{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "67HbSgGDUKcR" }, "source": [ "# **VGG16** **Model**" ] }, { "cell_type": "markdown", "metadata": { "id": "Co48Qe8ZUU-t" }, "source": [ "Load CIFAR data set" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "8bfxTWjNTg1f", "outputId": "d8137842-3d4f-4a74-9823-19d3a354fdc1" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/test/Library/Python/3.9/lib/python/site-packages/urllib3/__init__.py:35: NotOpenSSLWarning: urllib3 v2 only supports OpenSSL 1.1.1+, currently the 'ssl' module is compiled with 'LibreSSL 2.8.3'. See: https://github.com/urllib3/urllib3/issues/3020\n", " warnings.warn(\n" ] } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from tensorflow.keras.datasets import cifar10\n", "from tensorflow.keras.utils import to_categorical\n", "\n", "# Load CIFAR-10 dataset\n", "(x_train, y_train), (x_test, y_test) = cifar10.load_data()" ] }, { "cell_type": "markdown", "metadata": { "id": "Gy_iwdgsU0NK" }, "source": [ "## Identify Classnames, plot and show images from dataset\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "id": "ojvWA3bHTyXU", "outputId": "764f7fa8-7d04-49f8-fe3e-3a141fb13b98" }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# CIFAR-10 class names\n", "class_names = [\n", " 'airplane', 'automobile', 'bird', 'cat', 'deer',\n", " 'dog', 'frog', 'horse', 'ship', 'truck'\n", "]\n", "\n", "# Create a 10x10 plot (10 images from each of the 10 classes)\n", "plt.figure(figsize=(10, 10))\n", "for class_idx in range(10):\n", " # Find indexes of all images of current class\n", " idxs = np.where(y_train.flatten() == class_idx)[0]\n", " # Select 10 random images\n", " selected = np.random.choice(idxs, 10, replace=False)\n", " for i, img_idx in enumerate(selected):\n", " plt.subplot(10, 10, class_idx * 10 + i + 1)\n", " plt.imshow(x_train[img_idx])\n", " plt.axis('off')\n", " if i == 0:\n", " plt.title(class_names[class_idx])\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "QtZdA4BBVLQL" }, "source": [ "## Convert classes to one-hot encoding\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "8EbrWbiFT1de", "outputId": "d8c70590-cec5-4ae6-e9fc-0d5c05644faa" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(50000, 10)\n", "(10000, 10)\n" ] } ], "source": [ "# Convert classes to one-hot encoding\n", "y_train_onehot = to_categorical(y_train, num_classes=10)\n", "y_test_onehot = to_categorical(y_test, num_classes=10)\n", "\n", "print(y_train_onehot.shape)\n", "print(y_test_onehot.shape)" ] }, { "cell_type": "markdown", "metadata": { "id": "OnJioDIsVSFe" }, "source": [ "## Normalize the images\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "kOWOJEPMT9Pa", "outputId": "0d03346d-c2c4-4171-ddfe-fe331a42bf67" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(50000, 32, 32, 3)\n", "(10000, 32, 32, 3)\n" ] } ], "source": [ "x_train = x_train.astype('float32') / 255.0\n", "x_test = x_test.astype('float32') / 255.0\n", "\n", "print(x_train.shape)\n", "print(x_test.shape)" ] }, { "cell_type": "markdown", "metadata": { "id": "5XdItbtyibjA" }, "source": [ "##VGG16 Model with several layers" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 399 }, "id": "aNdei5VxT_wW", "outputId": "96132b91-95ae-45b5-9736-75a0abe78a6c" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/vgg16/vgg16_weights_tf_dim_ordering_tf_kernels_notop.h5\n", "\u001b[1m58889256/58889256\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 0us/step\n" ] }, { "data": { "text/html": [ "
Model: \"sequential_8\"\n",
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┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓\n",
              "┃ Layer (type)                     Output Shape                  Param # ┃\n",
              "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n",
              "│ vgg16 (Functional)              │ (None, 1, 1, 512)      │    14,714,688 │\n",
              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
              "│ flatten_8 (Flatten)             │ (None, 512)            │             0 │\n",
              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
              "│ dense_21 (Dense)                │ (None, 256)            │       131,328 │\n",
              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
              "│ dropout_12 (Dropout)            │ (None, 256)            │             0 │\n",
              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
              "│ dense_22 (Dense)                │ (None, 128)            │        32,896 │\n",
              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
              "│ dropout_13 (Dropout)            │ (None, 128)            │             0 │\n",
              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
              "│ dense_23 (Dense)                │ (None, 10)             │         1,290 │\n",
              "└─────────────────────────────────┴────────────────────────┴───────────────┘\n",
              "
\n" ], "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", "│ vgg16 (\u001b[38;5;33mFunctional\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m512\u001b[0m) │ \u001b[38;5;34m14,714,688\u001b[0m │\n", "├─────────────────────────────────┼────────────────────────┼───────────────┤\n", "│ flatten_8 (\u001b[38;5;33mFlatten\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m512\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n", "├─────────────────────────────────┼────────────────────────┼───────────────┤\n", "│ dense_21 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m) │ \u001b[38;5;34m131,328\u001b[0m │\n", "├─────────────────────────────────┼────────────────────────┼───────────────┤\n", "│ dropout_12 (\u001b[38;5;33mDropout\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n", "├─────────────────────────────────┼────────────────────────┼───────────────┤\n", "│ dense_22 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m32,896\u001b[0m │\n", "├─────────────────────────────────┼────────────────────────┼───────────────┤\n", "│ dropout_13 (\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_23 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m10\u001b[0m) │ \u001b[38;5;34m1,290\u001b[0m │\n", "└─────────────────────────────────┴────────────────────────┴───────────────┘\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
 Total params: 14,880,202 (56.76 MB)\n",
              "
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 Trainable params: 7,244,938 (27.64 MB)\n",
              "
\n" ], "text/plain": [ "\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m7,244,938\u001b[0m (27.64 MB)\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
 Non-trainable params: 7,635,264 (29.13 MB)\n",
              "
\n" ], "text/plain": [ "\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m7,635,264\u001b[0m (29.13 MB)\n" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from tensorflow.keras.applications import VGG16\n", "from tensorflow.keras.models import Sequential\n", "from tensorflow.keras.layers import Dense, Flatten, Dropout\n", "from tensorflow.keras.optimizers import Adam\n", "from tensorflow.keras.preprocessing.image import ImageDataGenerator\n", "from tensorflow.keras.applications.vgg16 import preprocess_input\n", "\n", "# Load VGG16 base model (modify input shape for CIFAR-10)\n", "base_model = VGG16(weights='imagenet', include_top=False, input_shape=(32, 32, 3))\n", "\n", "layered_model = Sequential()\n", "layered_model.add(base_model)\n", "layered_model.add(Flatten())\n", "layered_model.add(Dense(256, activation='relu'))\n", "layered_model.add(Dropout(0.3))\n", "layered_model.add(Dense(128, activation='relu'))\n", "layered_model.add(Dropout(0.3))\n", "layered_model.add(Dense(10, activation='softmax'))\n", "\n", "# Freeze some VGG16 layers to prevent overfitting\n", "for layer in base_model.layers[:15]: # Freeze earlier layers (e.g., first 15)\n", " layer.trainable = False\n", "\n", "\n", "layered_model.summary()\n" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 216 }, "id": "NoQItrSgUCKA", "outputId": "0ae873a9-e173-4659-8625-9d3ec2423766" }, "outputs": [ { "ename": "NameError", "evalue": "name 'layered_model' is not defined", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0;31m#compile model\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 6\u001b[0;31m layered_model.compile(optimizer=Adam(learning_rate=3e-4),\n\u001b[0m\u001b[1;32m 7\u001b[0m \u001b[0mloss\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'categorical_crossentropy'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 8\u001b[0m metrics=['accuracy'])\n", "\u001b[0;31mNameError\u001b[0m: name 'layered_model' is not defined" ] } ], "source": [ "from tensorflow.keras.callbacks import EarlyStopping\n", "from tensorflow.keras.callbacks import ReduceLROnPlateau\n", "from tensorflow.keras.preprocessing.image import ImageDataGenerator\n", "\n", "#compile model\n", "layered_model.compile(optimizer=Adam(learning_rate=3e-4),\n", " loss='categorical_crossentropy',\n", " metrics=['accuracy'])\n", "\n", "#reduce the learning rate when validation loss plateaus, ensuring fine-tuning in later stages:\n", "lr_scheduler = ReduceLROnPlateau(monitor='val_loss', factor=0.5, patience=5, min_lr=1e-6)\n", "\n", "#use early stopping to prevent overfitting\n", "early_stopping = EarlyStopping(monitor='val_accuracy', patience=10, restore_best_weights=True)\n", "\n", "#artificially increase the diversity of training data with data augmentation\n", "datagen = ImageDataGenerator(\n", " rotation_range=15, # Random rotations up to 15 degrees\n", " width_shift_range=0.1, # Horizontal shifts\n", " height_shift_range=0.1, # Vertical shifts\n", " horizontal_flip=True, # Randomly flip images horizontally\n", " zoom_range=0.1, # Random zoom\n", " shear_range=0.1, # Shear transformations\n", " fill_mode='nearest' # Fill pixels with nearest value\n", ")\n", "\n", "# Fit the data generator on training data\n", "datagen.fit(x_train)\n", "\n", "history = layered_model.fit(\n", " x_train, y_train_onehot,\n", " epochs=50,\n", " batch_size=64,\n", " validation_data=(x_test, y_test_onehot),\n", " callbacks=[lr_scheduler],\n", " verbose=2\n", ")\n", "\n", "# Evaluate the model on the test set after training\n", "loss, accuracy = layered_model.evaluate(x_test, y_test_onehot, verbose=0)\n", "print(f\"Test Loss: {loss:.4f}\")\n", "print(f\"Test Accuracy: {accuracy:.4f}\")\n", "\n", "layered_model.summary()" ] }, { "cell_type": "markdown", "metadata": { "id": "v9sBF_cyhM7u" }, "source": [ " Plot to visualize training history" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 410 }, "id": "T5RIyPN4gShn", "outputId": "cb4cc508-f2fd-414d-f982-0618fabc859b" }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "# Plot accuracy and loss\n", "plt.figure(figsize=(12, 4))\n", "\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('Model Accuracy')\n", "plt.xlabel('Epoch')\n", "plt.ylabel('Accuracy')\n", "plt.legend()\n", "\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('Model Loss')\n", "plt.xlabel('Epoch')\n", "plt.ylabel('Loss')\n", "plt.legend()\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "6O24GBz-KLxQ" }, "outputs": [], "source": [ "layered_model.save(\"layered_model.keras\")" ] }, { "cell_type": "markdown", "metadata": { "id": "rgtEMhq2KiQ2" }, "source": [ "##Resnet Model" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "id": "1vau68aXBCff", "outputId": "816d4d55-4f2a-452b-e3b4-9854e6704088" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/50\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/usr/local/lib/python3.11/dist-packages/keras/src/trainers/data_adapters/py_dataset_adapter.py:121: UserWarning: Your `PyDataset` class should call `super().__init__(**kwargs)` in its constructor. `**kwargs` can include `workers`, `use_multiprocessing`, `max_queue_size`. Do not pass these arguments to `fit()`, as they will be ignored.\n", " self._warn_if_super_not_called()\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "781/781 - 141s - 180ms/step - accuracy: 0.1037 - loss: 2.6064 - val_accuracy: 0.1000 - val_loss: 2.7935 - learning_rate: 3.0000e-04\n", "Epoch 2/50\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/usr/local/lib/python3.11/dist-packages/keras/src/trainers/epoch_iterator.py:107: UserWarning: Your input ran out of data; interrupting training. Make sure that your dataset or generator can generate at least `steps_per_epoch * epochs` batches. You may need to use the `.repeat()` function when building your dataset.\n", " self._interrupted_warning()\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "781/781 - 3s - 4ms/step - accuracy: 0.0781 - loss: 2.2640 - val_accuracy: 0.0993 - val_loss: 2.7881 - learning_rate: 3.0000e-04\n", "Epoch 3/50\n", "781/781 - 50s - 64ms/step - accuracy: 0.1037 - loss: 2.4426 - val_accuracy: 0.1044 - val_loss: 4.2903 - learning_rate: 3.0000e-04\n", "Epoch 4/50\n", "781/781 - 3s - 3ms/step - accuracy: 0.0938 - loss: 2.5693 - val_accuracy: 0.1038 - val_loss: 4.2575 - learning_rate: 3.0000e-04\n", "Epoch 5/50\n", "781/781 - 80s - 102ms/step - accuracy: 0.1052 - loss: 2.4009 - val_accuracy: 0.1000 - val_loss: 189.0953 - learning_rate: 3.0000e-04\n", "Epoch 6/50\n", "781/781 - 2s - 3ms/step - accuracy: 0.0469 - loss: 2.6180 - val_accuracy: 0.1000 - val_loss: 185.0494 - learning_rate: 6.0000e-05\n", "Epoch 7/50\n", "781/781 - 51s - 65ms/step - accuracy: 0.1066 - loss: 2.3796 - val_accuracy: 0.1164 - val_loss: 6.5474 - learning_rate: 6.0000e-05\n", "Epoch 8/50\n", "781/781 - 2s - 3ms/step - accuracy: 0.1094 - loss: 2.3688 - val_accuracy: 0.1162 - val_loss: 6.5388 - learning_rate: 6.0000e-05\n", "Epoch 9/50\n", "781/781 - 50s - 64ms/step - accuracy: 0.1040 - loss: 2.3793 - val_accuracy: 0.1136 - val_loss: 4.7134 - learning_rate: 1.2000e-05\n", "Epoch 10/50\n", "781/781 - 2s - 3ms/step - accuracy: 0.2031 - loss: 2.2390 - val_accuracy: 0.1134 - val_loss: 4.7358 - learning_rate: 1.2000e-05\n", "Epoch 11/50\n", "781/781 - 51s - 65ms/step - accuracy: 0.1044 - loss: 2.3793 - val_accuracy: 0.1175 - val_loss: 3.5196 - learning_rate: 1.2000e-05\n", "Epoch 12/50\n", "781/781 - 3s - 3ms/step - accuracy: 0.0938 - loss: 2.4621 - val_accuracy: 0.1177 - val_loss: 3.5233 - learning_rate: 2.4000e-06\n", "Epoch 13/50\n", "781/781 - 79s - 101ms/step - accuracy: 0.1028 - loss: 2.3794 - val_accuracy: 0.1142 - val_loss: 5.4244 - learning_rate: 2.4000e-06\n", "Epoch 14/50\n", "781/781 - 3s - 3ms/step - accuracy: 0.1406 - loss: 2.3813 - val_accuracy: 0.1147 - val_loss: 5.3776 - learning_rate: 2.4000e-06\n", "Epoch 15/50\n", "781/781 - 80s - 102ms/step - accuracy: 0.1046 - loss: 2.3834 - val_accuracy: 0.1143 - val_loss: 5.2664 - learning_rate: 1.0000e-06\n", "Epoch 16/50\n", "781/781 - 3s - 3ms/step - accuracy: 0.1562 - loss: 2.2914 - val_accuracy: 0.1144 - val_loss: 5.3666 - learning_rate: 1.0000e-06\n", "Epoch 17/50\n", "781/781 - 50s - 64ms/step - accuracy: 0.1035 - loss: 2.3791 - val_accuracy: 0.1127 - val_loss: 3.9476 - learning_rate: 1.0000e-06\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#layered model tweaking with resnet and batch_normalization\n", "\n", "from tensorflow.keras.applications import ResNet50\n", "from tensorflow.keras.callbacks import EarlyStopping\n", "from tensorflow.keras.callbacks import ReduceLROnPlateau\n", "from tensorflow.keras.preprocessing.image import ImageDataGenerator\n", "from tensorflow.keras.applications import VGG16\n", "from tensorflow.keras.models import Sequential\n", "from tensorflow.keras.layers import Dense, Flatten, Dropout\n", "from tensorflow.keras.optimizers import Adam\n", "from tensorflow.keras.preprocessing.image import ImageDataGenerator\n", "from tensorflow.keras.applications.vgg16 import preprocess_input\n", "\n", "\n", "#uses resnet for base\n", "base_model = ResNet50(weights='imagenet', include_top=False, input_shape=(32, 32, 3))\n", "\n", "#add batch normalization\n", "from tensorflow.keras.layers import BatchNormalization\n", "resnet_model = Sequential()\n", "resnet_model.add(base_model)\n", "resnet_model.add(Flatten())\n", "resnet_model.add(Dense(256, activation='relu'))\n", "resnet_model.add(BatchNormalization())\n", "resnet_model.add(Dropout(0.3))\n", "resnet_model.add(Dense(128, activation='relu'))\n", "resnet_model.add(BatchNormalization())\n", "resnet_model.add(Dropout(0.3))\n", "resnet_model.add(Dense(10, activation='softmax'))\n", "\n", "#freezes only 10 layers\n", "for layer in base_model.layers[:10]:\n", " layer.trainable = False\n", "\n", " #compile model\n", "resnet_model.compile(optimizer=Adam(learning_rate=3e-4),\n", " loss='categorical_crossentropy',\n", " metrics=['accuracy'])\n", "\n", "#optimize leanring rate and scheduler\n", "lr_scheduler = ReduceLROnPlateau(monitor='val_loss', factor=0.2, patience=3, min_lr=1e-6)\n", "\n", "#increase epochs, use early stopping\n", "early_stopping = EarlyStopping(monitor='val_loss', patience=15, restore_best_weights=True)\n", "\n", "#Increase rotation_range, width_shift_range and height_shift_range, and zoom_range.\n", "#Add brightness_range=[0.8, 1.2] to handle lighting variations.\n", "datagen = ImageDataGenerator(\n", " rotation_range=20,\n", " width_shift_range=0.2,\n", " height_shift_range=0.2,\n", " horizontal_flip=True,\n", " zoom_range=0.2,\n", " shear_range=0.2,\n", " brightness_range=[0.8, 1.2],\n", " fill_mode='nearest'\n", ")\n", "\n", "\n", "history = resnet_model.fit(\n", " datagen.flow(x_train, y_train_onehot, batch_size=64),\n", " epochs=50,\n", " steps_per_epoch=len(x_train) // 64,\n", " validation_data=(x_test, y_test_onehot),\n", " callbacks=[lr_scheduler, early_stopping],\n", " verbose=2\n", ")\n", "\n", "\n", "plt.figure(figsize=(12, 4))\n", "plt.subplot(1, 2, 1)\n", "plt.plot(history.history['loss'], label='Train Loss')\n", "plt.plot(history.history['val_loss'], label='Val Loss')\n", "plt.title('Loss')\n", "plt.legend()\n", "plt.subplot(1, 2, 2)\n", "plt.plot(history.history['accuracy'], label='Train Accuracy')\n", "plt.plot(history.history['val_accuracy'], label='Val Accuracy')\n", "plt.title('Accuracy')\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "5tRH5o_5KeM8" }, "source": [] }, { "cell_type": "markdown", "metadata": { "id": "WrwzkljZKzAd" }, "source": [ "##Simple Model" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "id": "ddQdEh7M-pm_", "outputId": "150637a4-5bf8-45a5-8b8b-f19e5bfffaed" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/local/lib/python3.11/dist-packages/keras/src/layers/convolutional/base_conv.py:107: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n", " super().__init__(activity_regularizer=activity_regularizer, **kwargs)\n" ] }, { "data": { "text/html": [ "
Model: \"sequential_9\"\n",
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┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓\n",
              "┃ Layer (type)                     Output Shape                  Param # ┃\n",
              "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n",
              "│ conv2d_1 (Conv2D)               │ (None, 30, 30, 32)     │           896 │\n",
              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
              "│ max_pooling2d_1 (MaxPooling2D)  │ (None, 15, 15, 32)     │             0 │\n",
              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
              "│ flatten_9 (Flatten)             │ (None, 7200)           │             0 │\n",
              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
              "│ dense_24 (Dense)                │ (None, 100)            │       720,100 │\n",
              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
              "│ dense_25 (Dense)                │ (None, 10)             │         1,010 │\n",
              "└─────────────────────────────────┴────────────────────────┴───────────────┘\n",
              "
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 Total params: 722,006 (2.75 MB)\n",
              "
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 Trainable params: 722,006 (2.75 MB)\n",
              "
\n" ], "text/plain": [ "\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m722,006\u001b[0m (2.75 MB)\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
 Non-trainable params: 0 (0.00 B)\n",
              "
\n" ], "text/plain": [ "\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m0\u001b[0m (0.00 B)\n" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/50\n", "782/782 - 7s - 9ms/step - accuracy: 0.3781 - loss: 1.7714 - val_accuracy: 0.4519 - val_loss: 1.5647 - learning_rate: 1.0000e-04\n", "Epoch 2/50\n", "782/782 - 3s - 3ms/step - accuracy: 0.4835 - loss: 1.4819 - val_accuracy: 0.4993 - val_loss: 1.4153 - learning_rate: 1.0000e-04\n", "Epoch 3/50\n", "782/782 - 5s - 7ms/step - accuracy: 0.5284 - loss: 1.3595 - val_accuracy: 0.5340 - val_loss: 1.3313 - learning_rate: 1.0000e-04\n", "Epoch 4/50\n", "782/782 - 5s - 6ms/step - accuracy: 0.5527 - loss: 1.2859 - val_accuracy: 0.5519 - val_loss: 1.2827 - learning_rate: 1.0000e-04\n", "Epoch 5/50\n", "782/782 - 3s - 4ms/step - accuracy: 0.5704 - loss: 1.2380 - val_accuracy: 0.5622 - val_loss: 1.2495 - learning_rate: 1.0000e-04\n", "Epoch 6/50\n", "782/782 - 3s - 3ms/step - accuracy: 0.5863 - loss: 1.1953 - val_accuracy: 0.5691 - val_loss: 1.2207 - learning_rate: 1.0000e-04\n", "Epoch 7/50\n", "782/782 - 3s - 4ms/step - accuracy: 0.5983 - loss: 1.1610 - val_accuracy: 0.5810 - val_loss: 1.1975 - learning_rate: 1.0000e-04\n", "Epoch 8/50\n", "782/782 - 3s - 4ms/step - accuracy: 0.6091 - loss: 1.1325 - val_accuracy: 0.5920 - val_loss: 1.1724 - learning_rate: 1.0000e-04\n", "Epoch 9/50\n", "782/782 - 5s - 7ms/step - accuracy: 0.6187 - loss: 1.1047 - val_accuracy: 0.5894 - val_loss: 1.1655 - learning_rate: 1.0000e-04\n", "Epoch 10/50\n", "782/782 - 6s - 8ms/step - accuracy: 0.6275 - loss: 1.0790 - val_accuracy: 0.5952 - val_loss: 1.1478 - learning_rate: 1.0000e-04\n", "Epoch 11/50\n", "782/782 - 3s - 4ms/step - accuracy: 0.6351 - loss: 1.0586 - val_accuracy: 0.6090 - val_loss: 1.1327 - learning_rate: 1.0000e-04\n", "Epoch 12/50\n", "782/782 - 4s - 5ms/step - accuracy: 0.6434 - loss: 1.0353 - val_accuracy: 0.6079 - val_loss: 1.1270 - learning_rate: 1.0000e-04\n", "Epoch 13/50\n", "782/782 - 4s - 6ms/step - accuracy: 0.6526 - loss: 1.0146 - val_accuracy: 0.6144 - val_loss: 1.1034 - learning_rate: 1.0000e-04\n", "Epoch 14/50\n", "782/782 - 3s - 3ms/step - accuracy: 0.6589 - loss: 0.9963 - val_accuracy: 0.6209 - val_loss: 1.0898 - learning_rate: 1.0000e-04\n", "Epoch 15/50\n", "782/782 - 3s - 3ms/step - accuracy: 0.6656 - loss: 0.9781 - val_accuracy: 0.6213 - val_loss: 1.0854 - learning_rate: 1.0000e-04\n", "Epoch 16/50\n", "782/782 - 3s - 4ms/step - accuracy: 0.6714 - loss: 0.9619 - val_accuracy: 0.6308 - val_loss: 1.0709 - learning_rate: 1.0000e-04\n", "Epoch 17/50\n", "782/782 - 3s - 4ms/step - accuracy: 0.6754 - loss: 0.9432 - val_accuracy: 0.6287 - val_loss: 1.0721 - learning_rate: 1.0000e-04\n", "Epoch 18/50\n", "782/782 - 3s - 4ms/step - accuracy: 0.6824 - loss: 0.9292 - val_accuracy: 0.6306 - val_loss: 1.0587 - learning_rate: 1.0000e-04\n", "Epoch 19/50\n", "782/782 - 3s - 3ms/step - accuracy: 0.6870 - loss: 0.9138 - val_accuracy: 0.6376 - val_loss: 1.0441 - learning_rate: 1.0000e-04\n", "Epoch 20/50\n", "782/782 - 3s - 3ms/step - accuracy: 0.6923 - loss: 0.8985 - val_accuracy: 0.6344 - val_loss: 1.0555 - learning_rate: 1.0000e-04\n", "Epoch 21/50\n", "782/782 - 5s - 7ms/step - accuracy: 0.6977 - loss: 0.8851 - val_accuracy: 0.6385 - val_loss: 1.0381 - learning_rate: 1.0000e-04\n", "Epoch 22/50\n", "782/782 - 3s - 4ms/step - accuracy: 0.7028 - loss: 0.8724 - val_accuracy: 0.6308 - val_loss: 1.0431 - learning_rate: 1.0000e-04\n", "Epoch 23/50\n", "782/782 - 5s - 7ms/step - accuracy: 0.7069 - loss: 0.8579 - val_accuracy: 0.6412 - val_loss: 1.0270 - learning_rate: 1.0000e-04\n", "Epoch 24/50\n", "782/782 - 5s - 6ms/step - accuracy: 0.7093 - loss: 0.8462 - val_accuracy: 0.6434 - val_loss: 1.0260 - learning_rate: 1.0000e-04\n", "Epoch 25/50\n", "782/782 - 3s - 4ms/step - accuracy: 0.7143 - loss: 0.8333 - val_accuracy: 0.6383 - val_loss: 1.0395 - learning_rate: 1.0000e-04\n", "Epoch 26/50\n", "782/782 - 5s - 7ms/step - accuracy: 0.7194 - loss: 0.8203 - val_accuracy: 0.6464 - val_loss: 1.0139 - learning_rate: 1.0000e-04\n", "Epoch 27/50\n", "782/782 - 4s - 4ms/step - accuracy: 0.7242 - loss: 0.8095 - val_accuracy: 0.6416 - val_loss: 1.0226 - learning_rate: 1.0000e-04\n", "Epoch 28/50\n", "782/782 - 5s - 6ms/step - accuracy: 0.7261 - loss: 0.7999 - val_accuracy: 0.6455 - val_loss: 1.0147 - learning_rate: 1.0000e-04\n", "Epoch 29/50\n", "782/782 - 6s - 8ms/step - accuracy: 0.7304 - loss: 0.7884 - val_accuracy: 0.6453 - val_loss: 1.0231 - learning_rate: 1.0000e-04\n", "Epoch 30/50\n", "782/782 - 4s - 6ms/step - accuracy: 0.7350 - loss: 0.7771 - val_accuracy: 0.6494 - val_loss: 1.0068 - learning_rate: 1.0000e-04\n", "Epoch 31/50\n", "782/782 - 5s - 7ms/step - accuracy: 0.7379 - loss: 0.7667 - val_accuracy: 0.6503 - val_loss: 1.0052 - learning_rate: 1.0000e-04\n", "Epoch 32/50\n", "782/782 - 3s - 4ms/step - accuracy: 0.7438 - loss: 0.7544 - val_accuracy: 0.6488 - val_loss: 1.0101 - learning_rate: 1.0000e-04\n", "Epoch 33/50\n", "782/782 - 3s - 4ms/step - accuracy: 0.7457 - loss: 0.7466 - val_accuracy: 0.6548 - val_loss: 0.9965 - learning_rate: 1.0000e-04\n", "Epoch 34/50\n", "782/782 - 6s - 8ms/step - accuracy: 0.7515 - loss: 0.7357 - val_accuracy: 0.6553 - val_loss: 1.0019 - learning_rate: 1.0000e-04\n", "Epoch 35/50\n", "782/782 - 3s - 4ms/step - accuracy: 0.7553 - loss: 0.7252 - val_accuracy: 0.6493 - val_loss: 1.0253 - learning_rate: 1.0000e-04\n", "Epoch 36/50\n", "782/782 - 3s - 4ms/step - accuracy: 0.7580 - loss: 0.7162 - val_accuracy: 0.6516 - val_loss: 1.0156 - learning_rate: 1.0000e-04\n", "Epoch 37/50\n", "782/782 - 6s - 8ms/step - accuracy: 0.7626 - loss: 0.7065 - val_accuracy: 0.6506 - val_loss: 1.0305 - learning_rate: 1.0000e-04\n", "Epoch 38/50\n", "782/782 - 4s - 5ms/step - accuracy: 0.7635 - loss: 0.6984 - val_accuracy: 0.6563 - val_loss: 0.9989 - learning_rate: 1.0000e-04\n", "Epoch 39/50\n", "782/782 - 4s - 5ms/step - accuracy: 0.7743 - loss: 0.6727 - val_accuracy: 0.6597 - val_loss: 0.9885 - learning_rate: 5.0000e-05\n", "Epoch 40/50\n", "782/782 - 5s - 6ms/step - accuracy: 0.7760 - loss: 0.6678 - val_accuracy: 0.6593 - val_loss: 0.9903 - learning_rate: 5.0000e-05\n", "Epoch 41/50\n", "782/782 - 3s - 3ms/step - accuracy: 0.7796 - loss: 0.6625 - val_accuracy: 0.6574 - val_loss: 0.9895 - learning_rate: 5.0000e-05\n", "Epoch 42/50\n", "782/782 - 3s - 3ms/step - accuracy: 0.7806 - loss: 0.6573 - val_accuracy: 0.6522 - val_loss: 0.9960 - learning_rate: 5.0000e-05\n", "Epoch 43/50\n", "782/782 - 5s - 7ms/step - accuracy: 0.7822 - loss: 0.6533 - val_accuracy: 0.6581 - val_loss: 0.9946 - learning_rate: 5.0000e-05\n", "Epoch 44/50\n", "782/782 - 5s - 6ms/step - accuracy: 0.7850 - loss: 0.6469 - val_accuracy: 0.6563 - val_loss: 0.9952 - learning_rate: 5.0000e-05\n", "Epoch 45/50\n", "782/782 - 5s - 7ms/step - accuracy: 0.7904 - loss: 0.6347 - val_accuracy: 0.6613 - val_loss: 0.9859 - learning_rate: 2.5000e-05\n", "Epoch 46/50\n", "782/782 - 3s - 4ms/step - accuracy: 0.7913 - loss: 0.6325 - val_accuracy: 0.6574 - val_loss: 0.9880 - learning_rate: 2.5000e-05\n", "Epoch 47/50\n", "782/782 - 3s - 4ms/step - accuracy: 0.7918 - loss: 0.6305 - val_accuracy: 0.6589 - val_loss: 0.9944 - learning_rate: 2.5000e-05\n", "Epoch 48/50\n", "782/782 - 5s - 7ms/step - accuracy: 0.7925 - loss: 0.6277 - val_accuracy: 0.6560 - val_loss: 0.9888 - learning_rate: 2.5000e-05\n", "Epoch 49/50\n", "782/782 - 3s - 4ms/step - accuracy: 0.7937 - loss: 0.6250 - val_accuracy: 0.6600 - val_loss: 0.9924 - learning_rate: 2.5000e-05\n", "Epoch 50/50\n", "782/782 - 5s - 6ms/step - accuracy: 0.7946 - loss: 0.6227 - val_accuracy: 0.6576 - val_loss: 0.9891 - learning_rate: 2.5000e-05\n", "Test Loss: 0.9891\n", "Test Accuracy: 0.6576\n" ] }, { "data": { "text/html": [ "
Model: \"sequential_9\"\n",
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┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓\n",
              "┃ Layer (type)                     Output Shape                  Param # ┃\n",
              "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n",
              "│ conv2d_1 (Conv2D)               │ (None, 30, 30, 32)     │           896 │\n",
              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
              "│ max_pooling2d_1 (MaxPooling2D)  │ (None, 15, 15, 32)     │             0 │\n",
              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
              "│ flatten_9 (Flatten)             │ (None, 7200)           │             0 │\n",
              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
              "│ dense_24 (Dense)                │ (None, 100)            │       720,100 │\n",
              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
              "│ dense_25 (Dense)                │ (None, 10)             │         1,010 │\n",
              "└─────────────────────────────────┴────────────────────────┴───────────────┘\n",
              "
\n" ], "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_1 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m30\u001b[0m, \u001b[38;5;34m30\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m896\u001b[0m │\n", "├─────────────────────────────────┼────────────────────────┼───────────────┤\n", "│ max_pooling2d_1 (\u001b[38;5;33mMaxPooling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m15\u001b[0m, \u001b[38;5;34m15\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n", "├─────────────────────────────────┼────────────────────────┼───────────────┤\n", "│ flatten_9 (\u001b[38;5;33mFlatten\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7200\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n", "├─────────────────────────────────┼────────────────────────┼───────────────┤\n", "│ dense_24 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m100\u001b[0m) │ \u001b[38;5;34m720,100\u001b[0m │\n", "├─────────────────────────────────┼────────────────────────┼───────────────┤\n", "│ dense_25 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m10\u001b[0m) │ \u001b[38;5;34m1,010\u001b[0m │\n", "└─────────────────────────────────┴────────────────────────┴───────────────┘\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
 Total params: 2,166,020 (8.26 MB)\n",
              "
\n" ], "text/plain": [ "\u001b[1m Total params: \u001b[0m\u001b[38;5;34m2,166,020\u001b[0m (8.26 MB)\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
 Trainable params: 722,006 (2.75 MB)\n",
              "
\n" ], "text/plain": [ "\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m722,006\u001b[0m (2.75 MB)\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
 Non-trainable params: 0 (0.00 B)\n",
              "
\n" ], "text/plain": [ "\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m0\u001b[0m (0.00 B)\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
 Optimizer params: 1,444,014 (5.51 MB)\n",
              "
\n" ], "text/plain": [ "\u001b[1m Optimizer params: \u001b[0m\u001b[38;5;34m1,444,014\u001b[0m (5.51 MB)\n" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from tensorflow.keras.callbacks import ReduceLROnPlateau\n", "from tensorflow.keras.callbacks import EarlyStopping\n", "from tensorflow.keras.preprocessing.image import ImageDataGenerator\n", "from tensorflow.keras.models import Sequential\n", "from tensorflow.keras.layers import Conv2D, MaxPooling2D, Flatten, Dense\n", "\n", "\n", "simple_model = Sequential([\n", " Conv2D(32, (3, 3), activation='relu', input_shape=(32, 32, 3)),\n", " MaxPooling2D(pool_size=(2, 2)),\n", " Flatten(),\n", " Dense(100, activation='relu'),\n", " Dense(10, activation='softmax')\n", "])\n", "\n", "\n", "# reduces learning rate of compile model\n", "simple_model.compile(optimizer=Adam(learning_rate=1e-4),\n", " loss='categorical_crossentropy',\n", " metrics=['accuracy'])\n", "\n", "#reduce the learning rate when validation loss plateaus, ensuring fine-tuning in later stages:\n", "lr_scheduler = ReduceLROnPlateau(monitor='val_loss', factor=0.5, patience=5, min_lr=1e-6)\n", "\n", "#use early stopping to prevent overfitting\n", "early_stopping = EarlyStopping(monitor='val_accuracy', patience=10, restore_best_weights=True)\n", "\n", "simple_model.summary()\n", "\n", "\n", "datagen = ImageDataGenerator(\n", " rotation_range=15, # Random rotations up to 15 degrees\n", " width_shift_range=0.1, # Horizontal shifts\n", " height_shift_range=0.1, # Vertical shifts\n", " horizontal_flip=True, # Randomly flip images horizontally\n", " zoom_range=0.1, # Random zoom\n", " shear_range=0.1, # Shear transformations\n", " fill_mode='nearest' # Fill pixels with nearest value\n", ")\n", "\n", "# Fit the data generator on training data\n", "datagen.fit(x_train)\n", "\n", "history = simple_model.fit(\n", " x_train, y_train_onehot,\n", " epochs=50,\n", " batch_size=64,\n", " validation_data=(x_test, y_test_onehot),\n", " callbacks=[lr_scheduler],\n", " verbose=2\n", ")\n", "\n", "# Evaluate the model on the test set after training\n", "loss, accuracy = simple_model.evaluate(x_test, y_test_onehot, verbose=0)\n", "print(f\"Test Loss: {loss:.4f}\")\n", "print(f\"Test Accuracy: {accuracy:.4f}\")\n", "simple_model.summary()" ] }, { "cell_type": "code", "execution_count": 49, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 410 }, "id": "dg75rFK6RYmt", "outputId": "15a640ff-7dca-4915-9efe-29cc3b04f820" }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "# Plot accuracy and loss\n", "plt.figure(figsize=(12, 4))\n", "\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('Model Accuracy')\n", "plt.xlabel('Epoch')\n", "plt.ylabel('Accuracy')\n", "plt.legend()\n", "\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('Model Loss')\n", "plt.xlabel('Epoch')\n", "plt.ylabel('Loss')\n", "plt.legend()\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "id": "wuM3yzAyLBkt" }, "outputs": [ { "ename": "NameError", "evalue": "name 'simple_model' is not defined", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", "Cell \u001b[0;32mIn[1], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[43msimple_model\u001b[49m\u001b[38;5;241m.\u001b[39msave(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124msimple_model.keras\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n", "\u001b[0;31mNameError\u001b[0m: name 'simple_model' is not defined" ] } ], "source": [ "simple_model.save(\"simple_model.keras\")" ] }, { "cell_type": "code", "execution_count": 50, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "dzSU9fLIca33", "outputId": "111aff59-712e-4805-b3a7-445d5108a187" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Original test set shape: (10000, 32, 32, 3)\n", "New test set shape: (5000, 32, 32, 3)\n", "Validation set shape: (5000, 32, 32, 3)\n", "Validation Loss: 0.9713\n", "Validation Accuracy: 0.6658\n", "New Test Loss: 0.9714\n", "New Test Accuracy: 0.6674\n" ] } ], "source": [ "# Evaluate the trained model on a separate validation set.\n", "\n", "# Load CIFAR-10 dataset to create a validation set\n", "# Assuming x_train, y_train, x_test, y_test are already loaded from previous code\n", "# Split the original test set into a validation set and a new test set\n", "from sklearn.model_selection import train_test_split\n", "\n", "# Assuming x_test and y_test are the original test sets\n", "x_val, x_test_new, y_val, y_test_new = train_test_split(x_test, y_test_onehot, test_size=0.5, random_state=42)\n", "\n", "print(f\"Original test set shape: {x_test.shape}\")\n", "print(f\"New test set shape: {x_test_new.shape}\")\n", "print(f\"Validation set shape: {x_val.shape}\")\n", "\n", "# Now evaluate the trained model on the validation set\n", "loss_val, accuracy_val = simple_model.evaluate(x_val, y_val, verbose=0)\n", "print(f\"Validation Loss: {loss_val:.4f}\")\n", "print(f\"Validation Accuracy: {accuracy_val:.4f}\")\n", "\n", "# You can also evaluate on the new test set to see performance on unseen data\n", "loss_test_new, accuracy_test_new = simple_model.evaluate(x_test_new, y_test_new, verbose=0)\n", "print(f\"New Test Loss: {loss_test_new:.4f}\")\n", "print(f\"New Test Accuracy: {accuracy_test_new:.4f}\")" ] }, { "cell_type": "code", "execution_count": 51, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "pUMhAar3cfmc", "outputId": "724a94c5-b53a-4947-b693-256b9f8b618c" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step\n", "\n", "Classification Report:\n", " precision recall f1-score support\n", "\n", " airplane 0.71 0.71 0.71 1000\n", " automobile 0.80 0.74 0.77 1000\n", " bird 0.51 0.54 0.52 1000\n", " cat 0.50 0.49 0.50 1000\n", " deer 0.61 0.61 0.61 1000\n", " dog 0.59 0.56 0.58 1000\n", " frog 0.72 0.78 0.75 1000\n", " horse 0.74 0.72 0.73 1000\n", " ship 0.78 0.77 0.77 1000\n", " truck 0.72 0.75 0.73 1000\n", "\n", " accuracy 0.67 10000\n", " macro avg 0.67 0.67 0.67 10000\n", "weighted avg 0.67 0.67 0.67 10000\n", "\n" ] } ], "source": [ "# Compute and report metrics\n", "\n", "from sklearn.metrics import classification_report\n", "\n", "# Get predictions for the test set\n", "y_pred = simple_model.predict(x_test)\n", "y_pred_classes = np.argmax(y_pred, axis=1)\n", "y_true_classes = np.argmax(y_test_onehot, axis=1)\n", "\n", "# Compute and print classification report\n", "print(\"\\nClassification Report:\")\n", "print(classification_report(y_true_classes, y_pred_classes, target_names=class_names))" ] }, { "cell_type": "code", "execution_count": 52, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 783 }, "id": "lEW0cib2cmB6", "outputId": "4cb856b0-6916-4956-fa81-521e20b58cb0" }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Visualize the confusion matrix to understand model performance across different classes.\n", "\n", "from sklearn.metrics import confusion_matrix\n", "import seaborn as sns\n", "\n", "# Compute the confusion matrix\n", "conf_matrix = confusion_matrix(y_true_classes, y_pred_classes)\n", "\n", "# Visualize the confusion matrix\n", "plt.figure(figsize=(10, 8))\n", "sns.heatmap(conf_matrix, annot=True, fmt='d', cmap='Blues', xticklabels=class_names, yticklabels=class_names)\n", "plt.xlabel('Predicted Class')\n", "plt.ylabel('True Class')\n", "plt.title('Confusion Matrix')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "_w0hkjW-8Q-e" }, "source": [ "## Batch Normalization Model\n", "\n" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "id": "JF0mGNxbLR5y" }, "outputs": [], "source": [ "# Define model\n", "\n", "from tensorflow.keras.applications import ResNet50\n", "from tensorflow.keras.callbacks import EarlyStopping\n", "from tensorflow.keras.callbacks import ReduceLROnPlateau\n", "from tensorflow.keras.preprocessing.image import ImageDataGenerator\n", "from tensorflow.keras.applications import VGG16\n", "from tensorflow.keras.models import Sequential\n", "from tensorflow.keras.layers import Dense, Flatten, Dropout\n", "from tensorflow.keras.optimizers import Adam\n", "from tensorflow.keras.preprocessing.image import ImageDataGenerator\n", "from tensorflow.keras.applications.vgg16 import preprocess_input\n", "from tensorflow.keras.applications import VGG16\n", "from tensorflow.keras.layers import BatchNormalization\n", "\n", "\n", "\n", "#Batch normalization only normalizes the input data. As data passes through the network’s layers (convolutional and dense), activations can still shift in scale and distribution due to weight updates, a phenomenon called internal covariate shift.\n", "base_model = VGG16(weights='imagenet', include_top=False, input_shape=(32, 32, 3))\n", "\n", "\n", "batch_norm_model = Sequential()\n", "batch_norm_model.add(base_model)\n", "batch_norm_model.add(Flatten())\n", "batch_norm_model.add(Dense(256, activation='relu'))\n", "batch_norm_model.add(BatchNormalization())\n", "batch_norm_model.add(Dropout(0.3))\n", "batch_norm_model.add(Dense(128, activation='relu'))\n", "batch_norm_model.add(BatchNormalization())\n", "batch_norm_model.add(Dense(10, activation='softmax'))" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "id": "uJoDPErZ8C0w", "outputId": "cb010cea-eaca-4aee-b656-200eadb2f550" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/20\n", "782/782 - 25s - 32ms/step - accuracy: 0.5949 - loss: 1.1918 - val_accuracy: 0.6611 - val_loss: 0.9990 - learning_rate: 1.0000e-04\n", "Epoch 2/20\n", "782/782 - 15s - 19ms/step - accuracy: 0.7092 - loss: 0.8412 - val_accuracy: 0.6817 - val_loss: 0.9315 - learning_rate: 1.0000e-04\n", "Epoch 3/20\n", "782/782 - 21s - 27ms/step - accuracy: 0.7504 - loss: 0.7195 - val_accuracy: 0.7126 - val_loss: 0.8492 - learning_rate: 1.0000e-04\n", "Epoch 4/20\n", "782/782 - 15s - 19ms/step - accuracy: 0.7830 - loss: 0.6259 - val_accuracy: 0.7473 - val_loss: 0.7644 - learning_rate: 1.0000e-04\n", "Epoch 5/20\n", "782/782 - 21s - 27ms/step - accuracy: 0.8127 - loss: 0.5352 - val_accuracy: 0.7330 - val_loss: 0.8226 - learning_rate: 1.0000e-04\n", "Epoch 6/20\n", "782/782 - 20s - 25ms/step - accuracy: 0.8453 - loss: 0.4457 - val_accuracy: 0.7363 - val_loss: 0.8255 - learning_rate: 1.0000e-04\n", "Epoch 7/20\n", "782/782 - 16s - 20ms/step - accuracy: 0.8742 - loss: 0.3629 - val_accuracy: 0.7362 - val_loss: 0.9010 - learning_rate: 1.0000e-04\n", "Epoch 8/20\n", "782/782 - 20s - 26ms/step - accuracy: 0.9023 - loss: 0.2878 - val_accuracy: 0.7462 - val_loss: 0.8999 - learning_rate: 1.0000e-04\n", "Epoch 9/20\n", "782/782 - 15s - 20ms/step - accuracy: 0.9269 - loss: 0.2161 - val_accuracy: 0.7375 - val_loss: 0.9958 - learning_rate: 1.0000e-04\n", "Epoch 10/20\n", "782/782 - 20s - 26ms/step - accuracy: 0.9743 - loss: 0.0892 - val_accuracy: 0.7607 - val_loss: 0.9187 - learning_rate: 1.0000e-05\n", "Epoch 11/20\n", "782/782 - 15s - 19ms/step - accuracy: 0.9878 - loss: 0.0518 - val_accuracy: 0.7612 - val_loss: 0.9770 - learning_rate: 1.0000e-05\n", "Epoch 12/20\n", "782/782 - 21s - 27ms/step - accuracy: 0.9920 - loss: 0.0378 - val_accuracy: 0.7599 - val_loss: 1.0149 - learning_rate: 1.0000e-05\n", "Epoch 13/20\n", "782/782 - 21s - 26ms/step - accuracy: 0.9951 - loss: 0.0271 - val_accuracy: 0.7592 - val_loss: 1.0591 - learning_rate: 1.0000e-05\n", "Epoch 14/20\n", "782/782 - 20s - 26ms/step - accuracy: 0.9973 - loss: 0.0190 - val_accuracy: 0.7603 - val_loss: 1.1098 - learning_rate: 1.0000e-05\n", "Epoch 15/20\n", "782/782 - 20s - 26ms/step - accuracy: 0.9988 - loss: 0.0128 - val_accuracy: 0.7608 - val_loss: 1.1136 - learning_rate: 1.0000e-06\n", "Epoch 16/20\n", "782/782 - 21s - 27ms/step - accuracy: 0.9989 - loss: 0.0119 - val_accuracy: 0.7607 - val_loss: 1.1181 - learning_rate: 1.0000e-06\n", "Epoch 17/20\n", "782/782 - 16s - 20ms/step - accuracy: 0.9990 - loss: 0.0111 - val_accuracy: 0.7601 - val_loss: 1.1223 - learning_rate: 1.0000e-06\n", "Epoch 18/20\n", "782/782 - 15s - 19ms/step - accuracy: 0.9993 - loss: 0.0101 - val_accuracy: 0.7613 - val_loss: 1.1285 - learning_rate: 1.0000e-06\n", "Epoch 19/20\n", "782/782 - 21s - 27ms/step - accuracy: 0.9993 - loss: 0.0100 - val_accuracy: 0.7602 - val_loss: 1.1357 - learning_rate: 1.0000e-06\n", "Epoch 20/20\n", "782/782 - 20s - 25ms/step - accuracy: 0.9994 - loss: 0.0094 - val_accuracy: 0.7604 - val_loss: 1.1373 - learning_rate: 1.0000e-07\n" ] }, { "data": { "text/html": [ "
Model: \"sequential_11\"\n",
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┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓\n",
              "┃ Layer (type)                     Output Shape                  Param # ┃\n",
              "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n",
              "│ vgg16 (Functional)              │ (None, 1, 1, 512)      │    14,714,688 │\n",
              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
              "│ flatten_11 (Flatten)            │ (None, 512)            │             0 │\n",
              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
              "│ dense_31 (Dense)                │ (None, 256)            │       131,328 │\n",
              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
              "│ batch_normalization_12          │ (None, 256)            │         1,024 │\n",
              "│ (BatchNormalization)            │                        │               │\n",
              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
              "│ dropout_13 (Dropout)            │ (None, 256)            │             0 │\n",
              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
              "│ dense_32 (Dense)                │ (None, 128)            │        32,896 │\n",
              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
              "│ batch_normalization_13          │ (None, 128)            │           512 │\n",
              "│ (BatchNormalization)            │                        │               │\n",
              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
              "│ dense_33 (Dense)                │ (None, 10)             │         1,290 │\n",
              "└─────────────────────────────────┴────────────────────────┴───────────────┘\n",
              "
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 Total params: 29,373,152 (112.05 MB)\n",
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 Trainable params: 7,245,706 (27.64 MB)\n",
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\n" ], "text/plain": [ "\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m7,245,706\u001b[0m (27.64 MB)\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
 Non-trainable params: 7,636,032 (29.13 MB)\n",
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\n" ], "text/plain": [ "\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m7,636,032\u001b[0m (29.13 MB)\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
 Optimizer params: 14,491,414 (55.28 MB)\n",
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\n" ], "text/plain": [ "\u001b[1m Optimizer params: \u001b[0m\u001b[38;5;34m14,491,414\u001b[0m (55.28 MB)\n" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Freeze some VGG layers\n", "for layer in base_model.layers[:15]:\n", " layer.trainable = False\n", "\n", "# Compile after building the model\n", "batch_norm_model.compile(optimizer=Adam(learning_rate=1e-4),\n", " loss='categorical_crossentropy',\n", " metrics=['accuracy'])\n", "\n", "# Learning rate scheduler\n", "lr_scheduler = ReduceLROnPlateau(monitor='val_loss', factor=0.1, patience=5)\n", "\n", "# Fit the model\n", "history = batch_norm_model.fit(\n", " x_train, y_train_onehot,\n", " epochs=20,\n", " batch_size=64,\n", " validation_data=(x_test, y_test_onehot),\n", " callbacks=[lr_scheduler],\n", " verbose=2\n", ")\n", "\n", "batch_norm_model.summary()\n", "\n" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "id": "d0v0Nib2Lb52" }, "outputs": [], "source": [ "batch_norm_model.save(\"batch_norm_model.keras\")" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "vaBpprCzoywg", "outputId": "e932ecb7-abb8-4aa5-8c28-ea645fff7737" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Test Loss: 1.1373\n", "Test Accuracy: 0.7604\n" ] } ], "source": [ "# Evaluate the model on the test set after training\n", "loss, accuracy = batch_norm_model.evaluate(x_test, y_test_onehot, verbose=0)\n", "print(f\"Test Loss: {loss:.4f}\")\n", "print(f\"Test Accuracy: {accuracy:.4f}\")" ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 410 }, "id": "Jx0rm7CCasYe", "outputId": "ab191653-3ba7-4f30-bcd1-3e99ddb50117" }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "# Plot accuracy and loss\n", "plt.figure(figsize=(12, 4))\n", "\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('Model Accuracy')\n", "plt.xlabel('Epoch')\n", "plt.ylabel('Accuracy')\n", "plt.legend()\n", "\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('Model Loss')\n", "plt.xlabel('Epoch')\n", "plt.ylabel('Loss')\n", "plt.legend()\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "vdVnl2J0nBV2", "outputId": "26e888b2-d023-461d-9af6-729794dd83bc" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Original test set shape: (10000, 32, 32, 3)\n", "New test set shape: (5000, 32, 32, 3)\n", "Validation set shape: (5000, 32, 32, 3)\n", "Validation Loss: 1.1679\n", "Validation Accuracy: 0.7528\n", "New Test Loss: 1.1068\n", "New Test Accuracy: 0.7680\n" ] } ], "source": [ "from sklearn.model_selection import train_test_split\n", "\n", "# Assuming x_test and y_test are the original test sets\n", "x_val, x_test_new, y_val, y_test_new = train_test_split(x_test, y_test_onehot, test_size=0.5, random_state=42)\n", "\n", "print(f\"Original test set shape: {x_test.shape}\")\n", "print(f\"New test set shape: {x_test_new.shape}\")\n", "print(f\"Validation set shape: {x_val.shape}\")\n", "\n", "# Now evaluate the trained model on the validation set\n", "loss_val, accuracy_val = batch_norm_model.evaluate(x_val, y_val, verbose=0)\n", "print(f\"Validation Loss: {loss_val:.4f}\")\n", "print(f\"Validation Accuracy: {accuracy_val:.4f}\")\n", "\n", "# You can also evaluate on the new test set to see performance on unseen data\n", "loss_test_new, accuracy_test_new = batch_norm_model.evaluate(x_test_new, y_test_new, verbose=0)\n", "print(f\"New Test Loss: {loss_test_new:.4f}\")\n", "print(f\"New Test Accuracy: {accuracy_test_new:.4f}\")" ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "sBdziV6MpnnT", "outputId": "26253bcd-18b3-4759-b029-091b7e10493d" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 10ms/step\n", "\n", "Classification Report:\n", " precision recall f1-score support\n", "\n", " airplane 0.81 0.83 0.82 1000\n", " automobile 0.85 0.86 0.86 1000\n", " bird 0.72 0.70 0.71 1000\n", " cat 0.56 0.58 0.57 1000\n", " deer 0.71 0.70 0.71 1000\n", " dog 0.65 0.64 0.65 1000\n", " frog 0.79 0.81 0.80 1000\n", " horse 0.82 0.82 0.82 1000\n", " ship 0.87 0.86 0.86 1000\n", " truck 0.82 0.81 0.81 1000\n", "\n", " accuracy 0.76 10000\n", " macro avg 0.76 0.76 0.76 10000\n", "weighted avg 0.76 0.76 0.76 10000\n", "\n" ] } ], "source": [ "# Compute and report metrics\n", "\n", "from sklearn.metrics import classification_report\n", "\n", "# Get predictions for the test set\n", "y_pred = batch_norm_model.predict(x_test)\n", "y_pred_classes = np.argmax(y_pred, axis=1)\n", "y_true_classes = np.argmax(y_test_onehot, axis=1)\n", "\n", "# Compute and print classification report\n", "print(\"\\nClassification Report:\")\n", "print(classification_report(y_true_classes, y_pred_classes, target_names=class_names))" ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 783 }, "id": "zm5Vq4JMqP3s", "outputId": "23d6c2f9-b190-413a-cd8d-a8a7227bc683" }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Visualize the confusion matrix to understand model performance across different classes.\n", "\n", "from sklearn.metrics import confusion_matrix\n", "import seaborn as sns\n", "\n", "# Compute the confusion matrix\n", "conf_matrix = confusion_matrix(y_true_classes, y_pred_classes)\n", "\n", "# Visualize the confusion matrix\n", "plt.figure(figsize=(10, 8))\n", "sns.heatmap(conf_matrix, annot=True, fmt='d', cmap='Blues', xticklabels=class_names, yticklabels=class_names)\n", "plt.xlabel('Predicted Class')\n", "plt.ylabel('True Class')\n", "plt.title('Confusion Matrix')\n", "plt.show()" ] } ], "metadata": { "accelerator": "GPU", "colab": { "gpuType": "T4", "provenance": [] }, "kernelspec": { "display_name": "Python 3", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.6" } }, "nbformat": 4, "nbformat_minor": 0 }