{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"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":"markdown","source":"# 1- Import Libraries","metadata":{}},{"cell_type":"code","source":"import os\nimport numpy as np\nimport pandas as pd\nimport random as rnd\nimport matplotlib.pyplot as plt\n%matplotlib inline\n\nfrom sklearn.model_selection import train_test_split\n\nimport keras\nfrom keras.models import Sequential\nfrom keras.utils import to_categorical\nfrom keras.preprocessing.image import load_img\nfrom keras.layers import Flatten, Dense, Dropout\nfrom keras.layers import Conv2D, MaxPool2D, BatchNormalization, Activation\n\nfrom tensorflow.keras.preprocessing.image import ImageDataGenerator\n\nprint(os.listdir(\"/kaggle/input/dogs-vs-cats\"))","metadata":{"execution":{"iopub.status.busy":"2024-10-31T15:05:12.51021Z","iopub.execute_input":"2024-10-31T15:05:12.510519Z","iopub.status.idle":"2024-10-31T15:05:26.505194Z","shell.execute_reply.started":"2024-10-31T15:05:12.510484Z","shell.execute_reply":"2024-10-31T15:05:26.504147Z"},"trusted":true},"execution_count":1,"outputs":[{"name":"stdout","text":"['test1.zip', 'train.zip', 'sampleSubmission.csv']\n","output_type":"stream"}]},{"cell_type":"markdown","source":"# 2- Data-Constants","metadata":{}},{"cell_type":"code","source":"FAST_RUN = False\nIMAGE_WIDTH=128\nIMAGE_HEIGHT=128\nIMAGE_CHANNELS=3\nIMAGE_SIZE=(IMAGE_WIDTH, IMAGE_HEIGHT)","metadata":{"execution":{"iopub.status.busy":"2024-10-31T15:05:38.142884Z","iopub.execute_input":"2024-10-31T15:05:38.14361Z","iopub.status.idle":"2024-10-31T15:05:38.148258Z","shell.execute_reply.started":"2024-10-31T15:05:38.143561Z","shell.execute_reply":"2024-10-31T15:05:38.147163Z"},"trusted":true},"execution_count":3,"outputs":[]},{"cell_type":"markdown","source":"# 3- Load DataSet","metadata":{}},{"cell_type":"markdown","source":"> ## Extract Compressed Files","metadata":{}},{"cell_type":"code","source":"import zipfile\n\npath = \"/kaggle/input/dogs-vs-cats\"\nfor zip_file in os.listdir(path)[:2]:\n    zipfile.ZipFile(f\"{path}/{zip_file}\", 'r').extractall(\".\")\n#     print(f\"{path}/{zip_file}\")\n    print(f\"{zip_file} unzipped\")","metadata":{"execution":{"iopub.status.busy":"2024-10-31T15:05:52.196812Z","iopub.execute_input":"2024-10-31T15:05:52.198033Z","iopub.status.idle":"2024-10-31T15:06:04.081561Z","shell.execute_reply.started":"2024-10-31T15:05:52.197976Z","shell.execute_reply":"2024-10-31T15:06:04.080561Z"},"trusted":true},"execution_count":4,"outputs":[{"name":"stdout","text":"test1.zip unzipped\ntrain.zip unzipped\n","output_type":"stream"}]},{"cell_type":"markdown","source":"# 4- Data Preprocessing","metadata":{}},{"cell_type":"markdown","source":"> ## Label Encoding","metadata":{}},{"cell_type":"code","source":"train_images = os.listdir(\"/kaggle/working/train\")\nCATEGORIES = []\n\nfor image_name in train_images:\n    class_name = image_name.split('.')[0]  # cat.588.jpg\n    CATEGORIES.append(0 if class_name=='cat' else 1)\n\ndf = pd.DataFrame({\"train_images\": train_images, \"CATEGORIES\": CATEGORIES})","metadata":{"execution":{"iopub.status.busy":"2024-10-31T15:06:10.999676Z","iopub.execute_input":"2024-10-31T15:06:11.000039Z","iopub.status.idle":"2024-10-31T15:06:11.046974Z","shell.execute_reply.started":"2024-10-31T15:06:11.000006Z","shell.execute_reply":"2024-10-31T15:06:11.046053Z"},"trusted":true},"execution_count":5,"outputs":[]},{"cell_type":"markdown","source":"> ## Show DataFrame","metadata":{}},{"cell_type":"code","source":"df.head()","metadata":{"execution":{"iopub.status.busy":"2024-10-31T15:06:21.013338Z","iopub.execute_input":"2024-10-31T15:06:21.014236Z","iopub.status.idle":"2024-10-31T15:06:21.033856Z","shell.execute_reply.started":"2024-10-31T15:06:21.014185Z","shell.execute_reply":"2024-10-31T15:06:21.032733Z"},"trusted":true},"execution_count":6,"outputs":[{"execution_count":6,"output_type":"execute_result","data":{"text/plain":"    train_images  CATEGORIES\n0  cat.10707.jpg           0\n1   cat.7916.jpg           0\n2   cat.7439.jpg           0\n3  dog.10067.jpg           1\n4  cat.10563.jpg           0","text/html":"<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>train_images</th>\n      <th>CATEGORIES</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>cat.10707.jpg</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>cat.7916.jpg</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>cat.7439.jpg</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>dog.10067.jpg</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>cat.10563.jpg</td>\n      <td>0</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"cell_type":"code","source":"df.tail()","metadata":{"execution":{"iopub.status.busy":"2024-10-31T15:06:24.45492Z","iopub.execute_input":"2024-10-31T15:06:24.455327Z","iopub.status.idle":"2024-10-31T15:06:24.466259Z","shell.execute_reply.started":"2024-10-31T15:06:24.455289Z","shell.execute_reply":"2024-10-31T15:06:24.465007Z"},"trusted":true},"execution_count":7,"outputs":[{"execution_count":7,"output_type":"execute_result","data":{"text/plain":"       train_images  CATEGORIES\n24995  cat.5321.jpg           0\n24996  dog.3973.jpg           1\n24997  cat.7595.jpg           0\n24998  dog.1634.jpg           1\n24999  cat.3639.jpg           0","text/html":"<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>train_images</th>\n      <th>CATEGORIES</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>24995</th>\n      <td>cat.5321.jpg</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>24996</th>\n      <td>dog.3973.jpg</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>24997</th>\n      <td>cat.7595.jpg</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>24998</th>\n      <td>dog.1634.jpg</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>24999</th>\n      <td>cat.3639.jpg</td>\n      <td>0</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"cell_type":"code","source":"df.describe()","metadata":{"execution":{"iopub.status.busy":"2024-10-31T15:06:33.593515Z","iopub.execute_input":"2024-10-31T15:06:33.593914Z","iopub.status.idle":"2024-10-31T15:06:33.613795Z","shell.execute_reply.started":"2024-10-31T15:06:33.593877Z","shell.execute_reply":"2024-10-31T15:06:33.61289Z"},"trusted":true},"execution_count":8,"outputs":[{"execution_count":8,"output_type":"execute_result","data":{"text/plain":"        CATEGORIES\ncount  25000.00000\nmean       0.50000\nstd        0.50001\nmin        0.00000\n25%        0.00000\n50%        0.50000\n75%        1.00000\nmax        1.00000","text/html":"<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>CATEGORIES</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>count</th>\n      <td>25000.00000</td>\n    </tr>\n    <tr>\n      <th>mean</th>\n      <td>0.50000</td>\n    </tr>\n    <tr>\n      <th>std</th>\n      <td>0.50001</td>\n    </tr>\n    <tr>\n      <th>min</th>\n      <td>0.00000</td>\n    </tr>\n    <tr>\n      <th>25%</th>\n      <td>0.00000</td>\n    </tr>\n    <tr>\n      <th>50%</th>\n      <td>0.50000</td>\n    </tr>\n    <tr>\n      <th>75%</th>\n      <td>1.00000</td>\n    </tr>\n    <tr>\n      <th>max</th>\n      <td>1.00000</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"cell_type":"code","source":"df[\"CATEGORIES\"].value_counts()","metadata":{"execution":{"iopub.status.busy":"2024-10-31T15:06:50.661168Z","iopub.execute_input":"2024-10-31T15:06:50.662067Z","iopub.status.idle":"2024-10-31T15:06:50.673512Z","shell.execute_reply.started":"2024-10-31T15:06:50.662024Z","shell.execute_reply":"2024-10-31T15:06:50.6725Z"},"trusted":true},"execution_count":9,"outputs":[{"execution_count":9,"output_type":"execute_result","data":{"text/plain":"CATEGORIES\n0    12500\n1    12500\nName: count, dtype: int64"},"metadata":{}}]},{"cell_type":"markdown","source":"> ## Visualize The Data","metadata":{}},{"cell_type":"code","source":"df[\"CATEGORIES\"].value_counts().plot.bar()","metadata":{"execution":{"iopub.status.busy":"2024-10-31T15:06:54.254538Z","iopub.execute_input":"2024-10-31T15:06:54.255293Z","iopub.status.idle":"2024-10-31T15:06:54.501845Z","shell.execute_reply.started":"2024-10-31T15:06:54.255256Z","shell.execute_reply":"2024-10-31T15:06:54.50092Z"},"trusted":true},"execution_count":10,"outputs":[{"execution_count":10,"output_type":"execute_result","data":{"text/plain":"<Axes: xlabel='CATEGORIES'>"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 640x480 with 1 Axes>","image/png":"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"},"metadata":{}}]},{"cell_type":"markdown","source":"> ## *From our data we have 12500 cats and 12500 dogs*","metadata":{}},{"cell_type":"markdown","source":"> ## Show Dimensions Of Images","metadata":{}},{"cell_type":"code","source":"shapes = []\n\nfor image in df[\"train_images\"]:\n    path = os.path.join(\"/kaggle/working/train\",image)\n    image_array = plt.imread(path)\n    shapes.append(image_array.shape)\n    \nprint(pd.Series(shapes).value_counts())\n\nindex = np.argmin(shapes)\nprint(f\"\\nThe Minimum Dimension is ==> {shapes[index]}\\n\")","metadata":{"execution":{"iopub.status.busy":"2024-10-31T15:07:06.723306Z","iopub.execute_input":"2024-10-31T15:07:06.724059Z","iopub.status.idle":"2024-10-31T15:07:37.207313Z","shell.execute_reply.started":"2024-10-31T15:07:06.724021Z","shell.execute_reply":"2024-10-31T15:07:37.206361Z"},"trusted":true},"execution_count":11,"outputs":[{"name":"stdout","text":"(374, 500, 3)    2955\n(375, 499, 3)    2912\n(499, 375, 3)     261\n(333, 499, 3)     229\n(500, 374, 3)     227\n                 ... \n(215, 207, 3)       1\n(293, 247, 3)       1\n(238, 180, 3)       1\n(288, 500, 3)       1\n(258, 239, 3)       1\nName: count, Length: 8513, dtype: int64\n\nThe Minimum Dimension is ==> (500, 296, 3)\n\n","output_type":"stream"}]},{"cell_type":"markdown","source":"> ## **See sample image**\n","metadata":{}},{"cell_type":"code","source":"sample = rnd.choice(train_images)\nimage = load_img(os.path.join(\"/kaggle/working/train\", sample))\nprint(type(image))\nplt.imshow(image)\nplt.axis(\"off\")\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2024-10-31T15:07:50.913252Z","iopub.execute_input":"2024-10-31T15:07:50.913725Z","iopub.status.idle":"2024-10-31T15:07:51.170089Z","shell.execute_reply.started":"2024-10-31T15:07:50.913687Z","shell.execute_reply":"2024-10-31T15:07:51.168946Z"},"trusted":true},"execution_count":12,"outputs":[{"name":"stdout","text":"<class 'PIL.JpegImagePlugin.JpegImageFile'>\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 640x480 with 1 Axes>","image/png":"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"},"metadata":{}}]},{"cell_type":"markdown","source":"> # Prepare data\n> Because we will use image genaretor with class_mode=\"categorical\". We need to convert column category into string. Then imagenerator will convert it one-hot encoding which is good for our classification.\n> So we will convert 1 to dog and 0 to cat","metadata":{}},{"cell_type":"code","source":"df[\"CATEGORIES\"] = df[\"CATEGORIES\"].replace({0: 'cat', 1: 'dog'})","metadata":{"execution":{"iopub.status.busy":"2024-10-31T15:07:57.098976Z","iopub.execute_input":"2024-10-31T15:07:57.099392Z","iopub.status.idle":"2024-10-31T15:07:57.107967Z","shell.execute_reply.started":"2024-10-31T15:07:57.099355Z","shell.execute_reply":"2024-10-31T15:07:57.107131Z"},"trusted":true},"execution_count":13,"outputs":[]},{"cell_type":"markdown","source":"> # Split Data","metadata":{}},{"cell_type":"code","source":"train_df, valid_df = train_test_split(df, test_size=0.30, random_state=42)\n\ntrain_df = train_df.reset_index(drop=True)\nvalid_df = valid_df.reset_index(drop=True)","metadata":{"execution":{"iopub.status.busy":"2024-10-31T15:08:07.147347Z","iopub.execute_input":"2024-10-31T15:08:07.14794Z","iopub.status.idle":"2024-10-31T15:08:07.162952Z","shell.execute_reply.started":"2024-10-31T15:08:07.147893Z","shell.execute_reply":"2024-10-31T15:08:07.162113Z"},"trusted":true},"execution_count":14,"outputs":[]},{"cell_type":"markdown","source":"> # Show tarin DataFrame","metadata":{}},{"cell_type":"code","source":"train_df['CATEGORIES'].value_counts()","metadata":{"execution":{"iopub.status.busy":"2024-10-31T15:08:19.651044Z","iopub.execute_input":"2024-10-31T15:08:19.651448Z","iopub.status.idle":"2024-10-31T15:08:19.661635Z","shell.execute_reply.started":"2024-10-31T15:08:19.65141Z","shell.execute_reply":"2024-10-31T15:08:19.660603Z"},"trusted":true},"execution_count":15,"outputs":[{"execution_count":15,"output_type":"execute_result","data":{"text/plain":"CATEGORIES\ncat    8807\ndog    8693\nName: count, dtype: int64"},"metadata":{}}]},{"cell_type":"code","source":"train_df['CATEGORIES'].value_counts().plot.bar()","metadata":{"execution":{"iopub.status.busy":"2024-10-31T15:08:22.498836Z","iopub.execute_input":"2024-10-31T15:08:22.499211Z","iopub.status.idle":"2024-10-31T15:08:22.703974Z","shell.execute_reply.started":"2024-10-31T15:08:22.499177Z","shell.execute_reply":"2024-10-31T15:08:22.703029Z"},"trusted":true},"execution_count":16,"outputs":[{"execution_count":16,"output_type":"execute_result","data":{"text/plain":"<Axes: xlabel='CATEGORIES'>"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 640x480 with 1 Axes>","image/png":"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"},"metadata":{}}]},{"cell_type":"markdown","source":"> # Show valid DataFrame","metadata":{}},{"cell_type":"code","source":"valid_df['CATEGORIES'].value_counts()","metadata":{"execution":{"iopub.status.busy":"2024-10-31T15:08:30.991161Z","iopub.execute_input":"2024-10-31T15:08:30.99189Z","iopub.status.idle":"2024-10-31T15:08:31.000519Z","shell.execute_reply.started":"2024-10-31T15:08:30.991852Z","shell.execute_reply":"2024-10-31T15:08:30.999579Z"},"trusted":true},"execution_count":17,"outputs":[{"execution_count":17,"output_type":"execute_result","data":{"text/plain":"CATEGORIES\ndog    3807\ncat    3693\nName: count, dtype: int64"},"metadata":{}}]},{"cell_type":"code","source":"valid_df['CATEGORIES'].value_counts().plot.bar()","metadata":{"execution":{"iopub.status.busy":"2024-10-31T15:08:33.024859Z","iopub.execute_input":"2024-10-31T15:08:33.025905Z","iopub.status.idle":"2024-10-31T15:08:33.251794Z","shell.execute_reply.started":"2024-10-31T15:08:33.025857Z","shell.execute_reply":"2024-10-31T15:08:33.250875Z"},"trusted":true},"execution_count":18,"outputs":[{"execution_count":18,"output_type":"execute_result","data":{"text/plain":"<Axes: xlabel='CATEGORIES'>"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 640x480 with 1 Axes>","image/png":"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"},"metadata":{}}]},{"cell_type":"markdown","source":"> # Data Augmentation","metadata":{}},{"cell_type":"code","source":"total_train = train_df.shape[0]\ntotal_validate = valid_df.shape[0]\nbatch_size=15","metadata":{"execution":{"iopub.status.busy":"2024-10-31T15:08:40.92899Z","iopub.execute_input":"2024-10-31T15:08:40.929878Z","iopub.status.idle":"2024-10-31T15:08:40.934543Z","shell.execute_reply.started":"2024-10-31T15:08:40.929836Z","shell.execute_reply":"2024-10-31T15:08:40.933314Z"},"trusted":true},"execution_count":20,"outputs":[]},{"cell_type":"markdown","source":"> ## Train Generator","metadata":{}},{"cell_type":"code","source":"df.head()","metadata":{"execution":{"iopub.status.busy":"2024-10-31T15:08:47.594991Z","iopub.execute_input":"2024-10-31T15:08:47.596003Z","iopub.status.idle":"2024-10-31T15:08:47.606903Z","shell.execute_reply.started":"2024-10-31T15:08:47.595949Z","shell.execute_reply":"2024-10-31T15:08:47.60596Z"},"trusted":true},"execution_count":21,"outputs":[{"execution_count":21,"output_type":"execute_result","data":{"text/plain":"    train_images CATEGORIES\n0  cat.10707.jpg        cat\n1   cat.7916.jpg        cat\n2   cat.7439.jpg        cat\n3  dog.10067.jpg        dog\n4  cat.10563.jpg        cat","text/html":"<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>train_images</th>\n      <th>CATEGORIES</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>cat.10707.jpg</td>\n      <td>cat</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>cat.7916.jpg</td>\n      <td>cat</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>cat.7439.jpg</td>\n      <td>cat</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>dog.10067.jpg</td>\n      <td>dog</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>cat.10563.jpg</td>\n      <td>cat</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"cell_type":"code","source":"train_datagen = 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)\n\ntrain_generator = train_datagen.flow_from_dataframe(\n    train_df, \n    \"/kaggle/working/train\", \n    x_col='train_images',\n    y_col='CATEGORIES',\n    target_size=IMAGE_SIZE,\n    class_mode='categorical',\n    batch_size=batch_size\n)","metadata":{"execution":{"iopub.status.busy":"2024-10-31T15:08:56.496294Z","iopub.execute_input":"2024-10-31T15:08:56.49669Z","iopub.status.idle":"2024-10-31T15:08:56.711164Z","shell.execute_reply.started":"2024-10-31T15:08:56.496653Z","shell.execute_reply":"2024-10-31T15:08:56.710389Z"},"trusted":true},"execution_count":22,"outputs":[{"name":"stdout","text":"Found 17500 validated image filenames belonging to 2 classes.\n","output_type":"stream"}]},{"cell_type":"markdown","source":"> # Valid Generator","metadata":{}},{"cell_type":"code","source":"valid_datagen = ImageDataGenerator(rescale=1./255)\n\nvalid_generator = valid_datagen.flow_from_dataframe(\n    valid_df, \n    \"/kaggle/working/train\", \n    x_col='train_images',\n    y_col='CATEGORIES',\n    target_size=IMAGE_SIZE,\n    class_mode='categorical',\n    batch_size=batch_size\n)","metadata":{"execution":{"iopub.status.busy":"2024-10-31T15:09:07.898622Z","iopub.execute_input":"2024-10-31T15:09:07.899004Z","iopub.status.idle":"2024-10-31T15:09:07.99658Z","shell.execute_reply.started":"2024-10-31T15:09:07.898967Z","shell.execute_reply":"2024-10-31T15:09:07.995838Z"},"trusted":true},"execution_count":23,"outputs":[{"name":"stdout","text":"Found 7500 validated image filenames belonging to 2 classes.\n","output_type":"stream"}]},{"cell_type":"markdown","source":"> # See how our generator work","metadata":{}},{"cell_type":"code","source":"example_df = train_df.sample(n=1) # take 1 image-sample\nprint(example_df, \"\\n\")\n\nexample_df= example_df.reset_index(drop=True)\nprint(example_df, \"\\n\")\n\nexample_generator = train_datagen.flow_from_dataframe(\n    example_df, \n    \"/kaggle/working/train\", \n    x_col='train_images',\n    y_col='CATEGORIES',\n    target_size=IMAGE_SIZE,\n    class_mode='categorical'\n)","metadata":{"execution":{"iopub.status.busy":"2024-10-31T15:09:12.761001Z","iopub.execute_input":"2024-10-31T15:09:12.761404Z","iopub.status.idle":"2024-10-31T15:09:12.776455Z","shell.execute_reply.started":"2024-10-31T15:09:12.761367Z","shell.execute_reply":"2024-10-31T15:09:12.77538Z"},"trusted":true},"execution_count":24,"outputs":[{"name":"stdout","text":"        train_images CATEGORIES\n13890  dog.10146.jpg        dog \n\n    train_images CATEGORIES\n0  dog.10146.jpg        dog \n\nFound 1 validated image filenames belonging to 1 classes.\n","output_type":"stream"}]},{"cell_type":"markdown","source":"> # Show Generated Images from One-Image","metadata":{}},{"cell_type":"code","source":"plt.figure(figsize=(12, 12))\nfor i in range(0, 15):\n    plt.subplot(5, 3, i+1)\n    for X_batch, Y_batch in example_generator:\n        image = X_batch[0]\n        plt.imshow(image)\n        plt.axis('off')\n        break\nplt.tight_layout()\nplt.show()","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# 5- Build The Model","metadata":{}},{"cell_type":"markdown","source":"![image](https://i.imgur.com/ebkMGGu.jpg)","metadata":{}},{"cell_type":"markdown","source":"> * **Input Layer**: It represent input image data. It will reshape image into single diminsion array. Example your image is 64x64 = 4096, it will convert to (4096,1) array.\n> * **Conv Layer**: This layer will extract features from image.\n> * **Pooling Layer**: This layerreduce the spatial volume of input image after convolution.\n> * **Fully Connected Layer**: It connect the network from a layer to another layer\n> * **Output Layer**: It is the predicted values layer.","metadata":{}},{"cell_type":"markdown","source":"> # Fit Model","metadata":{}},{"cell_type":"code","source":"model = Sequential([\n    Conv2D(32, (3, 3), activation='relu', input_shape=(IMAGE_WIDTH, IMAGE_HEIGHT, IMAGE_CHANNELS)),\n#     BatchNormalization(),\n    MaxPool2D(pool_size=(4,4)),\n    Dropout(rate=0.25),\n    \n    Conv2D(64, (3, 3), activation='relu'),\n    BatchNormalization(),\n    MaxPool2D(pool_size=(4,4)),\n    Dropout(rate=0.25),\n    \n    Conv2D(128, (3, 3), activation='relu'),\n    BatchNormalization(),\n    MaxPool2D(pool_size=(4,4)),\n    Dropout(rate=0.25),\n    \n    Flatten(),\n    \n    Dense(512, activation='relu'),\n    Dropout(rate=0.5),\n\n    Dense(2, activation='softmax') # 2 because we have cat and dog classes\n\n])\n\n# Compile\nmodel.compile(loss='categorical_crossentropy', optimizer='adam', metrics=['accuracy'])\n\n# Summary of Model\nmodel.summary()","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"> ## Callbacks","metadata":{}},{"cell_type":"code","source":"from keras.callbacks import EarlyStopping, ReduceLROnPlateau","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"> ### Early Stop\n> To prevent over fitting we will stop the learning after 10 epochs and val_loss value not decreased","metadata":{}},{"cell_type":"code","source":"earlystop = EarlyStopping(patience=5)","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"> ### Learning Rate Reduction\n> We will reduce the learning rate when then accuracy not increase for 2 steps","metadata":{}},{"cell_type":"code","source":"learning_rate_reduction = ReduceLROnPlateau(monitor='val_acc', \n                                            patience=2, \n                                            verbose=1, \n                                            factor=0.5, \n                                            min_lr=0.00001)\n\ncallbacks = [earlystop, learning_rate_reduction]","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"epochs = 3 if FAST_RUN else 10\n\nhistory = model.fit(train_generator,\n                    epochs=epochs,\n                    validation_data=valid_generator,\n#                     validation_steps=total_validate//batch_size, # 5000//15  = 333\n#                     steps_per_epoch=total_train//batch_size,     # 20000//15 = 1333\n                    callbacks=callbacks)","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"> # Visualize The Performance","metadata":{}},{"cell_type":"code","source":"accuracy = history.history[\"accuracy\"]\nval_accuracy = history.history[\"val_accuracy\"]\n\nloss = history.history[\"loss\"]\nval_loss = history.history[\"val_loss\"]\n\nepochs = range(len(accuracy))\n\nplt.figure(figsize=(12,6))\n\nplt.subplot(1,2,1)\nplt.plot(epochs, accuracy, 'bo', label=\"Train_Acc\")\nplt.plot(epochs, val_accuracy, 'r', label=\"val_Acc\")\nplt.legend(loc='best', shadow=True)\n\nplt.subplot(1,2,2)\nplt.plot(epochs, loss, 'bo', label=\"Train_Loss\")\nplt.plot(epochs, val_loss, 'r', label=\"val_Loss\")\nplt.legend(loc='best', shadow=True)\n\nplt.show()","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"> # The Epochs = 10 Only. We Can Increase The number of Epochs to Reach Suitable Accuracy.","metadata":{}},{"cell_type":"markdown","source":"> # Prepare Testing Data","metadata":{}},{"cell_type":"code","source":"test_file_names = os.listdir(\"/kaggle/working/test1\")\ntest_df = pd.DataFrame({'file_name': test_file_names})\n\ntotal_testing = test_df.shape[0]","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"> # Test The Model","metadata":{}},{"cell_type":"markdown","source":"> # Create Testing Generator","metadata":{}},{"cell_type":"code","source":"test_gen = ImageDataGenerator(rescale=1./255)\ntest_generator = test_gen.flow_from_dataframe(\n    test_df, \n    \"/kaggle/working/test1\", \n    x_col='file_name',\n    y_col=None,\n    class_mode=None,\n    target_size=IMAGE_SIZE,\n    batch_size=batch_size,\n    shuffle=False\n)","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"> # Predict","metadata":{}},{"cell_type":"code","source":"predictions = model.predict(test_generator)","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"> For categoral classication the prediction will come with probability of each category. So we will pick the category that have the highest probability with numpy average max","metadata":{}},{"cell_type":"code","source":"test_df[\"CATEGORIES\"] = np.argmax(predictions, axis=1)","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"> We will convert the predict category back into our generator classes by using train_generator.class_indices. It is the classes that image generator map while converting data into computer vision","metadata":{}},{"cell_type":"code","source":"label_map = dict((v,k) for k,v in train_generator.class_indices.items())\ntest_df['CATEGORIES'] = test_df['CATEGORIES'].replace(label_map)","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"> From our prepare data part. We map data with {1: 'dog', 0: 'cat'}. Now we will map the result back to dog is 1 and cat is 0\n\n","metadata":{}},{"cell_type":"code","source":"test_df['CATEGORIES'] = test_df['CATEGORIES'].replace({ 'dog': 1, 'cat': 0 })","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# 6- Visualize The Result","metadata":{}},{"cell_type":"code","source":"test_df[\"CATEGORIES\"].value_counts().plot.bar()","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"> # Show Predicted Images","metadata":{}},{"cell_type":"code","source":"sample_test = test_df.head(36)\n\nplt.figure(figsize=(15,15))\n\nfor index, row in sample_test.iterrows():\n    file_name = row['file_name']\n    category = row['CATEGORIES']\n    path = os.path.join(\"/kaggle/working/test1\", file_name)\n    img = load_img(path, target_size=IMAGE_SIZE)\n    plt.subplot(6,6,index+1)\n    plt.imshow(img)\n    plt.title(f\"{file_name}\\n is ==> {'cat' if category==0 else 'dog'}\")\n    plt.axis('off')\nplt.tight_layout()\nplt.show()","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# 7- Save The Model","metadata":{}},{"cell_type":"code","source":"model.save(\"CNN.h5\")\nmodel.save_weights(\"CNN.weights.h5\")","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# 8- Submission","metadata":{}},{"cell_type":"code","source":"submission_df = test_df.copy()\nsubmission_df['id'] = submission_df['file_name'].str.split('.').str[0]\nsubmission_df['label'] = submission_df['CATEGORIES']\nsubmission_df.drop(['file_name', 'CATEGORIES'], axis=1, inplace=True)\nsubmission_df.to_csv(\"submission.csv\", index=False)","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"!wget https://wl-genial.cf.tsp.li/resize/728x/jpg/27e/3ac/d457dd54cdbe4443445792ccb8.jpg\nimagen = load_img('d457dd54cdbe4443445792ccb8.jpg', target_size=IMAGE_SIZE)\nimg = np.expand_dims(imagen, 0) # make 'batch' of 1\npred = model.predict(img)\n#pred = labels[\"label_names\"][np.argmax(pred)]\ncategory = np.argmax(pred)\nplt.imshow(imagen)\nplt.title(f\"esa imagen es \\n ==> {'cat' if category==0 else 'dog'}\")\nplt.axis('off')\nplt.tight_layout()\nplt.show()","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"!wget https://oglebay.com/wp-content/uploads/2022/06/IMG_5670_M-e1654806092422.jpg\nimagen = load_img('IMG_5670_M-e1654806092422.jpg', target_size=IMAGE_SIZE)\nimg = np.expand_dims(imagen, 0) # make 'batch' of 1\npred = model.predict(img)\n#pred = labels[\"label_names\"][np.argmax(pred)]\ncategory = np.argmax(pred)\nplt.imshow(imagen)\nplt.title(f\"esa imagen es \\n ==> {'cat' if category==0 else 'dog'}\")\nplt.axis('off')\nplt.tight_layout()\nplt.show()","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]}]}