic_path = filepath + os.listdir(filepath)[i]\n        pic = PIL.Image.open(pic_path)\n        pic_sharp = pic.filter(PIL.ImageFilter.UnsharpMask(radius=2, percent=100))\n        pic_sharp.save(pic_path)","metadata":{"execution":{"iopub.status.busy":"2021-12-11T14:20:05.291055Z","iopub.execute_input":"2021-12-11T14:20:05.291464Z","iopub.status.idle":"2021-12-11T14:32:50.666797Z","shell.execute_reply.started":"2021-12-11T14:20:05.291428Z","shell.execute_reply":"2021-12-11T14:32:50.665893Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## Generate training - validation sets\nIn the cell below, I define the generators for both train and validation sets. Note that the normalization of input values (1./255 rescaling) is used in both cases. Also, I set the batchsize value to 128. The reason for it is the model I use is similar to VGG16 which uses 128 batchsize for training, but we'll cover this later on.\n","metadata":{}},{"cell_type":"code","source":"train_gen = ImageDataGenerator(rescale=1./255)\nval_gen = ImageDataGenerator(rescale=1./255)\nbatch_size = 128\n\n\ntrain_generator = train_gen.flow_from_dataframe(\n    dataframe = train_set,\n    directory = destination + '/train/',\n    x_col = 'file',\n    y_col = 'labels',\n    class_mode = 'categorical',\n    target_size = (224,224),\n    batch_size = batch_size\n)\n\n\nvalidation_generator = val_gen.flow_from_dataframe(\n    dataframe = val_set,\n    directory = destination + '/train/',\n    x_col = 'file',\n    y_col = 'labels',\n    class_mode = 'categorical',\n    target_size = (224,224),\n    batch_size = batch_size,\n    shuffle = False\n)","metadata":{"execution":{"iopub.status.busy":"2021-12-11T14:32:50.668486Z","iopub.execute_input":"2021-12-11T14:32:50.668772Z","iopub.status.idle":"2021-12-11T14:32:50.946460Z","shell.execute_reply.started":"2021-12-11T14:32:50.668736Z","shell.execute_reply":"2021-12-11T14:32:50.945528Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## Data augmentation\nIn this section we will define some light data augmentation to avoid the possible overfitting of the model and in further cells, when building it, data_augmentation will be its first step","metadata":{}},{"cell_type":"code","source":"data_augmentation = keras.Sequential(\n  [\n    layers.RandomFlip(\"horizontal\",\n                      input_shape=(224,\n                                  224,\n                                  3)),\n    layers.RandomRotation(0.1),\n    layers.RandomZoom(0.1),\n  ]\n)","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Model","metadata":{}},{"cell_type":"markdown","source":"## VGG16 overall & architecture","metadata":{}},{"cell_type":"markdown","source":"The model I build in the following section is inspired by the VGG16 architecture. Long story short, after AlexNet publication (the first CNN in using more than one consecutive convolutional layers)the VGG16 by K. Simonyan and A. Zisserman proposed similar idea of stacking convolutional layers without pooling in between, in order to improve the feature caption and overall model performance. My model is very similar to one of the VGG16 model configurations, yet sifnificantly more simple and doesn't require as much computational power as does his VGG16 analogue. You can find the standart VGG16 Architecture in the image down below:\n![StandartVGG16Architecture](https://www.researchgate.net/profile/Max-Ferguson/publication/322512435/figure/fig3/AS:697390994567179@1543282378794/Fig-A1-The-standard-VGG-16-network-architecture-as-proposed-in-32-Note-that-only.png)","metadata":{}},{"cell_type":"markdown","source":"## Build the model","metadata":{}},{"cell_type":"code","source":"input_shape = (224, 224, 3)\nn_class = 2\nkorobka = Sequential([\n    data_augmentation,\n    layers.Conv2D(32, (3, 3), activation='relu'),\n    layers.Conv2D(32, (3, 3), activation='relu'),\n    layers.MaxPooling2D(2, 2),\n    layers.Conv2D(64, (3, 3), activation='relu'),\n    layers.Conv2D(64, (3, 3), activation='relu'),\n    layers.MaxPooling2D(2, 2),\n    layers.Conv2D(128, (3, 3), activation='relu'),\n    layers.Conv2D(128, (3, 3), activation='relu'),\n    layers.MaxPooling2D(2, 2),\n    layers.Flatten(),\n    layers.Dense(512, activation='relu'),\n    layers.Dropout(0.5),\n    layers.Dense(2, activation = 'softmax')\n])","metadata":{"execution":{"iopub.status.busy":"2021-12-11T14:32:52.135683Z","iopub.execute_input":"2021-12-11T14:32:52.135984Z","iopub.status.idle":"2021-12-11T14:32:52.369393Z","shell.execute_reply.started":"2021-12-11T14:32:52.135944Z","shell.execute_reply":"2021-12-11T14:32:52.368677Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"korobka.compile(optimizer='adam', \n                  loss='categorical_crossentropy',\n                  metrics=['accuracy'])","metadata":{"execution":{"iopub.status.busy":"2021-12-11T14:32:52.373128Z","iopub.execute_input":"2021-12-11T14:32:52.373411Z","iopub.status.idle":"2021-12-11T14:32:52.387996Z","shell.execute_reply.started":"2021-12-11T14:32:52.373374Z","shell.execute_reply":"2021-12-11T14:32:52.387178Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## Model summary","metadata":{}},{"cell_type":"code","source":"korobka.summary()","metadata":{"execution":{"iopub.status.busy":"2021-12-11T14:32:52.389863Z","iopub.execute_input":"2021-12-11T14:32:52.390349Z","iopub.status.idle":"2021-12-11T14:32:52.405284Z","shell.execute_reply.started":"2021-12-11T14:32:52.390312Z","shell.execute_reply":"2021-12-11T14:32:52.404567Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## Callbacks","metadata":{}},{"cell_type":"markdown","source":"Early stopping callback is used to avoid overfitting during the training process of many neural networks, not only the CNN. It basically stops the model if an indicator (we can shoose one we want to monitor) doesn´t improve within the specified epochs of patience (3 in my case). Note that when setting the early stopping callback, we would rather monitor the validation set loss, than its accuracy score. In case we still want to monitor the accuracy instead of the loss (this may vary depending on the task) the *mode* argument needs to be set to *max*, because we want the maximum accuracy, but the minimum loss.","metadata":{}},{"cell_type":"code","source":"early_stopping = EarlyStopping(\n    monitor = \"val_loss\",\n    patience = 3,\n    verbose = 1,\n    mode = \"min\")\n\ncheckpoint = ModelCheckpoint(\n    monitor = \"val_accuracy\",\n    filepath = \"catdog_vgg16_.{epoch:02d}-{val_accuracy:.6f}.hdf5\",\n    verbose = 1,\n    save_best_only = True, \n    save_weights_only = True\n)","metadata":{"execution":{"iopub.status.busy":"2021-12-11T14:44:19.757833Z","iopub.execute_input":"2021-12-11T14:44:19.758333Z","iopub.status.idle":"2021-12-11T14:44:19.762246Z","shell.execute_reply.started":"2021-12-11T14:44:19.758294Z","shell.execute_reply":"2021-12-11T14:44:19.761614Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## Train the model","metadata":{}},{"cell_type":"code","source":"with tf.device('/device:GPU:0'):\n    epochs=40\n    history = korobka.fit_generator(train_generator, \n                            validation_data=validation_generator, \n                            epochs=epochs,\n                            validation_steps = val_set.shape[0] // batch_size,\n                            steps_per_epoch = train_set.shape[0] // batch_size, callbacks = [early_stopping])","metadata":{"execution":{"iopub.status.busy":"2021-12-11T14:44:21.498778Z","iopub.execute_input":"2021-12-11T14:44:21.499717Z","iopub.status.idle":"2021-12-11T15:43:03.238460Z","shell.execute_reply.started":"2021-12-11T14:44:21.499675Z","shell.execute_reply":"2021-12-11T15:43:03.237609Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Visualize training results","metadata":{}},{"cell_type":"code","source":"acc = history.history['accuracy']\nval_acc = history.history['val_accuracy']\n\nloss = history.history['loss']\nval_loss = history.history['val_loss']\n\nepochs_range = range(28)\n\nplt.figure(figsize=(8, 8))\nplt.subplot(1, 2, 1)\nplt.plot(epochs_range, acc, label='Training Accuracy')\nplt.plot(epochs_range, val_acc, label = 'Validation Accuracy')\nplt.legend(loc='lower right')\nplt.title('Training and Validation Accuracy')\n\nplt.subplot(1, 2, 2)\nplt.plot(epochs_range, loss, label='Training Loss')\nplt.plot(epochs_range, val_loss, label='Validation Loss')\nplt.legend(loc='upper right')\nplt.title('Training and Validation Loss')\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2021-12-11T15:44:05.331727Z","iopub.execute_input":"2021-12-11T15:44:05.332303Z","iopub.status.idle":"2021-12-11T15:44:05.678246Z","shell.execute_reply.started":"2021-12-11T15:44:05.332260Z","shell.execute_reply":"2021-12-11T15:44:05.677491Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Predict on validation set","metadata":{}},{"cell_type":"code","source":"with tf.device('/device:GPU:0'):\n    val_pred = korobka.predict(validation_generator, steps = np.ceil(val_set.shape[0] / batch_size))","metadata":{"execution":{"iopub.status.busy":"2021-12-11T15:44:12.198837Z","iopub.execute_input":"2021-12-11T15:44:12.199382Z","iopub.status.idle":"2021-12-11T15:44:23.355982Z","shell.execute_reply.started":"2021-12-11T15:44:12.199345Z","shell.execute_reply":"2021-12-11T15:44:23.355218Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"val_set['normalpreds'] = np.argmax(val_pred, axis = -1)\nlabels = dict((v,k) for k,v in train_generator.class_indices.items())\n\nval_set['normalpreds'] = val_set['normalpreds'].map(labels)","metadata":{"execution":{"iopub.status.busy":"2021-12-11T15:44:24.707797Z","iopub.execute_input":"2021-12-11T15:44:24.708079Z","iopub.status.idle":"2021-12-11T15:44:24.719736Z","shell.execute_reply.started":"2021-12-11T15:44:24.708048Z","shell.execute_reply":"2021-12-11T15:44:24.718798Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"val_set.head(20)","metadata":{"execution":{"iopub.status.busy":"2021-12-11T15:44:25.914039Z","iopub.execute_input":"2021-12-11T15:44:25.914307Z","iopub.status.idle":"2021-12-11T15:44:25.930162Z","shell.execute_reply.started":"2021-12-11T15:44:25.914278Z","shell.execute_reply":"2021-12-11T15:44:25.929319Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Interpret the results","metadata":{}},{"cell_type":"markdown","source":"## Confusion matrix","metadata":{}},{"cell_type":"code","source":"fig, ax = plt.subplots(figsize = (9, 6))\n\ncm = confusion_matrix(val_set[\"labels\"], val_set[\"normalpreds\"])\n\ndisp = ConfusionMatrixDisplay(confusion_matrix = cm, display_labels = [\"cat\", \"dog\"])\ndisp.plot(cmap = plt.cm.Blues, ax = ax)\n\nax.set_title(\"Validation Set\")\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2021-12-11T15:44:30.021190Z","iopub.execute_input":"2021-12-11T15:44:30.021903Z","iopub.status.idle":"2021-12-11T15:44:30.265284Z","shell.execute_reply.started":"2021-12-11T15:44:30.021861Z","shell.execute_reply":"2021-12-11T15:44:30.264325Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## Classification report","metadata":{}},{"cell_type":"code","source":"print(classification_report(val_set[\"labels\"], val_set[\"normalpreds\"]))","metadata":{"execution":{"iopub.status.busy":"2021-12-11T15:44:33.315785Z","iopub.execute_input":"2021-12-11T15:44:33.316415Z","iopub.status.idle":"2021-12-11T15:44:33.436675Z","shell.execute_reply.started":"2021-12-11T15:44:33.316374Z","shell.execute_reply":"2021-12-11T15:44:33.435836Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Conclusions\nThis section is dedicated to show all the versions of the model and the corresponding classification reports. It's easy to follow step by step either how I managed to improve the initial model or the changes and decisions made to do so.","metadata":{}},{"cell_type":"markdown","source":"## KOROBKA using data augmentation ","metadata":{}},{"cell_type":"markdown","source":"![korobka_v1.jpg](attachment:faf7c7ce-4537-4ba3-92dd-dccbce0a23ea.jpg)","metadata":{},"attachments":{"faf7c7ce-4537-4ba3-92dd-dccbce0a23ea.jpg":{"image/jpeg":"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"}}},{"cell_type":"markdown","source":"## KOROBKA using pre-processing and data augmentation","metadata":{}},{"cell_type":"markdown","source":"![korobka_v2.png](attachment:9e653a91-1d98-4a0e-a8cb-4223c81b5137.png)","metadata":{},"attachments":{"9e653a91-1d98-4a0e-a8cb-4223c81b5137.png":{"image/png":"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"}}},{"cell_type":"markdown","source":"## KOROBKA using pre-processing, data augmentation and dropout","metadata":{}},{"cell_type":"markdown","source":"![korobka_v3.png](attachment:fe7b89cc-daa2-4790-8c89-ba8f100d3d88.png)","metadata":{},"attachments":{"fe7b89cc-daa2-4790-8c89-ba8f100d3d88.png":{"image/png":"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"}}},{"cell_type":"markdown","source":"# Save the model","metadata":{}},{"cell_type":"code","source":"!mkdir -p saved_models\nkorobka.save('saved_models/korobka_v3')\nos.listdir('saved_models/korobka_v3')","metadata":{"execution":{"iopub.status.busy":"2021-12-11T15:48:55.368223Z","iopub.execute_input":"2021-12-11T15:48:55.368806Z","iopub.status.idle":"2021-12-11T15:48:59.849611Z","shell.execute_reply.started":"2021-12-11T15:48:55.368767Z","shell.execute_reply":"2021-12-11T15:48:59.847562Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Afterword\nThis is the last section of this notebook, and frankly, I am pretty satisfied with the work done so far. The final model shows 94% accuracy without trasfer learning neither complex structure or pre-processing, which is basically an outstanding result. Glad to claim this notebook has achieved all its prior goals.\nThank you very much for you attention, all the comments and suggestions are welcome.","metadata":{}}]}