diff --git a/2_3_Pretrained_ConvNet_as_a_Feature_Extractor.ipynb b/2_3_Pretrained_ConvNet_as_a_Feature_Extractor.ipynb new file mode 100644 index 00000000..85a12fe9 --- /dev/null +++ b/2_3_Pretrained_ConvNet_as_a_Feature_Extractor.ipynb @@ -0,0 +1,1148 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "name": "2.3 Pretrained ConvNet as a Feature Extractor.ipynb", + "provenance": [], + "collapsed_sections": [], + "include_colab_link": true + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "accelerator": "GPU" + }, + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "view-in-github", + "colab_type": "text" + }, + "source": [ + "\"Open" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "3Jz-FYp7jqNf" + }, + "source": [ + "This Colab notebook demonstrates transfer learning with a pretrained ConvNet:\n", + "\n", + "0. Data pipeline\n", + "1. Baseline model: train a simple CNN from scratch\n", + "2. Transfer learning: pretraiend ConvNet as a feature extractor\n", + "3. Transfer learning: fine-tune a pretrained ConvNet\n", + "4. Test accuracy & visualize predictions\n", + "\n" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "Cn7Wnto8JmRw", + "outputId": "ae286c4b-f8a5-4116-8014-2e4b208906f8", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 34 + } + }, + "source": [ + "# Enable TensorFlow 2.0\n", + "%tensorflow_version 2.x" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "TensorFlow 2.x selected.\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "B6P8ZOtHJ8Qj", + "outputId": "25ffbe43-b6fa-4501-d489-b5d8bf3e2155", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 34 + } + }, + "source": [ + "# Import Tensorflow\n", + "import tensorflow as tf\n", + "tf.__version__" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "'2.1.0'" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 2 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "W7RxqhfhJ06W" + }, + "source": [ + "# Import TensorFlow datasets\n", + "import tensorflow_datasets as tfds\n", + "tfds.disable_progress_bar()\n", + "\n", + "# Import Keras \n", + "from tensorflow import keras\n", + "from tensorflow.keras.applications import MobileNetV2\n", + "from tensorflow.keras.models import Sequential\n", + "from tensorflow.keras.layers import Dense, Conv2D, Flatten, Dropout, MaxPooling2D, GlobalAveragePooling2D\n", + "from tensorflow.keras.optimizers import Adam\n", + "\n", + "# Import Numpy\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "_CDDWxnQAdc_" + }, + "source": [ + "## Data pipeline" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "ZLGRn6uBKhez" + }, + "source": [ + "#### Load the tf_flowers dataset\n", + "tf_flowers is one of the TensorFlow 2.0 datasets with 3670 samples." + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "ArnGbOHRKSmx", + "outputId": "e6aac62f-97d5-4478-8379-1926579e8223", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 68 + } + }, + "source": [ + "# Load train and validation datasets\n", + "(raw_train, raw_validation, raw_test), metadata = tfds.load(\n", + " name='tf_flowers',\n", + " split=['train[:80%]', 'train[80%:90%]', 'train[90%:]'], # train, validation, test split of 8:1:1\n", + " with_info=True,\n", + " as_supervised=True)" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "\u001b[1mDownloading and preparing dataset tf_flowers (218.21 MiB) to /root/tensorflow_datasets/tf_flowers/3.0.0...\u001b[0m\n", + "Shuffling and writing examples to /root/tensorflow_datasets/tf_flowers/3.0.0.incomplete350ZYP/tf_flowers-train.tfrecord\n", + "\u001b[1mDataset tf_flowers downloaded and prepared to /root/tensorflow_datasets/tf_flowers/3.0.0. Subsequent calls will reuse this data.\u001b[0m\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "wb62Lz0cenVt", + "outputId": "1dc97834-cf28-4777-cd27-8e07f5bb81ff", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 34 + } + }, + "source": [ + "print(\"Total number of samples:\", metadata.splits['train'].num_examples)" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "Total number of samples: 3670\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "qkH8ri88Kiq_", + "outputId": "e963f696-43f1-4853-c300-a40c50e369b2", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 85 + } + }, + "source": [ + "num_classes = metadata.features['label'].num_classes\n", + "num_train = len(list(raw_train))\n", + "num_validation = len(list(raw_validation))\n", + "num_test = len(list(raw_test))\n", + "\n", + "print(\"Number of classes:\", num_classes)\n", + "print(\"Number of training samples:\", num_train)\n", + "print(\"Number of validation samples:\", num_validation)\n", + "print(\"Number of test samples:\", num_test)" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "Number of classes: 5\n", + "Number of training samples: 2936\n", + "Number of validation samples: 367\n", + "Number of test samples: 367\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "ntT66m0Xds_n", + "outputId": "2b360fda-8c4c-4e99-ed26-1173b9e409ea", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 68 + } + }, + "source": [ + "# Inspect datasets before data preprocessing\n", + "print(raw_train)\n", + "print(raw_validation)\n", + "print(raw_test)" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "\n", + "\n", + "\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "WaWFBWLYYyDN", + "outputId": "cbeede6e-212c-4959-945f-86d4fbcdfc3d", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 34 + } + }, + "source": [ + "# Get labels / class names\n", + "class_names = np.array(metadata.features['label'].names)\n", + "print(class_names)" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "['dandelion' 'daisy' 'tulips' 'sunflowers' 'roses']\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "hFaRANs3fFQg" + }, + "source": [ + "### Visualize the data\n", + "Let's take a look a few of the flower images" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "ydDzM3t4gS0B", + "outputId": "4b947bab-a807-44a2-eeb8-eb073f1216ba", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 545 + } + }, + "source": [ + "label_names = metadata.features['label'].int2str\n", + "\n", + "for image, label in raw_train.take(2):\n", + " plt.figure()\n", + " plt.imshow(image)\n", + " plt.title(label_names(label))" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAW4AAAEICAYAAAB/Dx7IAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nTQAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [] + } + }, + { + "output_type": "display_data", + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXAAAAEICAYAAABGaK+TAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [] + } + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "PruLCHanf7sv" + }, + "source": [ + "### Image preprocessing\n", + "\n", + "Resize, normalize, augment, shuffle and batch the data." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "qxlCqZ7_aMdd" + }, + "source": [ + "#### Resize and normalize dataset" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "k5utfO3DfNJp" + }, + "source": [ + "IMG_SIZE = 224 \n", + "IMG_SHAPE = (IMG_SIZE, IMG_SIZE, 3)\n", + "\n", + "def format_example(image, label):\n", + " image = tf.cast(image, tf.float32)\n", + " image = tf.image.resize(image, (IMG_SIZE, IMG_SIZE))\n", + " image = image/255.0\n", + " return image, label" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "7kU0uErjgC2y" + }, + "source": [ + "train = raw_train.map(format_example)\n", + "validation = raw_validation.map(format_example)\n", + "test = raw_test.map(format_example)" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "C51PMyLgJhg9" + }, + "source": [ + "def augment_data(image, label):\n", + " image = tf.image.random_flip_left_right(image)\n", + " image = tf.image.random_contrast(image, lower=0.0, upper=1.0)\n", + " image = tf.stack(image, axis=0)\n", + " image = tf.image.random_crop(image, size=[IMG_SIZE, IMG_SIZE, 3])\n", + " return image, label" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "h056VBaFJzxZ" + }, + "source": [ + "train = train.map(augment_data)" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "onc9Cad1aQTS" + }, + "source": [ + "#### Shuffle and batch dataset" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "0mFQcAzZgDPd" + }, + "source": [ + "BATCH_SIZE = 32\n", + "SHUFFLE_BUFFER_SIZE = 1000\n", + "\n", + "train_batches = train.shuffle(SHUFFLE_BUFFER_SIZE).batch(BATCH_SIZE).repeat()\n", + "validation_batches = validation.batch(BATCH_SIZE).repeat()\n", + "test_batches = test.batch(BATCH_SIZE)" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "q_02ZhUE_0yI", + "outputId": "df56ead0-6755-4e33-90aa-f1d1ab7b64e5", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 68 + } + }, + "source": [ + "# Inspect datasets after data preprocessing\n", + "print(train_batches)\n", + "print(validation_batches)\n", + "print(test_batches)" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "\n", + "\n", + "\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "brbRbJyygxag", + "outputId": "225e7f4b-c3c9-42c7-e4f1-a6640b0ffac9", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 34 + } + }, + "source": [ + "# Inspect a batch of data\n", + "for image_batch, label_batch in train_batches.take(1):\n", + " pass\n", + "\n", + "image_batch.shape" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "TensorShape([32, 224, 224, 3])" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 16 + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "_i2S3HNb_e_I" + }, + "source": [ + "## Training" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "RGy8O4oxfX-4" + }, + "source": [ + "# Set training parameters\n", + "NUM_EPOCHS = 10\n", + "steps_per_epoch = round(num_train)//BATCH_SIZE\n", + "validation_steps = round(num_validation)//BATCH_SIZE" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "ntM1XM3Z58oa" + }, + "source": [ + "# Display training curves\n", + "def display_training_curves(history, title):\n", + " acc = history.history['accuracy']\n", + " val_acc = history.history['val_accuracy']\n", + "\n", + " loss = history.history['loss']\n", + " val_loss = history.history['val_loss']\n", + "\n", + " epochs_range = range(NUM_EPOCHS)\n", + "\n", + " plt.plot(epochs_range, acc, label='Train accuracy')\n", + " plt.plot(epochs_range, val_acc, label='Val accuracy')\n", + " plt.title(title)\n", + " plt.legend(loc='upper left')\n", + " plt.figure()\n", + "\n", + " plt.show()" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "SDYb_Aq_O8On" + }, + "source": [ + "### Baseline - train from scratch\n", + "Train a very simple CNN model and use the accuracy metrics as baseline to compare with transfer learning results.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "FD-3IlztYqfp" + }, + "source": [ + "#### Create model" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "hy3b78HMEsZm" + }, + "source": [ + "def build_model_from_scratch():\n", + "\n", + " model = Sequential([\n", + " # Must define the input shape in the first layer of the neural network\n", + " Conv2D(filters=32, kernel_size=3, padding='same', activation='relu', input_shape=IMG_SHAPE),\n", + " MaxPooling2D(pool_size=2),\n", + "\n", + " Conv2D(filters=64, kernel_size=3, padding='same', activation='relu'),\n", + " MaxPooling2D(pool_size=2),\n", + "\n", + " Flatten(),\n", + " Dense(64, activation='relu'),\n", + " Dense(num_classes, activation='softmax')\n", + " ])\n", + "\n", + " return model" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "ulDQwI7qhEby" + }, + "source": [ + "simple_cnn_model = build_model_from_scratch()" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "vHyxMBzrhRh9", + "outputId": "3dedb8ba-943d-48a0-a91e-791ae803a980", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 391 + } + }, + "source": [ + "simple_cnn_model.summary()" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "Model: \"sequential\"\n", + "_________________________________________________________________\n", + "Layer (type) Output Shape Param # \n", + "=================================================================\n", + "conv2d (Conv2D) (None, 224, 224, 32) 896 \n", + "_________________________________________________________________\n", + "max_pooling2d (MaxPooling2D) (None, 112, 112, 32) 0 \n", + "_________________________________________________________________\n", + "conv2d_1 (Conv2D) (None, 112, 112, 64) 18496 \n", + "_________________________________________________________________\n", + "max_pooling2d_1 (MaxPooling2 (None, 56, 56, 64) 0 \n", + "_________________________________________________________________\n", + "flatten (Flatten) (None, 200704) 0 \n", + "_________________________________________________________________\n", + "dense (Dense) (None, 64) 12845120 \n", + "_________________________________________________________________\n", + "dense_1 (Dense) (None, 5) 325 \n", + "=================================================================\n", + "Total params: 12,864,837\n", + "Trainable params: 12,864,837\n", + "Non-trainable params: 0\n", + "_________________________________________________________________\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "r9moD9tyY3mE" + }, + "source": [ + "#### Compile and train the model" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "0pqlqoXhhTok" + }, + "source": [ + "def train_model(model):\n", + " model.compile(optimizer='adam',\n", + " loss='sparse_categorical_crossentropy',\n", + " metrics=['accuracy'])\n", + "\n", + " history = model.fit(train_batches,\n", + " epochs=NUM_EPOCHS, \n", + " validation_data=validation_batches,\n", + " steps_per_epoch=steps_per_epoch,\n", + " validation_steps=validation_steps)\n", + " \n", + " return history" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "8rX9FO5AiKUv", + "outputId": "d05bc815-2d94-4ae1-8a64-8704f1dd6b15", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 408 + } + }, + "source": [ + "%%time\n", + "history = train_model(simple_cnn_model)" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "Train for 91 steps, validate for 11 steps\n", + "Epoch 1/10\n", + "91/91 [==============================] - 16s 175ms/step - loss: 1.8965 - accuracy: 0.3407 - val_loss: 1.1648 - val_accuracy: 0.5341\n", + "Epoch 2/10\n", + "91/91 [==============================] - 9s 101ms/step - loss: 1.2788 - accuracy: 0.4518 - val_loss: 1.2398 - val_accuracy: 0.5199\n", + "Epoch 3/10\n", + "91/91 [==============================] - 9s 97ms/step - loss: 1.2378 - accuracy: 0.4738 - val_loss: 1.1962 - val_accuracy: 0.5256\n", + "Epoch 4/10\n", + "91/91 [==============================] - 9s 100ms/step - loss: 1.1958 - accuracy: 0.4900 - val_loss: 1.1188 - val_accuracy: 0.5653\n", + "Epoch 5/10\n", + "91/91 [==============================] - 9s 99ms/step - loss: 1.1361 - accuracy: 0.5282 - val_loss: 1.0772 - val_accuracy: 0.5966\n", + "Epoch 6/10\n", + "91/91 [==============================] - 9s 100ms/step - loss: 1.0934 - accuracy: 0.5489 - val_loss: 1.0256 - val_accuracy: 0.6165\n", + "Epoch 7/10\n", + "91/91 [==============================] - 9s 101ms/step - loss: 1.0721 - accuracy: 0.5758 - val_loss: 1.0073 - val_accuracy: 0.6165\n", + "Epoch 8/10\n", + "91/91 [==============================] - 9s 98ms/step - loss: 1.0167 - accuracy: 0.5913 - val_loss: 1.0450 - val_accuracy: 0.6165\n", + "Epoch 9/10\n", + "91/91 [==============================] - 10s 105ms/step - loss: 0.9497 - accuracy: 0.6367 - val_loss: 1.1402 - val_accuracy: 0.6108\n", + "Epoch 10/10\n", + "91/91 [==============================] - 9s 99ms/step - loss: 0.9115 - accuracy: 0.6360 - val_loss: 1.3087 - val_accuracy: 0.5966\n", + "CPU times: user 2min 17s, sys: 14.2 s, total: 2min 31s\n", + "Wall time: 1min 37s\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "blr7X5PBGqCI", + "outputId": "20a1ff57-2438-4c9a-b2c1-db273030a789", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 298 + } + }, + "source": [ + "# Display training curve \n", + "display_training_curves(history, \"A Simple CNN Model\")" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXoAAAEICAYAAABRSj9aAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [] + } + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [] + } + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "i8buo1J-5ga2" + }, + "source": [ + "### Transfer learning \n", + "\n", + "Now let's see how transfer learning can help achieve better results." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "vfSlJv-t-jTJ" + }, + "source": [ + "#### Feature extractor\n", + "\n", + "Use MobileNetV2 as a feature extractor and add a classifier on top of it." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "gDWuAlBHXyys" + }, + "source": [ + "##### Create base model" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "XOzRrofFiLDr", + "outputId": "b9255705-dcb3-43cc-f38d-729d5ca7bbac", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 71 + } + }, + "source": [ + "# Create base model from tf.keras pre-trained model MobileNetV2\n", + "base_model = MobileNetV2(input_shape=IMG_SHAPE,\n", + " weights=\"imagenet\", \n", + " include_top=False)" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "Downloading data from https://github.com/JonathanCMitchell/mobilenet_v2_keras/releases/download/v1.1/mobilenet_v2_weights_tf_dim_ordering_tf_kernels_1.0_224_no_top.h5\n", + "9412608/9406464 [==============================] - 0s 0us/step\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "6-aE2o9kV-t0" + }, + "source": [ + "##### Freeze all layers of the base model" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "TZC2bBSwiYRP" + }, + "source": [ + "base_model.trainable = False" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "FZTkYW8kWfWd" + }, + "source": [ + "##### Add a classifier head\n", + "Create a new model by adding a classifier on top of the base model." + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "GEcTNd4jhJCy" + }, + "source": [ + "def build_mobilenetv2_model(base_model):\n", + " model = Sequential([\n", + " base_model,\n", + " Conv2D(32, 3, activation='relu'),\n", + " GlobalAveragePooling2D(),\n", + " Dense(num_classes, activation='softmax')]\n", + " )\n", + "\n", + " return model" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "qpNXPSAdFYp3" + }, + "source": [ + "model = build_mobilenetv2_model(base_model)" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Sd9rhpibW0SW" + }, + "source": [ + "##### Compile the model" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "X1QiYU-7ap1d" + }, + "source": [ + "model.compile(optimizer= Adam(),\n", + " loss='sparse_categorical_crossentropy',\n", + " metrics=['accuracy'])" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "-nqOgDyRE1xe", + "outputId": "b506d8f6-7ec7-492a-d88e-3419ba7a041d", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 289 + } + }, + "source": [ + "model.summary()" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "Model: \"sequential_1\"\n", + "_________________________________________________________________\n", + "Layer (type) Output Shape Param # \n", + "=================================================================\n", + "mobilenetv2_1.00_224 (Model) (None, 7, 7, 1280) 2257984 \n", + "_________________________________________________________________\n", + "conv2d_2 (Conv2D) (None, 5, 5, 32) 368672 \n", + "_________________________________________________________________\n", + "global_average_pooling2d (Gl (None, 32) 0 \n", + "_________________________________________________________________\n", + "dense_2 (Dense) (None, 5) 165 \n", + "=================================================================\n", + "Total params: 2,626,821\n", + "Trainable params: 368,837\n", + "Non-trainable params: 2,257,984\n", + "_________________________________________________________________\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "aowtNAh_XA7A" + }, + "source": [ + "##### Train the model" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "VNmh9JUdFzRQ", + "outputId": "238a7ee3-1c3e-4473-8949-ff0d2142d8b7", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 340 + } + }, + "source": [ + "%%time\n", + "history = model.fit(train_batches,\n", + " epochs=NUM_EPOCHS,\n", + " validation_data=validation_batches,\n", + " steps_per_epoch=steps_per_epoch,\n", + " validation_steps=validation_steps)" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "Train for 91 steps, validate for 11 steps\n", + "Epoch 1/10\n", + "91/91 [==============================] - 12s 134ms/step - loss: 1.2155 - accuracy: 0.5172 - val_loss: 1.1179 - val_accuracy: 0.5824\n", + "Epoch 2/10\n", + "91/91 [==============================] - 9s 103ms/step - loss: 0.9067 - accuracy: 0.6247 - val_loss: 1.0521 - val_accuracy: 0.5881\n", + "Epoch 3/10\n", + "91/91 [==============================] - 10s 108ms/step - loss: 0.8542 - accuracy: 0.6550 - val_loss: 0.9633 - val_accuracy: 0.6364\n", + "Epoch 4/10\n", + "91/91 [==============================] - 9s 101ms/step - loss: 0.6103 - accuracy: 0.7944 - val_loss: 0.7489 - val_accuracy: 0.7756\n", + "Epoch 5/10\n", + "91/91 [==============================] - 10s 105ms/step - loss: 0.4471 - accuracy: 0.8392 - val_loss: 0.8818 - val_accuracy: 0.7528\n", + "Epoch 6/10\n", + "91/91 [==============================] - 10s 106ms/step - loss: 0.4343 - accuracy: 0.8382 - val_loss: 0.9555 - val_accuracy: 0.7273\n", + "Epoch 7/10\n", + "91/91 [==============================] - 9s 103ms/step - loss: 0.3769 - accuracy: 0.8650 - val_loss: 0.7678 - val_accuracy: 0.7812\n", + "Epoch 8/10\n", + "91/91 [==============================] - 9s 102ms/step - loss: 0.3741 - accuracy: 0.8640 - val_loss: 0.9413 - val_accuracy: 0.7557\n", + "Epoch 9/10\n", + "23/91 [======>.......................] - ETA: 10s - loss: 0.3793 - accuracy: 0.8613" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "wNrtgA1f8mBr", + "outputId": "222c6a78-b2d0-459a-9c3a-44a7da039f2b", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 298 + } + }, + "source": [ + "# Display training curve \n", + "display_training_curves(history, \"Pretrained ConvNet as Feature Extractor\")" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXoAAAEICAYAAABRSj9aAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ncX8C6J48tHSga6EAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [] + } + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [] + } + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "uXyGT86-PFGS" + }, + "source": [ + "### Fine tuning" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Xcf9jGDm9hQ5" + }, + "source": [ + "##### Unfreeze top layers for fine tuning" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "fndQdEtVPGtX" + }, + "source": [ + "# Unfreeze all layers in base model\n", + "base_model.trainable = True" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "jUlpDXkJCkXU" + }, + "source": [ + "# Let's take a look to see how many layers are in the base model\n", + "print(\"Number of layers in the base model: \", len(base_model.layers))" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "Rr5QROAwaXBu" + }, + "source": [ + "# Fine-tune from this layer onwards\n", + "fine_tune_at = 100\n", + "\n", + "# Freeze all the layers before the `fine_tune_at` layer\n", + "for layer in base_model.layers[:fine_tune_at]:\n", + " layer.trainable = False" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "CLuyoIzi9vhU" + }, + "source": [ + "##### Compile the model" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "GMJPcnopbJOS" + }, + "source": [ + "model.compile(loss='sparse_categorical_crossentropy',\n", + " optimizer = Adam(1e-5),\n", + " metrics=['accuracy'])" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "DQpNTIJgbG7b" + }, + "source": [ + "model.summary()" + ], + "execution_count": null, + "outputs": [] + } + ] +} \ No newline at end of file