{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "from tqdm import tqdm\n", "from sklearn.datasets import load_digits\n", "from sklearn.metrics import confusion_matrix\n", "\n", "from seaborn import despine\n", "import seaborn as sns\n", "sns.set_style(\"ticks\")\n", "sns.set_context(\"talk\")\n", "\n", "from IPython.display import Image\n", "\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 0. Quick overview" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this notebook you will learn how to combine multiple Perceptrons to an **artificial neural network** and how to use the **backpropagation** algorithm to compute the partial derivatives needed to train an artificial neural network with gradient descent." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 1. What if the data is not linearly separable?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the previous notebook ([0-Perceptron-Gradient-Descent.ipynb](./0-Perceptron-Gradient-Descent.ipynb)), we have learned that we can use the Perceptron algorithm to build a binary classifier for linearly separable data (by learning a hyperplane).\n", "\n", "Yet, not all data is linearly separable. Take a look at the figure below and try to find a straight line that separates the blue and red dots:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x432 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "np.random.seed(4128)\n", "\n", "n_samples = 50\n", "\n", "# generate random data\n", "X1 = []\n", "X2 = []\n", "for sample in range(n_samples):\n", " # class 1\n", " if np.random.uniform(0,1,1) > 0.5:\n", " X1.append(np.array([np.random.normal(-1,0.2,1), np.random.normal(1,0.2,1)]).reshape(1,-1))\n", " else:\n", " X1.append(np.array([np.random.normal(1,0.2,1), np.random.normal(-1,0.2,1)]).reshape(1,-1))\n", " # class 2 \n", " if np.random.uniform(0,1,1) > 0.5:\n", " X2.append(np.array([np.random.normal(-1,0.2,1), np.random.normal(-1,0.2,1)]).reshape(1,-1))\n", " else:\n", " X2.append(np.array([np.random.normal(1,0.2,1), np.random.normal(1,0.2,1)]).reshape(1,-1))\n", "X = np.concatenate([np.concatenate(X1), np.concatenate(X2)])\n", "y = np.zeros((X.shape[0],1))\n", "y[n_samples:] = 1\n", "y = y.astype(np.int)\n", "\n", "# plot the training data\n", "fig, ax = plt.subplots(figsize=(6,6))\n", "ax.scatter(X[(y==0).ravel(),0], X[(y==0).ravel(),1], c='b')\n", "ax.scatter(X[(y==1).ravel(),0], X[(y==1).ravel(),1], c='r')\n", "ax.set_xlabel(r'$x_1$')\n", "ax.set_ylabel(r'$x_2$')\n", "ax.set_xlim(-2, 2)\n", "ax.set_ylim(-2, 2)\n", "despine(ax=ax)\n", "fig.tight_layout()\n", "\n", "# save\n", "fig.savefig('figures/Figure-1-0_Not-Linaerly-Separable.png', dpi=600)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Mh. I don't think it is possible to separate the blue and red points with a single straight line.\n", "\n", "Yet, the data would be easily separable if we could use two decision boundaries (or one that is curved).\n", "\n", "So how do we train a classifier for this problem?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 2. XOR with multiple Perceptrons" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Couldn't we just combine multiple Perceptrons to solve this classification problem?\n", "\n", "We could train one Perceptron to distinguish the red point cloud in the lower left from all others and another Perceptron to distinguish the red point cloud in the top right from all others. A third Perceptron could then be trained based on the predictions of the other two: if either of the first two Perceptrons predicts that a data point belongs to their target class (so if either predicts $y=1$), the third Perceptron would also predict $y=1$. " ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1296x432 with 3 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# setup figure\n", "fig, axs = plt.subplots(1,3,figsize=(18,6))\n", "\n", "# Perceptron 1\n", "axs[0].set_title('Perceptron 1:\\n'+'y=1, if '+r'$x_1<0$'+' and '+r'$x_2<0$')\n", "idx1 = np.logical_and(X[:,0]<0, X[:,1]<0)\n", "axs[0].scatter(X[idx1,0], X[idx1,1], color='red')\n", "axs[0].scatter(X[~idx1,0], X[~idx1,1], color='blue')\n", "\n", "# Perceptron 2\n", "axs[1].set_title('Perceptron 2:\\n'+'y=1, if '+r'$x_1>0$'+' and '+r'$x_2>0$')\n", "idx2 = np.logical_and(X[:,0]>0, X[:,1]>0)\n", "axs[1].scatter(X[idx2,0], X[idx2,1], color='red')\n", "axs[1].scatter(X[~idx2,0], X[~idx2,1], color='blue')\n", "\n", "# Perceptron 3\n", "axs[2].set_title('Perceptron 3:\\n'+'y=1, if Perceptr. 1 or Perceptr. 2')\n", "idx3 = np.logical_or(idx1, idx2)\n", "axs[2].scatter(X[idx3,0], X[idx3,1], color='red')\n", "axs[2].scatter(X[~idx3,0], X[~idx3,1], color='blue')\n", "\n", "# label axes\n", "for ax in axs:\n", " despine(ax=ax)\n", " ax.set_xlabel(r'$x_1$')\n", " ax.set_ylabel(r'$x_2$')\n", "fig.tight_layout()\n", "\n", "# save\n", "fig.savefig('figures/Figure-1-1_Multi-Perceptron-Classification.png', dpi=600)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is a cool idea, let's see if we can get this implemented.\n", "\n", "To make the computational setup more clear, I have also created a simple sketch of how the three Perceptrons would work together:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "<IPython.core.display.Image object>" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Image(filename='materials/images/free-use/Multilayer-Perceptron.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To set this up, we will use a Perceptron implementation similar to the one that we used in the [0-Perceptron-Gradient-Descent.ipynb](./0-Perceptron-Gradient-Descent.ipynb) notebook:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# our activation function:\n", "\n", "def sigmoid(x):\n", " \"\"\"the sigmoid function\n", " \"\"\"\n", " return 1.0/(1.0 + np.exp(-x)) " ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# our loss: \n", "\n", "class cross_entropy_loss:\n", " def __init__(self):\n", " self.name = 'cross-entropy'\n", " \n", " def loss(self, y, y_pred, zerotol=1e-10):\n", " \"\"\"the binary cross-entropy loss\n", " \n", " Args:\n", " y (array): labels for each instance (0 or 1)\n", " y_pred (array): predicted probabilty that\n", " each instance belongs to class 1\n", " \"\"\"\n", " loss = -(y * np.log(y_pred + zerotol) + (1 - y) * np.log(1 - y_pred + zerotol))\n", " return loss\n", " \n", " def derivative_loss(self, y, y_pred):\n", " \"\"\"the derivative of the cross-entropy \n", " loss w.r.t. to sigmoid activation\n", " \n", " Args:\n", " y (array): labels for each instance (0 or 1)\n", " y_pred (array): predicted probabilty that\n", " each instance belongs to class 1\n", " \"\"\"\n", " return y_pred - y" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "# the Perceptron:\n", "\n", "class Perceptron:\n", " \n", " def __init__(self, n_in, activation=sigmoid, loss=cross_entropy_loss, b=None):\n", " \"\"\"A simple Perceptron implementation.\n", " \n", " Args:\n", " n_in (int): number of input features for each instance\n", " activation (function): activation function of the Perceptron;\n", " takes individual values or array as input\n", " loss (class): loss function to use; \n", " class is expected to include two functions:\n", " loss, derivative_loss (indicating the derivative\n", " of the loss w.r.t. to the output activation)\n", " see cross_entropy class above as an example\n", " b (float): bias term; if a value is specified, the\n", " bias term is fixed to this value. if not, \n", " the bias will be estimated during training.\n", " \"\"\"\n", " self.n_in = n_in\n", " self.w = np.random.uniform(-1,1,n_in)\n", " if b is None:\n", " self.b = np.random.uniform(-1,1,1)\n", " self.fit_b = True\n", " else:\n", " self.b = b\n", " self.fit_b = False\n", " self.activation = activation\n", " self.loss = loss().loss\n", " self.derivative_loss = loss().derivative_loss\n", "\n", " def predict(self, x):\n", " \"\"\"Predict probability that each \n", " instance of x (with smape n_instances x n_features)\n", " belongs to class 1\n", " \n", " Args:\n", " x (ndarray): input data (n_instances x n_features)\n", " \"\"\"\n", " self.Z = np.dot(x, self.w) + self.b\n", " self.A = self.activation(self.Z)\n", " return self.A\n", " \n", " def gradient_descent_step(self, x, y, learning_rate):\n", " \"\"\"A single gradient descent step.\n", " \n", " Args:\n", " x (ndarray): input data (n_instances x n_features)\n", " y (array): label of each instance (0 or 1)\n", " learning_rate (float): learning rate of gradient\n", " descent algorithm\n", " \"\"\"\n", " # compute derivative of loss wrt Z\n", " dZ = self.derivative_loss(y, self.predict(x))\n", " dW = np.dot(dZ, x)\n", " # subtract average derivative from weights\n", " self.w -= learning_rate * 1.0/dW.shape[0] * dW\n", " if self.fit_b:\n", " self.b -= learning_rate * (1.0/x.shape[0] * np.sum(dZ))\n", " \n", " def train(self, x, y, batch_size=8, learning_rate=1, n_steps=100):\n", " \"\"\"Iteratively train the Perceptron.\n", " At each iteration, the algorithm will draw \n", " a random sample from x (with batch_size samples) \n", " and use this sample to perform a gradient\n", " descent step.\n", " \n", " Args:\n", " x (ndarray): input data (n_instances x n_features)\n", " y (array): label of each instance (0 or 1)\n", " learning_rate (float): learning rate of gradient\n", " descent algorithm\n", " n_steps (int): number of iterations to perform\n", " during training\n", " \"\"\"\n", " self.training_w = np.zeros((n_steps, self.n_in+1))\n", " self.training_loss = np.zeros(n_steps)\n", " for s in tqdm(range(n_steps)):\n", " # draw a random batch\n", " batch_idx = np.random.choice(x.shape[0], batch_size, replace=False)\n", " # compute and store mean loss\n", " self.training_loss[s] = np.mean(self.loss(y[batch_idx], self.predict(X[batch_idx])))\n", " # store current weights\n", " self.training_w[s,:self.n_in] = self.w\n", " self.training_w[s,-1] = self.b\n", " # perform gradient descent step\n", " self.gradient_descent_step(X[batch_idx], y[batch_idx], learning_rate)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's train the first Perceptron to distinguish the red point cloud in the lower left from all other (so $y=1$, if $x_1 < 0$ and $x_2 < 0$):" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 100/100 [00:00<00:00, 8048.32it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Prediction accuracy: 100.0%\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "# create new labels\n", "idx1 = np.logical_and(X[:,0]<0, X[:,1]<0)\n", "y1 = idx1.astype(np.int)\n", "\n", "# initialize instance of Perceptron\n", "np.random.seed(213)\n", "p1 = Perceptron(n_in=2)\n", "\n", "# train\n", "p1.train(X, y1)\n", "\n", "# predict\n", "p1_pred = p1.predict(X)\n", "# compute predictive accuracy\n", "acc_p1 = np.mean((p1_pred>0.5) == y1) \n", "print('Prediction accuracy: {}%'.format(acc_p1*100))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Ok, that worked! \n", "\n", "Now let's do the same for the second Perceptron, which is supposed to distinguish the red point cloud in the top right from all others (so $y=1$, if $x_1 > 0$ and $x_2 > 0$):" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 100/100 [00:00<00:00, 7095.64it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Prediction accuracy: 100.0%\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "# create new labels\n", "idx2 = np.logical_and(X[:,0]>0, X[:,1]>0)\n", "y2 = idx2.astype(np.int)\n", "\n", "# initialize instance of Perceptron\n", "np.random.seed(4543)\n", "p2 = Perceptron(n_in=2)\n", "\n", "# train\n", "p2.train(X, y2)\n", "\n", "# predict\n", "p2_pred = p2.predict(X)\n", "# compute predictive accuracy\n", "acc_p2 = np.mean((p2_pred>0.5) == y2)\n", "print('Prediction accuracy: {}%'.format(acc_p2*100))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Great! This also worked.\n", "\n", "Now, let's focus on the final step: training a third Perceptron based on the predictions of the first and second Perceptron.\n", "\n", "To do this, we will first standardize the predictions of the first two Perceptrons (to have a mean of 0 and a standard deviation of 1); This will help the third Perceptron to learn (and mimics [batch normalization](https://en.wikipedia.org/wiki/Batch_normalization)):" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "# standardize predictions\n", "p1_pred = (p1_pred - np.mean(p1_pred, axis=0)) / np.std(p1_pred, axis=0)\n", "p2_pred = (p2_pred - np.mean(p2_pred, axis=0)) / np.std(p2_pred, axis=0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then, we combine the standardized predictions to a new dataset `X3`:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Mean axis 0: [ 5.10702591e-17 -2.66453526e-17]\n", "Std axis 0: [1. 1.]\n" ] } ], "source": [ "X3 = np.concatenate([p1_pred.reshape(-1,1), p2_pred.reshape(-1,1)], axis=1)\n", "print('Mean axis 0: {}'.format(X3.mean(0)))\n", "print('Std axis 0: {}'.format(X3.std(0)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we can see, the mean and standard deviation of the two feature colums are now close to 0 and 1.\n", "\n", "Remember, the target (`y3`) of our third Percpetron equals 1 if the target of the first or second Perceptron is also 1:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "y3 = np.logical_or(y1==1, y2==1).astype(np.int)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now train our last Perceptron on this new dataset (`X3`, `y3`):" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 20000/20000 [00:01<00:00, 14784.31it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Prediction accuracy: 100.0%\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "# initialize instance of Perceptron\n", "np.random.seed(1412)\n", "p3 = Perceptron(n_in=2)\n", "\n", "# train\n", "p3.train(X3, y3, n_steps=20000, learning_rate=1)\n", "\n", "# predict\n", "p3_pred = p3.predict(X3)\n", "# compute predictive accuracy\n", "acc_p3 = np.mean((p3_pred>0.5) == y3)\n", "print('Prediction accuracy: {}%'.format(acc_p3*100))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Yay; It worked! \n", "\n", "Let's take a quick look at the decision boundaries that each of the Perceptrons has learned:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1296x504 with 6 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# setup a meshgrid (each x1 and x2 coordinate for which we want to predict a probability)\n", "xx1, xx2 = np.meshgrid(np.linspace(-2,2,100), np.linspace(-2,2,100))\n", "\n", "# predict with Perceptron 1 & 2\n", "zz1 = p1.predict(np.c_[xx1.ravel(), xx2.ravel()])\n", "zz2 = p2.predict(np.c_[xx1.ravel(), xx2.ravel()])\n", "# standardize\n", "zz1_stand = (zz1 - np.mean(zz1, axis=0)) / np.std(zz1, axis=0)\n", "zz2_stand = (zz2 - np.mean(zz2, axis=0)) / np.std(zz2, axis=0)\n", "\n", "# predict with Perceptron 3, based of prediction of perceptron 1 & 2\n", "zz3 = p3.predict(np.c_[zz1_stand.ravel(), zz2_stand.ravel()])\n", "\n", "# plot\n", "fig, axs = plt.subplots(1, 3, figsize=(18,7))\n", "for i, (y, zz) in enumerate(zip([y1, y2, y3], [zz1, zz2, zz3])):\n", " ax = axs[i]\n", " cs = ax.contourf(xx1, xx2, zz.reshape(xx1.shape))\n", " cbar = fig.colorbar(cs, ax=ax, shrink=0.9, orientation=\"horizontal\")\n", " cbar.set_label('P(is red)')\n", " cbar.set_ticks([0, 0.25, 0.5, 0.75, 1])\n", " for j in range(y.shape[0]):\n", " if y[j] == 0:\n", " marker = 'bo'\n", " else:\n", " marker = 'ro'\n", " ax.plot(X[j][0], X[j][1], marker)\n", " ax.set_xlabel(r'$x_1$')\n", " ax.set_ylabel(r'$x_2$')\n", " ax.set_title('Decision boundary:\\nPerceptron {}'.format(i+1))\n", "fig.tight_layout(w_pad=4)\n", "\n", "# save\n", "fig.savefig('figures/Figure-1-2_Multi-Perceptron-Decision-Boundaries.png', dpi=600)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Super cool! By combining three individual Perceptrons, we have managed to learn a decision boundary for data that is not linearly separable!\n", "\n", "**This idea to sequentially combine multiple simple, but non-linear, functions to a single classifier (or network) forms the basis of deep learning!**\n", "\n", "Below, we will explore this idea further." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 3. Artificial neural networks " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A network of multiple perceptrons (or neurons) that are sequentially combined to form a single predictive system is often called an \"artificial neural network\" (or ANN). Note that the individual *Perceptrons* of an artificial neural network are often also called *neurons* (in reference to a biological neural network).\n", "\n", "A standard feedforward (or dense) neural network consists of the following elements (also see the figure below):\n", "\n", "- An *input* layer, representing an instance of the input data\n", "\n", "- One or multiple *hidden* layer(s), each containing a set of neurons\n", "\n", "- An *output* layer, containing one output neuron for each target class in the dataset\n", "\n", "In the illustration below, the input data is an image of a single handwritten digit. This image has 8x8 pixels; To serve it to our ANN, we simply flatten it to be a single vector of 64 values. The input layer therefore would have 64 input neurons (each representing one of the 64 input features).\n", "\n", "As there are 10 unique handwritten digits (0 to 9), we would further set the output layer of our ANN to contain 10 neurons (one for each digit). Each output neuron describes the probability that the image depicts a digit of its class." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<IPython.core.display.Image object>" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Image(filename='materials/images/free-use/Artificial-Neural-Network.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In contrast to our previous example (in which we separately trained three individual Perceptrons), an ANN uses linear algebra wizardry to perform all computations in one go.\n", "\n", "Specifically, an ANN represents all neurons of a layer as a single matrix:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "<IPython.core.display.Image object>" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Image(filename='materials/images/free-use/ANN-Forward-Pass.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The input layer is represented by the data matrix $X$, containing one data sample (or instance) in each row and one column for each feature of the data (these features are often also called input neurons).\n", "\n", "The hidden layer is represented by a weight-matrix $W_1$: It contains one row for each feature of the data (or neuron of the previous layer) and one column for each of its own neurons.\n", "\n", "Similarly, the output layer is also represented by a weight matrix $W_{out}$, containing one row for each neuron of the previous hidden layer and one column for each target class in the data (each representing one output neuron).\n", "\n", "Importantly, hidden layers (as well as the output layer) also contain a vector of bias terms $b$ (with one value for each neuron of the layer).\n", "\n", "Let's quickly settle on some notation that we will use throughout the rest of this notebook:\n", "\n", "- $X$: The input data\n", "- $Z = X \\cdot W + b$: The output of a layer (indicating the sum of the input to a layer multiplied by the layer's weights as well as the addition of the bias terms)\n", "- $A = \\phi(Z)$: The activation of a layer (indicating the application of a layer's activation function ($\\phi$) to its output $Z$ (e.g., the sigmoid function in our previous example))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To get a better feel for how the individual computations work, let's play it through really quick, with random weights:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(100, 2)\n" ] } ], "source": [ "# we will use our previous X, containing 100 instances with two values per instance:\n", "print(X.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's say our hidden layer has 10 neurons; The weight matrix would then be of shape (2, 10):" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "np.random.seed(1342)\n", "# weights and bias of hidden layer:\n", "W_hidden = np.random.normal(size=(2,10))\n", "b_hidden = np.random.normal(size=(1,10)) # one bias for each neuron" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We have two output classes (blue and red); We can model these two classes with a single output neuron that is activated through the sigmoid function (if its output is >0.5, we predict $y = 1$). The output layer therefore has only 1 neuron with one weight for each neuron of the previous hidden layer (resulting in a shape of (10,1)):" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "np.random.seed(473)\n", "# weights and bias of output layer:\n", "W_output = np.random.normal(size=(10,1))\n", "b_output = np.random.normal(size=(1,1)) # one bias for each neuron" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Ok, the let's put this all together:" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(100, 10)" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Z_hidden = X.dot(W_hidden) + b_hidden\n", "A_hidden = sigmoid(Z_hidden) # here we use the sigmoid as out hidden layer activation funcion\n", "A_hidden.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we can see, the output of our hidden layer contains 100 entries with 10 values each (each value representing the activation of one of our 10 hidden layer neurons)." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(100, 1)" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Z_output = A_hidden.dot(W_output) + b_output\n", "A_output = sigmoid(Z_output)\n", "A_output.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Similarly, the output of our random ANN contains 100 entries one value each, representing the probability that each entry (or instance) belongs to class 1 of our data." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "<Figure size 300x300 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1,1,figsize=(6,6), dpi=50)\n", "ax.hist(A_output, np.linspace(0,1,20))\n", "ax.set_xlabel(r'$A_{out}$')\n", "ax.set_ylabel('Frequency')\n", "plt.axvline(0.5, color='r', ls='--') # draw classification threshold\n", "despine(ax=ax)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As our weights were set randomly, the ANN wrongly \"predicts\" all instances to have class 0 (all probabilities are < 0.5)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 4. Backpropagation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The goal of the [backpropagation](https://en.wikipedia.org/wiki/Backpropagation) algorithm is to enable the application of the Gradient Descent algorithm to an ANN; By computing the partial derivative of the loss w.r.t. to each weight of each neuron of the ANN. \n", "\n", "Each partial derivative indicates how much the loss function (at its current value) changes with a change in its respective weight. Conceptually, these partial derivatives indicate how much each weight contributed to the current value of the loss function (or the current \"error\"); They are therefore also often referred to as \"errors\". \n", "\n", "To compute all partial derivatives, the backpropagation algorithm procedes as follows (also see the figure below for a general overview):\n", "\n", "1. In a first step, the backpropagation algorithm looks at the prediction $A_{out}$ of the ANN (resulting from a forward pass) and computes the partial derivative of the loss function $L$ w.r.t. the prediction (we will refer to this partial derivative as: $\\frac{dL}{dA_{out}}$; It indicates how much the loss function changes with a change in the predictions $A_{out}$). \n", "\n", "\n", "2. Subsequently, the backpropagation algorithm looks at the output $Z_{out}$ of the ANN's output layer and estimates how much the prediction $A_{out}$ changes with $Z_{out}$ (by computing the partial derivative $\\frac{dA_{out}}{dZ_{out}}$). By the use of this partial derivative, the algorithm can then also obtain the partial derivative of our loss function $L$ w.r.t. the output $Z_{out}$. To do this, it uses the [chain rule](https://en.wikipedia.org/wiki/Chain_rule) and simply multiplies the previously obtained partial derivative $\\frac{dL}{dA_{out}}$ with the partial derivative $\\frac{dA_{out}}{dZ_{out}}$: $\\frac{dL}{dZ_{out}} = \\frac{dA_{out}}{dZ_{out}} \\times \\frac{dL}{dA_{out}} $ \n", "\n", " Note that for the combination of sigmoid (or softmax) activation function and cross-entropy loss this partial derivative breaks down to $\\frac{dL}{dZ_{out}} = A_{out} - y$; It is hence often reffered to as the \"error signal\".\n", "\n", "\n", "3. Then, the backpropagation algorithm goes back through every hidden layer of the ANN and estimates how much the output $Z_l$ of each layer $l$ has contributed to the current value of the loss function (by computing the partial derivative $\\frac{dL}{dZ_l}$ for each layer). By the use of the chain rule, this is simply: $\\frac{dL}{dZ_{l-1}} = \\frac{dA_{l-1}}{dZ_{l-1}} \\times \\frac{dZ_{L}}{dA_{l-1}} \\times \\frac{dL}{dZ_l}$ \n", "\n", "\n", "4. Lastly, the backpropagation algorithm computes the partial derivatives $\\frac{dL}{dW_l}$ from the previously obtained partial derivatives $\\frac{dL}{dZ_l}$: $\\frac{dL}{dW_{l}} = \\frac{dZ_l}{dW_l} \\times \\frac{dL}{dZ_l}$ (indicating how much the loss function $L$ chanegs w.r.t. the weights $W_l$ of layer $l$). In typical gradient descent fashion, we then use these partial derivatives to update out ANN weights: $W_l -= \\alpha \\times \\frac{dL}{dW_{l}}$ ($\\alpha$ again indicating the learning rate).\n", "\n", "\n", "\n", "\n", "For more details on the mechanics of the backpropagation algorithm, please see: \n", "- https://www.youtube.com/watch?v=Ilg3gGewQ5U&t=387s\n", "- https://www.youtube.com/watch?v=tIeHLnjs5U8&t=353s\n", "- https://www.youtube.com/watch?v=yXcQ4B-YSjQ&t=711s" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<IPython.core.display.Image object>" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Image(filename='materials/images/free-use/Backpropagation.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 5. Our implementation " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "OK, let's put all of this together into an implementation of an ANN:" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "# the sigmoid activation function\n", "\n", "class sigmoid():\n", " \"\"\"the sigmoid function\n", " \"\"\"\n", " def __init__(self):\n", " self.name = 'sigmoid'\n", " \n", " def forward(self, x):\n", " \"\"\"forward pass with the sigmoid function\n", " \"\"\"\n", " return 1./(1.+np.exp(-x))\n", " \n", " def derivative(self, a):\n", " \"\"\"the derviative phi'(a) of the sigmoid function\n", " \"\"\"\n", " return a*(1-a)" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "# the neural network\n", "\n", "class NeuralNetwork:\n", " \"\"\"A simple Neural Network implementation.\n", " \n", " Args: \n", " n_in (int): number of input neurons\n", " n_out (int): number of output neurons\n", " n_hidden (array of ints): number of neurons for each layer:\n", " an array of [10, 10] would create two hidden \n", " layers with 10 neurons each\n", " activations (array of classes): activation for each hidden layer\n", " as well as the output layer; This should contain one activation\n", " function for each of the hidden layers (as specified by \n", " n_hidden) as well as one for the output layer (this should be \n", " the last entry of the array). If None, all activations are\n", " set to the sigmoid function.\n", " Importantly, each activation needs to be a\n", " class with two functions for the forward pass and\n", " the derivative w.r.t. its activations \n", " (see the sigmoid implementation above)\n", " seed (int): random seed to allow for reproducibiliy\n", " \n", " \"\"\"\n", " \n", " def __init__(self, n_in, n_out, n_hidden=[10], activations=None, seed=123):\n", " \n", " # init\n", " self.n_in = n_in\n", " self.n_out = n_out\n", " self.n_hidden = np.append(np.array(n_hidden), n_out).astype(np.int) # add output layer\n", " self.n_layers = self.n_hidden.size\n", " self.training_loss = [] # we will use this to collect the loss values during gradient descent\n", " self.seed = seed\n", " \n", " # initialize weights & biases\n", " self.parms = {} # a dictionary containing all network parameters \n", " np.random.seed(self.seed)\n", " n_in = int(self.n_in)\n", " for layer, n_out in enumerate(self.n_hidden):\n", " self.parms[\"W{}\".format(layer)] = self._initialize_weight([n_in, n_out])\n", " self.parms[\"b{}\".format(layer)] = self._initialize_weight([1, n_out])\n", " # also create empty storage for neuron activations\n", " self.parms[\"A{}\".format(layer)] = np.zeros((n_in, n_out)) \n", " n_in = int(n_out)\n", " \n", " # set layer activations\n", " if activations is None:\n", " # if no activations are given, use sigmoid\n", " self.activations = [sigmoid()] * self.n_layers\n", " else:\n", " if len(activations) != self.n_layers:\n", " raise ValueError('/!\\ Number of activations does not match number of layers.')\n", " self.activations = [a() for a in activations]\n", " \n", " \n", " def _initialize_weight(self, size, bound=1):\n", " \"\"\"Draw weights randomly from \n", " a uniform distribution between -1 and 1\n", " \"\"\"\n", " return np.random.uniform(-1, 1, size=size)\n", " \n", " \n", " def forward(self, X):\n", " \"\"\"Forward pass of the neural network,\n", " given a dataset X\n", " \n", " Args: \n", " X (ndarray): input data with one instance \n", " per row and one column for each feature\n", " \n", " Returns:\n", " predicted probability (n_samples x n_output_neurons)\n", " \"\"\"\n", " self.parms['X'] = X\n", " for layer in range(self.n_layers):\n", " Z = X.dot(self.parms['W{}'.format(layer)]) + self.parms['b{}'.format(layer)]\n", " A = self.activations[layer].forward(Z)\n", " X = A\n", " self.parms[\"A{}\".format(layer)] = A\n", " self.y_pred = A\n", " return A\n", " \n", " \n", " def predict(self, X):\n", " \"\"\"Predict classes for each instance\n", " of an input dataset X\n", " \n", " Args: \n", " X (ndarray): input data with one instance \n", " per row and one column for each feature\n", " \n", " Returns:\n", " predicted class for each instance\n", " \"\"\"\n", " y_pred = self.forward(X)\n", " if self.n_out == 1:\n", " return np.array(y_pred > 0.5).astype(np.int).ravel()\n", " else:\n", " return np.argmax(y_pred, axis=1).ravel()\n", " \n", " \n", " def loss(self, X, y, zerotol=1e-10):\n", " \"\"\"Compute mean cross entropy loss,\n", " over the samples of an input dataset (X) and a set \n", " of corresponding class labels (y).\n", " \n", " Args: \n", " X (ndarray): input data with one instance \n", " per row and one column for each feature\n", " y (ndarray): class label for each instance. \n", " Importantly, if n_out > 1, y needs to be \n", " one-hot encoded: such that it is of\n", " shape (n_samples x n_out)\n", " \n", " Returns:\n", " Average cross entropy loss\"\"\"\n", " if self.activations[-1].name not in ['sigmoid', 'softmax']:\n", " raise ValueError('loss function only valid for sigmoid or softmax output activations.')\n", " y_pred = self.forward(X)\n", " # binary cross-entropy loss\n", " if self.n_out == 1:\n", " loss = -y * np.log(y_pred + zerotol) \n", " loss -= (1 - y) * np.log(1 - y_pred + zerotol)\n", " # multi-class extension\n", " else:\n", " loss = -np.sum(y * np.log(y_pred), axis=1)\n", " return 1.0/X.shape[0] * np.sum(loss, axis=0)\n", " \n", " \n", " def derivative_loss(self, x, y):\n", " \"\"\"Derivative of cross entropy loss\"\"\"\n", " if self.activations[-1].name not in ['sigmoid', 'softmax']:\n", " raise ValueError('derivative of loss only valid for sigmoid / softmax output activations.')\n", " y_pred = self.forward(x)\n", " return y_pred - y\n", " \n", " \n", " def backward(self, X, y, lr=0.1):\n", " \"\"\"Compute gradient descent backward pass,\n", " updating all network weights, given an\n", " input dataset (X) and a set of corresponding \n", " class labels (y).\n", " \n", " Args: \n", " X (ndarray): input data with one instance \n", " per row and one column for each feature\n", " y (ndarray): class label for each instance. \n", " Importantly, if n_out > 1, y needs to be \n", " one-hot encoded: such that it is of\n", " shape (n_samples x n_out)\n", " lr (float): learning rate for weight update\n", " \"\"\"\n", " y_pred = self.forward(X)\n", " self.training_loss.append(self.loss(X, y))\n", " dZ = self.derivative_loss(X, y)\n", " for layer in range(1, self.n_layers)[::-1]: # iterate hidden layers backward\n", " # dL/dW and dL/db are computed as averages over the batch\n", " # dL/dW is computed by multiplying dZ with the input to the layer \n", " # (here, A from the next lower layer)\n", " dW = 1.0/dZ.shape[0] * self.parms[\"A{}\".format(layer-1)].T.dot(dZ)\n", " db = 1.0/dZ.shape[0] * np.sum(dZ, axis=0, keepdims=True)\n", " self.parms[\"W{}\".format(layer)] -= self.lr * dW\n", " self.parms[\"b{}\".format(layer)] -= self.lr * db\n", " # compute dZ for next lower layer\n", " dA = dZ.dot(self.parms[\"W{}\".format(layer)].T)\n", " dZ = dA * self.activations[layer-1].derivative(self.parms[\"A{}\".format(layer-1)])\n", " # input layer\n", " dW = 1.0/dZ.shape[0] * X.T.dot(dZ)\n", " db = 1.0/dZ.shape[0] * np.sum(dZ, axis=0, keepdims=True)\n", " self.parms[\"W0\"] -= self.lr * dW\n", " self.parms[\"b0\"] -= self.lr * db\n", " \n", " \n", " def fit(self, X, y, lr=0.1, n_steps=10000, batch_size=32, verbose=False):\n", " \"\"\"Fit the neural network to an input dataset.\n", " \n", " Args: \n", " X (ndarray): input data with one instance \n", " per row and one column for each feature\n", " y (ndarray): class label for each instance. \n", " Importantly, if n_out > 1, y needs to be \n", " one-hot encoded: such that it is of\n", " shape (n_samples x n_out)\n", " lr (float): learning rate for weight update\n", " n_steps (int): number of gradient descent steps\n", " to perform\n", " batch_size (int): number of random samples \n", " drawn from the dataset at each gradient descent iteration\n", " verbose (bool): whether or not to give a printed update\n", " about the state of the training\"\"\"\n", " # make sure y is right shape\n", " if self.n_out == 1 and np.ndim(y) < 2:\n", " y = y.reshape(-1,1) \n", " assert np.ndim(y) == 2, '/!\\ y needs to be 2 dimenional'\n", " # make sure data and model match\n", " if y.shape[1]>1:\n", " if np.unique(y.argmax(axis=1)).size != self.n_out:\n", " raise ValueError('/!\\ n_out does not match number of labels in y (dim-1)')\n", " if verbose:\n", " print('Beginning training for {} batches ({} samples/batch):'.format(n_steps, batch_size))\n", " self.lr = lr\n", " iterator = range(n_steps)\n", " for step in (tqdm(iterator) if verbose else iterator):\n", " batch_i = np.random.choice(X.shape[0], batch_size, replace=False)\n", " self.forward(X[batch_i])\n", " self.backward(X[batch_i], y[batch_i], lr=self.lr)\n", " \n", " \n", " def plot_training_stats(self, X, y, train_idx, test_idx, target_names=None):\n", " \"\"\"Plot the training loss as well as a confusion matrix\n", " for the training and test datasets.\n", " \n", " Args: \n", " X (ndarray): input data with one instance \n", " per row and one column for each feature\n", " y (array): class label for each instance. \n", " train_idx (array): index indicating the\n", " position of the training instances in X and y\n", " test_idx (array): index indicating the\n", " position of the test instances in X and y\n", " target_names (array of strings): names of \n", " target classes in y\n", " \n", " Returns:\n", " Matrplotlib figure and axes\n", " \"\"\"\n", " fig, axs = plt.subplots(1,3,figsize=(20,6))\n", " # plot training loss\n", " axs[0].set_title('Training loss')\n", " axs[0].set_ylabel('Loss')\n", " axs[0].set_xlabel('Training step')\n", " axs[0].plot(self.training_loss, color='k')\n", " despine(ax=axs[0])\n", " # plot confusion matrix for training and test data\n", " for i, (label, idx) in enumerate(zip(['Training', 'Test'], [train_idx, test_idx])):\n", " y_pred = self.predict(X[idx])\n", " acc = np.mean(y_pred == y[idx])\n", " axs[1+i].set_title('{} data\\nMean Acc.: {}%'.format(label, np.round(acc*100, 2)))\n", " conf_mat = confusion_matrix(y[idx], y_pred, normalize='true')\n", " sns.heatmap(conf_mat, annot=True, ax=axs[1+i], vmin=0, vmax=1,\n", " annot_kws={'fontsize': 100./self.n_out}) # this might be too large for few classes\n", " if target_names is not None:\n", " axs[1+i].set_xticklabels(target_names)\n", " axs[1+i].set_yticklabels(target_names)\n", " fig.tight_layout()\n", " return fig, axs" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 6. What happens if we change the hidden layer activation function?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's see if our implementation actually works and is able to distinguish between the red and blue points in our previous example.\n", "\n", "Now that we are at it, let's also make this a bit more interesting by changing the activation function of the hidden layer.\n", "\n", "For this, I have prepared three common activation functions (including their derivatives; see below): \n", "- the [rectified linear unit (or ReLu)](https://en.wikipedia.org/wiki/Rectifier_(neural_networks)),\n", "- [hyperbolic tangent (or tanh)](https://mathworld.wolfram.com/HyperbolicTangent.html), and\n", "- [softmax](https://en.wikipedia.org/wiki/Softmax_function). \n", "\n", "Note that the softmax function is typically used as the output activation for classification problems with more than two mutually exclusive classes (in which each sample can only belong to one out of the classes)." ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "# three common activation functions:\n", "\n", "class relu():\n", " def __init__(self):\n", " self.name = 'relu'\n", " \n", " def forward(self, x):\n", " return np.maximum(x, 0)\n", " \n", " def derivative(self, a):\n", " d = np.zeros_like(a)\n", " d[a<0] = 0\n", " d[a>0] = 1\n", " return d\n", " \n", " \n", "class tanh():\n", " def __init__(self):\n", " self.name = 'tanh'\n", " \n", " def forward(self, x):\n", " return (np.exp(x)-np.exp(-x))/(np.exp(x)+np.exp(-x))\n", " \n", " def derivative(self, a):\n", " return 1-a**2\n", " \n", " \n", "class softmax():\n", " def __init__(self):\n", " self.name = 'softmax'\n", " \n", " def forward(self, x):\n", " e_x = np.exp(x)\n", " return e_x / e_x.sum(axis=1, keepdims=True)\n", " \n", " def derivative(self, a):\n", " SM = a.reshape((-1,1))\n", " return (np.diagflat(a) - np.dot(SM, SM.T)).sum(axis=1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this example, we will use one output neuron for each of the two classes of our example dataset.\n", "\n", "We therefore set `n_out = 2` in our specification of the ANN.\n", "\n", "By doing so, we also need to change the encoding of our target (y), so that it has one value for each of the two output neurons. This type of encoding is common in machine learning and is called one-hot encoding. It looks like this: \n", "\n", "if y = 0: [1, 0], if y = 1: [0, 1]\n", "\n", "Thereby `y.argmax(axis=1)` is equal to our original y." ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "This is how one-hot encoding looks like for class 0:\n", "[1. 0.]\n", "And this is how it looks for class 1:\n", "[0. 1.]\n", "\n", "Overall, y now has dimension: 100x2\n" ] } ], "source": [ "y_onehot = np.zeros((y.size, 2))\n", "y_onehot[np.arange(y.size), y.ravel()] = 1\n", "print('This is how one-hot encoding looks like for class 0:')\n", "print(y_onehot[0])\n", "print('And this is how it looks for class 1:')\n", "print(y_onehot[n_samples])\n", "print('\\nOverall, y now has dimension: {}x{}'.format(*y_onehot.shape))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As the two classes (red and blue) are mutually exclusive, we further use the softmax activation function for the output layer:" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1080x720 with 6 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# set a random seed\n", "seed = 159\n", "np.random.seed(seed)\n", "\n", "# setup figure\n", "fig, axs = plt.subplots(2,3,figsize=(15,10), sharey='row', sharex='row')\n", "\n", "# iterate activation functions\n", "for i, act in enumerate([sigmoid, tanh, relu]):\n", " \n", " # plot activation function of hidden layer\n", " ax = axs[0,i]\n", " x = np.linspace(-5,5,100)\n", " ax.axhline(0, color='k', ls='--')\n", " ax.axvline(0, color='k', ls='--')\n", " ax.plot(x, act().forward(x), color='red', lw=4)\n", " ax.set_title('Hidden layer activation: \\n{}'.format(act().name.capitalize()))\n", " ax.set_xlabel(r'$x$')\n", " despine(ax=ax)\n", " \n", " # make and fit neural network instance\n", " nn = NeuralNetwork(n_in=2, n_out=2, n_hidden=[3], activations=[act, softmax], seed=seed)\n", " nn.fit(X, y_onehot, verbose=False)\n", " \n", " # perdict probabilities\n", " zz = nn.forward(np.c_[xx1.ravel(), xx2.ravel()])\n", " zz = zz[:,1].reshape(xx1.shape)\n", " \n", " # plot decision boundary\n", " ax = axs[1,i]\n", " cs = ax.contourf(xx1,xx2,zz)\n", " for i in range(y.shape[0]):\n", " if y[i] == 0:\n", " marker = 'bo'\n", " else:\n", " marker = 'ro'\n", " ax.plot(X[i][0], X[i][1], marker)\n", " ax.set_title('Learned decision boundary')\n", " ax.set_xlabel(r'$x_1$')\n", " ax.set_xlim(-2, 2)\n", " ax.set_ylim(-2, 2)\n", "\n", "# some final plotting settings\n", "axs[0,0].set_ylabel('Activation '+r'$\\phi(x)$')\n", "axs[1,0].set_ylabel(r'$x_2$')\n", "\n", "# save figure\n", "fig.tight_layout(h_pad=2, w_pad=4)\n", "fig.savefig('figures/Figure-1-3_Neural-Network-Hidden-Activations.png', dpi=600)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Cool! Our ANN correctly distinguishes between the two classes for all three hidden layer activation functions.\n", "\n", "Interestingly, the learned decision boundary changes with the different hidden layer activation functions." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 7. Exercise: Classify handwritten digits" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For this exercise, we will utilize a dataset that contains small grey-scale images of handwritten digits.\n", "\n", "This dataset is part of the scikit-learn library and we can load it as follows:" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "from sklearn.datasets import load_digits" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "data = load_digits()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`data`is a dictionary with the following elements: " ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "dict_keys(['data', 'target', 'frame', 'feature_names', 'target_names', 'images', 'DESCR'])" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.keys()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The digit label is encoded in the `target` entry:" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0, 1, 2, ..., 8, 9, 8])" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data['target']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The 1797 images of the dataset are stored in `data`.\n", "\n", "Importantly, each image is flattened to 64 values. To visualize a few samples, we need to reshape them to 8 x 8 pixels." ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(1797, 64)" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data['data'].shape" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 864x432 with 10 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# setup figure\n", "fig, axs = plt.subplots(2,5,figsize=(12,6))\n", "axs = axs.ravel()\n", "\n", "# plot 10 examples\n", "for i in range(10):\n", " axs[i].imshow(data['data'][i].reshape(8,8), cmap='gray')\n", " axs[i].set_title('This is a {}'.format(data['target'][i]))\n", " despine(ax=axs[i])\n", " axs[i].set_xticks([])\n", " axs[i].set_yticks([])\n", "fig.tight_layout()\n", "\n", "# save\n", "fig.savefig('figures/Figure-1-4_Hand-Written-Digits.png', dpi=600)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To classifiy the images with our neural network, we again need to create a one-hot encoding of the y-vector (this is necessary so that we can use 10 distinct output neurons):" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [], "source": [ "# create X & y data\n", "X = data['data']\n", "y = data['target']\n", "\n", "# create a one-hot version of y\n", "y_onehot = np.zeros((y.size, np.unique(y).size))\n", "y_onehot[np.arange(y.size), y] = 1\n", "assert np.all(np.argmax(y_onehot, axis=1) == y), '/!\\ Error in one-hot encoding'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will further separate the data into a distinct training and test dataset:" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [], "source": [ "np.random.seed(1827)\n", "# train / test split\n", "train_idx = np.random.choice(X.shape[0], int(0.7 * X.shape[0]), replace=False)\n", "test_idx = np.array([i for i in np.arange(X.shape[0]) if i not in train_idx])\n", "assert np.all([i not in train_idx for i in test_idx]), '/!\\ Overlapping training and test datasets.'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we are ready to setup and train our neural network on the training data!\n", "\n", "Let's create a simple network with 1 hidden layer and 10 neurons in this layer:" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ " 5%|▍ | 969/20000 [00:00<00:03, 4807.52it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Beginning training for 20000 batches (32 samples/batch):\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 20000/20000 [00:04<00:00, 4913.63it/s]\n" ] } ], "source": [ "# set a random seed\n", "seed = 2130\n", "np.random.seed(seed)\n", "\n", "# setup\n", "nn = NeuralNetwork(n_in=X.shape[1], # the number of input neurons (or data features)\n", " n_out=y_onehot.shape[1], # the number of ourput neurons (or classes, here 10)\n", " n_hidden=[10], # 10 hidden neurons in a single hidden layer\n", " activations=[sigmoid, softmax], # we use the sigmoid activation function for the hidden layer\n", " seed=seed)\n", "\n", "# training:\n", "nn.fit(X=X[train_idx], y=y_onehot[train_idx], lr=0.01, n_steps=20000, verbose=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By the use of our handy `plot_training_stats` function, we can get a quick overview of the training statistics as well as the networks perdictive performance in the training and test data:" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(<Figure size 1440x432 with 5 Axes>,\n", " array([<AxesSubplot:title={'center':'Training loss'}, xlabel='Training step', ylabel='Loss'>,\n", " <AxesSubplot:title={'center':'Training data\\nMean Acc.: 83.37%'}>,\n", " <AxesSubplot:title={'center':'Test data\\nMean Acc.: 76.85%'}>],\n", " dtype=object))" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1440x432 with 5 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "nn.plot_training_stats(X=X, y=y,\n", " train_idx=train_idx,\n", " test_idx=test_idx,\n", " target_names=data['target_names'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Ok, not bad; almost $77$% prediction accuracy in the test dataset.\n", "\n", "Can you beat this?\n", "\n", "**Try adjusting the hidden layer activations, as well as the number of number of hidden layers and the number of neurons per hidden layer in the code above.**\n", "\n", "You can increase the number of hidden layers by adding numbers to `n_hidden`: `n_hidden = [10,10]` would create two hidden layers with 10 neurons each. Importantly, don't forget to add activation functions to `activations` if you increase the number of hidden layers!" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "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": "3.8.5" } }, "nbformat": 4, "nbformat_minor": 4 }