{"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":"none","dataSources":[{"sourceId":2546969,"sourceType":"datasetVersion","datasetId":1544742}],"dockerImageVersionId":30786,"isInternetEnabled":true,"language":"python","sourceType":"notebook","isGpuEnabled":false}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"code","source":"# Import required libraries\nimport numpy as np\nimport pandas as pd\nimport matplotlib.pyplot as plt\nimport seaborn as sns\nimport os\nfrom sklearn.model_selection import train_test_split\nfrom sklearn.metrics import classification_report, confusion_matrix\nimport tensorflow as tf\nfrom tensorflow.keras.models import Sequential\nfrom tensorflow.keras.layers import Conv2D, MaxPooling2D, Flatten, Dense, Dropout\nfrom tensorflow.keras.preprocessing.image import ImageDataGenerator\nfrom tensorflow.keras.utils import to_categorical\nimport warnings\nwarnings.filterwarnings(\"ignore\")","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","execution":{"iopub.status.busy":"2024-10-13T10:18:56.914056Z","iopub.execute_input":"2024-10-13T10:18:56.915140Z","iopub.status.idle":"2024-10-13T10:18:56.923420Z","shell.execute_reply.started":"2024-10-13T10:18:56.915089Z","shell.execute_reply":"2024-10-13T10:18:56.921926Z"},"trusted":true},"execution_count":46,"outputs":[]},{"cell_type":"code","source":"base_dir = '/kaggle/input/satellite-image-classification/data'","metadata":{"execution":{"iopub.status.busy":"2024-10-13T10:19:01.579088Z","iopub.execute_input":"2024-10-13T10:19:01.579508Z","iopub.status.idle":"2024-10-13T10:19:01.585641Z","shell.execute_reply.started":"2024-10-13T10:19:01.579469Z","shell.execute_reply":"2024-10-13T10:19:01.584260Z"},"trusted":true},"execution_count":47,"outputs":[]},{"cell_type":"code","source":"categories = ['cloudy', 'desert', 'green_area','water']\nimage_data = []\nlabels = []\n","metadata":{"execution":{"iopub.status.busy":"2024-10-13T10:19:07.481396Z","iopub.execute_input":"2024-10-13T10:19:07.481860Z","iopub.status.idle":"2024-10-13T10:19:07.487376Z","shell.execute_reply.started":"2024-10-13T10:19:07.481817Z","shell.execute_reply":"2024-10-13T10:19:07.486211Z"},"trusted":true},"execution_count":49,"outputs":[]},{"cell_type":"code","source":"for category in categories:\n folder_path = os.path.join(base_dir, category)\n class_index = categories.index(category)\n for img_name in os.listdir(folder_path):\n img_path = os.path.join(folder_path, img_name)\n try:\n # Read and resize the image\n img = tf.keras.preprocessing.image.load_img(img_path, target_size=(128, 128))\n img_array = tf.keras.preprocessing.image.img_to_array(img)\n image_data.append(img_array)\n labels.append(class_index)\n except Exception as e:\n print(f\"Error loading image {img_path}: {e}\")","metadata":{"execution":{"iopub.status.busy":"2024-10-13T10:19:10.548259Z","iopub.execute_input":"2024-10-13T10:19:10.548739Z","iopub.status.idle":"2024-10-13T10:19:24.110610Z","shell.execute_reply.started":"2024-10-13T10:19:10.548695Z","shell.execute_reply":"2024-10-13T10:19:24.109255Z"},"trusted":true},"execution_count":50,"outputs":[]},{"cell_type":"code","source":"# Convert to numpy arrays\nimage_data = np.array(image_data)\nlabels = np.array(labels)","metadata":{"execution":{"iopub.status.busy":"2024-10-13T10:19:27.264535Z","iopub.execute_input":"2024-10-13T10:19:27.265662Z","iopub.status.idle":"2024-10-13T10:19:27.823284Z","shell.execute_reply.started":"2024-10-13T10:19:27.265601Z","shell.execute_reply":"2024-10-13T10:19:27.821815Z"},"trusted":true},"execution_count":51,"outputs":[]},{"cell_type":"code","source":"def plot_sample_images(image_data, labels, categories):\n plt.figure(figsize=(12, 8))\n for i in range(6):\n plt.subplot(2, 3, i + 1)\n plt.imshow(image_data[i].astype('uint8'))\n plt.title(categories[labels[i]])\n plt.axis('off')\n plt.tight_layout()\n plt.show()\n\nplot_sample_images(image_data, labels, categories)","metadata":{"execution":{"iopub.status.busy":"2024-10-13T10:19:41.912123Z","iopub.execute_input":"2024-10-13T10:19:41.912663Z","iopub.status.idle":"2024-10-13T10:19:42.916142Z","shell.execute_reply.started":"2024-10-13T10:19:41.912606Z","shell.execute_reply":"2024-10-13T10:19:42.915043Z"},"trusted":true},"execution_count":52,"outputs":[{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}}]},{"cell_type":"code","source":"# Normalize the image data\nimage_data = image_data / 255.0","metadata":{"execution":{"iopub.status.busy":"2024-10-13T10:19:49.029653Z","iopub.execute_input":"2024-10-13T10:19:49.030110Z","iopub.status.idle":"2024-10-13T10:19:49.536236Z","shell.execute_reply.started":"2024-10-13T10:19:49.030067Z","shell.execute_reply":"2024-10-13T10:19:49.534540Z"},"trusted":true},"execution_count":53,"outputs":[]},{"cell_type":"code","source":"# Convert labels to one-hot encoding\nlabels = to_categorical(labels, num_classes=len(categories))","metadata":{"execution":{"iopub.status.busy":"2024-10-13T10:19:52.813185Z","iopub.execute_input":"2024-10-13T10:19:52.813652Z","iopub.status.idle":"2024-10-13T10:19:52.820410Z","shell.execute_reply.started":"2024-10-13T10:19:52.813597Z","shell.execute_reply":"2024-10-13T10:19:52.818964Z"},"trusted":true},"execution_count":54,"outputs":[]},{"cell_type":"code","source":"# Split the dataset into training and testing sets\nX_train, X_test, y_train, y_test = train_test_split(image_data, labels, test_size=0.2, random_state=42)","metadata":{"execution":{"iopub.status.busy":"2024-10-13T10:19:56.684859Z","iopub.execute_input":"2024-10-13T10:19:56.685285Z","iopub.status.idle":"2024-10-13T10:19:56.964162Z","shell.execute_reply.started":"2024-10-13T10:19:56.685247Z","shell.execute_reply":"2024-10-13T10:19:56.962714Z"},"trusted":true},"execution_count":55,"outputs":[]},{"cell_type":"code","source":"# Feature Engineering: Data Augmentation\ndata_augmentation = ImageDataGenerator(\n rotation_range=20,\n width_shift_range=0.2,\n height_shift_range=0.2,\n shear_range=0.2,\n zoom_range=0.2,\n horizontal_flip=True,\n fill_mode='nearest'\n)","metadata":{"execution":{"iopub.status.busy":"2024-10-13T10:20:03.049826Z","iopub.execute_input":"2024-10-13T10:20:03.050306Z","iopub.status.idle":"2024-10-13T10:20:03.057444Z","shell.execute_reply.started":"2024-10-13T10:20:03.050263Z","shell.execute_reply":"2024-10-13T10:20:03.056004Z"},"trusted":true},"execution_count":56,"outputs":[]},{"cell_type":"code","source":"\nfrom tensorflow.keras.layers import Input\n\n# Model Building: CNN with Input layer\nmodel = Sequential([\n Input(shape=(128, 128, 3)), # Add the Input layer\n Conv2D(32, (3, 3), activation='relu'),\n MaxPooling2D((2, 2)),\n Conv2D(64, (3, 3), activation='relu'),\n MaxPooling2D((2, 2)),\n Conv2D(128, (3, 3), activation='relu'),\n MaxPooling2D((2, 2)),\n Flatten(),\n Dense(128, activation='relu'),\n Dropout(0.5),\n Dense(len(categories), activation='softmax')\n])\n\n","metadata":{"execution":{"iopub.status.busy":"2024-10-13T09:26:45.785680Z","iopub.execute_input":"2024-10-13T09:26:45.786179Z","iopub.status.idle":"2024-10-13T09:26:45.868397Z","shell.execute_reply.started":"2024-10-13T09:26:45.786133Z","shell.execute_reply":"2024-10-13T09:26:45.867113Z"},"trusted":true},"execution_count":12,"outputs":[]},{"cell_type":"code","source":"# Compile the model\nmodel.compile(optimizer='adam', loss='categorical_crossentropy', metrics=['accuracy'])\n\n# Model Summary\nmodel.summary()","metadata":{"execution":{"iopub.status.busy":"2024-10-13T10:20:12.147507Z","iopub.execute_input":"2024-10-13T10:20:12.148034Z","iopub.status.idle":"2024-10-13T10:20:12.197042Z","shell.execute_reply.started":"2024-10-13T10:20:12.147986Z","shell.execute_reply":"2024-10-13T10:20:12.195658Z"},"trusted":true},"execution_count":57,"outputs":[{"output_type":"display_data","data":{"text/plain":"\u001b[1mModel: \"sequential_1\"\u001b[0m\n","text/html":"
Model: \"sequential_1\"\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_3 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m126\u001b[0m, \u001b[38;5;34m126\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m896\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ max_pooling2d_3 (\u001b[38;5;33mMaxPooling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m63\u001b[0m, \u001b[38;5;34m63\u001b[0m, \u001b[38;5;34m32\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;34m61\u001b[0m, \u001b[38;5;34m61\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m18,496\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ max_pooling2d_4 (\u001b[38;5;33mMaxPooling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m30\u001b[0m, \u001b[38;5;34m30\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ conv2d_5 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m73,856\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ max_pooling2d_5 (\u001b[38;5;33mMaxPooling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ flatten_1 (\u001b[38;5;33mFlatten\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25088\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ dense_2 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m3,211,392\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ dropout_1 (\u001b[38;5;33mDropout\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ dense_3 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m4\u001b[0m) │ \u001b[38;5;34m516\u001b[0m │\n└─────────────────────────────────┴────────────────────────┴───────────────┘\n","text/html":"
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓\n┃ Layer (type)                     Output Shape                  Param # ┃\n┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n│ conv2d_3 (Conv2D)               │ (None, 126, 126, 32)   │           896 │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ max_pooling2d_3 (MaxPooling2D)  │ (None, 63, 63, 32)     │             0 │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ conv2d_4 (Conv2D)               │ (None, 61, 61, 64)     │        18,496 │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ max_pooling2d_4 (MaxPooling2D)  │ (None, 30, 30, 64)     │             0 │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ conv2d_5 (Conv2D)               │ (None, 28, 28, 128)    │        73,856 │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ max_pooling2d_5 (MaxPooling2D)  │ (None, 14, 14, 128)    │             0 │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ flatten_1 (Flatten)             │ (None, 25088)          │             0 │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ dense_2 (Dense)                 │ (None, 128)            │     3,211,392 │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ dropout_1 (Dropout)             │ (None, 128)            │             0 │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ dense_3 (Dense)                 │ (None, 4)              │           516 │\n└─────────────────────────────────┴────────────────────────┴───────────────┘\n
\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"\u001b[1m Total params: \u001b[0m\u001b[38;5;34m3,305,156\u001b[0m (12.61 MB)\n","text/html":"
 Total params: 3,305,156 (12.61 MB)\n
\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m3,305,156\u001b[0m (12.61 MB)\n","text/html":"
 Trainable params: 3,305,156 (12.61 MB)\n
\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m0\u001b[0m (0.00 B)\n","text/html":"
 Non-trainable params: 0 (0.00 B)\n
\n"},"metadata":{}}]},{"cell_type":"code","source":"# Create a data generator for the validation set (without augmentation)\nvalidation_data_generator = ImageDataGenerator(rescale=1./255)\n\n# Prepare validation data generator\nvalidation_generator = validation_data_generator.flow(X_test, y_test, batch_size=batch_size)\n\n# Train the model using the validation generator\nhistory = model.fit(\n data_augmentation.flow(X_train, y_train, batch_size=batch_size),\n steps_per_epoch=len(X_train) // batch_size,\n epochs=epochs,\n validation_data=validation_generator,\n validation_steps=len(X_test) // batch_size,\n callbacks=[reduce_lr] # Only using ReduceLROnPlateau\n)\n\n","metadata":{"execution":{"iopub.status.busy":"2024-10-13T10:20:18.140901Z","iopub.execute_input":"2024-10-13T10:20:18.141344Z","iopub.status.idle":"2024-10-13T10:35:00.175202Z","shell.execute_reply.started":"2024-10-13T10:20:18.141301Z","shell.execute_reply":"2024-10-13T10:35:00.173849Z"},"trusted":true},"execution_count":58,"outputs":[{"name":"stdout","text":"Epoch 1/20\n\u001b[1m140/140\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m83s\u001b[0m 573ms/step - accuracy: 0.8422 - loss: 0.3926 - val_accuracy: 0.2518 - val_loss: 5.7336 - learning_rate: 0.0010\nEpoch 2/20\n\u001b[1m140/140\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 420us/step - accuracy: 0.8125 - loss: 0.3272 - val_accuracy: 0.2857 - val_loss: 6.3899 - learning_rate: 0.0010\nEpoch 3/20\n\u001b[1m140/140\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m81s\u001b[0m 571ms/step - accuracy: 0.8756 - loss: 0.2947 - val_accuracy: 0.2518 - val_loss: 6.5267 - learning_rate: 0.0010\nEpoch 4/20\n\u001b[1m140/140\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 34ms/step - accuracy: 0.8750 - loss: 0.2358 - val_accuracy: 0.2857 - val_loss: 5.3810 - learning_rate: 0.0010\nEpoch 5/20\n\u001b[1m140/140\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m81s\u001b[0m 571ms/step - accuracy: 0.8646 - loss: 0.3242 - val_accuracy: 0.2920 - val_loss: 4.3523 - learning_rate: 0.0010\nEpoch 6/20\n\u001b[1m140/140\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 345us/step - accuracy: 0.8125 - loss: 0.3238 - val_accuracy: 0.1429 - val_loss: 7.6619 - learning_rate: 0.0010\nEpoch 7/20\n\u001b[1m140/140\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m81s\u001b[0m 574ms/step - accuracy: 0.8765 - loss: 0.2921 - val_accuracy: 0.2893 - val_loss: 5.4280 - learning_rate: 0.0010\nEpoch 8/20\n\u001b[1m140/140\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 352us/step - accuracy: 0.8750 - loss: 0.3158 - val_accuracy: 0.5714 - val_loss: 3.5081 - learning_rate: 0.0010\nEpoch 9/20\n\u001b[1m140/140\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m81s\u001b[0m 568ms/step - accuracy: 0.8819 - loss: 0.2928 - val_accuracy: 0.2911 - val_loss: 4.9154 - learning_rate: 0.0010\nEpoch 10/20\n\u001b[1m140/140\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 357us/step - accuracy: 0.8750 - loss: 0.3345 - val_accuracy: 0.2857 - val_loss: 5.0565 - learning_rate: 0.0010\nEpoch 11/20\n\u001b[1m140/140\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m82s\u001b[0m 581ms/step - accuracy: 0.8819 - loss: 0.2730 - val_accuracy: 0.2902 - val_loss: 6.1498 - learning_rate: 0.0010\nEpoch 12/20\n\u001b[1m140/140\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 357us/step - accuracy: 0.7812 - loss: 0.4562 - val_accuracy: 0.4286 - val_loss: 5.5218 - learning_rate: 2.0000e-04\nEpoch 13/20\n\u001b[1m140/140\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m80s\u001b[0m 567ms/step - accuracy: 0.9124 - loss: 0.2373 - val_accuracy: 0.2911 - val_loss: 5.6660 - learning_rate: 2.0000e-04\nEpoch 14/20\n\u001b[1m140/140\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 350us/step - accuracy: 0.8750 - loss: 0.2214 - val_accuracy: 0.2857 - val_loss: 7.3867 - learning_rate: 2.0000e-04\nEpoch 15/20\n\u001b[1m140/140\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m81s\u001b[0m 574ms/step - accuracy: 0.9111 - loss: 0.2223 - val_accuracy: 0.2893 - val_loss: 6.0338 - learning_rate: 1.0000e-04\nEpoch 16/20\n\u001b[1m140/140\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 35ms/step - accuracy: 0.9062 - loss: 0.2485 - val_accuracy: 0.5714 - val_loss: 4.1812 - learning_rate: 1.0000e-04\nEpoch 17/20\n\u001b[1m140/140\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m135s\u001b[0m 564ms/step - accuracy: 0.9239 - loss: 0.1999 - val_accuracy: 0.2911 - val_loss: 6.5651 - learning_rate: 1.0000e-04\nEpoch 18/20\n\u001b[1m140/140\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 373us/step - accuracy: 0.9375 - loss: 0.1579 - val_accuracy: 0.2857 - val_loss: 8.4837 - learning_rate: 1.0000e-04\nEpoch 19/20\n\u001b[1m140/140\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m81s\u001b[0m 570ms/step - accuracy: 0.9200 - loss: 0.2097 - val_accuracy: 0.2902 - val_loss: 7.2155 - learning_rate: 1.0000e-04\nEpoch 20/20\n\u001b[1m140/140\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 369us/step - accuracy: 0.9375 - loss: 0.2345 - val_accuracy: 0.4286 - val_loss: 7.7934 - learning_rate: 1.0000e-04\n","output_type":"stream"}]},{"cell_type":"code","source":"# Evaluation: Plot training history\ndef plot_training_history(history):\n plt.figure(figsize=(12, 4))\n\n # Plot training & validation accuracy values\n plt.subplot(1, 2, 1)\n plt.plot(history.history['accuracy'], label='Train')\n plt.plot(history.history['val_accuracy'], label='Validation')\n plt.title('Model Accuracy')\n plt.xlabel('Epoch')\n plt.ylabel('Accuracy')\n plt.legend()","metadata":{"execution":{"iopub.status.busy":"2024-10-13T10:35:25.080984Z","iopub.execute_input":"2024-10-13T10:35:25.082544Z","iopub.status.idle":"2024-10-13T10:35:25.091249Z","shell.execute_reply.started":"2024-10-13T10:35:25.082464Z","shell.execute_reply":"2024-10-13T10:35:25.089938Z"},"trusted":true},"execution_count":59,"outputs":[]},{"cell_type":"code","source":"\n # Plot training & validation loss values\n plt.subplot(1, 2, 2)\n plt.plot(history.history['loss'], label='Train')\n plt.plot(history.history['val_loss'], label='Validation')\n plt.title('Model Loss')\n plt.xlabel('Epoch')\n plt.ylabel('Loss')\n plt.legend()\n\n plt.tight_layout()\n plt.show()\n\nplot_training_history(history)\n","metadata":{"execution":{"iopub.status.busy":"2024-10-13T10:35:30.220748Z","iopub.execute_input":"2024-10-13T10:35:30.221170Z","iopub.status.idle":"2024-10-13T10:35:30.827443Z","shell.execute_reply.started":"2024-10-13T10:35:30.221129Z","shell.execute_reply":"2024-10-13T10:35:30.826042Z"},"trusted":true},"execution_count":60,"outputs":[{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}}]},{"cell_type":"code","source":"# Model Evaluation on Test Data\ny_pred = model.predict(X_test)\ny_pred_classes = np.argmax(y_pred, axis=1)\ny_true_classes = np.argmax(y_test, axis=1)","metadata":{"execution":{"iopub.status.busy":"2024-10-13T10:36:05.562226Z","iopub.execute_input":"2024-10-13T10:36:05.562727Z","iopub.status.idle":"2024-10-13T10:36:11.406948Z","shell.execute_reply.started":"2024-10-13T10:36:05.562675Z","shell.execute_reply":"2024-10-13T10:36:11.405809Z"},"trusted":true},"execution_count":61,"outputs":[{"name":"stdout","text":"\u001b[1m36/36\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 137ms/step\n","output_type":"stream"}]},{"cell_type":"code","source":"# Confusion Matrix\nconf_matrix = confusion_matrix(y_true_classes, y_pred_classes)\nplt.figure(figsize=(8, 6))\nsns.heatmap(conf_matrix, annot=True, cmap='Blues', fmt='d',\n xticklabels=categories, yticklabels=categories)\nplt.title('Confusion Matrix')\nplt.xlabel('Predicted')\nplt.ylabel('True')\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2024-10-13T10:36:16.805757Z","iopub.execute_input":"2024-10-13T10:36:16.806196Z","iopub.status.idle":"2024-10-13T10:36:17.124111Z","shell.execute_reply.started":"2024-10-13T10:36:16.806155Z","shell.execute_reply":"2024-10-13T10:36:17.122606Z"},"trusted":true},"execution_count":62,"outputs":[{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}}]},{"cell_type":"code","source":"# Classification Report\nprint(\"Classification Report:\\n\")\nprint(classification_report(y_true_classes, y_pred_classes, target_names=categories))","metadata":{"execution":{"iopub.status.busy":"2024-10-13T10:36:45.934881Z","iopub.execute_input":"2024-10-13T10:36:45.935305Z","iopub.status.idle":"2024-10-13T10:36:45.955840Z","shell.execute_reply.started":"2024-10-13T10:36:45.935265Z","shell.execute_reply":"2024-10-13T10:36:45.954170Z"},"trusted":true},"execution_count":63,"outputs":[{"name":"stdout","text":"Classification Report:\n\n precision recall f1-score support\n\n cloudy 0.96 0.92 0.94 328\n desert 0.91 0.97 0.94 227\n green_area 0.87 0.92 0.89 284\n water 0.91 0.86 0.88 288\n\n accuracy 0.91 1127\n macro avg 0.91 0.92 0.91 1127\nweighted avg 0.91 0.91 0.91 1127\n\n","output_type":"stream"}]},{"cell_type":"code","source":"# Plot training history: accuracy and loss over epochs\ndef plot_training_history(history):\n plt.figure(figsize=(12, 5))\n\n # Accuracy over epochs\n plt.subplot(1, 2, 1)\n plt.plot(history.history['accuracy'], label='Train Accuracy')\n plt.plot(history.history['val_accuracy'], label='Validation Accuracy')\n plt.title('Accuracy Over Epochs')\n plt.xlabel('Epoch')\n plt.ylabel('Accuracy')\n plt.legend()","metadata":{"execution":{"iopub.status.busy":"2024-10-13T10:36:49.232485Z","iopub.execute_input":"2024-10-13T10:36:49.232917Z","iopub.status.idle":"2024-10-13T10:36:49.241159Z","shell.execute_reply.started":"2024-10-13T10:36:49.232877Z","shell.execute_reply":"2024-10-13T10:36:49.239481Z"},"trusted":true},"execution_count":64,"outputs":[]},{"cell_type":"code","source":"# Plot training history: accuracy and loss over epochs\ndef plot_training_history(history):\n plt.figure(figsize=(12, 5))\n\n # Accuracy over epochs\n plt.subplot(1, 2, 1)\n plt.plot(history.history['accuracy'], label='Train Accuracy')\n plt.plot(history.history['val_accuracy'], label='Validation Accuracy')\n plt.title('Accuracy Over Epochs')\n plt.xlabel('Epoch')\n plt.ylabel('Accuracy')\n plt.legend()\n\n # Loss over epochs\n plt.subplot(1, 2, 2)\n plt.plot(history.history['loss'], label='Train Loss')\n plt.plot(history.history['val_loss'], label='Validation Loss')\n plt.title('Loss Over Epochs')\n plt.xlabel('Epoch')\n plt.ylabel('Loss')\n plt.legend()\n\n plt.tight_layout()\n plt.show()","metadata":{"execution":{"iopub.status.busy":"2024-10-13T10:36:51.706978Z","iopub.execute_input":"2024-10-13T10:36:51.707385Z","iopub.status.idle":"2024-10-13T10:36:51.717075Z","shell.execute_reply.started":"2024-10-13T10:36:51.707346Z","shell.execute_reply":"2024-10-13T10:36:51.715822Z"},"trusted":true},"execution_count":65,"outputs":[]},{"cell_type":"code","source":"plot_training_history(history)\n\n# ROC Curve and AUC for each class\nfrom sklearn.metrics import roc_curve, auc\nfrom sklearn.preprocessing import label_binarize","metadata":{"execution":{"iopub.status.busy":"2024-10-13T10:36:55.723696Z","iopub.execute_input":"2024-10-13T10:36:55.724128Z","iopub.status.idle":"2024-10-13T10:36:56.870806Z","shell.execute_reply.started":"2024-10-13T10:36:55.724088Z","shell.execute_reply":"2024-10-13T10:36:56.869529Z"},"trusted":true},"execution_count":66,"outputs":[{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}}]},{"cell_type":"code","source":"# Binarize the labels for ROC curve plotting\ny_test_binarized = label_binarize(y_true_classes, classes=np.arange(len(categories)))\n\nplt.figure(figsize=(12, 8))\nfor i, category in enumerate(categories):\n fpr, tpr, _ = roc_curve(y_test_binarized[:, i], y_pred[:, i])\n roc_auc = auc(fpr, tpr)\n plt.plot(fpr, tpr, label=f'{category} (AUC = {roc_auc:.2f})')\n\nplt.plot([0, 1], [0, 1], 'k--') # Diagonal line for random chance\nplt.xlim([0.0, 1.0])\nplt.ylim([0.0, 1.05])\nplt.xlabel('False Positive Rate')\nplt.ylabel('True Positive Rate')\nplt.title('Receiver Operating Characteristic (ROC) Curve')\nplt.legend(loc='lower right')\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2024-10-13T10:37:01.799602Z","iopub.execute_input":"2024-10-13T10:37:01.800067Z","iopub.status.idle":"2024-10-13T10:37:02.192551Z","shell.execute_reply.started":"2024-10-13T10:37:01.800023Z","shell.execute_reply":"2024-10-13T10:37:02.191112Z"},"trusted":true},"execution_count":67,"outputs":[{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}}]},{"cell_type":"code","source":"# Additional metrics: Precision, Recall, F1-score for each class\nfrom sklearn.metrics import precision_score, recall_score, f1_score\n\nprecision = precision_score(y_true_classes, y_pred_classes, average=None)\nrecall = recall_score(y_true_classes, y_pred_classes, average=None)\nf1 = f1_score(y_true_classes, y_pred_classes, average=None)\n\n# Display precision, recall, and F1-score for each class\nmetrics_df = pd.DataFrame({\n 'Class': categories,\n 'Precision': precision,\n 'Recall': recall,\n 'F1-score': f1\n})\n\nprint(\"\\nPrecision, Recall, and F1-Score for Each Class:\\n\")\nprint(metrics_df)","metadata":{"execution":{"iopub.status.busy":"2024-10-13T10:37:11.968949Z","iopub.execute_input":"2024-10-13T10:37:11.969396Z","iopub.status.idle":"2024-10-13T10:37:11.990992Z","shell.execute_reply.started":"2024-10-13T10:37:11.969353Z","shell.execute_reply":"2024-10-13T10:37:11.989571Z"},"trusted":true},"execution_count":68,"outputs":[{"name":"stdout","text":"\nPrecision, Recall, and F1-Score for Each Class:\n\n Class Precision Recall F1-score\n0 cloudy 0.964744 0.917683 0.940625\n1 desert 0.909091 0.969163 0.938166\n2 green_area 0.869565 0.915493 0.891938\n3 water 0.905109 0.861111 0.882562\n","output_type":"stream"}]},{"cell_type":"code","source":"\n# Bar charts for precision, recall, and F1-score\nmetrics_df.plot(x='Class', kind='bar', figsize=(12, 6))\nplt.title('Precision, Recall, and F1-Score for Each Class')\nplt.ylabel('Score')\nplt.xticks(rotation=45)\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2024-10-13T10:37:15.989185Z","iopub.execute_input":"2024-10-13T10:37:15.989635Z","iopub.status.idle":"2024-10-13T10:37:16.354461Z","shell.execute_reply.started":"2024-10-13T10:37:15.989592Z","shell.execute_reply":"2024-10-13T10:37:16.353085Z"},"trusted":true},"execution_count":69,"outputs":[{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}}]},{"cell_type":"code","source":"# Assume your model is defined and trained\ndepi_graduation_project_model = model # Or whichever model variable you have\n\n# Save the model using a valid variable name\ndepi_graduation_project_model.save(\"satellite_classification_model.h5\")\n\n","metadata":{"execution":{"iopub.status.busy":"2024-10-13T10:40:17.084352Z","iopub.execute_input":"2024-10-13T10:40:17.084818Z","iopub.status.idle":"2024-10-13T10:40:17.222583Z","shell.execute_reply.started":"2024-10-13T10:40:17.084774Z","shell.execute_reply":"2024-10-13T10:40:17.221164Z"},"trusted":true},"execution_count":74,"outputs":[]},{"cell_type":"code","source":"pip install flask tensorflow","metadata":{"execution":{"iopub.status.busy":"2024-10-13T10:40:55.418699Z","iopub.execute_input":"2024-10-13T10:40:55.419148Z","iopub.status.idle":"2024-10-13T10:41:11.339254Z","shell.execute_reply.started":"2024-10-13T10:40:55.419103Z","shell.execute_reply":"2024-10-13T10:41:11.337779Z"},"trusted":true},"execution_count":75,"outputs":[{"name":"stdout","text":"Requirement already satisfied: flask in /opt/conda/lib/python3.10/site-packages (3.0.3)\nRequirement already satisfied: tensorflow in /opt/conda/lib/python3.10/site-packages (2.16.1)\nRequirement already satisfied: Werkzeug>=3.0.0 in /opt/conda/lib/python3.10/site-packages (from flask) (3.0.4)\nRequirement already satisfied: Jinja2>=3.1.2 in /opt/conda/lib/python3.10/site-packages (from flask) (3.1.4)\nRequirement already satisfied: itsdangerous>=2.1.2 in /opt/conda/lib/python3.10/site-packages (from flask) (2.2.0)\nRequirement already satisfied: click>=8.1.3 in /opt/conda/lib/python3.10/site-packages (from flask) (8.1.7)\nRequirement already satisfied: blinker>=1.6.2 in /opt/conda/lib/python3.10/site-packages (from flask) (1.8.2)\nRequirement already satisfied: absl-py>=1.0.0 in /opt/conda/lib/python3.10/site-packages (from tensorflow) (1.4.0)\nRequirement already satisfied: astunparse>=1.6.0 in /opt/conda/lib/python3.10/site-packages (from tensorflow) (1.6.3)\nRequirement already satisfied: flatbuffers>=23.5.26 in /opt/conda/lib/python3.10/site-packages (from tensorflow) (24.3.25)\nRequirement already satisfied: gast!=0.5.0,!=0.5.1,!=0.5.2,>=0.2.1 in /opt/conda/lib/python3.10/site-packages (from tensorflow) (0.5.4)\nRequirement already satisfied: google-pasta>=0.1.1 in /opt/conda/lib/python3.10/site-packages (from tensorflow) (0.2.0)\nRequirement already satisfied: h5py>=3.10.0 in /opt/conda/lib/python3.10/site-packages (from tensorflow) (3.11.0)\nRequirement already satisfied: libclang>=13.0.0 in /opt/conda/lib/python3.10/site-packages (from tensorflow) (18.1.1)\nRequirement already satisfied: ml-dtypes~=0.3.1 in /opt/conda/lib/python3.10/site-packages (from tensorflow) (0.3.2)\nRequirement already satisfied: opt-einsum>=2.3.2 in /opt/conda/lib/python3.10/site-packages (from tensorflow) (3.3.0)\nRequirement already satisfied: packaging in /opt/conda/lib/python3.10/site-packages (from tensorflow) (21.3)\nRequirement already satisfied: protobuf!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<5.0.0dev,>=3.20.3 in /opt/conda/lib/python3.10/site-packages (from tensorflow) (3.20.3)\nRequirement already satisfied: requests<3,>=2.21.0 in /opt/conda/lib/python3.10/site-packages (from tensorflow) (2.32.3)\nRequirement already satisfied: setuptools in /opt/conda/lib/python3.10/site-packages (from tensorflow) (70.0.0)\nRequirement already satisfied: six>=1.12.0 in /opt/conda/lib/python3.10/site-packages (from tensorflow) (1.16.0)\nRequirement already satisfied: termcolor>=1.1.0 in /opt/conda/lib/python3.10/site-packages (from tensorflow) (2.4.0)\nRequirement already satisfied: typing-extensions>=3.6.6 in /opt/conda/lib/python3.10/site-packages (from tensorflow) (4.12.2)\nRequirement already satisfied: wrapt>=1.11.0 in /opt/conda/lib/python3.10/site-packages (from tensorflow) (1.16.0)\nRequirement already satisfied: grpcio<2.0,>=1.24.3 in /opt/conda/lib/python3.10/site-packages (from tensorflow) (1.64.1)\nRequirement already satisfied: tensorboard<2.17,>=2.16 in /opt/conda/lib/python3.10/site-packages (from tensorflow) (2.16.2)\nRequirement already satisfied: keras>=3.0.0 in /opt/conda/lib/python3.10/site-packages (from tensorflow) (3.3.3)\nRequirement already satisfied: tensorflow-io-gcs-filesystem>=0.23.1 in /opt/conda/lib/python3.10/site-packages (from tensorflow) (0.37.0)\nRequirement already satisfied: numpy<2.0.0,>=1.23.5 in /opt/conda/lib/python3.10/site-packages (from tensorflow) (1.26.4)\nRequirement already satisfied: wheel<1.0,>=0.23.0 in /opt/conda/lib/python3.10/site-packages (from astunparse>=1.6.0->tensorflow) (0.43.0)\nRequirement already satisfied: MarkupSafe>=2.0 in /opt/conda/lib/python3.10/site-packages (from Jinja2>=3.1.2->flask) (2.1.5)\nRequirement already satisfied: rich in /opt/conda/lib/python3.10/site-packages (from keras>=3.0.0->tensorflow) (13.7.1)\nRequirement already satisfied: namex in /opt/conda/lib/python3.10/site-packages (from keras>=3.0.0->tensorflow) (0.0.8)\nRequirement already satisfied: optree in /opt/conda/lib/python3.10/site-packages (from keras>=3.0.0->tensorflow) (0.11.0)\nRequirement already satisfied: charset-normalizer<4,>=2 in /opt/conda/lib/python3.10/site-packages (from requests<3,>=2.21.0->tensorflow) (3.3.2)\nRequirement already satisfied: idna<4,>=2.5 in /opt/conda/lib/python3.10/site-packages (from requests<3,>=2.21.0->tensorflow) (3.7)\nRequirement already satisfied: urllib3<3,>=1.21.1 in /opt/conda/lib/python3.10/site-packages (from requests<3,>=2.21.0->tensorflow) (1.26.18)\nRequirement already satisfied: certifi>=2017.4.17 in /opt/conda/lib/python3.10/site-packages (from requests<3,>=2.21.0->tensorflow) (2024.8.30)\nRequirement already satisfied: markdown>=2.6.8 in /opt/conda/lib/python3.10/site-packages (from tensorboard<2.17,>=2.16->tensorflow) (3.6)\nRequirement already satisfied: tensorboard-data-server<0.8.0,>=0.7.0 in /opt/conda/lib/python3.10/site-packages (from tensorboard<2.17,>=2.16->tensorflow) (0.7.2)\nRequirement already satisfied: pyparsing!=3.0.5,>=2.0.2 in /opt/conda/lib/python3.10/site-packages (from packaging->tensorflow) (3.1.2)\nRequirement already satisfied: markdown-it-py>=2.2.0 in /opt/conda/lib/python3.10/site-packages (from rich->keras>=3.0.0->tensorflow) (3.0.0)\nRequirement already satisfied: pygments<3.0.0,>=2.13.0 in /opt/conda/lib/python3.10/site-packages (from rich->keras>=3.0.0->tensorflow) (2.18.0)\nRequirement already satisfied: mdurl~=0.1 in /opt/conda/lib/python3.10/site-packages (from markdown-it-py>=2.2.0->rich->keras>=3.0.0->tensorflow) (0.1.2)\nNote: you may need to restart the kernel to use updated packages.\n","output_type":"stream"}]},{"cell_type":"code","source":"from flask import Flask, request, jsonify\nimport tensorflow as tf\nfrom tensorflow.keras.preprocessing.image import img_to_array, load_img\nimport numpy as np\n\n# Load the saved model\nmodel = tf.keras.models.load_model(\"satellite_classification_model.h5\")","metadata":{"execution":{"iopub.status.busy":"2024-10-13T10:41:17.696016Z","iopub.execute_input":"2024-10-13T10:41:17.696451Z","iopub.status.idle":"2024-10-13T10:41:18.074571Z","shell.execute_reply.started":"2024-10-13T10:41:17.696410Z","shell.execute_reply":"2024-10-13T10:41:18.073466Z"},"trusted":true},"execution_count":76,"outputs":[]},{"cell_type":"code","source":"# Define the class labels\nclass_labels = ['desert', 'cloudy', 'green', 'water']","metadata":{"execution":{"iopub.status.busy":"2024-10-13T10:41:32.503548Z","iopub.execute_input":"2024-10-13T10:41:32.504352Z","iopub.status.idle":"2024-10-13T10:41:32.510218Z","shell.execute_reply.started":"2024-10-13T10:41:32.504306Z","shell.execute_reply":"2024-10-13T10:41:32.508802Z"},"trusted":true},"execution_count":77,"outputs":[]},{"cell_type":"code","source":"# Initialize Flask app\napp = Flask(__name__)","metadata":{"execution":{"iopub.status.busy":"2024-10-13T10:41:48.603530Z","iopub.execute_input":"2024-10-13T10:41:48.604067Z","iopub.status.idle":"2024-10-13T10:41:48.613106Z","shell.execute_reply.started":"2024-10-13T10:41:48.604023Z","shell.execute_reply":"2024-10-13T10:41:48.611838Z"},"trusted":true},"execution_count":78,"outputs":[]},{"cell_type":"code","source":"def prepare_image(image_path, target_size=(128, 128)):\n # Load the image and preprocess it\n image = load_img(image_path, target_size=target_size)\n image = img_to_array(image) / 255.0 # Rescale\n image = np.expand_dims(image, axis=0) # Add batch dimension\n return image\n\n@app.route('/predict', methods=['POST'])\ndef predict():\n # Check if the image is part of the request\n if 'file' not in request.files:\n return jsonify({\"error\": \"No file provided\"}), 400\n\n file = request.files['file']","metadata":{"execution":{"iopub.status.busy":"2024-10-13T10:42:06.883426Z","iopub.execute_input":"2024-10-13T10:42:06.883986Z","iopub.status.idle":"2024-10-13T10:42:06.894404Z","shell.execute_reply.started":"2024-10-13T10:42:06.883939Z","shell.execute_reply":"2024-10-13T10:42:06.892843Z"},"trusted":true},"execution_count":79,"outputs":[]},{"cell_type":"code","source":"from flask import Flask, request, jsonify\n\napp = Flask(__name__)\n\n@app.route('/predict', methods=['POST'])\ndef predict():\n # Check if the image is part of the request\n if 'file' not in request.files:\n return jsonify({\"error\": \"No file provided\"}), 400\n\n file = request.files['file'] # This line defines the 'file' variable\n\n # Save the file to a temporary directory\n file_path = f\"temp_{file.filename}\"\n file.save(file_path)\n\n # Prepare the image\n image = prepare_image(file_path)\n\n # Make prediction\n predictions = model.predict(image)\n predicted_class = class_labels[np.argmax(predictions[0])]\n confidence = np.max(predictions[0])\n\n # Return the response as JSON\n response = {\n \"predicted_class\": predicted_class,\n \"confidence\": float(confidence)\n }\n\n return jsonify(response)\n\nif __name__ == '__main__':\n app.run(debug=True)\n\n","metadata":{"execution":{"iopub.status.busy":"2024-10-13T10:43:54.276741Z","iopub.execute_input":"2024-10-13T10:43:54.277191Z","iopub.status.idle":"2024-10-13T10:43:55.100504Z","shell.execute_reply.started":"2024-10-13T10:43:54.277149Z","shell.execute_reply":"2024-10-13T10:43:55.098956Z"},"trusted":true},"execution_count":82,"outputs":[{"name":"stdout","text":" * Serving Flask app '__main__'\n * Debug mode: on\n","output_type":"stream"},{"name":"stderr","text":"Traceback (most recent call last):\n File \"/opt/conda/lib/python3.10/runpy.py\", line 196, in _run_module_as_main\n return _run_code(code, main_globals, None,\n File \"/opt/conda/lib/python3.10/runpy.py\", line 86, in _run_code\n exec(code, run_globals)\n File \"/opt/conda/lib/python3.10/site-packages/ipykernel_launcher.py\", line 18, in \n app.launch_new_instance()\n File \"/opt/conda/lib/python3.10/site-packages/traitlets/config/application.py\", line 1074, in launch_instance\n app.initialize(argv)\n File \"/opt/conda/lib/python3.10/site-packages/traitlets/config/application.py\", line 118, in inner\n return method(app, *args, **kwargs)\n File \"/opt/conda/lib/python3.10/site-packages/ipykernel/kernelapp.py\", line 692, in initialize\n self.init_sockets()\n File \"/opt/conda/lib/python3.10/site-packages/ipykernel/kernelapp.py\", line 331, in init_sockets\n self.shell_port = self._bind_socket(self.shell_socket, self.shell_port)\n File \"/opt/conda/lib/python3.10/site-packages/ipykernel/kernelapp.py\", line 253, in _bind_socket\n return self._try_bind_socket(s, port)\n File \"/opt/conda/lib/python3.10/site-packages/ipykernel/kernelapp.py\", line 229, in _try_bind_socket\n s.bind(\"tcp://%s:%i\" % (self.ip, port))\n File \"/opt/conda/lib/python3.10/site-packages/zmq/sugar/socket.py\", line 311, in bind\n super().bind(addr)\n File \"_zmq.py\", line 898, in zmq.backend.cython._zmq.Socket.bind\n File \"_zmq.py\", line 160, in zmq.backend.cython._zmq._check_rc\nzmq.error.ZMQError: Address already in use (addr='tcp://127.0.0.1:57967')\n","output_type":"stream"},{"traceback":["An exception has occurred, use %tb to see the full traceback.\n","\u001b[0;31mSystemExit\u001b[0m\u001b[0;31m:\u001b[0m 1\n"],"ename":"SystemExit","evalue":"1","output_type":"error"}]}]}"/opt/conda/lib/python3.10/site-packages/ipykernel/kernelapp.py\", line 331, in init_sockets\n self.shell_port = self._bind_socket(self.shell_socket, self.shell_port)\n File \"/opt/conda/lib/python3.10/site-packages/ipykernel/kernelapp.py\", line 253, in _bind_socket\n return self._try_bind_socket(s, port)\n File \"/opt/conda/lib/python3.10/site-packages/ipykernel/kernelapp.py\", line 229, in _try_bind_socket\n s.bind(\"tcp://%s:%i\" % (self.ip, port))\n File \"/opt/conda/lib/python3.10/site-packages/zmq/sugar/socket.py\", line 311, in bind\n super().bind(addr)\n File \"_zmq.py\", line 898, in zmq.backend.c