{"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":"code","source":"# This Python 3 environment comes with many helpful analytics libraries installed\n# It is defined by the kaggle/python Docker image: https://github.com/kaggle/docker-python\n# For example, here's several helpful packages to load\n\nimport numpy as np # linear algebra\nimport pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n\n# Input data files are available in the read-only \"../input/\" directory\n# For example, running this (by clicking run or pressing Shift+Enter) will list all files under the input directory\n\nimport os\n# for dirname, _, filenames in os.walk('/kaggle/input'):\n#     for filename in filenames:\n#         print(os.path.join(dirname, filename))\n\nbase_path = '/kaggle/input/beginners-cats-and-dogs'\nprint(os.listdir(base_path))\n\n# You can write up to 20GB to the current directory (/kaggle/working/) that gets preserved as output when you create a version using \"Save & Run All\" \n# You can also write temporary files to /kaggle/temp/, but they won't be saved outside of the current session","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","execution":{"iopub.status.busy":"2021-06-06T06:00:32.349246Z","iopub.execute_input":"2021-06-06T06:00:32.349713Z","iopub.status.idle":"2021-06-06T06:00:32.363711Z","shell.execute_reply.started":"2021-06-06T06:00:32.349654Z","shell.execute_reply":"2021-06-06T06:00:32.361857Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## Load csv data","metadata":{}},{"cell_type":"code","source":"df_train = pd.read_csv(os.path.join(base_path, 'Train.csv'))\ndf_test = pd.read_csv(os.path.join(base_path, 'Test.csv'))\n\nprint(f'df_train.shape: {df_train.shape}')\ndisplay(df_train.head())\n\nprint(f'df_test.shape: {df_test.shape}')\ndisplay(df_test.head())","metadata":{"execution":{"iopub.status.busy":"2021-06-06T06:00:32.36981Z","iopub.execute_input":"2021-06-06T06:00:32.370094Z","iopub.status.idle":"2021-06-06T06:00:32.434116Z","shell.execute_reply.started":"2021-06-06T06:00:32.370064Z","shell.execute_reply":"2021-06-06T06:00:32.433044Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## Check image","metadata":{}},{"cell_type":"code","source":"%matplotlib inline\nfrom matplotlib.pyplot import imshow\nfrom PIL import Image\n\n# file path\nimg_path = os.path.join(base_path, 'testing_set', 'testing_set', 'testing_1.jpg')\n\n#read the image\nim = Image.open(img_path)\n\n#show image\nimshow(im)","metadata":{"execution":{"iopub.status.busy":"2021-06-06T06:00:32.435712Z","iopub.execute_input":"2021-06-06T06:00:32.436083Z","iopub.status.idle":"2021-06-06T06:00:32.622869Z","shell.execute_reply.started":"2021-06-06T06:00:32.436045Z","shell.execute_reply":"2021-06-06T06:00:32.621745Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"## training....","metadata":{"execution":{"iopub.status.busy":"2021-06-06T06:00:32.624276Z","iopub.execute_input":"2021-06-06T06:00:32.624577Z","iopub.status.idle":"2021-06-06T06:00:32.629332Z","shell.execute_reply.started":"2021-06-06T06:00:32.624547Z","shell.execute_reply":"2021-06-06T06:00:32.628336Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## After training, save output file for submit","metadata":{}},{"cell_type":"code","source":"# skip the training part  -> get predicted label of testing data\n\n# pred label\nmy_pred_label = np.random.choice(['0', '1'], len(df_test)) # the label is string format!\n\n# prepare submit dataframe\ndf_submit = pd.read_csv(os.path.join(base_path, 'Test.csv'))\ndf_submit['label'] = my_pred_label\n\ndisplay(df_submit.head())","metadata":{"execution":{"iopub.status.busy":"2021-06-06T06:00:32.630434Z","iopub.execute_input":"2021-06-06T06:00:32.630752Z","iopub.status.idle":"2021-06-06T06:00:32.659579Z","shell.execute_reply.started":"2021-06-06T06:00:32.630724Z","shell.execute_reply":"2021-06-06T06:00:32.658468Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"## save\ndf_submit.to_csv('./df_submit.csv', index=False)\nprint('save done!')","metadata":{"execution":{"iopub.status.busy":"2021-06-06T06:00:32.660987Z","iopub.execute_input":"2021-06-06T06:00:32.661272Z","iopub.status.idle":"2021-06-06T06:00:32.670154Z","shell.execute_reply.started":"2021-06-06T06:00:32.661231Z","shell.execute_reply":"2021-06-06T06:00:32.669011Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"### then you could submit this file and check your score on leaderboard","metadata":{}},{"cell_type":"markdown","source":"![image.png](attachment:ef801e10-1d89-4a81-b488-c38b8139c1c2.png)","metadata":{},"attachments":{"ef801e10-1d89-4a81-b488-c38b8139c1c2.png":{"image/png":"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"}}}]}