{"cells":[{"metadata":{},"cell_type":"markdown","source":"# Deep learning (3): Convolutional neural network (Convnet/CNN) for computer vision\n \n## Learning objective\n1. Understand convolutionary neural network\n2. Apply CNN to computer vision"},{"metadata":{},"cell_type":"markdown","source":"# 3a What is Convnet? An introduction with MNIST data\n\nConvnet is a stack of Covolution and Max-Pooling layers.\n\nFigure: An example CNN  to classify handwritten digits (https://towardsdatascience.com/)\n\n![image.png](attachment:image.png)\n\n* What is covolution? \n* What is max-pooling?","attachments":{"image.png":{"image/png":"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"}}},{"metadata":{},"cell_type":"markdown","source":"## Creat network with Conv2D and MaxPooling2D layers. \n\nCreate a basic convnet of Conv2D and MaxPooling2D layers. \n\nA convnet takes as input tensors of shape (image_height, image_width, image_channels)  \n\nConfigure our convnet to process inputs of size (28, 28, 1), the format of MNIST images. "},{"metadata":{"trusted":true},"cell_type":"code","source":"from keras import layers\nfrom keras import models\n\nmodel = models.Sequential()\nmodel.add(layers.Conv2D(32, (3, 3), activation='relu', input_shape=(28, 28, 1)))\nmodel.add(layers.MaxPooling2D((2, 2)))\nmodel.add(layers.Conv2D(64, (3, 3), activation='relu'))\nmodel.add(layers.MaxPooling2D((2, 2)))\nmodel.add(layers.Conv2D(64, (3, 3), activation='relu'))","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"Display the architecture of our convnet"},{"metadata":{"trusted":true},"cell_type":"code","source":"model.summary()","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"The output of every Conv2D and MaxPooling2D layer is a 3D tensor of shape (height, width, channels). \n\nThe width and height dimensions tend to shrink as we go deeper in the network. \n\nThe number of channels is controlled by the first argument passed to the Conv2D layers (e.g. 32 or 64)."},{"metadata":{},"cell_type":"markdown","source":"# Create network: Adding Dense Layer for Output \n\nFeed our last output tensor (of shape (3, 3, 64)) into a densely-connected classifier network (a stack of Dense layers). \n\nThese layers process vectors (1D tensor), whereas our current output is a 3D tensor. \n\nSo first, we must flatten 3D tensor to 1D tensor \n\nFigure: An example of flattening a 3x3 image matrix into a 9x1 vector (https://towardsdatascience.com/)\n <img src=\"attachment:image.png\" width=\"200\"> \n\nAdd a few Dense layers on top:","attachments":{"image.png":{"image/png":"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"}}},{"metadata":{"trusted":true},"cell_type":"code","source":"model.add(layers.Flatten())\nmodel.add(layers.Dense(64, activation='relu'))\nmodel.add(layers.Dense(10, activation='softmax'))","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"We are going to do 10-way classification, so we use a final layer with 10 outputs and a softmax activation."},{"metadata":{},"cell_type":"markdown","source":"## Show created network"},{"metadata":{},"cell_type":"markdown","source":"We show what our network looks like"},{"metadata":{"trusted":true},"cell_type":"code","source":"model.summary()","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"During the falttern layerm, (3, 3, 64) tensor were flattened into vectors of shape (576,), before going through two Dense layers."},{"metadata":{},"cell_type":"markdown","source":"## Train convnet\n\nNow, let's train our convnet on the MNIST digits. The code is similar to the code in deep neural network on MNIST.\n\nWe have to do data normalization to the range $[0,1]$"},{"metadata":{"trusted":true},"cell_type":"code","source":"from keras.datasets import mnist\nfrom keras.utils import to_categorical\n\n(train_images, train_labels), (test_images, test_labels) = mnist.load_data()\n\ntrain_images = train_images.reshape((60000, 28, 28, 1))\ntrain_images = train_images.astype('float32') / 255\n\ntest_images = test_images.reshape((10000, 28, 28, 1))\ntest_images = test_images.astype('float32') / 255\n\ntrain_labels = to_categorical(train_labels)\ntest_labels = to_categorical(test_labels)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"## Set Parameters for Compiling\n1. optimizer\n2. loss function\n3. metrics"},{"metadata":{"trusted":true},"cell_type":"code","source":"model.compile(optimizer='rmsprop',\n              loss='categorical_crossentropy',\n              metrics=['accuracy'])\nmodel.fit(train_images, train_labels, epochs=5, batch_size=64)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"## Evaluate model on test data"},{"metadata":{"trusted":true},"cell_type":"code","source":"test_loss, test_acc = model.evaluate(test_images, test_labels)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"## Print Accuracy"},{"metadata":{"trusted":true},"cell_type":"code","source":"test_acc","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"Recall that densely-connected network had a test accuracy of 97.8%, our basic convnet has a test accuracy of 99.3% "},{"metadata":{},"cell_type":"markdown","source":"## Activity\nYour turn\n\nChange the network layers or the number of neurons \n\nChange epochs and batch_size \n\nUnder which parameter setting, you get the highest accuracy on the test data?\n"}],"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":4,"nbformat_minor":4}