{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"pygments_lexer":"ipython3","nbconvert_exporter":"python","version":"3.6.4","file_extension":".py","codemirror_mode":{"name":"ipython","version":3},"name":"python","mimetype":"text/x-python"}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"## The paper\nAlexNet is one of the most influential papers in the history of image vision. It won the 2012 ImageNet Large-Scale Visual Recognition Challenge (ILSVRC) by a large margin which paved the way for neural networks to become dominant in image classification. Authors are Alex Krizhevsky, Ilya Sutskever\nand Geoffrey E. Hinton from the University of Toronto. You can find it [here](https://papers.nips.cc/paper/2012/hash/c399862d3b9d6b76c8436e924a68c45b-Abstract.html).\n","metadata":{}},{"cell_type":"code","source":"import tensorflow as tf\nimport tensorflow.keras as keras\nfrom tensorflow.keras.optimizers import SGD","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","execution":{"iopub.status.busy":"2022-02-10T08:59:12.116325Z","iopub.execute_input":"2022-02-10T08:59:12.116897Z","iopub.status.idle":"2022-02-10T08:59:17.605769Z","shell.execute_reply.started":"2022-02-10T08:59:12.116797Z","shell.execute_reply":"2022-02-10T08:59:17.604967Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## The Dataset\nThe original AlexNet was trained for the ILSVRC. It used a subset of ImageNet, which is a dataset that contains 15 million images from 22,000 categories. The competition dataset contained 1.2 million images from 1.000 classes.\n\nBecause the original dataset is >100GB large, this notebook uses the animal faces dataset from kaggle, which has 15k files from 3 classes. ","metadata":{}},{"cell_type":"code","source":"batch_size = 32 # Original AlexNet is 128, reduced due to data\ndir_train = \"../input/animal-faces/afhq/train\"\ndir_val = \"../input/animal-faces/afhq/val\"\n\ntrain_images = keras.utils.image_dataset_from_directory(dir_train, seed=123, batch_size=batch_size, shuffle=True)\nval_images = keras.utils.image_dataset_from_directory(dir_val, seed=123, batch_size=batch_size)","metadata":{"execution":{"iopub.status.busy":"2022-02-10T08:59:17.610803Z","iopub.execute_input":"2022-02-10T08:59:17.612832Z","iopub.status.idle":"2022-02-10T08:59:26.258394Z","shell.execute_reply.started":"2022-02-10T08:59:17.612788Z","shell.execute_reply":"2022-02-10T08:59:26.25763Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"len(train_images.class_names)","metadata":{"execution":{"iopub.status.busy":"2022-02-10T08:59:26.259768Z","iopub.execute_input":"2022-02-10T08:59:26.260192Z","iopub.status.idle":"2022-02-10T08:59:26.267864Z","shell.execute_reply.started":"2022-02-10T08:59:26.260153Z","shell.execute_reply":"2022-02-10T08:59:26.267187Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"import matplotlib.pyplot as plt\n\nclass_names = train_images.class_names\n\nplt.figure(figsize=(10, 10))\nfor images, labels in train_images.take(1):\n  for i in range(9):\n    ax = plt.subplot(3, 3, i + 1)\n    plt.imshow(images[i].numpy().astype(\"uint8\"))\n    plt.title(class_names[labels[i]])\n    plt.axis(\"off\")","metadata":{"execution":{"iopub.status.busy":"2022-02-10T08:59:26.269913Z","iopub.execute_input":"2022-02-10T08:59:26.270204Z","iopub.status.idle":"2022-02-10T08:59:28.333809Z","shell.execute_reply.started":"2022-02-10T08:59:26.270166Z","shell.execute_reply":"2022-02-10T08:59:28.331434Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## The model","metadata":{}},{"cell_type":"markdown","source":"### Architecture\nAlexNet uses a CNN that consists of 8 layers - 5 convolutional and 3 fully connected layers. Back then it was considered a huge and deep neural network with ~61 million weights. 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"}}},{"cell_type":"markdown","source":"### Other Tricks\n#### ReLU\nReLu (Rectified Linear Unit) is an activation function of the network. For x<0 it is 0 and for x>0 it equals y=x. In practice using the ReLu provided a much faster convergence. This could be due to ReLu better solving the problem of vanishing gradients.\n#### Local Response Normalization\nNormalization is a process to bound the output of neurons into a fixed range, like 0,1. However local response normalization doesn't seem to be a thing anymore, so I did not dive deeper.\n#### Overlapping Pooling\nIn contrast to most previous models AlexNet uses overlapping pooling. This just means that size>stride.\n#### Data Augmentation\nThe authors augment their data in two ways. First, the cut random 224x224 patches (from 256x256 images) and partially use horizontal reflections. Second, they alter the RGB values.\n#### Dropout\nDropout is a mechanism too turn off neurons for forward prediction and backpropagation. In this way the model is slightly different for every run. That methods increases convergence time, but reduces overfitting.","metadata":{}},{"cell_type":"code","source":"model=keras.models.Sequential([\n    keras.layers.Rescaling(1./255),\n    keras.layers.RandomCrop(224,224),\n    keras.layers.RandomFlip(\"horizontal\"),\n    keras.layers.Conv2D(filters=96, kernel_size=(11,11), strides=(4,4), activation='relu', input_shape=(224,224,3)),\n    keras.layers.Lambda(tf.nn.local_response_normalization),\n    keras.layers.MaxPool2D(pool_size=(3,3), strides=(2,2)),\n    keras.layers.Conv2D(filters=256, kernel_size=(5,5), strides=(1,1), activation='relu', padding=\"same\"),\n    keras.layers.Lambda(tf.nn.local_response_normalization),\n    keras.layers.MaxPool2D(pool_size=(3,3), strides=(2,2)),\n    keras.layers.Conv2D(filters=384, kernel_size=(3,3), strides=(1,1), activation='relu', padding=\"same\"),\n    keras.layers.Conv2D(filters=384, kernel_size=(3,3), strides=(1,1), activation='relu', padding=\"same\"),\n    keras.layers.Conv2D(filters=256, kernel_size=(3,3), strides=(1,1), activation='relu', padding=\"same\"),\n    keras.layers.Lambda(tf.nn.local_response_normalization),\n    keras.layers.MaxPool2D(pool_size=(3,3)),\n    keras.layers.Flatten(),\n    keras.layers.Dense(4096,activation='relu'),\n    keras.layers.Dropout(0.5),\n    keras.layers.Dense(4096,activation='relu'),\n    keras.layers.Dropout(0.5),\n    keras.layers.Dense(3,activation='softmax')  \n])","metadata":{"execution":{"iopub.status.busy":"2022-02-10T08:59:28.335073Z","iopub.execute_input":"2022-02-10T08:59:28.335556Z","iopub.status.idle":"2022-02-10T08:59:28.438598Z","shell.execute_reply.started":"2022-02-10T08:59:28.335513Z","shell.execute_reply":"2022-02-10T08:59:28.437532Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"SGD = tf.keras.optimizers.SGD(learning_rate=0.01, momentum=0.9, nesterov=False, name='SGD')\nmodel.compile(optimizer=SGD, loss=tf.keras.losses.SparseCategoricalCrossentropy(from_logits=True), metrics=['accuracy'])","metadata":{"execution":{"iopub.status.busy":"2022-02-10T08:59:28.439798Z","iopub.execute_input":"2022-02-10T08:59:28.440112Z","iopub.status.idle":"2022-02-10T08:59:28.461151Z","shell.execute_reply.started":"2022-02-10T08:59:28.440012Z","shell.execute_reply":"2022-02-10T08:59:28.460418Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"history = model.fit(train_images, epochs=10, batch_size=batch_size, validation_data=val_images)","metadata":{"execution":{"iopub.status.busy":"2022-02-10T08:59:28.462339Z","iopub.execute_input":"2022-02-10T08:59:28.46269Z","iopub.status.idle":"2022-02-10T09:09:08.197031Z","shell.execute_reply.started":"2022-02-10T08:59:28.462656Z","shell.execute_reply":"2022-02-10T09:09:08.196314Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"After 10 Epochs the model got to a validation accuracy of >97%. Not bad!","metadata":{}},{"cell_type":"code","source":"model.summary() # Our model has fewer parameters than original model, because we only predict 3 classes","metadata":{"execution":{"iopub.status.busy":"2022-02-10T09:09:08.19865Z","iopub.execute_input":"2022-02-10T09:09:08.198911Z","iopub.status.idle":"2022-02-10T09:09:08.214913Z","shell.execute_reply.started":"2022-02-10T09:09:08.198875Z","shell.execute_reply":"2022-02-10T09:09:08.214129Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]}]}