{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.10.12","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"kaggle":{"accelerator":"nvidiaTeslaT4","dataSources":[{"sourceId":22962,"databundleVersionId":3171193,"sourceType":"competition"}],"dockerImageVersionId":30919,"isInternetEnabled":true,"language":"python","sourceType":"notebook","isGpuEnabled":true}},"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\nfor dirname, _, filenames in os.walk('/kaggle/input'):\n    for filename in filenames:\n        print(os.path.join(dirname, filename))\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 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happy-whale-and-dolphin/test_images/b832b92453eeb8.jpg\n/kaggle/input/happy-whale-and-dolphin/test_images/f9529e75da5e58.jpg\n/kaggle/input/happy-whale-and-dolphin/test_images/bc838072d547d6.jpg\n/kaggle/input/happy-whale-and-dolphin/test_images/86d04abc9edc77.jpg\n/kaggle/input/happy-whale-and-dolphin/test_images/6ac92734a7a79c.jpg\n/kaggle/input/happy-whale-and-dolphin/test_images/fd76f15bdb7384.jpg\n/kaggle/input/happy-whale-and-dolphin/test_images/27534dacb32844.jpg\n/kaggle/input/happy-whale-and-dolphin/test_images/ed5868e5fb3eba.jpg\n/kaggle/input/happy-whale-and-dolphin/test_images/986ecc6cb6959c.jpg\n/kaggle/input/happy-whale-and-dolphin/test_images/fd19816a92886f.jpg\n/kaggle/input/happy-whale-and-dolphin/test_images/c58c2f75688a31.jpg\n/kaggle/input/happy-whale-and-dolphin/test_images/ac8c7cf2661d3e.jpg\n","output_type":"stream"}],"execution_count":1},{"cell_type":"code","source":"import numpy as np\nimport pandas as pd\nimport matplotlib.pyplot as plt\n%matplotlib inline\nimport seaborn as sns\nimport tensorflow as tf\nfrom sklearn.metrics import confusion_matrix, classification_report\nfrom sklearn.model_selection import train_test_split\nfrom tensorflow.keras.applications import ResNet50\nfrom pathlib import Path\nimport os.path","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-02-22T08:55:14.914138Z","iopub.execute_input":"2025-02-22T08:55:14.914494Z","iopub.status.idle":"2025-02-22T08:55:14.920222Z","shell.execute_reply.started":"2025-02-22T08:55:14.914467Z","shell.execute_reply":"2025-02-22T08:55:14.919402Z"}},"outputs":[],"execution_count":4},{"cell_type":"code","source":"tf.config.list_physical_devices('GPU')\ntf.test.gpu_device_name()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-02-22T08:55:16.274198Z","iopub.execute_input":"2025-02-22T08:55:16.274476Z","iopub.status.idle":"2025-02-22T08:55:16.283573Z","shell.execute_reply.started":"2025-02-22T08:55:16.274456Z","shell.execute_reply":"2025-02-22T08:55:16.2829Z"}},"outputs":[{"execution_count":5,"output_type":"execute_result","data":{"text/plain":"'/device:GPU:0'"},"metadata":{}}],"execution_count":5},{"cell_type":"code","source":"gpus = tf.config.list_physical_devices('GPU')\nif gpus:\n  try:\n    tf.config.set_logical_device_configuration(\n        gpus[0],\n        [tf.config.LogicalDeviceConfiguration(memory_limit=12288)])\n    logical_gpus = tf.config.list_logical_devices('GPU')\n    print(len(gpus), \"Physical GPUs,\", len(logical_gpus), \"Logical GPUs\")\n  except RuntimeError as e:\n    print(e)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-02-22T08:55:17.781586Z","iopub.execute_input":"2025-02-22T08:55:17.78186Z","iopub.status.idle":"2025-02-22T08:55:17.794828Z","shell.execute_reply.started":"2025-02-22T08:55:17.781839Z","shell.execute_reply":"2025-02-22T08:55:17.794109Z"}},"outputs":[{"name":"stdout","text":"2 Physical GPUs, 2 Logical GPUs\n","output_type":"stream"}],"execution_count":6},{"cell_type":"code","source":"!nvidia-smi","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-02-22T08:55:22.050056Z","iopub.execute_input":"2025-02-22T08:55:22.05039Z","iopub.status.idle":"2025-02-22T08:55:22.285886Z","shell.execute_reply.started":"2025-02-22T08:55:22.050363Z","shell.execute_reply":"2025-02-22T08:55:22.284858Z"}},"outputs":[{"name":"stdout","text":"Sat Feb 22 08:55:22 2025       \n+-----------------------------------------------------------------------------------------+\n| NVIDIA-SMI 560.35.03              Driver Version: 560.35.03      CUDA Version: 12.6     |\n|-----------------------------------------+------------------------+----------------------+\n| GPU  Name                 Persistence-M | Bus-Id          Disp.A | Volatile Uncorr. ECC |\n| Fan  Temp   Perf          Pwr:Usage/Cap |           Memory-Usage | GPU-Util  Compute M. |\n|                                         |                        |               MIG M. |\n|=========================================+========================+======================|\n|   0  Tesla T4                       Off |   00000000:00:04.0 Off |                    0 |\n| N/A   60C    P0             29W /   70W |     103MiB /  15360MiB |      0%      Default |\n|                                         |                        |                  N/A |\n+-----------------------------------------+------------------------+----------------------+\n|   1  Tesla T4                       Off |   00000000:00:05.0 Off |                    0 |\n| N/A   60C    P0             31W /   70W |     103MiB /  15360MiB |      0%      Default |\n|                                         |                        |                  N/A |\n+-----------------------------------------+------------------------+----------------------+\n                                                                                         \n+-----------------------------------------------------------------------------------------+\n| Processes:                                                                              |\n|  GPU   GI   CI        PID   Type   Process name                              GPU Memory |\n|        ID   ID                                                               Usage      |\n|=========================================================================================|\n+-----------------------------------------------------------------------------------------+\n","output_type":"stream"}],"execution_count":7},{"cell_type":"code","source":"train_csv = pd.read_csv('/kaggle/input/happy-whale-and-dolphin/train.csv')\ntrain_csv.head()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-02-22T08:55:26.285421Z","iopub.execute_input":"2025-02-22T08:55:26.285723Z","iopub.status.idle":"2025-02-22T08:55:26.395433Z","shell.execute_reply.started":"2025-02-22T08:55:26.285698Z","shell.execute_reply":"2025-02-22T08:55:26.394513Z"}},"outputs":[{"execution_count":8,"output_type":"execute_result","data":{"text/plain":"                image             species individual_id\n0  00021adfb725ed.jpg  melon_headed_whale  cadddb1636b9\n1  000562241d384d.jpg      humpback_whale  1a71fbb72250\n2  0007c33415ce37.jpg  false_killer_whale  60008f293a2b\n3  0007d9bca26a99.jpg  bottlenose_dolphin  4b00fe572063\n4  00087baf5cef7a.jpg      humpback_whale  8e5253662392","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>image</th>\n      <th>species</th>\n      <th>individual_id</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>00021adfb725ed.jpg</td>\n      <td>melon_headed_whale</td>\n      <td>cadddb1636b9</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>000562241d384d.jpg</td>\n      <td>humpback_whale</td>\n      <td>1a71fbb72250</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>0007c33415ce37.jpg</td>\n      <td>false_killer_whale</td>\n      <td>60008f293a2b</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>0007d9bca26a99.jpg</td>\n      <td>bottlenose_dolphin</td>\n      <td>4b00fe572063</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>00087baf5cef7a.jpg</td>\n      <td>humpback_whale</td>\n      <td>8e5253662392</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}],"execution_count":8},{"cell_type":"code","source":"train = '/kaggle/input/happy-whale-and-dolphin/train_images'\ntrain_csv['image']  = train_csv['image'].apply(lambda x : train + '/'+ x)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-02-22T08:55:27.414982Z","iopub.execute_input":"2025-02-22T08:55:27.415303Z","iopub.status.idle":"2025-02-22T08:55:27.437885Z","shell.execute_reply.started":"2025-02-22T08:55:27.415277Z","shell.execute_reply":"2025-02-22T08:55:27.436854Z"}},"outputs":[],"execution_count":9},{"cell_type":"code","source":"train_csv.isna().sum()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-02-22T08:55:28.633861Z","iopub.execute_input":"2025-02-22T08:55:28.634206Z","iopub.status.idle":"2025-02-22T08:55:28.649234Z","shell.execute_reply.started":"2025-02-22T08:55:28.634177Z","shell.execute_reply":"2025-02-22T08:55:28.648404Z"}},"outputs":[{"execution_count":10,"output_type":"execute_result","data":{"text/plain":"image            0\nspecies          0\nindividual_id    0\ndtype: int64"},"metadata":{}}],"execution_count":10},{"cell_type":"code","source":"train_csv.duplicated().sum()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-02-22T08:55:29.66215Z","iopub.execute_input":"2025-02-22T08:55:29.662422Z","iopub.status.idle":"2025-02-22T08:55:29.695126Z","shell.execute_reply.started":"2025-02-22T08:55:29.662402Z","shell.execute_reply":"2025-02-22T08:55:29.694277Z"}},"outputs":[{"execution_count":11,"output_type":"execute_result","data":{"text/plain":"0"},"metadata":{}}],"execution_count":11},{"cell_type":"code","source":"train_csv['species'] = train_csv['species'].replace({\n    'false_killer_whale' : 'killer_whale',\n    'bottlenose_dolpin' : 'bottlenose_dolphin',\n    'kiler_whale' : 'killer_whale',\n    'short_finned_pilot_whale' : 'pilot_whale',\n    'long_finned_pilot_whale' :  'pilot_whale',\n    'pygmy_killer_whale' : 'killer_whale'\n    \n})\n\ntrain_csv['species'].value_counts()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-02-22T08:55:30.841414Z","iopub.execute_input":"2025-02-22T08:55:30.841851Z","iopub.status.idle":"2025-02-22T08:55:30.87768Z","shell.execute_reply.started":"2025-02-22T08:55:30.841811Z","shell.execute_reply":"2025-02-22T08:55:30.876416Z"}},"outputs":[{"execution_count":12,"output_type":"execute_result","data":{"text/plain":"species\nbottlenose_dolphin           10781\nbeluga                        7443\nhumpback_whale                7392\nkiller_whale                  5857\nblue_whale                    4830\ndusky_dolphin                 3139\nspinner_dolphin               1700\nmelon_headed_whale            1689\nminke_whale                   1608\nfin_whale                     1324\ngray_whale                    1123\npilot_whale                    867\nsouthern_right_whale           866\nspotted_dolphin                490\nsei_whale                      428\ncommon_dolphin                 347\ncuviers_beaked_whale           341\nwhite_sided_dolphin            229\nbrydes_whale                   154\npantropic_spotted_dolphin      145\nglobis                         116\ncommersons_dolphin              90\nrough_toothed_dolphin           60\nfrasiers_dolphin                14\nName: count, dtype: int64"},"metadata":{}}],"execution_count":12},{"cell_type":"code","source":"cat = train_csv['species'].value_counts().loc[lambda x : x < 1000].index.tolist()\nfor i in cat:\n    drop = train_csv.loc[train_csv['species'] == i, 'species'].index.values.tolist()\n    train_csv = train_csv.drop(drop, axis = 0)\ntrain_csv.reset_index()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-02-22T08:55:32.064227Z","iopub.execute_input":"2025-02-22T08:55:32.064514Z","iopub.status.idle":"2025-02-22T08:55:32.176595Z","shell.execute_reply.started":"2025-02-22T08:55:32.064491Z","shell.execute_reply":"2025-02-22T08:55:32.175866Z"}},"outputs":[{"execution_count":13,"output_type":"execute_result","data":{"text/plain":"       index                                              image  \\\n0          0  /kaggle/input/happy-whale-and-dolphin/train_im...   \n1          1  /kaggle/input/happy-whale-and-dolphin/train_im...   \n2          2  /kaggle/input/happy-whale-and-dolphin/train_im...   \n3          3  /kaggle/input/happy-whale-and-dolphin/train_im...   \n4          4  /kaggle/input/happy-whale-and-dolphin/train_im...   \n...      ...                                                ...   \n46881  51027  /kaggle/input/happy-whale-and-dolphin/train_im...   \n46882  51028  /kaggle/input/happy-whale-and-dolphin/train_im...   \n46883  51030  /kaggle/input/happy-whale-and-dolphin/train_im...   \n46884  51031  /kaggle/input/happy-whale-and-dolphin/train_im...   \n46885  51032  /kaggle/input/happy-whale-and-dolphin/train_im...   \n\n                  species individual_id  \n0      melon_headed_whale  cadddb1636b9  \n1          humpback_whale  1a71fbb72250  \n2            killer_whale  60008f293a2b  \n3      bottlenose_dolphin  4b00fe572063  \n4          humpback_whale  8e5253662392  \n...                   ...           ...  \n46881           fin_whale  40fe65946167  \n46882              beluga  5ac053677ed1  \n46883          blue_whale  5401612696b9  \n46884              beluga  4000b3d7c24e  \n46885  bottlenose_dolphin  4ddb2eeb5efb  \n\n[46886 rows x 4 columns]","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>index</th>\n      <th>image</th>\n      <th>species</th>\n      <th>individual_id</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>0</td>\n      <td>/kaggle/input/happy-whale-and-dolphin/train_im...</td>\n      <td>melon_headed_whale</td>\n      <td>cadddb1636b9</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>1</td>\n      <td>/kaggle/input/happy-whale-and-dolphin/train_im...</td>\n      <td>humpback_whale</td>\n      <td>1a71fbb72250</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>2</td>\n      <td>/kaggle/input/happy-whale-and-dolphin/train_im...</td>\n      <td>killer_whale</td>\n      <td>60008f293a2b</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>3</td>\n      <td>/kaggle/input/happy-whale-and-dolphin/train_im...</td>\n      <td>bottlenose_dolphin</td>\n      <td>4b00fe572063</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>4</td>\n      <td>/kaggle/input/happy-whale-and-dolphin/train_im...</td>\n      <td>humpback_whale</td>\n      <td>8e5253662392</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>46881</th>\n      <td>51027</td>\n      <td>/kaggle/input/happy-whale-and-dolphin/train_im...</td>\n      <td>fin_whale</td>\n      <td>40fe65946167</td>\n    </tr>\n    <tr>\n      <th>46882</th>\n      <td>51028</td>\n      <td>/kaggle/input/happy-whale-and-dolphin/train_im...</td>\n      <td>beluga</td>\n      <td>5ac053677ed1</td>\n    </tr>\n    <tr>\n      <th>46883</th>\n      <td>51030</td>\n      <td>/kaggle/input/happy-whale-and-dolphin/train_im...</td>\n      <td>blue_whale</td>\n      <td>5401612696b9</td>\n    </tr>\n    <tr>\n      <th>46884</th>\n      <td>51031</td>\n      <td>/kaggle/input/happy-whale-and-dolphin/train_im...</td>\n      <td>beluga</td>\n      <td>4000b3d7c24e</td>\n    </tr>\n    <tr>\n      <th>46885</th>\n      <td>51032</td>\n      <td>/kaggle/input/happy-whale-and-dolphin/train_im...</td>\n      <td>bottlenose_dolphin</td>\n      <td>4ddb2eeb5efb</td>\n    </tr>\n  </tbody>\n</table>\n<p>46886 rows × 4 columns</p>\n</div>"},"metadata":{}}],"execution_count":13},{"cell_type":"code","source":"train_csv['species'].value_counts()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-02-22T08:55:33.810392Z","iopub.execute_input":"2025-02-22T08:55:33.810706Z","iopub.status.idle":"2025-02-22T08:55:33.820464Z","shell.execute_reply.started":"2025-02-22T08:55:33.810679Z","shell.execute_reply":"2025-02-22T08:55:33.819594Z"}},"outputs":[{"execution_count":14,"output_type":"execute_result","data":{"text/plain":"species\nbottlenose_dolphin    10781\nbeluga                 7443\nhumpback_whale         7392\nkiller_whale           5857\nblue_whale             4830\ndusky_dolphin          3139\nspinner_dolphin        1700\nmelon_headed_whale     1689\nminke_whale            1608\nfin_whale              1324\ngray_whale             1123\nName: count, dtype: int64"},"metadata":{}}],"execution_count":14},{"cell_type":"code","source":"samples = []\nfor i in train_csv['species'].unique():\n    x = train_csv.query('species == @i')\n    samples.append(x.sample(600, random_state = 1))\ntrain_csv = pd.concat(samples, axis = 0).sample(frac = 1.0, random_state = 1).reset_index()\n\ntrain_csv['species'].value_counts()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-02-22T08:55:34.868348Z","iopub.execute_input":"2025-02-22T08:55:34.868662Z","iopub.status.idle":"2025-02-22T08:55:34.931845Z","shell.execute_reply.started":"2025-02-22T08:55:34.868636Z","shell.execute_reply":"2025-02-22T08:55:34.931177Z"}},"outputs":[{"execution_count":15,"output_type":"execute_result","data":{"text/plain":"species\nhumpback_whale        600\nblue_whale            600\ngray_whale            600\nbottlenose_dolphin    600\nminke_whale           600\nbeluga                600\nmelon_headed_whale    600\nspinner_dolphin       600\nkiller_whale          600\ndusky_dolphin         600\nfin_whale             600\nName: count, dtype: int64"},"metadata":{}}],"execution_count":15},{"cell_type":"code","source":"import cv2\nimport numpy as np\nfrom tensorflow.keras.preprocessing.image import ImageDataGenerator\n\ndef adjust_brightness_contrast(image, alpha=1.5, beta=50):\n    return cv2.convertScaleAbs(image, alpha=alpha, beta=beta)\n\ndef equalize_histogram(image):\n    if len(image.shape) == 2:  # Grayscale image\n        return cv2.equalizeHist(image)\n    elif len(image.shape) == 3:  # Color image\n        ycrcb = cv2.cvtColor(image, cv2.COLOR_RGB2YCrCb)\n        y, cr, cb = cv2.split(ycrcb)\n        y_eq = cv2.equalizeHist(y)\n        ycrcb_eq = cv2.merge([y_eq, cr, cb])\n        return cv2.cvtColor(ycrcb_eq, cv2.COLOR_YCrCb2RGB)\n    return image\n\ndef sharpen_image(image):\n    sharpening_kernel = np.array([[-1, -1, -1],\n                                  [-1,  9, -1],\n                                  [-1, -1, -1]])\n    return cv2.filter2D(image, -1, sharpening_kernel)\n\ndef remove_noise(image):\n    return cv2.GaussianBlur(image, (5, 5), 0)\n\ndef custom_preprocessing(image):\n    # Convert image from range [0, 1] to [0, 255]\n    image = image * 255.0\n    image = image.astype(np.uint8)\n    \n    # Apply preprocessing steps\n    image = remove_noise(image)\n    image = adjust_brightness_contrast(image)\n    image = equalize_histogram(image)\n    image = sharpen_image(image)\n    image = tf.keras.applications.mobilenet_v2.preprocess_input(image)\n    \n    # Convert image back to range [0, 1]\n    image = image.astype(np.float32) / 255.0\n    \n    return image","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-02-22T08:55:40.99992Z","iopub.execute_input":"2025-02-22T08:55:41.000217Z","iopub.status.idle":"2025-02-22T08:55:41.309807Z","shell.execute_reply.started":"2025-02-22T08:55:41.000193Z","shell.execute_reply":"2025-02-22T08:55:41.309119Z"}},"outputs":[],"execution_count":16},{"cell_type":"code","source":"train_df , test_df = train_test_split(train_csv, test_size = 0.30, shuffle = True, random_state = 1)\ntrain_df","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-02-22T08:55:43.538174Z","iopub.execute_input":"2025-02-22T08:55:43.538499Z","iopub.status.idle":"2025-02-22T08:55:43.552597Z","shell.execute_reply.started":"2025-02-22T08:55:43.538478Z","shell.execute_reply":"2025-02-22T08:55:43.551702Z"}},"outputs":[{"execution_count":17,"output_type":"execute_result","data":{"text/plain":"      index                                              image  \\\n2478  48138  /kaggle/input/happy-whale-and-dolphin/train_im...   \n5891  48590  /kaggle/input/happy-whale-and-dolphin/train_im...   \n484   45429  /kaggle/input/happy-whale-and-dolphin/train_im...   \n1264  12857  /kaggle/input/happy-whale-and-dolphin/train_im...   \n2752  30358  /kaggle/input/happy-whale-and-dolphin/train_im...   \n...     ...                                                ...   \n905   35683  /kaggle/input/happy-whale-and-dolphin/train_im...   \n5192  32555  /kaggle/input/happy-whale-and-dolphin/train_im...   \n3980  17034  /kaggle/input/happy-whale-and-dolphin/train_im...   \n235   38205  /kaggle/input/happy-whale-and-dolphin/train_im...   \n5157  18276  /kaggle/input/happy-whale-and-dolphin/train_im...   \n\n                 species individual_id  \n2478              beluga  767d2b77a3af  \n5891       dusky_dolphin  f44a5891ae88  \n484   bottlenose_dolphin  956562ff2888  \n1264     spinner_dolphin  43a5f34aff96  \n2752          blue_whale  ab80b719d981  \n...                  ...           ...  \n905       humpback_whale  9fd8bdb2557d  \n5192        killer_whale  1f2ec9f8f1c9  \n3980              beluga  60c4df571a9c  \n235        dusky_dolphin  105323bdca0d  \n5157     spinner_dolphin  57f5a93e428f  \n\n[4620 rows x 4 columns]","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>index</th>\n      <th>image</th>\n      <th>species</th>\n      <th>individual_id</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>2478</th>\n      <td>48138</td>\n      <td>/kaggle/input/happy-whale-and-dolphin/train_im...</td>\n      <td>beluga</td>\n      <td>767d2b77a3af</td>\n    </tr>\n    <tr>\n      <th>5891</th>\n      <td>48590</td>\n      <td>/kaggle/input/happy-whale-and-dolphin/train_im...</td>\n      <td>dusky_dolphin</td>\n      <td>f44a5891ae88</td>\n    </tr>\n    <tr>\n      <th>484</th>\n      <td>45429</td>\n      <td>/kaggle/input/happy-whale-and-dolphin/train_im...</td>\n      <td>bottlenose_dolphin</td>\n      <td>956562ff2888</td>\n    </tr>\n    <tr>\n      <th>1264</th>\n      <td>12857</td>\n      <td>/kaggle/input/happy-whale-and-dolphin/train_im...</td>\n      <td>spinner_dolphin</td>\n      <td>43a5f34aff96</td>\n    </tr>\n    <tr>\n      <th>2752</th>\n      <td>30358</td>\n      <td>/kaggle/input/happy-whale-and-dolphin/train_im...</td>\n      <td>blue_whale</td>\n      <td>ab80b719d981</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>905</th>\n      <td>35683</td>\n      <td>/kaggle/input/happy-whale-and-dolphin/train_im...</td>\n      <td>humpback_whale</td>\n      <td>9fd8bdb2557d</td>\n    </tr>\n    <tr>\n      <th>5192</th>\n      <td>32555</td>\n      <td>/kaggle/input/happy-whale-and-dolphin/train_im...</td>\n      <td>killer_whale</td>\n      <td>1f2ec9f8f1c9</td>\n    </tr>\n    <tr>\n      <th>3980</th>\n      <td>17034</td>\n      <td>/kaggle/input/happy-whale-and-dolphin/train_im...</td>\n      <td>beluga</td>\n      <td>60c4df571a9c</td>\n    </tr>\n    <tr>\n      <th>235</th>\n      <td>38205</td>\n      <td>/kaggle/input/happy-whale-and-dolphin/train_im...</td>\n      <td>dusky_dolphin</td>\n      <td>105323bdca0d</td>\n    </tr>\n    <tr>\n      <th>5157</th>\n      <td>18276</td>\n      <td>/kaggle/input/happy-whale-and-dolphin/train_im...</td>\n      <td>spinner_dolphin</td>\n      <td>57f5a93e428f</td>\n    </tr>\n  </tbody>\n</table>\n<p>4620 rows × 4 columns</p>\n</div>"},"metadata":{}}],"execution_count":17},{"cell_type":"code","source":"train_gen = tf.keras.preprocessing.image.ImageDataGenerator(preprocessing_function = custom_preprocessing,validation_split = 0.2)\ntest_gen = tf.keras.preprocessing.image.ImageDataGenerator(preprocessing_function = custom_preprocessing)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-02-22T08:55:45.798381Z","iopub.execute_input":"2025-02-22T08:55:45.798691Z","iopub.status.idle":"2025-02-22T08:55:45.802476Z","shell.execute_reply.started":"2025-02-22T08:55:45.798663Z","shell.execute_reply":"2025-02-22T08:55:45.801629Z"}},"outputs":[],"execution_count":18},{"cell_type":"code","source":"train_image = train_gen.flow_from_dataframe(\n    dataframe = train_df,\n    x_col = 'image',\n    y_col = 'species',\n    target_size = (224, 224),\n    color_mode ='rgb',\n    class_mode = 'categorical',\n    batch_size = 32,\n    shuffle = True,\n    seed = 42,\n    subset = 'training'\n)\nval_image = train_gen.flow_from_dataframe(\n    dataframe = train_df,\n    x_col = 'image',\n    y_col = 'species',\n    target_size = (224, 224),\n    color_mode ='rgb',\n    class_mode = 'categorical',\n    batch_size = 32,\n    shuffle = True,\n    seed = 42,\n    subset = 'validation'\n)\ntest_image = test_gen.flow_from_dataframe(\n    dataframe = test_df,\n    x_col = 'image',\n    y_col = 'species',\n    target_size = (224, 224),\n    color_mode ='rgb',\n    class_mode = 'categorical',\n    batch_size = 32,\n    shuffle = False\n)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-02-22T08:55:47.382164Z","iopub.execute_input":"2025-02-22T08:55:47.382453Z","iopub.status.idle":"2025-02-22T08:55:50.282808Z","shell.execute_reply.started":"2025-02-22T08:55:47.382432Z","shell.execute_reply":"2025-02-22T08:55:50.281715Z"}},"outputs":[{"name":"stdout","text":"Found 3696 validated image filenames belonging to 11 classes.\nFound 924 validated image filenames belonging to 11 classes.\nFound 1980 validated image filenames belonging to 11 classes.\n","output_type":"stream"}],"execution_count":19},{"cell_type":"code","source":"pre_model = tf.keras.applications.ResNet50(\n    input_shape=(224, 224, 3),\n    include_top=False,\n    pooling='avg'\n)\npre_model.trainable = False","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-02-22T08:55:50.283929Z","iopub.execute_input":"2025-02-22T08:55:50.284186Z","iopub.status.idle":"2025-02-22T08:55:53.343678Z","shell.execute_reply.started":"2025-02-22T08:55:50.284163Z","shell.execute_reply":"2025-02-22T08:55:53.342733Z"}},"outputs":[{"name":"stdout","text":"Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/resnet/resnet50_weights_tf_dim_ordering_tf_kernels_notop.h5\n\u001b[1m94765736/94765736\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 0us/step\n","output_type":"stream"}],"execution_count":20},{"cell_type":"code","source":"inputs = pre_model.input\nx = tf.keras.layers.Dense(128, activation='relu')(pre_model.output)\nx = tf.keras.layers.Dense(128, activation='relu')(x)\noutputs = tf.keras.layers.Dense(11, activation='softmax')(x)  # 11 classes\n\nmodel = tf.keras.Model(inputs=inputs, outputs=outputs)\nmodel.compile(\n    optimizer='adam',\n    loss='categorical_crossentropy',\n    metrics=['accuracy', \"mean_squared_error\"]\n)\n\nhistory = model.fit(\n    train_image,\n    validation_data=val_image,\n    epochs=50,\n    callbacks=[\n        tf.keras.callbacks.EarlyStopping(\n            monitor='val_loss',\n            patience=3,\n            restore_best_weights=True\n        )\n    ]\n)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-02-22T08:55:54.628163Z","iopub.execute_input":"2025-02-22T08:55:54.628462Z","iopub.status.idle":"2025-02-22T09:10:20.654251Z","shell.execute_reply.started":"2025-02-22T08:55:54.62844Z","shell.execute_reply":"2025-02-22T09:10:20.652943Z"}},"outputs":[{"name":"stdout","text":"Epoch 1/50\n","output_type":"stream"},{"name":"stderr","text":"/usr/local/lib/python3.10/dist-packages/keras/src/trainers/data_adapters/py_dataset_adapter.py:122: UserWarning: Your `PyDataset` class should call `super().__init__(**kwargs)` in its constructor. `**kwargs` can include `workers`, `use_multiprocessing`, `max_queue_size`. Do not pass these arguments to `fit()`, as they will be ignored.\n  self._warn_if_super_not_called()\n","output_type":"stream"},{"name":"stdout","text":"\u001b[1m116/116\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m202s\u001b[0m 2s/step - accuracy: 0.0997 - loss: 2.4378 - mean_squared_error: 0.0833 - val_accuracy: 0.0823 - val_loss: 2.4125 - val_mean_squared_error: 0.0829\nEpoch 2/50\n\u001b[1m116/116\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m135s\u001b[0m 1s/step - accuracy: 0.0861 - loss: 2.4040 - mean_squared_error: 0.0827 - val_accuracy: 0.0823 - val_loss: 2.4015 - val_mean_squared_error: 0.0827\nEpoch 3/50\n\u001b[1m116/116\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m129s\u001b[0m 1s/step - accuracy: 0.0924 - loss: 2.3973 - mean_squared_error: 0.0826 - val_accuracy: 0.0952 - val_loss: 2.3982 - val_mean_squared_error: 0.0827\nEpoch 4/50\n\u001b[1m116/116\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m131s\u001b[0m 1s/step - accuracy: 0.0852 - loss: 2.3980 - mean_squared_error: 0.0826 - val_accuracy: 0.0855 - val_loss: 2.3987 - val_mean_squared_error: 0.0827\nEpoch 5/50\n\u001b[1m116/116\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m133s\u001b[0m 1s/step - accuracy: 0.0939 - loss: 2.3979 - mean_squared_error: 0.0826 - val_accuracy: 0.0823 - val_loss: 2.3990 - val_mean_squared_error: 0.0827\nEpoch 6/50\n\u001b[1m116/116\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m132s\u001b[0m 1s/step - accuracy: 0.0927 - loss: 2.3972 - mean_squared_error: 0.0826 - val_accuracy: 0.0823 - val_loss: 2.3993 - val_mean_squared_error: 0.0827\n","output_type":"stream"}],"execution_count":21},{"cell_type":"code","source":"model.save('/kaggle/working/dorsalfins.h5')","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-02-21T15:28:03.152559Z","iopub.execute_input":"2025-02-21T15:28:03.152961Z","iopub.status.idle":"2025-02-21T15:28:03.43705Z","shell.execute_reply.started":"2025-02-21T15:28:03.152935Z","shell.execute_reply":"2025-02-21T15:28:03.436302Z"}},"outputs":[],"execution_count":30},{"cell_type":"code","source":"results = model.evaluate(test_image, verbose = 0)\npred = np.argmax(model.predict(test_image), axis = 1)\nclass_names = list(test_image.class_indices.keys())\ncm = confusion_matrix(test_image.labels, pred, labels = np.arange(11))\nclr = classification_report(test_image.labels, pred, labels = np.arange(11),target_names = class_names)\nprint(f'\\nTest Accuracy : {round(results[1], 4)*100}%\\n')\nplt.figure(figsize = (10,10))\nsns.heatmap(cm, annot = True, fmt = 'g', vmin = 0, cbar = False)\nplt.xticks(ticks = np.arange(11) + 0.5, labels = class_names, rotation = 90)\nplt.yticks(ticks = np.arange(11) + 0.5, labels = class_names, rotation = 0)\nplt.xlabel('Predicted')\nplt.ylabel('Actual')\nplt.show()\nprint(f'classification Report------------>\\n{clr}')","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-02-21T15:28:44.657368Z","iopub.execute_input":"2025-02-21T15:28:44.657726Z","iopub.status.idle":"2025-02-21T15:31:24.854503Z","shell.execute_reply.started":"2025-02-21T15:28:44.657697Z","shell.execute_reply":"2025-02-21T15:31:24.853525Z"}},"outputs":[{"name":"stdout","text":"\u001b[1m62/62\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m62s\u001b[0m 959ms/step\n\nTest Accuracy : 44.29%\n\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 1000x1000 with 1 Axes>","image/png":"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\n"},"metadata":{}},{"name":"stdout","text":"classification Report------------>\n                    precision    recall  f1-score   support\n\n            beluga       0.73      0.62      0.67       183\n        blue_whale       0.68      0.78      0.73       194\nbottlenose_dolphin       0.25      0.54      0.34       162\n     dusky_dolphin       0.65      0.49      0.56       173\n         fin_whale       0.28      0.34      0.31       185\n        gray_whale       0.37      0.30      0.33       176\n    humpback_whale       0.44      0.06      0.11       191\n      killer_whale       0.38      0.13      0.19       183\nmelon_headed_whale       0.43      0.50      0.46       170\n       minke_whale       0.46      0.41      0.43       172\n   spinner_dolphin       0.43      0.70      0.53       191\n\n          accuracy                           0.44      1980\n         macro avg       0.46      0.44      0.42      1980\n      weighted avg       0.47      0.44      0.42      1980\n\n","output_type":"stream"}],"execution_count":31},{"cell_type":"code","source":"import tensorflow as tf\nimport numpy as np\nimport pandas as pd\nimport matplotlib.pyplot as plt\nimport seaborn as sns\nimport cv2\nfrom sklearn.metrics import confusion_matrix, classification_report\nfrom sklearn.model_selection import train_test_split\n\n# Load dataset\ntrain_csv = pd.read_csv('/kaggle/input/happy-whale-and-dolphin/train.csv')\n\n# Correct species name inconsistencies\ntrain_csv['species'] = train_csv['species'].replace({\n    'false_killer_whale': 'killer_whale',\n    'bottlenose_dolpin': 'bottlenose_dolphin',\n    'kiler_whale': 'killer_whale',\n    'short_finned_pilot_whale': 'pilot_whale',\n    'long_finned_pilot_whale': 'pilot_whale',\n    'pygmy_killer_whale': 'killer_whale'\n})\n\n# Remove classes with < 1000 images\ncat = train_csv['species'].value_counts().loc[lambda x: x < 1000].index.tolist()\nfor i in cat:\n    train_csv = train_csv.drop(train_csv[train_csv['species'] == i].index, axis=0)\ntrain_csv.reset_index(drop=True, inplace=True)\n\n# Limit to 600 samples per species to balance dataset\nsamples = []\nfor i in train_csv['species'].unique():\n    x = train_csv.query('species == @i')\n    samples.append(x.sample(600, random_state=1))\ntrain_csv = pd.concat(samples, axis=0).sample(frac=1.0, random_state=1).reset_index(drop=True)\n\n# Convert image paths\ntrain_csv[\"image\"] = \"/kaggle/input/happy-whale-and-dolphin/train_images/\" + train_csv[\"image\"]\n\n# Split dataset into train & test\ntrain_df, test_df = train_test_split(train_csv, test_size=0.30, shuffle=True, random_state=1)\n\n# Define Image Preprocessing Functions\ndef adjust_brightness_contrast(image, alpha=1.5, beta=50):\n    return cv2.convertScaleAbs(image, alpha=alpha, beta=beta)\n\ndef equalize_histogram(image):\n    if len(image.shape) == 2:\n        return cv2.equalizeHist(image)\n    elif len(image.shape) == 3:\n        ycrcb = cv2.cvtColor(image, cv2.COLOR_RGB2YCrCb)\n        y, cr, cb = cv2.split(ycrcb)\n        y_eq = cv2.equalizeHist(y)\n        ycrcb_eq = cv2.merge([y_eq, cr, cb])\n        return cv2.cvtColor(ycrcb_eq, cv2.COLOR_YCrCb2RGB)\n    return image\n\ndef remove_noise(image):\n    return cv2.GaussianBlur(image, (5, 5), 0)\n\ndef custom_preprocessing(image):\n    image = image * 255.0  # Convert to uint8\n    image = image.astype(np.uint8)\n    image = remove_noise(image)\n    image = adjust_brightness_contrast(image)\n    image = equalize_histogram(image)\n    image = tf.keras.applications.efficientnet.preprocess_input(image)\n    image = image.astype(np.float32) / 255.0\n    return image\n\n# Define Image Data Generators\ntrain_gen = tf.keras.preprocessing.image.ImageDataGenerator(\n    preprocessing_function=custom_preprocessing,\n    validation_split=0.2,\n    rotation_range=15,  # Data augmentation\n    horizontal_flip=True,\n    zoom_range=0.2\n)\n\ntest_gen = tf.keras.preprocessing.image.ImageDataGenerator(preprocessing_function=custom_preprocessing)\n\n# **Fixed: train_image is now properly defined**\ntrain_image = train_gen.flow_from_dataframe(\n    dataframe=train_df,\n    x_col=\"image\",\n    y_col=\"species\",\n    target_size=(224, 224),\n    color_mode=\"rgb\",\n    class_mode=\"categorical\",\n    batch_size=32,\n    shuffle=True,\n    seed=42,\n    subset=\"training\"\n)\n\nval_image = train_gen.flow_from_dataframe(\n    dataframe=train_df,\n    x_col=\"image\",\n    y_col=\"species\",\n    target_size=(224, 224),\n    color_mode=\"rgb\",\n    class_mode=\"categorical\",\n    batch_size=32,\n    shuffle=True,\n    seed=42,\n    subset=\"validation\"\n)\n\ntest_image = test_gen.flow_from_dataframe(\n    dataframe=test_df,\n    x_col=\"image\",\n    y_col=\"species\",\n    target_size=(224, 224),\n    color_mode=\"rgb\",\n    class_mode=\"categorical\",\n    batch_size=32,\n    shuffle=False\n)\n\n# **Define and Train Model**\nbase_model = tf.keras.applications.EfficientNetB3(\n    input_shape=(224, 224, 3), include_top=False, pooling=\"avg\", weights=\"imagenet\"\n)\nbase_model.trainable = False  # Initially freeze layers\n\ninputs = tf.keras.Input(shape=(224, 224, 3))\nx = base_model(inputs, training=False)\nx = tf.keras.layers.BatchNormalization()(x)\nx = tf.keras.layers.Dense(256, activation=\"relu\")(x)\nx = tf.keras.layers.Dropout(0.4)(x)\nx = tf.keras.layers.Dense(128, activation=\"relu\")(x)\nx = tf.keras.layers.Dropout(0.4)(x)\noutputs = tf.keras.layers.Dense(11, activation=\"softmax\")(x)\n\nmodel = tf.keras.Model(inputs, outputs)\n\n# Compile Model with Adam optimizer and Focal Loss\nmodel.compile(\n    optimizer=tf.keras.optimizers.Adam(learning_rate=0.0005),\n    loss=tf.keras.losses.CategoricalCrossentropy(label_smoothing=0.1),\n    metrics=[\"accuracy\"]\n)\n\n# Callbacks\nearly_stopping = tf.keras.callbacks.EarlyStopping(monitor=\"val_loss\", patience=5, restore_best_weights=True)\nreduce_lr = tf.keras.callbacks.ReduceLROnPlateau(monitor=\"val_loss\", factor=0.5, patience=3, min_lr=1e-6)\n\n# **Train Model**\nhistory = model.fit(\n    train_image,\n    validation_data=val_image,\n    epochs=50,\n    batch_size=32,\n    callbacks=[early_stopping, reduce_lr]\n)\n\n# **Fine-Tune Model**\nbase_model.trainable = True\nfor layer in base_model.layers[:-20]:\n    layer.trainable = False\n\n# Recompile with lower learning rate\nmodel.compile(optimizer=tf.keras.optimizers.Adam(learning_rate=0.0001), loss=\"categorical_crossentropy\", metrics=[\"accuracy\"])\n\nhistory_finetune = model.fit(\n    train_image,\n    validation_data=val_image,\n    epochs=30,\n    batch_size=32,\n    callbacks=[early_stopping, reduce_lr]\n)\n\n# **Evaluate Model**\nresults = model.evaluate(test_image, verbose=0)\npred = np.argmax(model.predict(test_image), axis=1)\nclass_names = list(test_image.class_indices.keys())\n\n# **Confusion Matrix**\ncm = confusion_matrix(test_image.labels, pred, labels=np.arange(11))\nclr = classification_report(test_image.labels, pred, labels=np.arange(11), target_names=class_names)\n\nprint(f\"\\nTest Accuracy : {round(results[1], 4)*100}%\\n\")\nplt.figure(figsize=(10,10))\nsns.heatmap(cm, annot=True, fmt=\"g\", vmin=0, cbar=False)\nplt.xticks(ticks=np.arange(11) + 0.5, labels=class_names, rotation=90)\nplt.yticks(ticks=np.arange(11) + 0.5, labels=class_names, rotation=0)\nplt.xlabel(\"Predicted\")\nplt.ylabel(\"Actual\")\nplt.show()\n\nprint(f\"Classification Report:\\n{clr}\")\n","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-02-21T17:20:16.319373Z","iopub.execute_input":"2025-02-21T17:20:16.319779Z"}},"outputs":[{"name":"stdout","text":"Found 3696 validated image filenames belonging to 11 classes.\nFound 924 validated image filenames belonging to 11 classes.\nFound 1980 validated image filenames belonging to 11 classes.\nEpoch 1/50\n","output_type":"stream"},{"name":"stderr","text":"/usr/local/lib/python3.10/dist-packages/keras/src/trainers/data_adapters/py_dataset_adapter.py:122: UserWarning: Your `PyDataset` class should call `super().__init__(**kwargs)` in its constructor. `**kwargs` can include `workers`, `use_multiprocessing`, `max_queue_size`. Do not pass these arguments to `fit()`, as they will be ignored.\n  self._warn_if_super_not_called()\n","output_type":"stream"},{"name":"stdout","text":"\u001b[1m116/116\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m371s\u001b[0m 3s/step - accuracy: 0.0843 - loss: 2.7175 - val_accuracy: 0.1039 - val_loss: 2.3971 - learning_rate: 5.0000e-04\nEpoch 2/50\n\u001b[1m116/116\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m199s\u001b[0m 2s/step - accuracy: 0.0815 - loss: 2.5271 - val_accuracy: 0.1006 - val_loss: 2.3977 - learning_rate: 5.0000e-04\nEpoch 3/50\n\u001b[1m116/116\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m199s\u001b[0m 2s/step - accuracy: 0.0995 - loss: 2.4504 - val_accuracy: 0.1039 - val_loss: 2.3976 - learning_rate: 5.0000e-04\nEpoch 4/50\n\u001b[1m116/116\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m198s\u001b[0m 2s/step - accuracy: 0.0981 - loss: 2.4253 - val_accuracy: 0.1115 - val_loss: 2.3977 - learning_rate: 5.0000e-04\nEpoch 5/50\n\u001b[1m116/116\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m199s\u001b[0m 2s/step - accuracy: 0.0795 - loss: 2.4190 - val_accuracy: 0.1050 - val_loss: 2.3979 - learning_rate: 2.5000e-04\nEpoch 6/50\n\u001b[1m116/116\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m197s\u001b[0m 2s/step - accuracy: 0.0930 - loss: 2.4050 - val_accuracy: 0.0877 - val_loss: 2.3982 - learning_rate: 2.5000e-04\nEpoch 1/30\n\u001b[1m116/116\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m282s\u001b[0m 2s/step - accuracy: 0.0953 - loss: 2.6450 - val_accuracy: 0.0877 - val_loss: 2.4008 - learning_rate: 1.0000e-04\nEpoch 2/30\n\u001b[1m116/116\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m200s\u001b[0m 2s/step - accuracy: 0.0967 - loss: 2.5690 - val_accuracy: 0.1039 - val_loss: 2.3984 - learning_rate: 1.0000e-04\nEpoch 3/30\n\u001b[1m116/116\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m204s\u001b[0m 2s/step - accuracy: 0.0983 - loss: 2.5093 - val_accuracy: 0.1039 - val_loss: 2.3965 - learning_rate: 1.0000e-04\nEpoch 4/30\n\u001b[1m 91/116\u001b[0m \u001b[32m━━━━━━━━━━━━━━━\u001b[0m\u001b[37m━━━━━\u001b[0m \u001b[1m34s\u001b[0m 1s/step - accuracy: 0.0970 - loss: 2.4800","output_type":"stream"}],"execution_count":null},{"cell_type":"code","source":"","metadata":{"trusted":true},"outputs":[],"execution_count":null}]}