{"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":"## Cat vs Dog\n![](https://storage.googleapis.com/petbacker/images/blog/2017/dog-and-cat-cover.jpg)","metadata":{}},{"cell_type":"markdown","source":"## Importing Required libraries","metadata":{}},{"cell_type":"code","source":"import numpy as np\nimport pandas as pd\n\nimport matplotlib.pyplot as plt\nimport seaborn as sns\nsns.set_style('darkgrid')\n\nimport os\nimport random\nimport keras\n\nimport warnings\nwarnings.filterwarnings('ignore')\n\nfrom keras.preprocessing.image import load_img\nfrom keras.preprocessing.image import img_to_array\nfrom sklearn.model_selection import train_test_split\nfrom keras.preprocessing.image import ImageDataGenerator\nfrom keras.callbacks import EarlyStopping, ReduceLROnPlateau","metadata":{"execution":{"iopub.status.busy":"2021-12-26T12:16:46.583636Z","iopub.execute_input":"2021-12-26T12:16:46.584008Z","iopub.status.idle":"2021-12-26T12:16:51.844850Z","shell.execute_reply.started":"2021-12-26T12:16:46.583928Z","shell.execute_reply":"2021-12-26T12:16:51.844108Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## Extracting Files","metadata":{}},{"cell_type":"code","source":"import zipfile\nwith zipfile.ZipFile(\"../input/dogs-vs-cats/train.zip\",'r') as z:\n    z.extractall(\".\")\nwith zipfile.ZipFile(\"../input/dogs-vs-cats/test1.zip\",'r') as z:\n    z.extractall(\".\")","metadata":{"execution":{"iopub.status.busy":"2021-12-26T12:17:46.010132Z","iopub.execute_input":"2021-12-26T12:17:46.010504Z","iopub.status.idle":"2021-12-26T12:18:03.481324Z","shell.execute_reply.started":"2021-12-26T12:17:46.010474Z","shell.execute_reply":"2021-12-26T12:18:03.480543Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"filenames = os.listdir('/kaggle/working/train')\ncategories = []\nfor filename in filenames:\n    category = filename.split('.')[0]\n    if category == 'dog':\n        categories.append(str(1))\n    else:\n        categories.append(str(0))\n\ndf = pd.DataFrame({\n    'filename': filenames,\n    'category': categories\n})","metadata":{"execution":{"iopub.status.busy":"2021-12-26T12:18:03.485207Z","iopub.execute_input":"2021-12-26T12:18:03.485500Z","iopub.status.idle":"2021-12-26T12:18:03.530469Z","shell.execute_reply.started":"2021-12-26T12:18:03.485473Z","shell.execute_reply":"2021-12-26T12:18:03.529558Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## Exploratory Data Analysis","metadata":{}},{"cell_type":"code","source":"df['category'] = df[\"category\"].replace({0: 'cat', 1: 'dog'}) ","metadata":{"execution":{"iopub.status.busy":"2021-12-26T12:18:03.531740Z","iopub.execute_input":"2021-12-26T12:18:03.532075Z","iopub.status.idle":"2021-12-26T12:18:03.550409Z","shell.execute_reply.started":"2021-12-26T12:18:03.532042Z","shell.execute_reply":"2021-12-26T12:18:03.549593Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"df.head() , df.tail()","metadata":{"execution":{"iopub.status.busy":"2021-12-24T06:11:27.635377Z","iopub.execute_input":"2021-12-24T06:11:27.635708Z","iopub.status.idle":"2021-12-24T06:11:27.650167Z","shell.execute_reply.started":"2021-12-24T06:11:27.635679Z","shell.execute_reply":"2021-12-24T06:11:27.649452Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"sns.countplot(df['category'], palette='cool')","metadata":{"execution":{"iopub.status.busy":"2021-12-26T12:26:35.298311Z","iopub.execute_input":"2021-12-26T12:26:35.298716Z","iopub.status.idle":"2021-12-26T12:26:35.473557Z","shell.execute_reply.started":"2021-12-26T12:26:35.298676Z","shell.execute_reply":"2021-12-26T12:26:35.471960Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"![download.png](attachment:520a7d7b-77a4-4fef-9558-c0ecdda8eb45.png)","metadata":{},"attachments":{"520a7d7b-77a4-4fef-9558-c0ecdda8eb45.png":{"image/png":"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"}}},{"cell_type":"markdown","source":"## Visualizing Data\n##### Run this cell again and again, it will randomly show image from our dataset.","metadata":{}},{"cell_type":"code","source":"sample = filenames[473]\nimage = load_img(\"/kaggle/working/train/\"+sample)\nplt.imshow(image)","metadata":{"execution":{"iopub.status.busy":"2021-12-26T12:26:01.086040Z","iopub.execute_input":"2021-12-26T12:26:01.086372Z","iopub.status.idle":"2021-12-26T12:26:01.311288Z","shell.execute_reply.started":"2021-12-26T12:26:01.086322Z","shell.execute_reply":"2021-12-26T12:26:01.310440Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"![download.png](attachment:0be8ceb3-0daf-499f-a809-bf539b5669c6.png)","metadata":{},"attachments":{"0be8ceb3-0daf-499f-a809-bf539b5669c6.png":{"image/png":"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"}}},{"cell_type":"markdown","source":"## Splitting of Dataset","metadata":{}},{"cell_type":"code","source":"train_data, valid_data = train_test_split(df, test_size=0.2, random_state = 42)\ntrain_data = train_data.reset_index(drop=True)\nvalid_data = valid_data.reset_index(drop=True)","metadata":{"execution":{"iopub.status.busy":"2021-12-26T12:27:04.763216Z","iopub.execute_input":"2021-12-26T12:27:04.763566Z","iopub.status.idle":"2021-12-26T12:27:04.774276Z","shell.execute_reply.started":"2021-12-26T12:27:04.763536Z","shell.execute_reply":"2021-12-26T12:27:04.773436Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## Generating Training Data","metadata":{}},{"cell_type":"code","source":"train_data_gen = ImageDataGenerator(\n    rotation_range=15,\n    rescale=1./255,\n    shear_range=0.1,\n    zoom_range=0.2,\n    horizontal_flip=True,\n    width_shift_range=0.1,\n    height_shift_range=0.1\n)","metadata":{"execution":{"iopub.status.busy":"2021-12-26T12:27:05.421946Z","iopub.execute_input":"2021-12-26T12:27:05.422284Z","iopub.status.idle":"2021-12-26T12:27:05.427706Z","shell.execute_reply.started":"2021-12-26T12:27:05.422255Z","shell.execute_reply":"2021-12-26T12:27:05.426467Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train_generator = train_data_gen.flow_from_dataframe(\n    train_data, \n    \"/kaggle/working/train/\", \n    x_col='filename',\n    y_col='category',\n    target_size=(128,128),\n    class_mode='categorical',\n    batch_size=15\n)","metadata":{"execution":{"iopub.status.busy":"2021-12-26T12:27:05.683097Z","iopub.execute_input":"2021-12-26T12:27:05.683436Z","iopub.status.idle":"2021-12-26T12:27:05.904598Z","shell.execute_reply.started":"2021-12-26T12:27:05.683404Z","shell.execute_reply":"2021-12-26T12:27:05.903646Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## Generating Validation Data","metadata":{}},{"cell_type":"code","source":"valid_data_gen = ImageDataGenerator(rescale=1./255)\n\nvalid_generator = valid_data_gen.flow_from_dataframe(\n    valid_data, \n    \"/kaggle/working/train/\", \n    x_col='filename',\n    y_col='category',\n    target_size=(128,128),\n    class_mode='categorical',\n    batch_size=15\n)","metadata":{"execution":{"iopub.status.busy":"2021-12-26T12:27:06.647152Z","iopub.execute_input":"2021-12-26T12:27:06.647664Z","iopub.status.idle":"2021-12-26T12:27:06.710388Z","shell.execute_reply.started":"2021-12-26T12:27:06.647628Z","shell.execute_reply":"2021-12-26T12:27:06.709448Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## *Deep CNN Model*","metadata":{}},{"cell_type":"code","source":"model = keras.models.Sequential([\n                         keras.layers.Conv2D(filters=64, kernel_size=3, strides=(1,1), padding='valid',activation= 'relu', input_shape=(128,128,3)),\n                         keras.layers.MaxPooling2D(pool_size=(2,2)),\n                         keras.layers.Conv2D(filters=128, kernel_size=3, strides=(2,2), padding='same', activation='relu'),\n                         keras.layers.MaxPooling2D(pool_size=(2,2)),\n                         keras.layers.Conv2D(filters=64, kernel_size=3, strides=(2,2), padding='same', activation='relu'),\n                         keras.layers.MaxPooling2D(pool_size=(2,2)),\n                         keras.layers.Flatten(),\n                         keras.layers.Dense(units=128, activation='relu'),\n                         keras.layers.Dropout(0.25),\n                         keras.layers.Dense(units=256, activation='relu'),\n                         keras.layers.Dropout(0.5),\n                         keras.layers.Dense(units=256, activation='relu'),\n                         keras.layers.Dropout(0.25),                        \n                         keras.layers.Dense(units=128, activation='relu'),\n                         keras.layers.Dropout(0.10),                         \n                         keras.layers.Dense(units=2, activation='softmax')\n])\nmodel.summary()","metadata":{"execution":{"iopub.status.busy":"2021-12-26T12:27:07.606999Z","iopub.execute_input":"2021-12-26T12:27:07.607305Z","iopub.status.idle":"2021-12-26T12:27:07.698756Z","shell.execute_reply.started":"2021-12-26T12:27:07.607277Z","shell.execute_reply":"2021-12-26T12:27:07.698036Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"##### This will show how our model architecture looks like in the form of an image.","metadata":{}},{"cell_type":"code","source":"keras.utils.plot_model(model, 'model.png')","metadata":{"execution":{"iopub.status.busy":"2021-12-26T12:27:10.103901Z","iopub.execute_input":"2021-12-26T12:27:10.104266Z","iopub.status.idle":"2021-12-26T12:27:10.642553Z","shell.execute_reply.started":"2021-12-26T12:27:10.104234Z","shell.execute_reply":"2021-12-26T12:27:10.641656Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"![download.png](attachment:de574804-1f50-4b1f-8661-9f19a253dfb9.png)","metadata":{},"attachments":{"de574804-1f50-4b1f-8661-9f19a253dfb9.png":{"image/png":"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"}}},{"cell_type":"code","source":"model.compile(optimizer='adam', loss= 'categorical_crossentropy', metrics=['accuracy'])","metadata":{"execution":{"iopub.status.busy":"2021-12-24T06:12:14.40011Z","iopub.execute_input":"2021-12-24T06:12:14.400462Z","iopub.status.idle":"2021-12-24T06:12:14.415167Z","shell.execute_reply.started":"2021-12-24T06:12:14.400427Z","shell.execute_reply":"2021-12-24T06:12:14.414067Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## Callbacks","metadata":{}},{"cell_type":"code","source":"earlystop = EarlyStopping(patience = 10)\nlearning_rate_reduction = ReduceLROnPlateau(monitor='val_acc', patience=2, verbose=1, factor=0.5, min_lr=0.00001)\ncallbacks = [earlystop, learning_rate_reduction]","metadata":{"execution":{"iopub.status.busy":"2021-12-24T06:12:18.460252Z","iopub.execute_input":"2021-12-24T06:12:18.46061Z","iopub.status.idle":"2021-12-24T06:12:18.46541Z","shell.execute_reply.started":"2021-12-24T06:12:18.460577Z","shell.execute_reply":"2021-12-24T06:12:18.464531Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## Model Training","metadata":{}},{"cell_type":"code","source":"total_train = train_data.shape[0]\ntotal_validate = valid_data.shape[0]\nbatch_size=15\nepochs=30","metadata":{"execution":{"iopub.status.busy":"2021-12-24T06:18:03.120923Z","iopub.execute_input":"2021-12-24T06:18:03.12127Z","iopub.status.idle":"2021-12-24T06:18:03.126167Z","shell.execute_reply.started":"2021-12-24T06:18:03.121237Z","shell.execute_reply":"2021-12-24T06:18:03.125082Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"history = model.fit(train_generator, epochs=epochs, verbose=1, validation_data=valid_generator,\n                   validation_steps=total_validate//batch_size,\n                   steps_per_epoch=total_train//batch_size,\n                   callbacks=callbacks) ","metadata":{"execution":{"iopub.status.busy":"2021-12-24T06:15:16.161525Z","iopub.execute_input":"2021-12-24T06:15:16.161856Z","iopub.status.idle":"2021-12-24T06:17:29.107378Z","shell.execute_reply.started":"2021-12-24T06:15:16.161825Z","shell.execute_reply":"2021-12-24T06:17:29.106561Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## Saving Model","metadata":{}},{"cell_type":"code","source":"model.save('cat-vs-dog-model.h5')","metadata":{"execution":{"iopub.status.busy":"2021-12-24T06:17:32.095577Z","iopub.execute_input":"2021-12-24T06:17:32.095897Z","iopub.status.idle":"2021-12-24T06:17:32.1569Z","shell.execute_reply.started":"2021-12-24T06:17:32.095867Z","shell.execute_reply":"2021-12-24T06:17:32.156042Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## Model Plotting","metadata":{}},{"cell_type":"code","source":"fig, (ax1, ax2) = plt.subplots(2, 1, figsize=(12, 12))\nax1.plot(history.history['loss'], color='b', label=\"Training loss\")\nax1.plot(history.history['val_loss'], color='r', label=\"validation loss\")\nax1.set_xticks(np.arange(1, epochs, 1))\nax1.set_yticks(np.arange(0, 1, 0.1))\n\nax2.plot(history.history['accuracy'], color='b', label=\"Training accuracy\")\nax2.plot(history.history['val_accuracy'], color='r',label=\"Validation accuracy\")\nax2.set_xticks(np.arange(1, epochs, 1))\n\nlegend = plt.legend(loc='best', shadow=True)\nplt.tight_layout()\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2021-12-24T06:18:26.730407Z","iopub.execute_input":"2021-12-24T06:18:26.73076Z","iopub.status.idle":"2021-12-24T06:18:27.220671Z","shell.execute_reply.started":"2021-12-24T06:18:26.730732Z","shell.execute_reply":"2021-12-24T06:18:27.219904Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"![](https://www.kaggleusercontent.com/kf/83339988/eyJhbGciOiJkaXIiLCJlbmMiOiJBMTI4Q0JDLUhTMjU2In0..OoD3pShREofW9RIKSxkxqQ.ib5uZ1oEnBQ84_IFiN2dhTnWsu3dg3sgq9B8nC038eKD80EctLNsJT6FmBzAENC-4y1xpEO_sttfF9X3In7U13KhpWOg0Tew-RV5VG8X_IEpPfGHeBl759zgTL91WraUpnbEFEiyUDOd-re1ayrfoYiSsi6-OFHdC6osNCMFUiXriZsfkjYMod2uYpldQAzhtCNIIjVgVkdUP5db3KBozW-LAxsOSRmbfrZtdqnOIe-ypjXLVyKrBwugIMUVcya3CT-dym0ztY1vu60Pl3ENMAI1TdaORnx690PvFE7VgLCfAsf8BhUljSdmTnifBMVb8LIsG0i__35Rgt3aHaHaZ5xgrOPKI4RUFpXyY39ET3qE3q_U0S2xvH46CId0TD_CWZuVx17-KyhYwHUBKcFzOTrB7zunf7jTHbUWDi0rMlRCq7LWSq_OweR-4OP_fRrGc9Rf64dXhjStmtGCbdjXAO2Bj_Q5BcUFCzzS3xS5sqzYs0NsenrlFFJeZ1IG7lD2NJX2KiuJBsXZGpU74HgtPUk1NGYREWZSKtSkkoPjwoIO78MJq0WJ5eepgeHX1koTgob0wdFuFvbP0X0OOrDGb70x0WKjhVPg-_f2be_XwfKUW4jG4S472ZzkFsSVhh0OMkVEr3xBi03zP8FiYKhS8AAO4slPb0oOaA6NiBSG6iMrnmdBAw1VxxsvIFvHnFceqw6AAAIlphNbAdILuPKLmw.mvOImk3jGmNo3HEtkjau6A/__results___files/__results___32_0.png)","metadata":{}},{"cell_type":"markdown","source":"## Model Testing","metadata":{}},{"cell_type":"code","source":"nb_samples = valid_data.shape[0]\npredict = model.predict(valid_generator, steps=np.ceil(nb_samples/batch_size))","metadata":{"execution":{"iopub.status.busy":"2021-12-24T06:21:54.23584Z","iopub.execute_input":"2021-12-24T06:21:54.236175Z","iopub.status.idle":"2021-12-24T06:22:05.769197Z","shell.execute_reply.started":"2021-12-24T06:21:54.236142Z","shell.execute_reply":"2021-12-24T06:22:05.768397Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"valid_data['category'] = np.argmax(predict, axis=-1)\nlabel_map = dict((v,k) for k,v in train_generator.class_indices.items())\nvalid_data['category'] = valid_data['category'].replace(label_map)\nvalid_data['category'] = valid_data['category'].replace({ 'dog': 1, 'cat': 0 })","metadata":{"execution":{"iopub.status.busy":"2021-12-24T06:24:31.706147Z","iopub.execute_input":"2021-12-24T06:24:31.706493Z","iopub.status.idle":"2021-12-24T06:24:31.71744Z","shell.execute_reply.started":"2021-12-24T06:24:31.706448Z","shell.execute_reply":"2021-12-24T06:24:31.716561Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# make a prediction for a new image.\n\nsample = filenames[60]\nimage = load_img(\"/kaggle/working/train/\"+sample, target_size=(128,128))\n\nimg = img_to_array(image)\nimg = img.reshape(1, 128, 128, 3)\nimg = img.astype('float32')\n\nresult = model.predict(img)\nresult = np.argmax(result, axis=-1)\n\nif result == 0:\n    print(\"It's a Cat.\")\nelse:\n    print(\"It's a Dog.\")\n    \nplt.imshow(image)","metadata":{"execution":{"iopub.status.busy":"2021-12-24T06:48:47.694387Z","iopub.execute_input":"2021-12-24T06:48:47.694734Z","iopub.status.idle":"2021-12-24T06:48:47.895895Z","shell.execute_reply.started":"2021-12-24T06:48:47.694705Z","shell.execute_reply":"2021-12-24T06:48:47.895022Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"![Sample 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"}}}]}