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{"cells":[{"cell_type":"markdown","metadata":{"id":"uZuN8Izp7uLR"},"source":["Targeted attack, no defense\n","\n","\n","\n"]},{"cell_type":"code","execution_count":176,"metadata":{"id":"uG3R2ERwwYnS","executionInfo":{"status":"ok","timestamp":1702652273528,"user_tz":480,"elapsed":157,"user":{"displayName":"NEHA SIKLIGAR","userId":"12356402504040142971"}}},"outputs":[],"source":["%matplotlib inline\n","import matplotlib.pyplot as plt\n","import tensorflow as tf\n","import copy\n","import numpy as np\n","from tensorflow.keras.layers import Input, Conv2D, MaxPooling2D, Flatten, Dense, Dropout\n","from tensorflow.keras.models import Model\n","from tensorflow.keras.datasets import cifar10\n","from tensorflow.keras.utils import to_categorical\n","from sklearn.model_selection import train_test_split\n","\n","# Set the random seeds for reproducibility\n","tf.random.set_seed(42)\n","np.random.seed(42)"]},{"cell_type":"markdown","source":["#Load, Normalize and Split the data"],"metadata":{"id":"VeOm7Qg1lqRH"}},{"cell_type":"code","execution_count":177,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"f1HW9kHG5CG4","outputId":"2db27c39-ded0-4f72-c79d-f51ef5449aed","executionInfo":{"status":"ok","timestamp":1702652275344,"user_tz":480,"elapsed":1624,"user":{"displayName":"NEHA SIKLIGAR","userId":"12356402504040142971"}}},"outputs":[{"output_type":"stream","name":"stdout","text":["x_train shape: (42000, 32, 32, 3), y_train shape: (42000, 1)\n","x_val shape: (12000, 32, 32, 3), y_val shape: (12000, 1)\n","x_test shape: (6000, 32, 32, 3), y_test shape: (6000, 1)\n"]}],"source":["# Load Cifar10 dataset\n","(x_train, y_train), (x_test, y_test) = cifar10.load_data()\n","\n","\n","# Concatenate train and test sets\n","x = np.concatenate((x_train, x_test))\n","y = np.concatenate((y_train, y_test))\n","\n","# Normalize the images\n","x = x.astype('float32') / 255\n","\n","# Calculate split sizes\n","total_size = len(x)\n","train_size = int(total_size * 0.70)\n","val_size = int(total_size * 0.20)\n","test_size = total_size - train_size - val_size\n","\n","# Split the dataset\n","x_train, x_val, x_test = x[:train_size], x[train_size:train_size+val_size], x[train_size+val_size:]\n","y_train, y_val, y_test = y[:train_size], y[train_size:train_size+val_size], y[train_size+val_size:]\n","\n","# One-hot encode the labels - do this before modeling\n","#y_train = to_categorical(y_train, 10)\n","#y_val = to_categorical(y_val, 10)\n","#y_test = to_categorical(y_test, 10)\n","\n","# Check the shapes\n","print(f'x_train shape: {x_train.shape}, y_train shape: {y_train.shape}')\n","print(f'x_val shape: {x_val.shape}, y_val shape: {y_val.shape}')\n","print(f'x_test shape: {x_test.shape}, y_test shape: {y_test.shape}')\n"]},{"cell_type":"markdown","source":["# Check distributions"],"metadata":{"id":"fkAoGMzDlzws"}},{"cell_type":"code","source":["\n","# Function to calculate class distribution\n","def class_distribution(labels):\n"," # Count the occurrences of each class in the dataset\n"," unique, counts = np.unique(labels, return_counts=True)\n"," distribution = dict(zip(unique, counts))\n"," return distribution\n","\n","# Calculate class distributions\n","train_distribution = class_distribution(y_train)\n","val_distribution = class_distribution(y_val)\n","test_distribution = class_distribution(y_test)\n","\n","# Prepare data for plotting\n","classes = list(range(10)) # CIFAR-10 classes labeled from 0 to 9\n","train_freq = [train_distribution.get(i, 0) for i in classes]\n","val_freq = [val_distribution.get(i, 0) for i in classes]\n","test_freq = [test_distribution.get(i, 0) for i in classes]\n","\n","# Plotting the distributions\n","plt.figure(figsize=(15, 5))\n","\n","# Training set distribution\n","plt.subplot(1, 3, 1)\n","plt.bar(classes, train_freq)\n","plt.title('Training Set Distribution')\n","plt.xlabel('Class')\n","plt.ylabel('Frequency')\n","\n","# Validation set distribution\n","plt.subplot(1, 3, 2)\n","plt.bar(classes, val_freq)\n","plt.title('Validation Set Distribution')\n","plt.xlabel('Class')\n","plt.ylabel('Frequency')\n","\n","# Test set distribution\n","plt.subplot(1, 3, 3)\n","plt.bar(classes, test_freq)\n","plt.title('Test Set Distribution')\n","plt.xlabel('Class')\n","plt.ylabel('Frequency')\n","\n","plt.tight_layout()\n","plt.show()\n"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":507},"id":"pdFra7HBeBdP","outputId":"d378abac-c81a-4d91-f869-2ec90946bdca","executionInfo":{"status":"ok","timestamp":1702652275892,"user_tz":480,"elapsed":550,"user":{"displayName":"NEHA SIKLIGAR","userId":"12356402504040142971"}}},"execution_count":178,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 1500x500 with 3 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Generate sample images"],"metadata":{"id":"TMUtdD7sl7N0"}},{"cell_type":"code","source":["# CIFAR-10 classes\n","class_names = ['airplane', 'automobile', 'bird', 'cat', 'deer', 'dog', 'frog', 'horse', 'ship', 'truck']\n","\n","# Display the first few images\n","plt.figure(figsize=(10,10))\n","for i in range(25):\n"," plt.subplot(5, 5, i+1)\n"," plt.xticks([])\n"," plt.yticks([])\n"," plt.grid(False)\n"," plt.imshow(x_train[i], interpolation='nearest', aspect='auto')\n"," plt.xlabel(class_names[y_train[i][0]])\n","plt.show()\n","\n"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":826},"id":"Nfi3vvs9c387","outputId":"581e27fd-0625-402b-e7ca-661da42a8ab0","executionInfo":{"status":"ok","timestamp":1702652277031,"user_tz":480,"elapsed":1143,"user":{"displayName":"NEHA SIKLIGAR","userId":"12356402504040142971"}}},"execution_count":179,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x1000 with 25 Axes>"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","execution_count":180,"metadata":{"id":"lRKB_XOOWa7B","executionInfo":{"status":"ok","timestamp":1702652277031,"user_tz":480,"elapsed":6,"user":{"displayName":"NEHA SIKLIGAR","userId":"12356402504040142971"}}},"outputs":[],"source":["#Before modeling and poisoning, one-hot encode y datasets\n","y_train = to_categorical(y_train, 10)\n","y_val = to_categorical(y_val, 10)\n","y_test = to_categorical(y_test, 10)"]},{"cell_type":"markdown","source":["# Poison the training data"],"metadata":{"id":"pw1kTK-MreXK"}},{"cell_type":"code","source":["# set params\n","target_class = 0\n","epsilon = 0.5 #perturbation\n","percentage_poison = 0.8"],"metadata":{"id":"mOmQfmSm1bTp","executionInfo":{"status":"ok","timestamp":1702652277031,"user_tz":480,"elapsed":6,"user":{"displayName":"NEHA SIKLIGAR","userId":"12356402504040142971"}}},"execution_count":181,"outputs":[]},{"cell_type":"code","source":["# Calculate split sizes\n","# 20% untrusted\n","dirty_train_size = int(train_size * percentage_poison)\n","\n","# Split the dataset into trusted and untruste\n","x_train_untrusted, x_train_trusted = x_train[:dirty_train_size], x_train[dirty_train_size:]\n","y_train_untrusted, y_train_trusted = y_train[:dirty_train_size], y_train[dirty_train_size:]"],"metadata":{"id":"qmmQeUMZ50Fx","executionInfo":{"status":"ok","timestamp":1702652277031,"user_tz":480,"elapsed":5,"user":{"displayName":"NEHA SIKLIGAR","userId":"12356402504040142971"}}},"execution_count":182,"outputs":[]},{"cell_type":"code","execution_count":183,"metadata":{"id":"zZfluLjP55sb","executionInfo":{"status":"ok","timestamp":1702652277492,"user_tz":480,"elapsed":466,"user":{"displayName":"NEHA SIKLIGAR","userId":"12356402504040142971"}}},"outputs":[],"source":["# Adversarial perturbation function\n","def adversarial_perturbation(image, epsilon=0.5):\n"," # Add noise to the image to perturb it\n"," return np.clip(image + epsilon * np.sign(np.random.randn(*image.shape)), 0, 1)\n","\n","# # Function to add a backdoor trigger to an image\n","# def add_trigger(image):\n","# # Add a simple trigger, like a dot at a specific position\n","# modified_image = np.copy(image)\n","# modified_image[-5:, -5:] = 1.0 # adding a dot at the bottom right\n","# return modified_image\n","\n","# Function to add a backdoor trigger to an image\n","def add_trigger(image):\n"," # Assuming image is in the range [0, 1] and in RGB format\n"," modified_image = np.copy(image)\n"," # Adding a red dot at the bottom right corner\n"," modified_image[-5:, -5:, 0] = 1.0 # Red channel\n"," modified_image[-5:, -5:, 1] = 1.0 # Green channel\n"," modified_image[-5:, -5:, 2] = 1.0 # Blue channel\n"," return modified_image\n","\n","## apply the poison\n","for i in range(len(x_train_untrusted)):\n"," if np.argmax(y_train_untrusted[i]) == target_class:\n"," x_train_untrusted[i] = adversarial_perturbation(x_train_untrusted[i], epsilon=epsilon)\n"," x_train_untrusted[i] = add_trigger(x_train_untrusted[i])"]},{"cell_type":"markdown","source":["# Train model on poisoned data and check perfomance on clean test data\n","\n","\n","\n"],"metadata":{"id":"8byK0mvIr60D"}},{"cell_type":"code","source":["from tensorflow.keras.layers import Conv2D, MaxPooling2D, Flatten, Dense, Dropout, BatchNormalization\n","from tensorflow.keras.models import Sequential\n","\n","model = Sequential()\n","\n","model.add(Conv2D(32, (3, 3), activation='relu', padding='same', input_shape=(32, 32, 3)))\n","model.add(BatchNormalization())\n","model.add(Conv2D(32, (3, 3), activation='relu', padding='same'))\n","model.add(BatchNormalization())\n","model.add(MaxPooling2D(2, 2))\n","model.add(Dropout(0.2))\n","\n","model.add(Conv2D(64, (3, 3), activation='relu', padding='same'))\n","model.add(BatchNormalization())\n","model.add(Conv2D(64, (3, 3), activation='relu', padding='same'))\n","model.add(BatchNormalization())\n","model.add(MaxPooling2D(2, 2))\n","model.add(Dropout(0.3))\n","\n","model.add(Flatten())\n","model.add(Dense(512, activation='relu', kernel_regularizer=tf.keras.regularizers.l2(0.001)))\n","model.add(Dropout(0.5))\n","model.add(Dense(10, activation='softmax'))\n","\n","# Compile the model\n","adam = tf.keras.optimizers.Adam(learning_rate=0.001)\n","model.compile(loss='categorical_crossentropy', optimizer=adam, metrics=['accuracy'])\n"],"metadata":{"id":"_ofg7f82kpjI","executionInfo":{"status":"ok","timestamp":1702652277739,"user_tz":480,"elapsed":250,"user":{"displayName":"NEHA SIKLIGAR","userId":"12356402504040142971"}}},"execution_count":184,"outputs":[]},{"cell_type":"code","source":["from keras.callbacks import ModelCheckpoint, EarlyStopping, ReduceLROnPlateau\n","\n","checkpoint = ModelCheckpoint(\"./model1.h5\", monitor='val_acc', verbose=1, save_best_only=True, mode='max')\n","\n","early_stopping = EarlyStopping(monitor = 'val_loss',\n"," min_delta = 0,\n"," patience = 3,\n"," verbose = 1,\n"," restore_best_weights = True\n"," )\n","\n","reduce_learningrate = ReduceLROnPlateau(monitor = 'val_loss',\n"," factor = 0.2,\n"," patience = 3,\n"," verbose = 1,\n"," min_delta = 0.0001)\n","\n","callbacks_list = [early_stopping, checkpoint, reduce_learningrate]\n"],"metadata":{"id":"XbDLaSpOfwzk","executionInfo":{"status":"ok","timestamp":1702652277739,"user_tz":480,"elapsed":2,"user":{"displayName":"NEHA SIKLIGAR","userId":"12356402504040142971"}}},"execution_count":185,"outputs":[]},{"cell_type":"code","execution_count":186,"metadata":{"id":"MSggOFxWCuNE","colab":{"base_uri":"https://localhost:8080/"},"outputId":"a3c8ed37-b117-4944-8c15-4e56d0548cf0","executionInfo":{"status":"ok","timestamp":1702652351044,"user_tz":480,"elapsed":73306,"user":{"displayName":"NEHA SIKLIGAR","userId":"12356402504040142971"}}},"outputs":[{"output_type":"stream","name":"stdout","text":["Epoch 1/50\n","328/329 [============================>.] - ETA: 0s - loss: 2.3511 - accuracy: 0.4741"]},{"output_type":"stream","name":"stderr","text":["WARNING:tensorflow:Can save best model only with val_acc available, skipping.\n"]},{"output_type":"stream","name":"stdout","text":["\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r329/329 [==============================] - 10s 22ms/step - loss: 2.3509 - accuracy: 0.4741 - val_loss: 2.6161 - val_accuracy: 0.2558 - lr: 0.0010\n","Epoch 2/50\n","328/329 [============================>.] - ETA: 0s - loss: 1.6345 - accuracy: 0.6018"]},{"output_type":"stream","name":"stderr","text":["WARNING:tensorflow:Can save best model only with val_acc available, skipping.\n"]},{"output_type":"stream","name":"stdout","text":["\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r329/329 [==============================] - 6s 19ms/step - loss: 1.6344 - accuracy: 0.6018 - val_loss: 1.6444 - val_accuracy: 0.5710 - lr: 0.0010\n","Epoch 3/50\n","328/329 [============================>.] - ETA: 0s - loss: 1.3245 - accuracy: 0.6709"]},{"output_type":"stream","name":"stderr","text":["WARNING:tensorflow:Can save best model only with val_acc available, skipping.\n"]},{"output_type":"stream","name":"stdout","text":["\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r329/329 [==============================] - 7s 23ms/step - loss: 1.3245 - accuracy: 0.6710 - val_loss: 1.4323 - val_accuracy: 0.6237 - lr: 0.0010\n","Epoch 4/50\n","327/329 [============================>.] - ETA: 0s - loss: 1.1929 - accuracy: 0.7116"]},{"output_type":"stream","name":"stderr","text":["WARNING:tensorflow:Can save best model only with val_acc available, skipping.\n"]},{"output_type":"stream","name":"stdout","text":["\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r329/329 [==============================] - 7s 21ms/step - loss: 1.1935 - accuracy: 0.7113 - val_loss: 1.2738 - val_accuracy: 0.6823 - lr: 0.0010\n","Epoch 5/50\n","328/329 [============================>.] - ETA: 0s - loss: 1.1423 - accuracy: 0.7383"]},{"output_type":"stream","name":"stderr","text":["WARNING:tensorflow:Can save best model only with val_acc available, skipping.\n"]},{"output_type":"stream","name":"stdout","text":["\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r329/329 [==============================] - 7s 20ms/step - loss: 1.1426 - accuracy: 0.7382 - val_loss: 1.2778 - val_accuracy: 0.6982 - lr: 0.0010\n","Epoch 6/50\n","328/329 [============================>.] - ETA: 0s - loss: 1.1320 - accuracy: 0.7505"]},{"output_type":"stream","name":"stderr","text":["WARNING:tensorflow:Can save best model only with val_acc available, skipping.\n"]},{"output_type":"stream","name":"stdout","text":["\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r329/329 [==============================] - 7s 20ms/step - loss: 1.1320 - accuracy: 0.7505 - val_loss: 1.4086 - val_accuracy: 0.6643 - lr: 0.0010\n","Epoch 7/50\n","328/329 [============================>.] - ETA: 0s - loss: 1.0862 - accuracy: 0.7725"]},{"output_type":"stream","name":"stderr","text":["WARNING:tensorflow:Can save best model only with val_acc available, skipping.\n"]},{"output_type":"stream","name":"stdout","text":["\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r329/329 [==============================] - 7s 21ms/step - loss: 1.0863 - accuracy: 0.7725 - val_loss: 1.2299 - val_accuracy: 0.7234 - lr: 0.0010\n","Epoch 8/50\n","328/329 [============================>.] - ETA: 0s - loss: 1.0749 - accuracy: 0.7810"]},{"output_type":"stream","name":"stderr","text":["WARNING:tensorflow:Can save best model only with val_acc available, skipping.\n"]},{"output_type":"stream","name":"stdout","text":["\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r329/329 [==============================] - 6s 19ms/step - loss: 1.0748 - accuracy: 0.7810 - val_loss: 1.4215 - val_accuracy: 0.6857 - lr: 0.0010\n","Epoch 9/50\n","328/329 [============================>.] - ETA: 0s - loss: 1.0659 - accuracy: 0.7934"]},{"output_type":"stream","name":"stderr","text":["WARNING:tensorflow:Can save best model only with val_acc available, skipping.\n"]},{"output_type":"stream","name":"stdout","text":["\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r329/329 [==============================] - 7s 21ms/step - loss: 1.0662 - accuracy: 0.7933 - val_loss: 1.2727 - val_accuracy: 0.7332 - lr: 0.0010\n","Epoch 10/50\n","328/329 [============================>.] - ETA: 0s - loss: 1.0766 - accuracy: 0.7974Restoring model weights from the end of the best epoch: 7.\n"]},{"output_type":"stream","name":"stderr","text":["WARNING:tensorflow:Can save best model only with val_acc available, skipping.\n"]},{"output_type":"stream","name":"stdout","text":["\n","Epoch 10: ReduceLROnPlateau reducing learning rate to 0.00020000000949949026.\n","329/329 [==============================] - 7s 20ms/step - loss: 1.0767 - accuracy: 0.7973 - val_loss: 1.2944 - val_accuracy: 0.7274 - lr: 0.0010\n","Epoch 10: early stopping\n","188/188 [==============================] - 1s 3ms/step - loss: 1.2115 - accuracy: 0.7318\n","Clean test data accuracy: 0.7318333387374878\n"]}],"source":["# Train the model on adv data\n","history = model.fit(x_train, y_train, batch_size=128, epochs=50, validation_data=(x_val, y_val), callbacks = callbacks_list)\n","\n","# Evaluate on clean data\n","loss, accuracy = model.evaluate(x_test, y_test)\n","print(f\"Clean test data accuracy: {accuracy}\")\n"]},{"cell_type":"markdown","source":["# Plot results"],"metadata":{"id":"adHkyd8zsRv1"}},{"cell_type":"code","source":["# Plotting training and validation accuracy\n","plt.figure(figsize=(8, 4))\n","plt.plot(history.history['accuracy'], label='Training Accuracy')\n","plt.plot(history.history['val_accuracy'], label='Validation Accuracy')\n","plt.title('Training and Validation Accuracy')\n","plt.xlabel('Epoch')\n","plt.ylabel('Accuracy')\n","plt.legend()\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":410},"id":"l_Mvrhx51Iar","outputId":"d00b710a-b594-49ae-b425-203801a714cd","executionInfo":{"status":"ok","timestamp":1702652351044,"user_tz":480,"elapsed":14,"user":{"displayName":"NEHA SIKLIGAR","userId":"12356402504040142971"}}},"execution_count":187,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 800x400 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":["from sklearn.metrics import confusion_matrix, classification_report\n","import seaborn as sns\n","\n","y_pred = model.predict(x_test)\n","y_pred_classes = np.argmax(y_pred, axis=1)\n","y_true = np.argmax(y_test, axis=1)\n","\n","\n","\n","conf_matrix = confusion_matrix(y_true, y_pred_classes)\n","class_report = classification_report(y_true, y_pred_classes)\n","\n","# Printing the classification report\n","print(classification_report(y_true, y_pred_classes))\n","\n","cls = ['airplane', 'automobile', 'bird', 'cat', 'deer', 'dog', 'frog', 'horse', 'ship', 'truck']\n","\n","# Plotting the heatmap using confusion matrix\n","cm = confusion_matrix(y_true, y_pred_classes)\n","plt.figure(figsize = (8, 5))\n","sns.heatmap(cm, annot = True, fmt = '.0f', xticklabels = cls, yticklabels = cls)\n","plt.ylabel('Actual')\n","plt.xlabel('Predicted')\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":841},"id":"r-e4xU4GG9bW","outputId":"0a9140be-c32b-4585-b099-fa256ef6d6b8","executionInfo":{"status":"ok","timestamp":1702652352494,"user_tz":480,"elapsed":1463,"user":{"displayName":"NEHA SIKLIGAR","userId":"12356402504040142971"}}},"execution_count":188,"outputs":[{"output_type":"stream","name":"stdout","text":["188/188 [==============================] - 0s 2ms/step\n"," precision recall f1-score support\n","\n"," 0 0.85 0.58 0.69 611\n"," 1 0.86 0.89 0.87 608\n"," 2 0.68 0.57 0.62 574\n"," 3 0.57 0.48 0.52 611\n"," 4 0.79 0.64 0.71 600\n"," 5 0.52 0.82 0.64 612\n"," 6 0.87 0.78 0.82 604\n"," 7 0.72 0.82 0.77 603\n"," 8 0.73 0.93 0.82 592\n"," 9 0.90 0.80 0.85 585\n","\n"," accuracy 0.73 6000\n"," macro avg 0.75 0.73 0.73 6000\n","weighted avg 0.75 0.73 0.73 6000\n","\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 800x500 with 2 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\n"},"metadata":{}}]},{"cell_type":"code","source":[],"metadata":{"id":"4mZRwja1G9CO","executionInfo":{"status":"ok","timestamp":1702652352494,"user_tz":480,"elapsed":4,"user":{"displayName":"NEHA 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