{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# LEARNING APPLICATIONS\n", "\n", "In this notebook we will take a look at some indicative applications of machine learning techniques. We will cover content from [`learning.py`](https://github.com/aimacode/aima-python/blob/master/learning.py), for chapter 18 from Stuart Russel's and Peter Norvig's book [*Artificial Intelligence: A Modern Approach*](http://aima.cs.berkeley.edu/). Execute the cell below to get started:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from learning import *\n", "from notebook import *" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## CONTENTS\n", "\n", "* MNIST Handwritten Digits\n", " * Loading and Visualising\n", " * Testing\n", "* MNIST Fashion" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## MNIST HANDWRITTEN DIGITS CLASSIFICATION\n", "\n", "The MNIST Digits database, available from [this page](http://yann.lecun.com/exdb/mnist/), is a large database of handwritten digits that is commonly used for training and testing/validating in Machine learning.\n", "\n", "The dataset has **60,000 training images** each of size 28x28 pixels with labels and **10,000 testing images** of size 28x28 pixels with labels.\n", "\n", "In this section, we will use this database to compare performances of different learning algorithms.\n", "\n", "It is estimated that humans have an error rate of about **0.2%** on this problem. Let's see how our algorithms perform!\n", "\n", "NOTE: We will be using external libraries to load and visualize the dataset smoothly ([numpy](http://www.numpy.org/) for loading and [matplotlib](http://matplotlib.org/) for visualization). You do not need previous experience of the libraries to follow along." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Loading MNIST Digits Data\n", "\n", "Let's start by loading MNIST data into numpy arrays.\n", "\n", "The function `load_MNIST()` loads MNIST data from files saved in `aima-data/MNIST`. It returns four numpy arrays that we are going to use to train and classify hand-written digits in various learning approaches." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "train_img, train_lbl, test_img, test_lbl = load_MNIST()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Check the shape of these NumPy arrays to make sure we have loaded the database correctly.\n", "\n", "Each 28x28 pixel image is flattened to a 784x1 array and we should have 60,000 of them in training data. Similarly, we should have 10,000 of those 784x1 arrays in testing data." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Training images size: (60000, 784)\n", "Training labels size: (60000,)\n", "Testing images size: (10000, 784)\n", "Testing labels size: (10000,)\n" ] } ], "source": [ "print(\"Training images size:\", train_img.shape)\n", "print(\"Training labels size:\", train_lbl.shape)\n", "print(\"Testing images size:\", test_img.shape)\n", "print(\"Testing labels size:\", test_lbl.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Visualizing Data\n", "\n", "To get a better understanding of the dataset, let's visualize some random images for each class from training and testing datasets." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# takes 5-10 seconds to execute this\n", "show_MNIST(train_lbl, train_img)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# takes 5-10 seconds to execute this\n", "show_MNIST(test_lbl, test_img)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's have a look at the average of all the images of training and testing data." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Average of all images in training dataset.\n", "Digit 0 : 5923 images.\n", "Digit 1 : 6742 images.\n", "Digit 2 : 5958 images.\n", "Digit 3 : 6131 images.\n", "Digit 4 : 5842 images.\n", "Digit 5 : 5421 images.\n", "Digit 6 : 5918 images.\n", "Digit 7 : 6265 images.\n", "Digit 8 : 5851 images.\n", "Digit 9 : 5949 images.\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAzkAAACBCAYAAADjY3ScAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD+naQAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvIxREBQAAIABJREFUeJztnXmsVdXZxh8EGQSZp4LgBIoXUYyKQypiLVJRUqmxjbbGVq0V0Yqp81BB/SppQqJtorFRYxWlRk3baGtJW1HjgIgjiDOiOBQBleHiUHrP94c+Zz933dfj5Ubu3mf7/BJyD3ufYe13v2utvd5pdahUKhUYY4wxxhhjTEnYJu8GGGOMMcYYY8zXiRc5xhhjjDHGmFLhRY4xxhhjjDGmVHiRY4wxxhhjjCkVXuQYY4wxxhhjSoUXOcYYY4wxxphS4UWOMcYYY4wxplR4kWOMMcYYY4wpFV7kGGOMMcYYY0qFFznCxo0bMWPGDAwZMgRdu3bF2LFj8ac//SnvZhWeDRs24Pzzz8cRRxyBAQMGoEOHDpg5c2bezaoLHnjgAZx88skYNWoUunfvjqFDh+L73/8+nnrqqbybVnieffZZHHXUURg+fDi6deuGvn374qCDDsLcuXPzblrdceONN6JDhw7o0aNH3k0pNA8++CA6dOgQ/lu4cGHezasLHnnkEUyePBl9+vRBt27dMHLkSFx55ZV5N6vQ/PSnP/1SvbPu1eaZZ57BMcccgyFDhmC77bbDqFGjcMUVV2DTpk15N63wLFq0CJMmTcL222+PHj164LDDDsOjjz6ad7O2iE55N6BI/OAHP8CTTz6J2bNnY7fddsMdd9yB448/Hk1NTTjhhBPybl5hWbt2Lf7whz9g7733xjHHHIMbb7wx7ybVDddffz3Wrl2Ls88+Gw0NDVi9ejXmzJmDAw88EPPnz8d3vvOdvJtYWD766CMMGzYMxx9/PIYOHYrGxkbcfvvtOPHEE7FixQpceumleTexLnjnnXdw7rnnYsiQIVi3bl3ezakLfvOb3+Cwww5rdmzPPffMqTX1wx133IETTzwRP/zhD3HrrbeiR48eeP311/Huu+/m3bRCc9lll+H0009vcXzKlCno0qUL9t9//xxaVXyWLVuGgw8+GLvvvjuuueYa9O/fHw8//DCuuOIKPPXUU/jrX/+adxMLy5NPPonx48dj3LhxuO2221CpVPDb3/4Whx9+OBYsWICDDjoo7ya2joqpVCqVyt/+9rcKgModd9zR7PjEiRMrQ4YMqWzevDmnlhWfpqamSlNTU6VSqVRWr15dAVC5/PLL821UnbBq1aoWxzZs2FAZNGhQ5fDDD8+hRfXPAQccUBk2bFjezagbjj766MqUKVMqJ510UqV79+55N6fQLFiwoAKgctddd+XdlLrj7bffrnTv3r0ybdq0vJtSCh588MEKgMqll16ad1MKyyWXXFIBUHnttdeaHT/ttNMqACoffPBBTi0rPpMmTaoMGjSo0tjYWD22fv36Sv/+/SsHH3xwji3bMhyu9gV//vOf0aNHDxx33HHNjv/sZz/Du+++iyeeeCKnlhUfuszNljNw4MAWx3r06IGGhgasXLkyhxbVP/3790enTnZSt4a5c+fioYcewnXXXZd3U0zJufHGG9HY2IgLLrgg76aUgptuugkdOnTAySefnHdTCsu2224LAOjVq1ez471798Y222yDzp0759GsuuDRRx/FhAkTsN1221WPbb/99hg/fjwee+wxvPfeezm2rvV4kfMFS5cuxR577NHi4WivvfaqnjemPVi3bh2efvppjB49Ou+m1AVNTU3YvHkzVq9ejeuuuw7z58/3g1QreP/99zFjxgzMnj0bO+ywQ97NqSumT5+OTp06oWfPnpg0aRIeeeSRvJtUeB5++GH07dsXL730EsaOHYtOnTph4MCBOP3007F+/fq8m1dXrFu3DnfffTcOP/xw7Lzzznk3p7CcdNJJ6N27N6ZNm4bly5djw4YNuO+++3DDDTdg+vTp6N69e95NLCyfffYZunTp0uI4jy1ZsqS9m9QmvMj5grVr16Jv374tjvPY2rVr27tJ5hvK9OnT0djYiEsuuSTvptQFZ5xxBrbddlsMHDgQ55xzDn73u9/hF7/4Rd7NKjxnnHEGdt99d0ybNi3vptQNvXr1wtlnn40bbrgBCxYswLXXXouVK1diwoQJmD9/ft7NKzTvvPMONm3ahOOOOw4/+tGP8K9//QvnnXcebr31VkyePBmVSiXvJtYN8+bNw8cff4xTTjkl76YUmp122gmPP/44li5dil133RU9e/bElClTcNJJJ+Haa6/Nu3mFpqGhAQsXLkRTU1P12ObNm6tRTfXyTOyYDqFWyJXDsUx7cNlll+H222/H73//e+y77755N6cuuPjii3Hqqafi/fffx7333oszzzwTjY2NOPfcc/NuWmG55557cO+99+KZZ57x2LYF7LPPPthnn32q/z/kkEMwdepUjBkzBueffz4mTZqUY+uKTVNTEz755BNcfvnluPDCCwEAEyZMQOfOnTFjxgz8+9//xne/+92cW1kf3HTTTejXrx+mTp2ad1MKzYoVKzBlyhQMGjQId999NwYMGIAnnngCV111FTZu3Iibbrop7yYWlrPOOgunnHIKzjzzTFxyySVoamrCrFmz8OabbwIAttmmPnwk9dHKdqBfv37hyvSDDz4AgNDLY8zXyaxZs3DVVVfh//7v/3DmmWfm3Zy6Yfjw4dhvv/0wefJkXH/99TjttNNw0UUXYfXq1Xk3rZBs3LgR06dPx1lnnYUhQ4bgo48+wkcffYTPPvsMwOdV6xobG3NuZf3Qu3dvHH300Xj++efx8ccf592cwtKvXz8AaLEQPPLIIwEATz/9dLu3qR55/vnnsXjxYvzkJz8Jw4lMxoUXXoj169dj/vz5OPbYYzF+/Hicd955uOaaa3DzzTfjoYceyruJheXkk0/G7Nmzcdttt2GHHXbA8OHDsWzZsqrxcOjQoTm3sHV4kfMFY8aMwYsvvojNmzc3O864Q5cHNVuTWbNmYebMmZg5cyYuvvjivJtT14wbNw6bN2/G8uXL825KIVmzZg1WrVqFOXPmoE+fPtV/8+bNQ2NjI/r06YMf//jHeTezrmColb1iXw7zW1Mou3qxDOcNvQ+nnnpqzi0pPs8++ywaGhpa5N6w5LZzrWtzwQUXYM2aNViyZAlWrFiBxx57DB9++CG6d+9eN5EmHlW+YOrUqdi4cSPuueeeZsf/+Mc/YsiQITjggANyapkpO1deeSVmzpyJSy+9FJdffnnezal7FixYgG222Qa77LJL3k0pJIMHD8aCBQta/Js0aRK6du2KBQsW4Kqrrsq7mXXDhx9+iPvuuw9jx45F165d825OYTn22GMBAPfff3+z43//+98BAAceeGC7t6ne+PTTTzF37lyMGzfOhtdWMGTIELzwwgvYuHFjs+OPP/44ALjgSivo0qUL9txzT+y444546623cOedd+LnP/85unXrlnfTWoVzcr7gyCOPxMSJEzFt2jSsX78eI0aMwLx58/CPf/wDc+fORceOHfNuYqG5//770djYiA0bNgD4fBOuu+++GwAwefLkZmUITcacOXPw61//Gt/73vdw1FFHtdi52hP/l3PaaaehZ8+eGDduHAYNGoQ1a9bgrrvuwp133onzzjsPAwYMyLuJhaRr166YMGFCi+O33HILOnbsGJ4zn3PCCSdUwyP79++PV199FXPmzMGqVatwyy235N28QnPEEUdgypQpuOKKK9DU1IQDDzwQixcvxqxZs3D00Ufj29/+dt5NLDx/+ctf8MEHH9iL00pmzJiBY445BhMnTsQ555yD/v37Y+HChbj66qvR0NBQDZU0LVm6dCnuuece7LfffujSpQuee+45zJ49GyNHjsSVV16Zd/NaT8779BSKDRs2VH75y19WBg8eXOncuXNlr732qsybNy/vZtUFO+64YwVA+O+NN97Iu3mF5dBDD/1Subl71ubmm2+uHHLIIZX+/ftXOnXqVOndu3fl0EMPrdx22215N60u8WagX83VV19dGTt2bKVXr16Vjh07VgYMGFCZOnVqZdGiRXk3rS7YtGlT5YILLqgMGzas0qlTp8rw4cMrF110UeWTTz7Ju2l1wcSJEyvdu3evrF+/Pu+m1A0PPPBA5YgjjqgMHjy40q1bt8puu+1W+dWvflVZs2ZN3k0rNC+//HJl/Pjxlb59+1Y6d+5cGTFiROXSSy+tbNy4Me+mbREdKhXXbTTGGGOMMcaUB+fkGGOMMcYYY0qFFznGGGOMMcaYUuFFjjHGGGOMMaZUeJFjjDHGGGOMKRVe5BhjjDHGGGNKhRc5xhhjjDHGmFLhRY4xxhhjjDGmVHTKuwERHTp0yLsJhaAtWxhZdp9j2bUdy67tbKnsLLfPsc61Hcuu7Vh2bceyazuWXdvZUtkVcpFjjDHGmPqk1gMZz23pw4r3LTfGbCkOVzPGGGOMMcaUCi9yjDHGGGOMMaXC4WrGbEU0bIOv07/p6xSGafBvU1NTi3PGGNNeRGPXNttkNtNOnTo1+9u5c+fquS5dujT7q+f4HRzjPvvss+q5jz/+uNnfTz/9tHpu8+bNzT4HeGw0xtiTY4wxxhhjjCkZ32hPTi2LenSOpJb1rzr3TbEopbLS/9eSQb3LJ7JkbrvttgCAbt26VY/x9XbbbQcA6N69e4tztHyqTGix3LhxIwBg/fr11XObNm0CkFk3adEEgP/9739tv6gCoPpD2fJvrT4b9b1aXrBa/fmbSirLLa3sU0ZZRjKoNU+0xjsbHauHuUOvrWPHjgCyMQ/IvDQc63r06FE917t3bwBA//79m/1fv4Nj14YNG6rn3n//fQDAqlWrAAAffvhh9RzHwf/+97/VY+zrRZWhKQ5pX7XOlAd7cowxxhhjjDGlovSeHK7QaW0CMmtR165dAQC9evWqnuvbt2+zY3qOVnZa1tWivnbtWgCZdUnPffLJJwCaW9nr1VJAeVIW6qno2bMngMxqp7HWtKpFsdaUZ+qV0PepV6IosqNXIZIF9WbgwIHVY0OGDAEADB8+HAAwbNiw6jm+j7LT66UuvfXWWwCA119/vXqOx9555x0Aza2bjY2NAJrrXVFI+6VagSlH9XRRnrT6qmWY/ZjfqddL71fUL2klppxUJyn/ouhaa9hSz3R6bbU8Z+qlTI+prvJ15FFUL1oR+Kq8Eupk+ldfc4zTsY7jAdHrplz4V2VH/dNcE77mubz1MZIT+7DKgB6c7bffHgDQr1+/6rlvfetbAIDBgwcDiD057JM6b69btw5AJl89F3l4zTeDaGyijtCjCLSMpFB9JeyXfGbT12lf1Pc7F6y42JNjjDHGGGOMKRVe5BhjjDHGGGNKRSnD1aJSllEoEd3mO++8c/Xcbrvt1uzYoEGDqucYFsMQmLfffrt67tVXXwUAvPjiiwCAFStWVM8xUVKTKIsYQvRlRGEsDCtgOAKQhWMxDIHhawpdvxo29MEHHwDIQorU3RuFuuTpDlZZULfo/taQjB122AEAsMsuu1SPjRw5stnfHXfcsXqOMmMYlv5OGq62dOnS6rnnnnsOQPNQGkLZMQwQyDdkSPslwwgYkqYhK5TFTjvtVD3G/shj1DUgCzFl+IqGOzJZmSF+r7zySvUcjzHUb/Xq1dVz7ONFCzFNw4U0ZCcKG0pDe1Sv0r6l59LEcY59+l38vIZvsH8z3EhfM9wjbzlGsqPMNESS4xf7NfUMyPSVc4nOL5Q5f0d1iDKgTHRO4PjH0Gcg00ke01C2POQYhT1GZaIpD8pQw3Y57/KYyo7XRz366KOPquc4DnI8q9fw0tZuHbClhStqnasHubSG6NlOxyY+j/C5TedYzh0ME9f5mt/FcZ9zAgC88cYbAIA333wTAPCf//yneo7PLjrHpiH29SL7NAxZw245Vqr8SZqKEIUvR4V/2gt7cowxxhhjjDGlolSenGgFSisRy1UCWeL3qFGjAAB77rln9RyP8T262qe1nJY5WokBYOjQoQAyy54mvHH1quUtacmrl1U+SS3J6kFIPRoqO6KWS0JZ1CoBXBQiCya9LwMGDKieo6dBiwtQR6iLasGkxYMWzKgcK79fPRxMxuVf9ZDRKqVJlHlYUiizKDGZOqJyGjFiBABg9913rx7bddddAWQeMrWq03oXJZJSBrwfqpO02qdla4Gsrxah4EUtT2pkPVfvKuXM9+s1UC/UCkkoG8pLPW206vHz2qdpeY9KoOedPJ8Wu4gswNqHqWvsb5wTgMwb0adPHwCt39AyLYSxZs2a6jnOJ2pFZlspQ/UKtWc0QOpV+CqLOsdE6g+9s0DmwaHMdV6kZXzlypXN/gKZfDjGqVcrspoXxePPexgVWaHeRMfSz6Xfm8LrjTyslBX/qszrIXk+8lKnOgZkfXWPPfYAAIwePbp6jnMI9U+9trx29s933323eo5eIY6BHFOB7L5pP+Z4SFkXZSuHaB6J5mSOaXxeATKPGOdRnWOoS4xYYsQJkHm/2Hd1rqB8tvYziT05xhhjjDHGmFJRCk9O6l1QLwpXpWqF4+p+r732AtDcYszVK2OJdfXLFSctVxpnnFpR1HpOTwWtBHq+nnJzgNobJ9IqwFW+WttT+WjcOS0BlEmRN3SLPDm0YKpnhjqo7aYeRJvZpXkCqsOpx0GtL9RvWrM0D4rtUe9OHkQeVsqM16ZWNV6fWsAoK+qG5sOlG6+qDChH/rZ6JNh/eT/4F8gsykUoSRtZhaNcQ+qCeq3pWaaM1PpNq1qUO8I+TBmph4O/HXltIq9Q0fpu5HmgXmiuF3PnOD/QswNkMtZ+Sqi31FWVCWXM31arMF+rjlLGPJd3X462ZGB/1WvhNdAKrvpDneR3qRWcnhtag997773qOeprtK1A3vNE+gwSWch53TovRvlefM1xLJpXojLabAP1TvOZOLbRsq7WduZ96fNJ3l5XknqudesAjk0a2ZB6cPS5j3MMox40B5PXG+WVpHllXxUtkXrL8vaQpeMekMlC9Y7emr333hsAsO+++1bPMdqJY6COneyXzHF95plnqucWL14MAFi2bBmA5vM29VM9jlvDq2NPjjHGGGOMMaZUeJFjjDHGGGOMKRWlClerVdaYoQcA0NDQ0OxYFHZG966WQqX7kb8ThcXQPaquYrpF1fXO8Jt6C1cjUdgaXeeUi4Yo0J3L61b3bq3SoHmHIaTU2hVew+zoxtbiFHRjM7FYXbN0j/O7VLeY5Exd1hAFhjLwr4ZJRGWD8yQK/eS91v5CGWhYgLrH9fNAdp0MB9GESRY0oHte9ahWeeWiyAyoXXhAQ1kYIqRJ3ml57SicjLqqsqG8+XnqoL6PYxdD+/TYVyWF50GtwgOUXVTqmPLUMDJeSzp26WuWMtdzaehyVEJaj3FMqRUm3J7UCj3VUCKGYVGemhzO91NvNISF4VScK3UMiMJ/igLlEsmC8yDHb92yglsMaMgV38fPaShvrXC1dB7SuYdbWyxatKjZe/X9Ou+yH+eRNB+F56ZbDgCZTmmIKcOpOH/qOMRnOuqbhouzX/HZUUN++dtRiCnvs4at8t7kPYekz8UqO4aRcssUADjggAMAAPvvvz+ArFADkF0752ndpiHVEd12hXMxn4G1P3NcjLZp+DrHOXtyjDHGGGOMMaWiFJ6c1IqiHgQmU0XlaGkJ0JUkrR9c7WsyMi1sXLWrxZjfyZW9Whfo3Xnttdeqx5hgqSvieiJacVMuUdlQJpfSsqIresqVstD7UUSrHWHbeE2auMkNw9QqS/2kzKLN7GgFUtnRmsXEcvVU0koTbdJVNKJNEZkEql4wWti0rGpqFVMLJvscrXiUE9Byo0u1OtGSxPumfZFtzdtynpImkap1jtetukOLJK9DrbupHmpfS8dStc5RTrTOqbWUMlVPbeqNyIvUk6PWV3oBde6gF0L1iVBHOT9o8jx1ml6byMvDcyqnaCPV1FOU93hYK7E+KurBv3qO+sMxkt4bPRZtsUCdjzYWzLsMcloeOtp8nLLQAhb06uim0exr0cbQ7Kv8q+MgxwJ+Tj2VlDkLDkRziP5OUcpvp57DqOy76hZ1kWOOepn5/LV8+XIAzZ9B+F30/EdROlFJ70gXiyI7tpO6qN5U6p0WF+Br6p96WF9++WUA2caoOl9zzKReq3yo+5RnFGmytSn+k5ExxhhjjDHGbAFe5BhjjDHGGGNKRSnC1ehupWtMQ8UYRqbuYA1JAJoXBKBbjq5NrSdPFzrdf/qdhGFxUeJ4lMxWr0QuWcqF16vJynQbM5RD98lJ9z/IOySjFlGIBEMBVCYMgdL7TFcy36cuX0K90XAC/mZa6EC/i22JdrLOO0wobSPQMjRRQ3qisAC6uSPXO8NARowYAaB5MiXHAuqWhhQydCtKiizKPhFAHIKQ7kkFZGEGGkbLUA5em94DJpGy/2mIDb+XoW86ZjJEi2FqGpKZ7vYN5Nufo2ISDH2J9nXRMYtyZPEFvc40aV53SOfYxrFOdS4N59NwNd4bvUfUQ/aXvGSZhvpp2AnDpLRPpnqj76esGKamIeHUG46beo/YhrRoib5WvdvaxRpam1jOENlorGMfVP1J9w+hHgFZP+Z1qnzS0Hx9BuGcEY3Fkd4VYdwDWu4/pAUvouILJCpow/GefTcKz2Vf1xA4/nY03kWhznkWC1GdZJ9j/9SiKtQRTePg8/OKFSsAAAsXLqyee+qppwBkMlT5cL9Jjp2qd3wf55ZoX6etjT05xhhjjDHGmFJRt54cXQWmCe+6yy29LWqho+eHFqQXXniheu75558HkO3eqom6tA5ECYH8flr/dDXLFbImsKYlceuNyDrB62RSm+6mS0sHZa6eHFozi+zBIXrdqWVOLYvpzvRf9h2E+kC90YTytEylfj7dVV2thLQ85W2V4+9r0n96TD1QUclLehZYanXUqFHVc9yNmceicsdMmNT+TOspk8bV4l6EZPnI0pUmk+qYwrFHPTmUJRPlNUGer9k32X+BzCvEZFL1GLEEOq3KamlmX47udd6k1mC1gnOs0qRwWsYpl6icLvVEPQgcB+j51+RnWoHZT1Xv+f06DvJ13qX0Uy+YemY4ZmlxCnpyKDu1qLO4AD2oKlfO4dTvKOKB+qr9lbqofSYqZPN1oveC9ycqoc57zutV2fFz6s2iTvD9OmalHln1sI4bNw5ApssqO8qKfVXvR61SvnmTekMiL2fklaIeRGXiOUbp/MKIH0YD6OcY6UO9Va8b75HqItuVR/ltjfKgnvH5QfsnCyzoMxrHqcWLFwMAHnvsseo5enc4/6hXiDrI79S5gnrG+6H3KpLP1tA7e3KMMcYYY4wxpaJuPTm6YuVKlRZc3WyLljldtXPVzbwbem+AzKvD1bpaxlNrglowaSml9U43A6M1VS2Has2pJ1LLit4H5j/QAqpWSnpuUiuwvq8o1qPWQktEZFGixVOPUVZRCVtaQ2kBjTZ0pM6oXClHWgu/yhuR5gW1B9FvpV47jdWlXNTyNHr0aABZmct99tmneo5xxXy/6iStoJSFluelpZdW1yJ6H4A4J4fji+oJPdiak8gxinqiHlTqLa3mKm9aNDl+au5IaknXc5E3Ng+dS39bX7Nvag5SVH6blkm+T63ztF5SBqq/tAJrCXTC8SDyeEWbXRZlE9DW5DOp/qS5ODpXUgf5XboRJj/H71RPOOVP6zAt6/q+KGeyPTaj5e/yHmqOBvsedUTHJ16THuP7eX3qfaXe1Mrppb5qZAFlzucaeiCA7BknD89DROQho1x1rOGcp14pju/szzoWUmf5fKhecPZ19lnNxWbJ6VdeeQVAtv0HkHk/8t5+IM1dAlr2Vc2jUa89oceKUQ/aZ/n8zD7O+RgAxo4dCyCbM/QeUQep03nIyZ4cY4wxxhhjTKnwIscYY4wxxhhTKuo2XE3DA+iGY8KtFh5gIqO6sVn2c9myZQCAF198sXqOrki6QqNwI4YjqHs3LRMZhRxErsQ8Qzm+DjQMcOTIkQAymatbl+7faJf0erp2bWva7uj+algBwwgYaqQuY4ZaslBGVPKc36nuebrLGY6g4VjUyWgH6TwSmWv9lvZnJi5qAQGWhaabXMtEUz68NnWJ013OMARNtGS4AnVY3fNFKmeuekV9Yts1UZ7jnpbypSyoA5oUyhANXj9LgQLAmDFjAGThWxq+kSZyR2Vd9VhUeCIPKIMotCMKIU2Lhmh4G3WO16Tn0v6toV38zkgmUeGBooyNtcLVKAtNRua1pwnvQCZ3hrfofE19ozxV1/gdTNLX+5MWYAGysJn2KMCS3k8NFWMfjMLVouIIDO1hmJqO6fwdfpeGIDFMnGOchoQzTJzhalG5/KIQhaulxTyAbB7UwgzcpoPPghzjgOZzBtB8/qX8uYXISy+9VD3HFAaGcWnIL++fhpDnWSQkmuujYiHUH30O47Wwb7MYA5DNEQwtZYiavmZoIMP6gJbbNGj/dLiaMcYYY4wxxrSBuvXkqBWHlkuu3jV5lKtSTbTjivzVV18F0LwkYLoxZZS0HVn9aHliu9RCx9VyvXovInidKmt6H3hOS6cyeY/yLYKFvC1ESeDUAy02QSuRWtqop7R8aqIuLfLUYT1HHaZVNNqUkBYu1bvU+pqeB/KzGqdWdfXkRJYnto0WSJa0BJqXXwXiUqj8fi2vTH1NZQjEnpy8dDby5FCXolKeaqGkdY5Wc9VRyolFL/bYY4/qOZblpu5pkjfbQOuefmeUxJx6KPLyHqaFY/R+0zqrHiteO69XrZDpOKYlZyl/3jcdM9IEap0TakUB5D1fpGOJ3nN6DrScMftuVGCBHlp6cNSTw+/l57SQSuqF1vtHr4fehzRaYmvC+5OWkgZabugaeXLUE8Dr0gRuknqktZQ+X7NfcrNVIIteqRVJERXpyFvvUnmqTOjZU08On0f4fp1/qWfsz+rBoueGXghG+QDZmMDf0zbUKhaSN6lORt5F1VPKqqGhodnngCwCgM8lWtyL/Zl6rfMx52mOrxpl0V7zgT05xhhjjDHGmFJRt54c9aIwDjPdgAzIVouRJycqZ5xu5KRWF1pRaPnnf089AAASB0lEQVTk7wKZZYWWpGgzsGjDqHqD8qAMNHeEMqB1QK3tLE9Yr+WiiXoc6L3jdatXix4DLWHJ19GmjbSGUHf1d9K4dvXk0OpHPdeytdRF1eFU/u3pnYgshfyr7aClTC1CjJWmDDQXLM2xUGtuOjZoTgote+nmhEAm8yjWur1IZQRk4x7/qpcuah9zd+iZoUdHoUxUH+khiizx/J1auS3tYT3fUtJytCz7D2SbP2v/oSWcXonIqxd5S1MPr5aqZX/lb2uuStHi+xVeJ+WjOUgcs7RvUQZsv/ZXWoOZL6H9lV5VyiUqy8/f1u+krHXcTNveHkTjKu9n1LbUOwVkfS3yaNPTxbL5++23X/UcowH4bKFeSXpyOK7lnR+3pVA+Ucl11RG+L900GWi5mbbm1vBZhTLTst2p16PIUShRCXV6oHW8o/dLPbKUlT6zEMoz/Qtk8uT3M2oHyPQuynFvrzHNnhxjjDHGGGNMqfAixxhjjDHGGFMq6jZcTV24DAdg4pS6vxk2pqEoDE9hmFoUHkA3sobF8fvpzmPJRiALN4p2eKZrUBPxo6TCoqLufso2DTkAMvc63cAs7ABkbvK8wy7aSqQPDFNjEp6G7rHUouoIQ6b4V0skpzt8a4JeGjKkLvs0EVhLJDO0RL+LruuohO3WujeUXRTWxGP622yjJrvT3U2d0u/ia/Y9DQ/iPeHvqSueIZeUmYa5crzQ5Ob23sk6Sjrn/WK7tGgKdUDHGepA1GbKizqtoVocNzl2MbRXf5O/own5/FwUlpB3SdU0lE77BcNUNBSU8uTnolBQ6ozqHPsyw6l0PkqLNeg53g8NBUnLdedFGjoZFd2JStTymCaA8/2Uv+oww5qpRxoSzsIGkR5FCf95hBVF4WppWWkdc6Oy0ul4puW6GZLGsr1aLIT3hGOklvKlXDkPF6V/tpaoQE3aB4FMRzim632gnrH0tIZDc67hXBsVwuHfqH/mHZ4b6R31jWOa9jOOQ/rsy2I2HOdUR9JCDlrwhs/RHEOZDgJkz4Lsz9HzhgsPGGOMMcYYY8wWULeeHLUk0dIRJVpzBakWWVqQos0SuYqNLFC0ytN6optL0eIUFTrgClotB2xDPVhP1IJJqwktSmppS62/TDoDWibqqsyLLANC640m6tEjQ28Bk0GBLKldy6rW8jimibpqYUnLmWsyJeVP2as1lRYr9SpS7mkp261Ban1TPaJVLPLy8DrVqq5FO/S79fspT70mypr9X+WaJvbq/WBbo2Th9iLytvE62Le073CcUR3ltfFa9R6knkiVDa+bCblLliypnmOSPq3DmtDK9mlhlTwTdfX+cZ6gBy+aJ9R7SNJN9fQ76NHW76KVNNId3g/eh2jzUf1c3hbi1hBZ2SlrjnmqD+yfHJ8ij21UlprfFW0syM99VXnf9iLyvqbl7IH4nqfjkvZn9lUWElHPPa3mLH+skRSUMcdRvR9p+4pEWthDi01w7tNyxpyLKbPIW0O9U08uvRHsxzrHcl5Iy6IDLedtbXMe8owKXrBvcLwGMs+MFljgmJZuggxkMuAzjvY9ypXzgnqMUs9hrc3Utxb25BhjjDHGGGNKRd16ciLLb7QyTGODgWyVz5Wrfi4tkaw5J9xsa8yYMQCyvAsgW+lytawbca1cuRJA81WzlpguEpGFXGOCaT1hTKZaIhmjz+vV0txpudlaFsoiWpSiTfAoA+Z5aI4NLWzUI32tukhoWePfKBeEn1PrHa01UftojVIrIfVOvTtbm7T0K5D1F/UskGjzMsog3VgSaNnH9Tspj0gW/I7Uy6jvK4IuqieHVjnmyNAqCWQyrVXOWOPXOX7xulXevO5042Qgs9TRg6NWPepjVHI6D1QW1AX2W+2HvIYoFy4q95/qjH5XavmtlScSlVUvIqmHWeUUbUScWoX1nG7eCDSPlmCEQBQpwDGLHgu10vOYjpt5blegv5mWAY/OqZ6mnjHmSgBZCXjONep9fe211wBknhx9BmFfpU7r5yJPThHGPaCll17HL+qI5r1ybqQHQfOS6JXmtatXKP09navSeUXvFb+rKJEp+tvpBqrRNg1aRptzRBTZwOdgfr9GVnAsoHw1J7RWHmt7RfXYk2OMMcYYY4wpFV7kGGOMMcYYY0pF3YarqestDTXQcwxR0LAzJk/RTaauN7rqmFCqIWkjR44EkO0MriEKdJ0z+Yp/gSx8S0OE1F1cBKLdyyMXMcMHeEzDEJiAlpYBBVomWEalUYviIo9I3eZA5u6mLDSsgPqj4RbUxShcje5jhiNpqF+6W7C2QUvXftl3akhTWmpya8o8TdjWEIC0zK6GAFCnNMGTryPXO+VJWWspb77m/dBQNn4Xxw3V1yjsKi/91GtNS3FqcYaoiAOvl7vRa2hAtBM2YYgW+7KGIPBzUUnc9tCrLSEqCMBQHw375LXoGE3Z8lxUeIChb9rPqdvUd71HadhlFMpWxLAhto19RnWGc5/qyK677gogmys1NIhypx5FhW3Yp7WAD0vUMnSS4TFAFgqeZ8n3LyP9/Sh8U/sQdZZ9Vp9dGKLF0CJNJn/xxRcBZGFrKjvKuta4lrecSK2iMjrfcUzXfsx7zlA9fQ7j8wllp7/DvpoWfdD3R+W+ixxiyvtJmURFCTTUmP2QstCiH2l5e32mYJ+jLhatD9qTY4wxxhhjjCkVdevJUasrLRZMaFTPDJPCR48eXT1GKxw9OpEnh9YBWgv0c1yVaqm8l19+GUDt8o26ws0zGTeC1gm1qrHggCaG8jXlpNdE6xCtfGotSpP21IKZJj4WJYkvQtuWWl7V0ks5qYWXMuP1qrcm1WG1lKbWe20DLTKUp/YLWmn0HvF8e3oSo41UabFNPYP6Pm0jryEqeU0PGa2cTM4FMk8OraJqgWLSJf9GpZBVh/MiSiaNdCEqdZx6dyIvIq818hjRs6FyL3LJWUK56DXxNa3C1Bcg0z/VOc4L6ZYDQKZz9N7q5ng8x/erd4hypMw1gZ8eo2ijxryh7NheLR7A5G6W1AeyebOhoQFAc28EvTu8Ti3sQJnTS/Pss89Wzy1atAgA8MILLwDIIiSArF8XpXR5RK17qfMuxyp6HLkdAdAysV49OSwSwrlEn2solyJ7CyNST44W8uHziXpWqJ9Rmei0kJIWVKL8o+ICabGkqHCE6lpR5FnLgxh573idlBP1EGj+DAg0L1jAeZOe3KIV1bInxxhjjDHGGFMq6taTo7GELKdK70lUypfWIyCzKnGVr6t9Wt+iErJcqTLekxYlAFi6dCkA4KWXXgLQfCNMWvKKaKFLV+9q6aWlQ8sS06JCq4B6I2g54l+1HNAywr/1VkKaeqHWMeoDY9K1pCljhyOLEGP09f3phrFq/aXeRDkXPMf3R5ufaenyWptzfd2k+T9qCef9j0q10yKslrbUMh/lR9ArpLlRfB9loNZfxmuzP6t1iuNLETw5SmqBU10gWiab/ZmyVG9aWg5UreC0xtWSQ/TbRdnst9ZGqux/2kZ6HiLd4XdEnum0XDSQyZEWdfUeUg+pazqe0MtTlPLbCttBvdC+Qk+O3mfqDccg5ugAmdeMctIxi3M451P+BVp6KqJy0UWRV0SU90o90jmWuRAcEzU3gjKmDJinBGRy5JysFvV68L5GpJuB6tgWPaNRnpSZ5oHyfeyzOhbyGZB6q9+ZRktEUShF1ruIVK5AJit6bXQs5PxBndK+x/EtzfsCam8C317Yk2OMMcYYY4wpFV7kGGOMMcYYY0pF3YaraSIsQ32WLFkCIE6uVXciE07pltOk53QnWA1vYXEBhqmxZCOQJUrSPa9hCEV2pacudHVf0p2rx3gNdFdGpaDp+o3ORcl79eBC5z3UMDLqBmWnYY9MCNWSl2m4moaRMZE3SpikzNMESG1XWoJav0vb3J4J9byvaRu1ndpPCPvjzjvvXD3G8AOWotUy2tRPykllkIaWPvfcc9VzaQKzFh5gKE096Cap1Yc5JqruMPSAxzRcja95z2r15SKXUVU9p17wfmvfZMijlqOlzjEBV5PDCXVbdY5zB3Vv+fLl1XM8xnAj7ZtpgZEiwrZpuArDxbX/sIzxP//5TwDNQ64Y+hKVQU/D+VQ+HBOj+bTI/TSdY1WPOJ6p3jHcnsUsdKxLx00N9UvDhqLw+CLLKYL3mNeic0hUEIR9mqHLKjvCfqYlzxn2lxYuADKZU+frNQxQx2nOESofjoEMU9NiAwwNjAqmpOGRUbhtNFe0V2izPTnGGGOMMcaYUlG3nhy1UnBFzvLNmgxPK5MWCWBZWVqXNJmNliN+Tq1wfE1LoJbRrLWaLfIqP7XwRGVk1dpOCxutRVHyMa9dLSVpcvNXlTMsGpHVkRZFWjB14zFaRdSrSFlF5Z5poeKx1sonTerXfkFZq4W+Pb2K6WZkqkfsc1FCaVSWk99BC53KlTJjf2SCMpB5X5kcTUs60LpE3aLzVZaxtGBDVIKb1633gHoSWS/TohWRV7YofVl1iNZHelmj61XPAZPlaVnX5HB+L9+v2wlwHKDO6aaV1NGoNHe0aV9R0TamYxeQWcJ57TpPpHNGrZK8kSyKoluthX2Q+qYJ79Qp9eTwNT1ekYc1LdsLtIyuqBdPV0qU9M+5QwtesM9pWWl6H+jRiQoPsO/p8xuf7eiB1HmCXtd0c2CgPjw5UcELzp8qH+pi5LnmNacFGvRY9OybRp9Ec9PWxp4cY4wxxhhjTKnwIscYY4wxxhhTKuo2XE3dg3STMWlRQw4YOvDwww9Xj9ENzKQrdePR1dYat1xUD7zIbssItpvXoq5GhiGoS5zhRVESfOp+VLcuvysKV6sH0tArIHOhM0xACwnUSspujZu2lh7VKtoQfS7vIg/UKQ3NSY9pGAJDBrjDOZCFITBRV/ss+yPDzvS7qLscEzRhmp9rjz2Dvm5q7b6tOpom0uo9YF9mWILqZZroq4mmHBOjAiNF69cqH449lIWO39QTDU9OE3A1STfdJ0zHSI4D/B0N00znjnoNKYqIxpmi6UN7Ec2LDFdTPeJ4xr9AFs4WhflShznGaWh+rcIM9QplwOvU5xOOQwwnA7L+y1SEKMSU/ZJFooAs9C16huQYGD0jFbnPps8g0R5DGpKmYZRAHL7NYzqPpIWFWjsftJfs7MkxxhhjjDHGlIoOlQIuRYtckrQ9acutsew+x7JrO+0pu8gjSCtTlKxc63eiZOVaicxbY+jb0u/8OnWOMlK5UZZR8mn0fpIWtIjKgn6dSbd59Fe9bnq1tPw2ZacWUML2RvJJd0Hf2kVWPNa1nfaQXVpwgIndQFZIheWiAWDw4MEAslL6qpP05NDToNED9GjQq6hFclIr+9cxDuahd/r51ox3kUct8jLW6rOk3vpsre1B6E1UXUy3VNGiBOk2A+rloax4TKMl6IWk1y0qYLOlurilsrMnxxhjjDHGGFMq7MkpMLbQtR3Lru1Ydm0nT09OPVNknav1O0WYPossu6LTnhb1aAPGKCeHeSS0pKunIi0FrznDtKBHVnNa4Ovd+1oW2lN20eciL3Wao9kaD7aSevj1deTxbi8Poj05xhhjjDHGmFLhRY4xxhhjjDGmVDhcrcDYHdx2LLu2Y9m1HYertQ3rXNux7NpO3snz0bE0YTw6V6uEfJRYvzXKSVvv2o5l13YcrmaMMcYYY4z5RlNIT44xxhhjjDHGtBV7cowxxhhjjDGlwoscY4wxxhhjTKnwIscYY4wxxhhTKrzIMcYYY4wxxpQKL3KMMcYYY4wxpcKLHGOMMcYYY0yp8CLHGGOMMcYYUyq8yDHGGGOMMcaUCi9yjDHGGGOMMaXCixxjjDHGGGNMqfAixxhjjDHGGFMqvMgxxhhjjDHGlAovcowxxhhjjDGlwoscY4wxxhhjTKnwIscYY4wxxhhTKrzIMcYYY4wxxpQKL3KMMcYYY4wxpcKLHGOMMcYYY0yp8CLHGGOMMcYYUyq8yDHGGGOMMcaUCi9yjDHGGGOMMaXCixxjjDHGGGNMqfAixxhjjDHGGFMqvMgxxhhjjDHGlAovcowxxhhjjDGlwoscY4wxxhhjTKnwIscYY4wxxhhTKrzIMcYYY4wxxpQKL3KMMcYYY4wxpcKLHGOMMcYYY0yp8CLHGGOMMcYYUyq8yDHGGGOMMcaUCi9yjDHGGGOMMaXi/wF5m/0aE3+CBgAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Average of all images in testing dataset.\n", "Digit 0 : 980 images.\n", "Digit 1 : 1135 images.\n", "Digit 2 : 1032 images.\n", "Digit 3 : 1010 images.\n", "Digit 4 : 982 images.\n", "Digit 5 : 892 images.\n", "Digit 6 : 958 images.\n", "Digit 7 : 1028 images.\n", "Digit 8 : 974 images.\n", "Digit 9 : 1009 images.\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print(\"Average of all images in training dataset.\")\n", "show_ave_MNIST(train_lbl, train_img)\n", "\n", "print(\"Average of all images in testing dataset.\")\n", "show_ave_MNIST(test_lbl, test_img)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Testing\n", "\n", "Now, let us convert this raw data into `DataSet.examples` to run our algorithms defined in `learning.py`. Every image is represented by 784 numbers (28x28 pixels) and we append them with its label or class to make them work with our implementations in learning module." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(60000, 784) (60000,)\n", "(60000, 785)\n" ] } ], "source": [ "print(train_img.shape, train_lbl.shape)\n", "temp_train_lbl = train_lbl.reshape((60000,1))\n", "training_examples = np.hstack((train_img, temp_train_lbl))\n", "print(training_examples.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, we will initialize a DataSet with our training examples, so we can use it in our algorithms." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "# takes ~10 seconds to execute this\n", "MNIST_DataSet = DataSet(examples=training_examples, distance=manhattan_distance)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Moving forward we can use `MNIST_DataSet` to test our algorithms." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plurality Learner\n", "\n", "The Plurality Learner always returns the class with the most training samples. In this case, `1`." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1\n" ] } ], "source": [ "pL = PluralityLearner(MNIST_DataSet)\n", "print(pL(177))" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Actual class of test image: 8\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAP8AAAD8CAYAAAC4nHJkAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvIxREBQAADcpJREFUeJzt3V+oXfWZxvHnMW0vTHuhSUyCjZNOkSSDF3Y8yoA6OhTzZyjEhlQaZJIypSlaYSpzMTEKFYZjwmAy06vCKYYm0NoWco6GprYNMhgHiiYGqTYnbaVk2kxC/mChlghF887FWSnHePZvney99l47eb8fkP3n3Wuvlx2fs9bev7XWzxEhAPlc03YDANpB+IGkCD+QFOEHkiL8QFKEH0iK8ANJEX4gKcIPJPWRQa7MNocTAn0WEZ7N63ra8ttebftXtt+yvaWX9wIwWO722H7bcyT9WtJ9kk5IOiRpQ0QcLSzDlh/os0Fs+e+Q9FZE/DYi/izp+5LW9vB+AAaol/DfKOn30x6fqJ77ANubbR+2fbiHdQFoWC8/+M20a/Gh3fqIGJM0JrHbDwyTXrb8JyQtmfb4k5JO9tYOgEHpJfyHJN1s+1O2Pybpi5L2NdMWgH7rerc/It6z/Yikn0qaI2lXRPyysc4A9FXXQ31drYzv/EDfDeQgHwBXLsIPJEX4gaQIP5AU4QeSIvxAUoQfSIrwA0kRfiApwg8kRfiBpAg/kBThB5Ii/EBShB9IivADSRF+ICnCDyRF+IGkCD+QFOEHkiL8QFKEH0iK8ANJEX4gKcIPJEX4gaQIP5AU4QeS6nqKbkmyfVzSO5Lel/ReRIw00RSas2DBgmL9pZdeKtaXLVtWrNvlCWEnJyc71sbHx4vLbtu2rVg/f/58sY6ynsJf+YeIONfA+wAYIHb7gaR6DX9I+pnt12xvbqIhAIPR627/nRFx0vYNkg7YPhYRB6e/oPqjwB8GYMj0tOWPiJPV7RlJE5LumOE1YxExwo+BwHDpOvy259r+xMX7klZKerOpxgD0Vy+7/QslTVRDPR+R9L2I+EkjXQHoO0fE4FZmD25liZTG8nfs2FFc9sEHHyzW6/7/qBvnLy1ft+zExESxvn79+mI9q4gof7AVhvqApAg/kBThB5Ii/EBShB9IivADSTHUdxVYvXp1x9r+/fuLy9YNt42OjhbrBw4cKNaXL1/esVY3zHjXXXcV64sWLSrWz549W6xfrRjqA1BE+IGkCD+QFOEHkiL8QFKEH0iK8ANJMc5/FTh9+nTH2rx584rLPvfcc8X6xo0bi/VeLp+9atWqYr3uGIWHH364WB8bG7vsnq4GjPMDKCL8QFKEH0iK8ANJEX4gKcIPJEX4gaSamKUXfbZ5c3m2s9Klu+uO42jz8tfnzpUnd6671gB6w5YfSIrwA0kRfiApwg8kRfiBpAg/kBThB5KqHee3vUvS5ySdiYhbqueul/QDSUslHZf0QET8oX9t5la69r1UHssfHx9vup3GrFixolgf5LUmMprNlv87ki6dFWKLpBcj4mZJL1aPAVxBasMfEQclvX3J02sl7a7u75Z0f8N9Aeizbr/zL4yIU5JU3d7QXEsABqHvx/bb3iypfHA6gIHrdst/2vZiSapuz3R6YUSMRcRIRIx0uS4AfdBt+PdJ2lTd3yTp+WbaATAoteG3/aykn0taZvuE7S9L2i7pPtu/kXRf9RjAFaT2O39EbOhQ+mzDvaCDu+++u1gvnfded13+fisdo7B169bisnXn8x88eLCrnjCFI/yApAg/kBThB5Ii/EBShB9IivADSXHp7iFQd8puXf3s2bMday+//HJXPc1WXW+HDh3qWLv22muLyx49erRYP3bsWLGOMrb8QFKEH0iK8ANJEX4gKcIPJEX4gaQIP5AU4/xDYM2aNcV63Xj4u+++22Q7l2V0dLRYL/Ved8ru9u1cJqKf2PIDSRF+ICnCDyRF+IGkCD+QFOEHkiL8QFKM8w+BuvPW66aqnjdvXsfazp07i8s+9NBDxfqePXuK9ZUrVxbrTLM9vNjyA0kRfiApwg8kRfiBpAg/kBThB5Ii/EBSrhuHtb1L0ucknYmIW6rnnpT0FUkXLxi/NSJ+XLsym0HfLrzwwgvF+qpVqzrWZvHvW6z3uvz4+HjH2rp163pa95w5c4r1rCKi/I9Smc2W/zuSVs/w/H9GxK3Vf7XBBzBcasMfEQclvT2AXgAMUC/f+R+x/Qvbu2xf11hHAAai2/B/S9KnJd0q6ZSkHZ1eaHuz7cO2D3e5LgB90FX4I+J0RLwfERckfVvSHYXXjkXESESMdNskgOZ1FX7bi6c9/LykN5tpB8Cg1J7Sa/tZSfdKmm/7hKRvSLrX9q2SQtJxSV/tY48A+qA2/BGxYYann+lDL+ig7tr4N910U8fasmXLelp33Vj7U089Vaxv27atY21ycrK47GOPPVasP/7448V63eeWHUf4AUkRfiApwg8kRfiBpAg/kBThB5KqPaW30ZVxSm9fPProox1rTz/9dHHZulNyR0bKB2YeOXKkWC+57bbbivVXX321p3Xffvvtl93T1aDJU3oBXIUIP5AU4QeSIvxAUoQfSIrwA0kRfiAppui+CmzZsqVjre44jomJiWL92LFjXfXUhLre58+f33X93LlzXfV0NWHLDyRF+IGkCD+QFOEHkiL8QFKEH0iK8ANJMc5/FViwYEHHWt1Y+fr165tupzF11xqoG6tnLL+MLT+QFOEHkiL8QFKEH0iK8ANJEX4gKcIPJFU7zm97iaQ9khZJuiBpLCK+aft6ST+QtFTScUkPRMQf+tdqXsuXLy/WS2P5g5yX4XKtWLGiWK/rvW6Kb5TNZsv/nqR/jYgVkv5O0tds/42kLZJejIibJb1YPQZwhagNf0Sciogj1f13JE1KulHSWkm7q5ftlnR/v5oE0LzL+s5ve6mkz0h6RdLCiDglTf2BkHRD080B6J9ZH9tv++OS9kr6ekT8se6462nLbZa0ubv2APTLrLb8tj+qqeB/NyLGq6dP215c1RdLOjPTshExFhEjEVGe8RHAQNWG31Ob+GckTUbEzmmlfZI2Vfc3SXq++fYA9MtsdvvvlPRPkt6w/Xr13FZJ2yX90PaXJf1O0hf60yLuueeeYv2aazr/Db9w4ULT7XzA3Llzi/U9e/Z0rK1bt6647JkzM+5M/sXGjRuLdZTVhj8i/kdSpy/4n222HQCDwhF+QFKEH0iK8ANJEX4gKcIPJEX4gaS4dPcVoO7U1tJYft2ydacL1xkdHS3W165d27F29OjR4rJr1qzpqifMDlt+ICnCDyRF+IGkCD+QFOEHkiL8QFKEH0jKg7y0s+3hvY70EKsbiz948GDH2rx584rLlq4FINVfD6Bu+b1793asPfHEE8Vljx07VqxjZhExq2vsseUHkiL8QFKEH0iK8ANJEX4gKcIPJEX4gaQY578KrFq1qmNt//79xWXrpl2rO+d++/btxfrExETH2vnz54vLojuM8wMoIvxAUoQfSIrwA0kRfiApwg8kRfiBpGrH+W0vkbRH0iJJFySNRcQ3bT8p6SuSzlYv3RoRP655L8b5gT6b7Tj/bMK/WNLiiDhi+xOSXpN0v6QHJP0pIp6ebVOEH+i/2Ya/dsaeiDgl6VR1/x3bk5Ju7K09AG27rO/8tpdK+oykV6qnHrH9C9u7bF/XYZnNtg/bPtxTpwAaNetj+21/XNJLkkYjYtz2QknnJIWkf9fUV4N/rnkPdvuBPmvsO78k2f6opB9J+mlE7JyhvlTSjyLilpr3IfxAnzV2Yo+nTvt6RtLk9OBXPwRe9HlJb15ukwDaM5tf+++S9LKkNzQ11CdJWyVtkHSrpnb7j0v6avXjYOm92PIDfdbobn9TCD/Qf5zPD6CI8ANJEX4gKcIPJEX4gaQIP5AU4QeSIvxAUoQfSIrwA0kRfiApwg8kRfiBpAg/kFTtBTwbdk7S/057PL96bhgNa2/D2pdEb91qsre/mu0LB3o+/4dWbh+OiJHWGigY1t6GtS+J3rrVVm/s9gNJEX4gqbbDP9by+kuGtbdh7Uuit2610lur3/kBtKftLT+AlrQSfturbf/K9lu2t7TRQye2j9t+w/brbU8xVk2Ddsb2m9Oeu972Adu/qW5nnCatpd6etP1/1Wf3uu1/bKm3Jbb/2/ak7V/a/pfq+VY/u0JfrXxuA9/ttz1H0q8l3SfphKRDkjZExNGBNtKB7eOSRiKi9TFh238v6U+S9lycDcn2f0h6OyK2V384r4uIfxuS3p7UZc7c3KfeOs0s/SW1+Nk1OeN1E9rY8t8h6a2I+G1E/FnS9yWtbaGPoRcRByW9fcnTayXtru7v1tT/PAPXobehEBGnIuJIdf8dSRdnlm71syv01Yo2wn+jpN9Pe3xCwzXld0j6me3XbG9uu5kZLLw4M1J1e0PL/VyqdubmQbpkZumh+ey6mfG6aW2Ef6bZRIZpyOHOiPhbSWskfa3avcXsfEvSpzU1jdspSTvabKaaWXqvpK9HxB/b7GW6Gfpq5XNrI/wnJC2Z9viTkk620MeMIuJkdXtG0oSmvqYMk9MXJ0mtbs+03M9fRMTpiHg/Ii5I+rZa/OyqmaX3SvpuRIxXT7f+2c3UV1ufWxvhPyTpZtufsv0xSV+UtK+FPj7E9tzqhxjZnitppYZv9uF9kjZV9zdJer7FXj5gWGZu7jSztFr+7IZtxutWDvKphjL+S9IcSbsiYnTgTczA9l9ramsvTZ3x+L02e7P9rKR7NXXW12lJ35D0nKQfSrpJ0u8kfSEiBv7DW4fe7tVlztzcp946zSz9ilr87Jqc8bqRfjjCD8iJI/yApAg/kBThB5Ii/EBShB9IivADSRF+ICnCDyT1/zuzOYWa4hAXAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "\n", "print(\"Actual class of test image:\", test_lbl[177])\n", "plt.imshow(test_img[177].reshape((28,28)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It is obvious that this Learner is not very efficient. In fact, it will guess correctly in only 1135/10000 of the samples, roughly 10%. It is very fast though, so it might have its use as a quick first guess." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Naive-Bayes\n", "\n", "The Naive-Bayes classifier is an improvement over the Plurality Learner. It is much more accurate, but a lot slower." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "7\n" ] } ], "source": [ "# takes ~45 Secs. to execute this\n", "\n", "nBD = NaiveBayesLearner(MNIST_DataSet, continuous=False)\n", "print(nBD(test_img[0]))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### k-Nearest Neighbors\n", "\n", "We will now try to classify a random image from the dataset using the kNN classifier." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "5\n" ] } ], "source": [ "# takes ~20 Secs. to execute this\n", "kNN = NearestNeighborLearner(MNIST_DataSet, k=3)\n", "print(kNN(test_img[211]))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To make sure that the output we got is correct, let's plot that image along with its label." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Actual class of test image: 5\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "\n", "print(\"Actual class of test image:\", test_lbl[211])\n", "plt.imshow(test_img[211].reshape((28,28)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Hurray! We've got it correct. Don't worry if our algorithm predicted a wrong class. With this techinique we have only ~97% accuracy on this dataset." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## MNIST FASHION\n", "\n", "Another dataset in the same format is [MNIST Fashion](https://github.com/zalandoresearch/fashion-mnist/blob/master/README.md). This dataset, instead of digits contains types of apparel (t-shirts, trousers and others). As with the Digits dataset, it is split into training and testing images, with labels from 0 to 9 for each of the ten types of apparel present in the dataset. The below table shows what each label means:\n", "\n", "| Label | Description |\n", "| ----- | ----------- |\n", "| 0 | T-shirt/top |\n", "| 1 | Trouser |\n", "| 2 | Pullover |\n", "| 3 | Dress |\n", "| 4 | Coat |\n", "| 5 | Sandal |\n", "| 6 | Shirt |\n", "| 7 | Sneaker |\n", "| 8 | Bag |\n", "| 9 | Ankle boot |" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Since both the MNIST datasets follow the same format, the code we wrote for loading and visualizing the Digits dataset will work for Fashion too! The only difference is that we have to let the functions know which dataset we're using, with the `fashion` argument. Let's start by loading the training and testing images:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "train_img, train_lbl, test_img, test_lbl = load_MNIST(fashion=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Visualizing Data\n", "\n", "Let's visualize some random images for each class, both for the training and testing sections:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# takes 5-10 seconds to execute this\n", "show_MNIST(train_lbl, train_img, fashion=True)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# takes 5-10 seconds to execute this\n", "show_MNIST(test_lbl, test_img, fashion=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's now see how many times each class appears in the training and testing data:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Average of all images in training dataset.\n", "Apparel 0 : 6000 images.\n", "Apparel 1 : 6000 images.\n", "Apparel 2 : 6000 images.\n", "Apparel 3 : 6000 images.\n", "Apparel 4 : 6000 images.\n", "Apparel 5 : 6000 images.\n", "Apparel 6 : 6000 images.\n", "Apparel 7 : 6000 images.\n", "Apparel 8 : 6000 images.\n", "Apparel 9 : 6000 images.\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Average of all images in testing dataset.\n", "Apparel 0 : 1000 images.\n", "Apparel 1 : 1000 images.\n", "Apparel 2 : 1000 images.\n", "Apparel 3 : 1000 images.\n", "Apparel 4 : 1000 images.\n", "Apparel 5 : 1000 images.\n", "Apparel 6 : 1000 images.\n", "Apparel 7 : 1000 images.\n", "Apparel 8 : 1000 images.\n", "Apparel 9 : 1000 images.\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print(\"Average of all images in training dataset.\")\n", "show_ave_MNIST(train_lbl, train_img, fashion=True)\n", "\n", "print(\"Average of all images in testing dataset.\")\n", "show_ave_MNIST(test_lbl, test_img, fashion=True)" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "Unlike Digits, in Fashion all items appear the same number of times." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Testing\n", "\n", "We will now begin testing our algorithms on Fashion.\n", "\n", "First, we need to convert the dataset into the `learning`-compatible `Dataset` class:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "temp_train_lbl = train_lbl.reshape((60000,1))\n", "training_examples = np.hstack((train_img, temp_train_lbl))" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "# takes ~10 seconds to execute this\n", "MNIST_DataSet = DataSet(examples=training_examples, distance=manhattan_distance)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### K-Nearest Neighbors\n", "\n", "With the dataset in hand, we will first test how the kNN algorithm performs:" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1\n" ] } ], "source": [ "# takes ~20 Secs. to execute this\n", "kNN = NearestNeighborLearner(MNIST_DataSet, k=3)\n", "print(kNN(test_img[211]))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The output is 1, which means the item at index 211 is a trouser. Let's see if the prediction is correct:" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Actual class of test image: 1\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "\n", "print(\"Actual class of test image:\", test_lbl[211])\n", "plt.imshow(test_img[211].reshape((28,28)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Indeed, the item was a trouser! The algorithm classified the item correctly." ] } ], "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": "3.6.5" } }, "nbformat": 4, "nbformat_minor": 2 }