{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.11.13","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"kaggle":{"accelerator":"gpu","dataSources":[{"sourceId":15444,"sourceType":"datasetVersion","datasetId":11102}],"dockerImageVersionId":31193,"isInternetEnabled":true,"language":"python","sourceType":"notebook","isGpuEnabled":true}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"# Import Libraries","metadata":{}},{"cell_type":"code","source":"!pip uninstall protobuf -y\n!pip install protobuf==3.20.1","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-12-04T07:00:34.040763Z","iopub.execute_input":"2025-12-04T07:00:34.041073Z","iopub.status.idle":"2025-12-04T07:00:39.966850Z","shell.execute_reply.started":"2025-12-04T07:00:34.041050Z","shell.execute_reply":"2025-12-04T07:00:39.966139Z"}},"outputs":[{"name":"stdout","text":"Found existing installation: protobuf 6.33.0\nUninstalling protobuf-6.33.0:\n Successfully uninstalled protobuf-6.33.0\nCollecting protobuf==3.20.1\n Downloading protobuf-3.20.1-py2.py3-none-any.whl.metadata (720 bytes)\nDownloading protobuf-3.20.1-py2.py3-none-any.whl (162 kB)\n\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m162.1/162.1 kB\u001b[0m \u001b[31m11.9 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n\u001b[?25hInstalling collected packages: protobuf\n\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\nbigframes 2.12.0 requires google-cloud-bigquery-storage<3.0.0,>=2.30.0, which is not installed.\ngoogle-cloud-translate 3.12.1 requires protobuf!=3.20.0,!=3.20.1,!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<5.0.0dev,>=3.19.5, but you have protobuf 3.20.1 which is incompatible.\nopentelemetry-proto 1.37.0 requires protobuf<7.0,>=5.0, but you have protobuf 3.20.1 which is incompatible.\ngoogle-cloud-secret-manager 2.25.0 requires protobuf!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<7.0.0,>=3.20.2, but you have protobuf 3.20.1 which is incompatible.\ngoogle-cloud-vision 3.11.0 requires protobuf!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<7.0.0,>=3.20.2, but you have protobuf 3.20.1 which is incompatible.\ngoogle-cloud-monitoring 2.28.0 requires protobuf!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<7.0.0,>=3.20.2, but you have protobuf 3.20.1 which is incompatible.\nonnx 1.18.0 requires protobuf>=4.25.1, but you have protobuf 3.20.1 which is incompatible.\ngoogle-cloud-videointelligence 2.17.0 requires protobuf!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<7.0.0,>=3.20.2, but you have protobuf 3.20.1 which is incompatible.\ngoogle-api-core 2.28.1 requires protobuf!=3.20.0,!=3.20.1,!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<7.0.0,>=3.19.5, but you have protobuf 3.20.1 which is incompatible.\na2a-sdk 0.3.10 requires protobuf>=5.29.5, but you have protobuf 3.20.1 which is incompatible.\nray 2.51.1 requires click!=8.3.0,>=7.0, but you have click 8.3.0 which is incompatible.\nray 2.51.1 requires protobuf>=3.20.3, but you have protobuf 3.20.1 which is incompatible.\ngoogle-cloud-bigtable 2.34.0 requires protobuf!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<7.0.0,>=3.20.2, but you have protobuf 3.20.1 which is incompatible.\ngoogle-cloud-discoveryengine 0.13.12 requires protobuf!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<7.0.0,>=3.20.2, but you have protobuf 3.20.1 which is incompatible.\ngoogle-cloud-aiplatform 1.125.0 requires protobuf!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<7.0.0,>=3.20.2, but you have protobuf 3.20.1 which is incompatible.\ngoogle-cloud-speech 2.34.0 requires protobuf!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<7.0.0,>=3.20.2, but you have protobuf 3.20.1 which is incompatible.\ngoogle-cloud-logging 3.12.1 requires protobuf!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<7.0.0,>=3.20.2, but you have protobuf 3.20.1 which is incompatible.\ngoogle-cloud-trace 1.17.0 requires protobuf!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<7.0.0,>=3.20.2, but you have protobuf 3.20.1 which is incompatible.\ngoogle-cloud-appengine-logging 1.7.0 requires protobuf!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<7.0.0,>=3.20.2, but you have protobuf 3.20.1 which is incompatible.\ngoogle-cloud-audit-log 0.4.0 requires protobuf!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<7.0.0,>=3.20.2, but you have protobuf 3.20.1 which is incompatible.\ngoogle-cloud-functions 1.20.4 requires protobuf!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<7.0.0,>=3.20.2, but you have protobuf 3.20.1 which is incompatible.\ngoogle-cloud-resource-manager 1.14.2 requires protobuf!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<7.0.0,>=3.20.2, but you have protobuf 3.20.1 which is incompatible.\nbigframes 2.12.0 requires rich<14,>=12.4.4, but you have rich 14.2.0 which is incompatible.\ngoogle-cloud-dataproc 5.21.0 requires protobuf!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<7.0.0,>=3.20.2, but you have protobuf 3.20.1 which is incompatible.\ngoogle-ai-generativelanguage 0.6.15 requires protobuf!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<6.0.0dev,>=3.20.2, but you have protobuf 3.20.1 which is incompatible.\ntensorflow-metadata 1.17.2 requires protobuf>=4.25.2; python_version >= \"3.11\", but you have protobuf 3.20.1 which is incompatible.\ngoogleapis-common-protos 1.70.0 requires protobuf!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<7.0.0,>=3.20.2, but you have protobuf 3.20.1 which is incompatible.\npydrive2 1.21.3 requires cryptography<44, but you have cryptography 46.0.3 which is incompatible.\npydrive2 1.21.3 requires pyOpenSSL<=24.2.1,>=19.1.0, but you have pyopenssl 25.3.0 which is incompatible.\ngoogle-cloud-datastore 2.21.0 requires protobuf!=3.20.0,!=3.20.1,!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<7.0.0,>=3.20.2, but you have protobuf 3.20.1 which is incompatible.\nydf 0.13.0 requires protobuf<7.0.0,>=5.29.1, but you have protobuf 3.20.1 which is incompatible.\ngoogle-cloud-iam 2.19.1 requires protobuf!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<7.0.0,>=3.20.2, but you have protobuf 3.20.1 which is incompatible.\ngoogle-cloud-language 2.17.2 requires protobuf!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<7.0.0,>=3.20.2, but you have protobuf 3.20.1 which is incompatible.\ngoogle-cloud-bigquery-connection 1.18.3 requires protobuf!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<7.0.0,>=3.20.2, but you have protobuf 3.20.1 which is incompatible.\ngrpc-google-iam-v1 0.14.2 requires protobuf!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<7.0.0,>=3.20.2, but you have protobuf 3.20.1 which is incompatible.\ngoogle-cloud-spanner 3.56.0 requires protobuf!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<7.0.0,>=3.20.2, but you have protobuf 3.20.1 which is incompatible.\ntensorflow 2.18.0 requires protobuf!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<6.0.0dev,>=3.20.3, but you have protobuf 3.20.1 which is incompatible.\ngoogle-cloud-firestore 2.21.0 requires protobuf!=3.20.0,!=3.20.1,!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<7.0.0dev,>=3.20.2, but you have protobuf 3.20.1 which is incompatible.\ngrpcio-status 1.71.2 requires protobuf<6.0dev,>=5.26.1, but you have protobuf 3.20.1 which is incompatible.\ngcsfs 2025.3.0 requires fsspec==2025.3.0, but you have fsspec 2025.10.0 which is incompatible.\u001b[0m\u001b[31m\n\u001b[0mSuccessfully installed protobuf-3.20.1\n","output_type":"stream"}],"execution_count":1},{"cell_type":"code","source":"import os\nos.environ['TF_CPP_MIN_LOG_LEVEL'] = '3'\n\nimport warnings\nwarnings.filterwarnings('ignore')\n\nimport numpy as np \nimport pandas as pd \nimport matplotlib.pyplot as plt\n%matplotlib inline \n\nimport tensorflow as tf \nfrom tensorflow.keras.datasets import cifar10\nfrom tensorflow.keras.utils import to_categorical\n\nfrom tensorflow.keras.models import Sequential\nfrom tensorflow.keras.layers import Dense,Conv2D,MaxPooling2D,Flatten,Dropout,BatchNormalization\nfrom tensorflow.keras.callbacks import EarlyStopping , ReduceLROnPlateau\nfrom tensorflow.keras.preprocessing.image import ImageDataGenerator\n\nfrom sklearn.metrics import ConfusionMatrixDisplay\nfrom sklearn.metrics import classification_report , confusion_matrix","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","trusted":true,"execution":{"iopub.status.busy":"2025-12-04T07:00:39.968289Z","iopub.execute_input":"2025-12-04T07:00:39.968494Z","iopub.status.idle":"2025-12-04T07:00:55.270006Z","shell.execute_reply.started":"2025-12-04T07:00:39.968474Z","shell.execute_reply":"2025-12-04T07:00:55.269416Z"}},"outputs":[{"name":"stderr","text":"WARNING: All log messages before absl::InitializeLog() is called are written to STDERR\nE0000 00:00:1764831641.769523 47 cuda_dnn.cc:8310] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered\nE0000 00:00:1764831641.833480 47 cuda_blas.cc:1418] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered\n","output_type":"stream"}],"execution_count":2},{"cell_type":"markdown","source":"# Loading Dataset","metadata":{}},{"cell_type":"code","source":"(x_train,y_train),(x_test,y_test) = cifar10.load_data()\nNUM_CLASSES = 10","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-12-04T07:00:55.270807Z","iopub.execute_input":"2025-12-04T07:00:55.271376Z","iopub.status.idle":"2025-12-04T07:01:16.199006Z","shell.execute_reply.started":"2025-12-04T07:00:55.271345Z","shell.execute_reply":"2025-12-04T07:01:16.198243Z"}},"outputs":[{"name":"stdout","text":"Downloading data from https://www.cs.toronto.edu/~kriz/cifar-10-python.tar.gz\n\u001b[1m170498071/170498071\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m18s\u001b[0m 0us/step\n","output_type":"stream"}],"execution_count":3},{"cell_type":"markdown","source":"# Data Visualization","metadata":{}},{"cell_type":"code","source":"labels = ['airplane', 'automobile', 'bird', 'cat', 'deer', \n 'dog', 'frog', 'horse', 'ship', 'truck']\nW_grid = 10\nL_grid = 10\n\nfig, axes = plt.subplots(L_grid, W_grid, figsize = (17,17))\naxes = axes.ravel()\nn_train = len(x_train)\n\nfor i in np.arange(0, W_grid * L_grid):\n\n index = np.random.randint(0, n_train)\n axes[i].imshow(x_train[index,1:])\n label_index = int(y_train[index])\n axes[i].set_title(labels[label_index], fontsize = 8)\n axes[i].axis('off')\n\nplt.subplots_adjust(hspace=0.4)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-12-04T07:01:16.200422Z","iopub.execute_input":"2025-12-04T07:01:16.200725Z","iopub.status.idle":"2025-12-04T07:01:20.248072Z","shell.execute_reply.started":"2025-12-04T07:01:16.200707Z","shell.execute_reply":"2025-12-04T07:01:20.247181Z"}},"outputs":[{"output_type":"display_data","data":{"text/plain":"
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\n"},"metadata":{}}],"execution_count":4},{"cell_type":"code","source":"classes_name = ['Airplane', 'Automobile', 'Bird', 'Cat', 'Deer', 'Dog', 'Frog', 'Horse', 'Ship', 'Truck']\n\nclasses, counts = np.unique(y_train, return_counts=True)\nplt.barh(classes_name, counts)\nplt.title('Class distribution in training set')","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-12-04T07:01:20.248805Z","iopub.execute_input":"2025-12-04T07:01:20.248996Z","iopub.status.idle":"2025-12-04T07:01:20.414609Z","shell.execute_reply.started":"2025-12-04T07:01:20.248980Z","shell.execute_reply":"2025-12-04T07:01:20.414005Z"}},"outputs":[{"execution_count":5,"output_type":"execute_result","data":{"text/plain":"Text(0.5, 1.0, 'Class distribution in training set')"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"
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\n"},"metadata":{}}],"execution_count":5},{"cell_type":"code","source":"classes, counts = np.unique(y_test, return_counts=True)\nplt.barh(classes_name, counts)\nplt.title('Class distribution in testing set')","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-12-04T07:01:20.415292Z","iopub.execute_input":"2025-12-04T07:01:20.415570Z","iopub.status.idle":"2025-12-04T07:01:20.612771Z","shell.execute_reply.started":"2025-12-04T07:01:20.415543Z","shell.execute_reply":"2025-12-04T07:01:20.612028Z"}},"outputs":[{"execution_count":6,"output_type":"execute_result","data":{"text/plain":"Text(0.5, 1.0, 'Class distribution in testing set')"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"
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\n"},"metadata":{}}],"execution_count":6},{"cell_type":"markdown","source":"# Data Preprocessing","metadata":{}},{"cell_type":"code","source":"x_train = x_train / 255.0\nx_test = x_test / 255.0\n\ny_cat_train = to_categorical(y_train, 10)\ny_cat_test = to_categorical(y_test, 10)\n\nprint(f\"Training ({x_train.shape}), Test ({x_test.shape})\")","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-12-04T07:01:20.613612Z","iopub.execute_input":"2025-12-04T07:01:20.613826Z","iopub.status.idle":"2025-12-04T07:01:21.104185Z","shell.execute_reply.started":"2025-12-04T07:01:20.613809Z","shell.execute_reply":"2025-12-04T07:01:21.103548Z"}},"outputs":[{"name":"stdout","text":"Training ((50000, 32, 32, 3)), Test ((10000, 32, 32, 3))\n","output_type":"stream"}],"execution_count":7},{"cell_type":"code","source":"y_cat_train","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-12-04T07:01:21.104970Z","iopub.execute_input":"2025-12-04T07:01:21.105213Z","iopub.status.idle":"2025-12-04T07:01:21.110236Z","shell.execute_reply.started":"2025-12-04T07:01:21.105195Z","shell.execute_reply":"2025-12-04T07:01:21.109659Z"}},"outputs":[{"execution_count":8,"output_type":"execute_result","data":{"text/plain":"array([[0., 0., 0., ..., 0., 0., 0.],\n [0., 0., 0., ..., 0., 0., 1.],\n [0., 0., 0., ..., 0., 0., 1.],\n ...,\n [0., 0., 0., ..., 0., 0., 1.],\n [0., 1., 0., ..., 0., 0., 0.],\n [0., 1., 0., ..., 0., 0., 0.]])"},"metadata":{}}],"execution_count":8},{"cell_type":"markdown","source":"# Model Building","metadata":{}},{"cell_type":"code","source":"model = Sequential()\n\nmodel.add(Conv2D(32, (3, 3), padding='same', activation='relu', input_shape=x_train.shape[1:]))\nmodel.add(BatchNormalization())\nmodel.add(Conv2D(32, (3, 3), padding='same', activation='relu'))\nmodel.add(MaxPooling2D(pool_size=(2, 2)))\nmodel.add(Dropout(0.25))\n\nmodel.add(Conv2D(64, (3, 3), padding='same', activation='relu'))\nmodel.add(BatchNormalization())\nmodel.add(Conv2D(64, (3, 3), padding='same', activation='relu'))\nmodel.add(MaxPooling2D(pool_size=(2, 2)))\nmodel.add(Dropout(0.25))\n\nmodel.add(Conv2D(128, (3, 3), padding='same', activation='relu'))\nmodel.add(BatchNormalization())\nmodel.add(Conv2D(128, (3, 3), padding='same', activation='relu'))\nmodel.add(MaxPooling2D(pool_size=(2, 2)))\nmodel.add(Dropout(0.25))\n\nmodel.add(Flatten())\nmodel.add(Dense(512,activation=\"relu\"))\nmodel.add(BatchNormalization())\nmodel.add(Dropout(0.5))\n\nmodel.add(Dense(NUM_CLASSES,activation=\"softmax\"))","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-12-04T07:01:21.111036Z","iopub.execute_input":"2025-12-04T07:01:21.111255Z","iopub.status.idle":"2025-12-04T07:01:23.376213Z","shell.execute_reply.started":"2025-12-04T07:01:21.111235Z","shell.execute_reply":"2025-12-04T07:01:23.375613Z"}},"outputs":[{"name":"stderr","text":"I0000 00:00:1764831681.743704 47 gpu_device.cc:2022] Created device /job:localhost/replica:0/task:0/device:GPU:0 with 15513 MB memory: -> device: 0, name: Tesla P100-PCIE-16GB, pci bus id: 0000:00:04.0, compute capability: 6.0\n","output_type":"stream"}],"execution_count":9},{"cell_type":"code","source":"model.summary()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-12-04T07:01:23.378642Z","iopub.execute_input":"2025-12-04T07:01:23.378841Z","iopub.status.idle":"2025-12-04T07:01:23.403832Z","shell.execute_reply.started":"2025-12-04T07:01:23.378826Z","shell.execute_reply":"2025-12-04T07:01:23.403279Z"}},"outputs":[{"output_type":"display_data","data":{"text/plain":"\u001b[1mModel: \"sequential\"\u001b[0m\n","text/html":"
Model: \"sequential\"\n
\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓\n┃\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0m┃\n┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n│ conv2d (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m896\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ batch_normalization │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m128\u001b[0m │\n│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ conv2d_1 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m9,248\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ max_pooling2d (\u001b[38;5;33mMaxPooling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ dropout (\u001b[38;5;33mDropout\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ conv2d_2 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m18,496\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ batch_normalization_1 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m256\u001b[0m │\n│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ conv2d_3 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m36,928\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ max_pooling2d_1 (\u001b[38;5;33mMaxPooling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ dropout_1 (\u001b[38;5;33mDropout\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ conv2d_4 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m73,856\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ batch_normalization_2 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m512\u001b[0m │\n│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ conv2d_5 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m147,584\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ max_pooling2d_2 (\u001b[38;5;33mMaxPooling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m4\u001b[0m, \u001b[38;5;34m4\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ dropout_2 (\u001b[38;5;33mDropout\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m4\u001b[0m, \u001b[38;5;34m4\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ flatten (\u001b[38;5;33mFlatten\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m2048\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ dense (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m512\u001b[0m) │ \u001b[38;5;34m1,049,088\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ batch_normalization_3 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m512\u001b[0m) │ \u001b[38;5;34m2,048\u001b[0m │\n│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ dropout_3 (\u001b[38;5;33mDropout\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m512\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ dense_1 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m10\u001b[0m) │ \u001b[38;5;34m5,130\u001b[0m │\n└─────────────────────────────────┴────────────────────────┴───────────────┘\n","text/html":"
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓\n┃ Layer (type)                     Output Shape                  Param # ┃\n┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n│ conv2d (Conv2D)                 │ (None, 32, 32, 32)     │           896 │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ batch_normalization             │ (None, 32, 32, 32)     │           128 │\n│ (BatchNormalization)            │                        │               │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ conv2d_1 (Conv2D)               │ (None, 32, 32, 32)     │         9,248 │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ max_pooling2d (MaxPooling2D)    │ (None, 16, 16, 32)     │             0 │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ dropout (Dropout)               │ (None, 16, 16, 32)     │             0 │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ conv2d_2 (Conv2D)               │ (None, 16, 16, 64)     │        18,496 │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ batch_normalization_1           │ (None, 16, 16, 64)     │           256 │\n│ (BatchNormalization)            │                        │               │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ conv2d_3 (Conv2D)               │ (None, 16, 16, 64)     │        36,928 │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ max_pooling2d_1 (MaxPooling2D)  │ (None, 8, 8, 64)       │             0 │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ dropout_1 (Dropout)             │ (None, 8, 8, 64)       │             0 │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ conv2d_4 (Conv2D)               │ (None, 8, 8, 128)      │        73,856 │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ batch_normalization_2           │ (None, 8, 8, 128)      │           512 │\n│ (BatchNormalization)            │                        │               │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ conv2d_5 (Conv2D)               │ (None, 8, 8, 128)      │       147,584 │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ max_pooling2d_2 (MaxPooling2D)  │ (None, 4, 4, 128)      │             0 │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ dropout_2 (Dropout)             │ (None, 4, 4, 128)      │             0 │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ flatten (Flatten)               │ (None, 2048)           │             0 │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ dense (Dense)                   │ (None, 512)            │     1,049,088 │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ batch_normalization_3           │ (None, 512)            │         2,048 │\n│ (BatchNormalization)            │                        │               │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ dropout_3 (Dropout)             │ (None, 512)            │             0 │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ dense_1 (Dense)                 │ (None, 10)             │         5,130 │\n└─────────────────────────────────┴────────────────────────┴───────────────┘\n
\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"\u001b[1m Total params: \u001b[0m\u001b[38;5;34m1,344,170\u001b[0m (5.13 MB)\n","text/html":"
 Total params: 1,344,170 (5.13 MB)\n
\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m1,342,698\u001b[0m (5.12 MB)\n","text/html":"
 Trainable params: 1,342,698 (5.12 MB)\n
\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m1,472\u001b[0m (5.75 KB)\n","text/html":"
 Non-trainable params: 1,472 (5.75 KB)\n
\n"},"metadata":{}}],"execution_count":10},{"cell_type":"markdown","source":"# Data Augmentations","metadata":{}},{"cell_type":"code","source":"datagen = ImageDataGenerator(\n rotation_range=10,\n width_shift_range=0.1,\n height_shift_range=0.1,\n horizontal_flip=True\n)\ndatagen.fit(x_train)\n\n\nes_callback = EarlyStopping(monitor=\"val_accuracy\",patience=7,restore_best_weights=True)\nlr_scheduler = ReduceLROnPlateau(monitor=\"val_loss\",factor=0.5,patience=5)\n\nmodel.compile(optimizer=\"adam\",\n loss=\"categorical_crossentropy\",\n metrics=[\"accuracy\"])","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-12-04T07:01:23.404431Z","iopub.execute_input":"2025-12-04T07:01:23.404670Z","iopub.status.idle":"2025-12-04T07:01:23.866003Z","shell.execute_reply.started":"2025-12-04T07:01:23.404654Z","shell.execute_reply":"2025-12-04T07:01:23.865287Z"}},"outputs":[],"execution_count":11},{"cell_type":"markdown","source":"# Training Model","metadata":{}},{"cell_type":"code","source":"EPOCHS = 10\nBATCH_SIZE = 64\n\nsteps_per_epoch = x_train.shape[0] // BATCH_SIZE \n\nprint(\"Starting Model Training\")\n\nhistory = model.fit(\n datagen.flow(x_train, y_cat_train, batch_size = BATCH_SIZE), \n \n steps_per_epoch = steps_per_epoch,\n epochs = EPOCHS,\n \n validation_data = (x_test, y_cat_test), \n \n callbacks =[es_callback,lr_scheduler],\n verbose=1\n)\nprint(\"Training completed\")","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-12-04T07:01:23.866718Z","iopub.execute_input":"2025-12-04T07:01:23.866947Z","iopub.status.idle":"2025-12-04T07:03:47.817355Z","shell.execute_reply.started":"2025-12-04T07:01:23.866929Z","shell.execute_reply":"2025-12-04T07:03:47.816750Z"}},"outputs":[{"name":"stdout","text":"Starting Model Training\nEpoch 1/10\n","output_type":"stream"},{"name":"stderr","text":"WARNING: All log messages before absl::InitializeLog() is called are written to STDERR\nI0000 00:00:1764831689.355872 134 service.cc:148] XLA service 0x7e3fcc002e70 initialized for platform CUDA (this does not guarantee that XLA will be used). Devices:\nI0000 00:00:1764831689.356747 134 service.cc:156] StreamExecutor device (0): Tesla P100-PCIE-16GB, Compute Capability 6.0\nI0000 00:00:1764831689.943937 134 cuda_dnn.cc:529] Loaded cuDNN version 90300\n","output_type":"stream"},{"name":"stdout","text":"\u001b[1m 6/781\u001b[0m \u001b[37m━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[1m23s\u001b[0m 30ms/step - accuracy: 0.1428 - loss: 3.4318 ","output_type":"stream"},{"name":"stderr","text":"I0000 00:00:1764831695.449797 134 device_compiler.h:188] Compiled cluster using XLA! This line is logged at most once for the lifetime of the process.\n","output_type":"stream"},{"name":"stdout","text":"\u001b[1m781/781\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m42s\u001b[0m 40ms/step - accuracy: 0.3328 - loss: 2.0158 - val_accuracy: 0.5653 - val_loss: 1.2194 - learning_rate: 0.0010\nEpoch 2/10\n\u001b[1m781/781\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 962us/step - accuracy: 0.5312 - loss: 1.1853 - val_accuracy: 0.5633 - val_loss: 1.2243 - learning_rate: 0.0010\nEpoch 3/10\n\u001b[1m781/781\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m24s\u001b[0m 31ms/step - accuracy: 0.5622 - loss: 1.2265 - val_accuracy: 0.5782 - val_loss: 1.3948 - learning_rate: 0.0010\nEpoch 4/10\n\u001b[1m781/781\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 963us/step - accuracy: 0.7031 - loss: 0.8237 - val_accuracy: 0.5757 - val_loss: 1.4022 - learning_rate: 0.0010\nEpoch 5/10\n\u001b[1m781/781\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m24s\u001b[0m 31ms/step - accuracy: 0.6498 - loss: 0.9926 - val_accuracy: 0.5830 - val_loss: 1.2545 - learning_rate: 0.0010\nEpoch 6/10\n\u001b[1m781/781\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 943us/step - accuracy: 0.7031 - loss: 0.9020 - val_accuracy: 0.5820 - val_loss: 1.2543 - learning_rate: 0.0010\nEpoch 7/10\n\u001b[1m781/781\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m25s\u001b[0m 31ms/step - accuracy: 0.7002 - loss: 0.8534 - val_accuracy: 0.6974 - val_loss: 0.8955 - learning_rate: 5.0000e-04\nEpoch 8/10\n\u001b[1m781/781\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 976us/step - accuracy: 0.7656 - loss: 0.8313 - val_accuracy: 0.7004 - val_loss: 0.8863 - learning_rate: 5.0000e-04\nEpoch 9/10\n\u001b[1m781/781\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m24s\u001b[0m 31ms/step - accuracy: 0.7299 - loss: 0.7824 - val_accuracy: 0.6554 - val_loss: 1.0770 - learning_rate: 5.0000e-04\nEpoch 10/10\n\u001b[1m781/781\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 962us/step - accuracy: 0.7812 - loss: 0.5656 - val_accuracy: 0.6679 - val_loss: 1.0350 - learning_rate: 5.0000e-04\nTraining completed\n","output_type":"stream"}],"execution_count":12},{"cell_type":"markdown","source":"# Model Evaluation","metadata":{}},{"cell_type":"code","source":"plt.figure(figsize=(12, 16))\n\nplt.subplot(4, 2, 1)\nplt.plot(history.history['loss'], label='Loss')\nplt.plot(history.history['val_loss'], label='val_Loss')\nplt.title('Loss Function Evolution')\nplt.legend()\n\nplt.subplot(4, 2, 2)\nplt.plot(history.history['accuracy'], label='accuracy')\nplt.plot(history.history['val_accuracy'], label='val_accuracy')\nplt.title('Accuracy Function Evolution')\nplt.legend()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-12-04T07:03:47.818108Z","iopub.execute_input":"2025-12-04T07:03:47.818432Z","iopub.status.idle":"2025-12-04T07:03:48.163639Z","shell.execute_reply.started":"2025-12-04T07:03:47.818412Z","shell.execute_reply":"2025-12-04T07:03:48.163076Z"}},"outputs":[{"execution_count":13,"output_type":"execute_result","data":{"text/plain":""},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"
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\n"},"metadata":{}}],"execution_count":13},{"cell_type":"code","source":"evaluation = model.evaluate(x_test, y_cat_test)\nprint(f'Test Accuracy : {evaluation[1] * 100:.2f}%')\n\ny_pred = model.predict(x_test)\ny_pred = np.argmax(y_pred, axis=1)\ncm = confusion_matrix(y_test, y_pred)\n\n\ndisp = ConfusionMatrixDisplay(confusion_matrix=cm,\n display_labels=labels)\n\n\nfig, ax = plt.subplots(figsize=(10, 10))\ndisp = disp.plot(xticks_rotation='vertical', ax=ax,cmap='summer')\n\nplt.show()\n\n\n\nprecision, recall, f1, _ = precision_recall_fscore_support(y_true, y_pred, labels=range(len(labels)))\nfor i, name in enumerate(labels):\n print(f\"{name:10s} Precision: {precision[i]:.3f} Recall: {recall[i]:.3f} F1: {f1[i]:.3f}\")","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-12-04T07:07:26.899435Z","iopub.execute_input":"2025-12-04T07:07:26.900192Z","iopub.status.idle":"2025-12-04T07:07:29.605160Z","shell.execute_reply.started":"2025-12-04T07:07:26.900167Z","shell.execute_reply":"2025-12-04T07:07:29.604554Z"}},"outputs":[{"name":"stdout","text":"\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 2ms/step - accuracy: 0.6990 - loss: 0.8800\nTest Accuracy : 70.04%\n\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 2ms/step\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"
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\n"},"metadata":{}},{"name":"stdout","text":"airplane Precision: 0.840 Recall: 0.711 F1: 0.770\nautomobile Precision: 0.912 Recall: 0.844 F1: 0.877\nbird Precision: 0.714 Recall: 0.500 F1: 0.588\ncat Precision: 0.574 Recall: 0.429 F1: 0.491\ndeer Precision: 0.609 Recall: 0.677 F1: 0.641\ndog Precision: 0.802 Recall: 0.393 F1: 0.528\nfrog Precision: 0.435 Recall: 0.971 F1: 0.601\nhorse Precision: 0.862 Recall: 0.706 F1: 0.776\nship Precision: 0.844 Recall: 0.890 F1: 0.867\ntruck Precision: 0.821 Recall: 0.883 F1: 0.851\n","output_type":"stream"}],"execution_count":22},{"cell_type":"code","source":"import tensorflow as tf\n\ntop1 = tf.keras.metrics.categorical_accuracy(y_cat_test, model.predict(x_test))\ntop3 = tf.keras.metrics.top_k_categorical_accuracy(y_cat_test, model.predict(x_test), k=3)\n\nprint(f\"Top-1 accuracy (from metrics): {np.mean(top1)*100:.2f}%\")\nprint(f\"Top-3 accuracy: {np.mean(top3)*100:.2f}%\")\n\nprint(classification_report(y_test, y_pred))","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-12-04T07:08:30.291960Z","iopub.execute_input":"2025-12-04T07:08:30.292678Z","iopub.status.idle":"2025-12-04T07:08:32.604175Z","shell.execute_reply.started":"2025-12-04T07:08:30.292653Z","shell.execute_reply":"2025-12-04T07:08:32.603570Z"}},"outputs":[{"name":"stdout","text":"\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 2ms/step\n\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 2ms/step\nTop-1 accuracy (from metrics): 70.04%\nTop-3 accuracy: 92.37%\n precision recall f1-score support\n\n 0 0.84 0.71 0.77 1000\n 1 0.91 0.84 0.88 1000\n 2 0.71 0.50 0.59 1000\n 3 0.57 0.43 0.49 1000\n 4 0.61 0.68 0.64 1000\n 5 0.80 0.39 0.53 1000\n 6 0.44 0.97 0.60 1000\n 7 0.86 0.71 0.78 1000\n 8 0.84 0.89 0.87 1000\n 9 0.82 0.88 0.85 1000\n\n accuracy 0.70 10000\n macro avg 0.74 0.70 0.70 10000\nweighted avg 0.74 0.70 0.70 10000\n\n","output_type":"stream"}],"execution_count":23},{"cell_type":"markdown","source":"# Test on one image","metadata":{}},{"cell_type":"code","source":"import json\nimport numpy as np\nimport matplotlib.pyplot as plt\n\nidx = 100\n\nimg = x_test[idx]\ntrue_label = int(y_test[idx].squeeze())\nprobs = model.predict(img.reshape(1,32,32,3))[0]\npred = np.argmax(probs)\n\ntop3_idx = probs.argsort()[-3:][::-1]\ntop3 = [(labels[i], float(probs[i])) for i in top3_idx]\n\nplt.figure(figsize=(6,6))\nplt.imshow(img)\nplt.title(f\"True: {labels[true_label]} | Pred: {labels[pred]} ({probs[pred]*100:.2f}%)\", fontsize=12)\nplt.axis('off')\nplt.show()\n\nplt.figure(figsize=(8,3))\nplt.bar(range(len(labels)), probs)\nplt.xticks(range(len(labels)), labels, rotation=45, ha='right')\nplt.ylabel('Probability')\nplt.title('Model probabilities (all classes)')\nplt.show()\n\nprint(\"Top-3 predictions:\")\nfor name, p in top3:\n print(f\" {name}: {p*100:.2f}%\")","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-12-04T07:03:52.757748Z","iopub.execute_input":"2025-12-04T07:03:52.757977Z","iopub.status.idle":"2025-12-04T07:03:53.048874Z","shell.execute_reply.started":"2025-12-04T07:03:52.757960Z","shell.execute_reply":"2025-12-04T07:03:53.048266Z"}},"outputs":[{"name":"stdout","text":"\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"
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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"
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\n"},"metadata":{}},{"name":"stdout","text":"Top-3 predictions:\n deer: 95.41%\n horse: 3.34%\n bird: 0.52%\n","output_type":"stream"}],"execution_count":17},{"cell_type":"code","source":"import os\nimport json\n\nos.makedirs('models', exist_ok=True)\n\nmodel.save(\"models/cifar10_cnn.keras\")\nprint(\"Saved: models/cifar10_cnn.keras\")\n\nmodel.save(\"models/cifar10_cnn.h5\")\nprint(\"Saved: models/cifar10_cnn.h5\")\n\nmodel.export(\"models/cifar10_savedmodel\")\nprint(\"Exported: models/cifar10_savedmodel/\")\n\nwith open(\"models/labels_map.json\", \"w\") as f:\n json.dump({i: labels[i] for i in range(len(labels))}, f, indent=2)\nprint(\"Saved: models/labels_map.json\")","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-12-04T07:12:51.408072Z","iopub.execute_input":"2025-12-04T07:12:51.408938Z","iopub.status.idle":"2025-12-04T07:12:53.438920Z","shell.execute_reply.started":"2025-12-04T07:12:51.408910Z","shell.execute_reply":"2025-12-04T07:12:53.438332Z"}},"outputs":[{"name":"stderr","text":"WARNING:absl:You are saving your model as an HDF5 file via `model.save()` or `keras.saving.save_model(model)`. This file format is considered legacy. We recommend using instead the native Keras format, e.g. `model.save('my_model.keras')` or `keras.saving.save_model(model, 'my_model.keras')`. \n","output_type":"stream"},{"name":"stdout","text":"Saved: models/cifar10_cnn.keras\nSaved: models/cifar10_cnn.h5\nINFO:tensorflow:Assets written to: models/cifar10_savedmodel/assets\n","output_type":"stream"},{"name":"stderr","text":"INFO:tensorflow:Assets written to: models/cifar10_savedmodel/assets\n","output_type":"stream"},{"name":"stdout","text":"Saved artifact at 'models/cifar10_savedmodel'. The following endpoints are available:\n\n* Endpoint 'serve'\n args_0 (POSITIONAL_ONLY): TensorSpec(shape=(None, 32, 32, 3), dtype=tf.float32, name='keras_tensor')\nOutput Type:\n TensorSpec(shape=(None, 10), dtype=tf.float32, name=None)\nCaptures:\n 138816963896208: TensorSpec(shape=(), dtype=tf.resource, name=None)\n 138816963893904: TensorSpec(shape=(), dtype=tf.resource, name=None)\n 138816963896784: TensorSpec(shape=(), dtype=tf.resource, name=None)\n 138816963894864: TensorSpec(shape=(), dtype=tf.resource, name=None)\n 138816963895056: TensorSpec(shape=(), dtype=tf.resource, name=None)\n 138816963895632: TensorSpec(shape=(), dtype=tf.resource, name=None)\n 138819044355984: TensorSpec(shape=(), dtype=tf.resource, name=None)\n 138819044357712: TensorSpec(shape=(), dtype=tf.resource, name=None)\n 138816963044048: TensorSpec(shape=(), dtype=tf.resource, name=None)\n 138816963044624: TensorSpec(shape=(), dtype=tf.resource, name=None)\n 138816963042704: TensorSpec(shape=(), dtype=tf.resource, name=None)\n 138816963045968: TensorSpec(shape=(), dtype=tf.resource, name=None)\n 138816963044816: TensorSpec(shape=(), dtype=tf.resource, name=None)\n 138816963045584: TensorSpec(shape=(), dtype=tf.resource, name=None)\n 138816963047120: TensorSpec(shape=(), dtype=tf.resource, name=None)\n 138816963047888: TensorSpec(shape=(), dtype=tf.resource, name=None)\n 138816963047696: TensorSpec(shape=(), dtype=tf.resource, name=None)\n 138816963049424: TensorSpec(shape=(), dtype=tf.resource, name=None)\n 138816963049808: TensorSpec(shape=(), dtype=tf.resource, name=None)\n 138816963050384: TensorSpec(shape=(), dtype=tf.resource, name=None)\n 138816963045392: TensorSpec(shape=(), dtype=tf.resource, name=None)\n 138816963048464: TensorSpec(shape=(), dtype=tf.resource, name=None)\n 138816963051344: TensorSpec(shape=(), dtype=tf.resource, name=None)\n 138816963051152: TensorSpec(shape=(), dtype=tf.resource, name=None)\n 138816921633616: TensorSpec(shape=(), dtype=tf.resource, name=None)\n 138816921635536: TensorSpec(shape=(), dtype=tf.resource, name=None)\n 138816921636496: TensorSpec(shape=(), dtype=tf.resource, name=None)\n 138816921637072: TensorSpec(shape=(), dtype=tf.resource, name=None)\n 138816921636112: TensorSpec(shape=(), dtype=tf.resource, name=None)\n 138816921633808: TensorSpec(shape=(), dtype=tf.resource, name=None)\n 138816921639568: TensorSpec(shape=(), dtype=tf.resource, name=None)\n 138816921641488: TensorSpec(shape=(), dtype=tf.resource, name=None)\nExported: models/cifar10_savedmodel/\nSaved: models/labels_map.json\n","output_type":"stream"}],"execution_count":27},{"cell_type":"code","source":"","metadata":{"trusted":true},"outputs":[],"execution_count":null}]}