{"cells":[{"metadata":{},"cell_type":"markdown","source":"# Building a Neural Network\n\nThis notebook is an introduction for building a neural network by first building a neuron then connecting them together to form a simple classifier. We will use MNIST digits dataset and classify images of handwritten digits.","execution_count":null},{"metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","trusted":true},"cell_type":"code","source":"import numpy as np\nimport pandas as pd\nimport matplotlib\nimport matplotlib.pyplot as plt","execution_count":null,"outputs":[]},{"metadata":{"_uuid":"d629ff2d2480ee46fbb7e2d37f6b5fab8052498a","_cell_guid":"79c7e3d0-c299-4dcb-8224-4455121ee9b0","trusted":true},"cell_type":"code","source":"np.random.seed(42)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# Building a Neuron\n\nInspired by Neurons present in our brain, the artificial neuron takes several inputs (each a number). A simple artificial neuron multiplies these inputs with their respective weights and sums them together. Finally applies an activation function to obtain the output signal, which can be passed to the next neurons in the network (this can be seen as a directed graph):\n\n![image.png](attachment:image.png)\n","attachments":{"image.png":{"image/png":"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"}},"execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"#Simple Neuron\nclass Neuron(object):\n    def __init__(self, num_inputs, activation):\n        super().__init__()\n        self.weight = np.random.uniform(size = num_inputs, low = -1.0, high = 1.0)\n        self.bias = np.random.uniform(size = 1, low = -1., high = 1.)\n        self.activation = activation\n        \n    def forward(self, x):\n        z = np.dot(x, self.weight)+self.bias\n        return self.activation(z)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# Activation Function\n\nIt’s just a thing function that you use to get the output of node. It is also known as Transfer Function. Activation functions that are commonly used based on few desirable properties like :\n\n* Nonlinear — When the activation function is non-linear, then a two-layer neural network can be proven to be a universal function approximator.\n\n* Range — When the range of the activation function is finite, gradient-based training methods tend to be more stable, because pattern presentations significantly affect only limited weights. \n\n* Continuously differentiable — This property is desirable (ReLU is not continuously differentiable and has some issues with gradient-based optimization, but it is still possible) for enabling gradient-based optimization methods.\n\n\n\nThere are many types of activation function in neural networks:\n\n1. Sigmoid Function: Sigmoid functions are used in machine learning for the logistic regression and basic neural network implementations and they are the introductory activation units.\n![image.png](attachment:image.png)\n\n","attachments":{"image.png":{"image/png":"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"}},"execution_count":null},{"metadata":{},"cell_type":"markdown","source":"2. Tanh: tanh is also like logistic sigmoid but better. The range of the tanh function is from (-1 to 1). tanh is also sigmoidal (s - shaped).\n![image.png](attachment:image.png)\n\n","attachments":{"image.png":{"image/png":"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"}},"execution_count":null},{"metadata":{},"cell_type":"markdown","source":"3. Rectified Linear Units (ReLU): Most Deep Learning applications right now make use of ReLU instead of Logistic Activation functions for Computer Vision, Speech Recognition and Deep Neural Networks etc.  A Rectified Linear Unit (A unit employing the rectifier is also called a rectified linear unit ReLU) has output 0 if the input is less than 0, and raw output otherwise.\n![image.png](attachment:image.png)\n\n","attachments":{"image.png":{"image/png":"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"}},"execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"input_size = 3\n#ReLU activation function is used here\nfunction = lambda y: 0 if y<=0 else 1\n\nperceptron = Neuron(num_inputs = input_size, activation = function)\nprint(\"Perceptron's random weights = {}, and random bias = {}\".format(\nperceptron.weight, perceptron.bias))","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"x = np.random.rand(input_size).reshape(1, input_size)\nprint('Input vector : {}'.format(x))","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"y = perceptron.forward(x)\nprint('Output value = {}'.format(y))","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# Fully Connected Layers\n\nUsually, neural networks are organized into layers, that is, sets of neurons that typically receive the same input and apply the same operation\n\nIn networks, the information flows from the input layer to the output one, with one or more hidden layers in-between. In Figure 1-13, the three neurons A, B, and C, belong to the input layer, the neuron H belongs to the output or activation layer, and the neurons D, E, F, and G belong to the hidden layer. The first layer has an input, x, of size 2, the second (hidden) layer takes the three activation values of the previous layer as input, and so on. Such layers, with each neuron connected to all the values from the previous layer, are classed as being fully-connected or dense:\n![image.png](attachment:image.png)","attachments":{"image.png":{"image/png":"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"}},"execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"class FullyConnected(object):\n    def __init__(self, num_inputs, layer_size, activation_function, derivated_activation_function = None):\n        super().__init__()\n        self.W = np.random.standard_normal((num_inputs, layer_size))\n        self.b = np.random.standard_normal(layer_size)\n        self.size = layer_size\n        self.activation = activation_function\n        self.derivated = derivated_activation_function\n        self.x, self.y = None, None\n        self.dL_dW, self.dL_db = None, None\n    \n    def forward(self, x):\n        z = np.dot(x, self.W) + self.b\n        self.y = self.activation(z)\n        self.x = x\n        return self.y\n    \n    def backward(self, dL_dy):\n        dy_dz = self.derivated(self.y)  \n        dL_dz = (dL_dy * dy_dz) \n        dz_dw = self.x.T\n        dz_dx = self.W.T\n        dz_db = np.ones(dL_dy.shape[0]) \n\n        self.dL_dW = np.dot(dz_dw, dL_dz)\n        self.dL_db = np.dot(dz_db, dL_dz)\n\n        dL_dx = np.dot(dL_dz, dz_dx)\n        return dL_dx\n    \n    def optimize(self, epsilon):\n        self.W -= epsilon * self.dL_dW\n        self.b -= epsilon * self.dL_db","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"input_size = 2\nneurons = 3\nfunction = lambda y: np.maximum(y, 0)\n\nlayer = FullyConnected(num_inputs = input_size, layer_size = neurons, activation_function = function)\n","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"x1 = np.random.uniform(-1, 1, 2).reshape(1, 2)\nprint(\"Input vector #1: {}\".format(x1))","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"x2 = np.random.uniform(-1, 1, 2).reshape(1, 2)\nprint(\"Input vector #2: {}\".format(x2))","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"y1 = layer.forward(x1)\nprint(\"Layer's output value given `x1` : {}\".format(y1))","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"y2 = layer.forward(x2)\nprint(\"Layer's output value given `x2` : {}\".format(y2))","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"x12 = np.concatenate((x1, x2))  # stack of input vectors, of shape `(2, 2)`\ny12 = layer.forward(x12)\nprint(\"Layer's output value given `[x1, x2]` :\\n{}\".format(y12))","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# Forming a Classifier\n\n\n\nThe purpose of neural layers is to be stacked together to form a neural network able to perform non-linear predictions.\n\nApplying a gradient descent, such a network can be trained to perform correct predictions. But for that, we need a loss function to evaluate the performance of the network, and we need to know how to derive all the operations performed by the network, to compute and propagate the gradients.\n\nIn this section, a simple fully-connected neural network is built. Let us assume we want our network to use the sigmoid function for the activation. We need to implement that function and its derivative:","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"def sigmoid(x):\n    y = 1/(1 + np.exp(-x))\n    return y\n\ndef derivated_sigmoid(y):\n    return y*(1-y)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"def loss_L2(pred, target):            \n    return np.sum(np.square(pred - target))\n\ndef derivated_loss_L2(pred, target):\n    return 2*(pred - target)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"**Binary Cross Entropy Loss**\n\nIt converts the predicted probabilities into logarithmic scale before comparing them to the expected values\n","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"def binary_cross_entropy(pred, target):\n    return -np.mean(np.multiply(np.log(pred), target) + np.multiply(np.log(1 - pred), (1 - target)))\n\ndef derivated_binary_cross_entropy(pred, target):\n    return (pred - target) / (pred * (1-pred))","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"#Simple Neural Network\nclass SimpleNetwork(object):\n    def __init__(self, num_inputs, num_outputs, hidden_layers_sizes=(64, 32),\n                 activation_function=sigmoid, derivated_activation_function=derivated_sigmoid,\n                 loss_function=loss_L2, derivated_loss_function=derivated_loss_L2):\n        super().__init__()\n        layer_sizes = [num_inputs, *hidden_layers_sizes, num_outputs]\n        self.layers = [\n            FullyConnected(layer_sizes[i], layer_sizes[i + 1], \n                                activation_function, derivated_activation_function)\n            for i in range(len(layer_sizes) - 1)]\n        self.loss_function = loss_function\n        self.derivated_loss_function = derivated_loss_function\n    \n    def forward(self, x):\n        for layer in self.layers: \n            x = layer.forward(x)\n        return x\n    \n    def predict(self, x):\n        estimations = self.forward(x)\n        best_class = np.argmax(estimations)\n        return best_class\n    \n    def backward(self, dL_dy):\n        for layer in reversed(self.layers): \n            dL_dy = layer.backward(dL_dy)\n        return dL_dy\n\n    def optimize(self, epsilon):\n        for layer in self.layers:            \n            layer.optimize(epsilon)\n            \n    def evaluate_accuracy(self, X_val, y_val):\n        num_corrects = 0\n        for i in range(len(X_val)):\n            pred_class = self.predict(X_val[i])\n            if pred_class == y_val[i]:\n                num_corrects += 1\n        return num_corrects / len(X_val)\n    \n    def train(self, X_train, y_train, X_val=None, y_val=None, \n              batch_size=32, num_epochs=5, learning_rate=1e-3, print_frequency=20):\n        num_batches_per_epoch = len(X_train) // batch_size\n        do_validation = X_val is not None and y_val is not None\n        losses, accuracies = [], []\n        for i in range(num_epochs): \n            epoch_loss = 0\n            for b in range(num_batches_per_epoch):  # for each batch composing the dataset\n                # Get batch:\n                batch_index_begin = b * batch_size\n                batch_index_end = batch_index_begin + batch_size\n                x = X_train[batch_index_begin: batch_index_end]\n                targets = y_train[batch_index_begin: batch_index_end]\n                # Optimize on batch:\n                predictions = y = self.forward(x)  # forward pass\n                L = self.loss_function(predictions, targets)  # loss computation\n                dL_dy = self.derivated_loss_function(predictions, targets)  # loss derivation\n                self.backward(dL_dy)  # back-propagation pass\n                self.optimize(learning_rate)  # optimization of the NN\n                epoch_loss += L\n\n            # Logging training loss and validation accuracy, to follow the training:\n            epoch_loss /= num_batches_per_epoch\n            losses.append(epoch_loss)\n            if do_validation:\n                accuracy = self.evaluate_accuracy(X_val, y_val)\n                accuracies.append(accuracy)\n            else:\n                accuracy = np.NaN\n            if i % print_frequency == 0 or i == (num_epochs - 1):\n                print(\"Epoch {:4d}: training loss = {:.6f} | val accuracy = {:.2f}%\".format(\n                    i, epoch_loss, accuracy * 100))\n        return losses, accuracies","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"**MNIST Dataset**","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"import mnist\nX_train, y_train = mnist.train_images(), mnist.train_labels()\nX_test,  y_test  = mnist.test_images(), mnist.test_labels()\nnum_classes = 10","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"img_idx = np.random.randint(0, X_test.shape[0])\nplt.imshow(X_test[img_idx], cmap=matplotlib.cm.binary)\nplt.axis(\"off\")\nplt.show()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"X_train, X_test = X_train.reshape(-1, 28 * 28), X_test.reshape(-1, 28 * 28)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"X_train, X_test = X_train / 255., X_test / 255.\nprint(\"Normalized pixel values between {} and {}\".format(X_train.min(), X_train.max()))","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"y_train = np.eye(num_classes)[y_train]","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"mnist_classifier = SimpleNetwork(num_inputs=X_train.shape[1], \n                                 num_outputs=num_classes, hidden_layers_sizes=[64, 32])","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"predictions = mnist_classifier.forward(X_train)                         \nloss_untrained = mnist_classifier.loss_function(predictions, y_train)   \n\naccuracy_untrained = mnist_classifier.evaluate_accuracy(X_test, y_test) \nprint(\"Untrained : training loss = {:.6f} | val accuracy = {:.2f}%\".format(\n    loss_untrained, accuracy_untrained * 100))","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"losses, accuracies = mnist_classifier.train(X_train, y_train, X_test, y_test, \n                                            batch_size=30, num_epochs=500)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"losses, accuracies = [loss_untrained] + losses, [accuracy_untrained] + accuracies\nfig, ax_loss = plt.subplots()\n\ncolor = 'red'\nax_loss.set_xlim([0, 510])\nax_loss.set_xlabel('Epochs')\nax_loss.set_ylabel('Training Loss', color=color)\nax_loss.plot(losses, color=color)\nax_loss.tick_params(axis='y', labelcolor=color)\n\nax_acc = ax_loss.twinx()  # instantiate a second axes that shares the same x-axis\ncolor = 'blue'\nax_acc.set_xlim([0, 510])\nax_acc.set_ylim([0, 1])\nax_acc.set_ylabel('Val Accuracy', color=color)\nax_acc.plot(accuracies, color=color)\nax_acc.tick_params(axis='y', labelcolor=color)\n\nfig.tight_layout()\nplt.show()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"predicted_class = mnist_classifier.predict(np.expand_dims(X_test[img_idx], 0))\nprint('Predicted class: {}; Correct class: {}'.format(predicted_class, y_test[img_idx]))","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# Result\n\nYou can see above that the classifier attained an accuracy of nearly 95%","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"**Refrences**\n1. Rosenblatt, F., 1958. The perceptron: a probabilistic model for information storage and organization in the brain. Psychological review 65, 386.\n\n2. LeCun, Y., Cortes, C., Burges, C., 2010. MNIST handwritten digit database. AT&T Labs [Online]. Available: http://yann.lecun.com/exdb/mnist 2, 18.\n\n3. Planche, Benjamin; Andres, Eliot. Hands-On Computer Vision with TensorFlow 2 \n\n","execution_count":null}],"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}