**Solution by [Yury Kashnitsky](https://www.kaggle.com/kashnitsky) (@yorko)**\n",
"\n",
"*Complete and hand in this completed worksheet (including its outputs and any supporting code outside of the worksheet) with your assignment submission. For more details see the [assignments page](http://vision.stanford.edu/teaching/cs231n/assignments.html) on the course website.*\n",
"\n",
"The kNN classifier consists of two stages:\n",
"\n",
"- During training, the classifier takes the training data and simply remembers it\n",
"- During testing, kNN classifies every test image by comparing to all training images and transfering the labels of the k most similar training examples\n",
"- The value of k is cross-validated\n",
"\n",
"In this exercise you will implement these steps and understand the basic Image Classification pipeline, cross-validation, and gain proficiency in writing efficient, vectorized code."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"tags": [
"pdf-ignore"
]
},
"outputs": [],
"source": [
"# Run some setup code for this notebook.\n",
"\n",
"import random\n",
"import numpy as np\n",
"from cs231n.data_utils import load_CIFAR10\n",
"from tqdm import tqdm_notebook\n",
"import matplotlib.pyplot as plt\n",
"\n",
"# This is a bit of magic to make matplotlib figures appear inline in the notebook\n",
"# rather than in a new window.\n",
"%matplotlib inline\n",
"plt.rcParams['figure.figsize'] = (10.0, 8.0) # set default size of plots\n",
"plt.rcParams['image.interpolation'] = 'nearest'\n",
"plt.rcParams['image.cmap'] = 'gray'\n",
"\n",
"# Some more magic so that the notebook will reload external python modules;\n",
"# see http://stackoverflow.com/questions/1907993/autoreload-of-modules-in-ipython\n",
"%load_ext autoreload\n",
"%autoreload 2"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"tags": [
"pdf-ignore"
]
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Training data shape: (50000, 32, 32, 3)\n",
"Training labels shape: (50000,)\n",
"Test data shape: (10000, 32, 32, 3)\n",
"Test labels shape: (10000,)\n"
]
}
],
"source": [
"# Load the raw CIFAR-10 data.\n",
"cifar10_dir = '../cs231n/datasets/cifar-10-batches-py'\n",
"\n",
"# Cleaning up variables to prevent loading data multiple times (which may cause memory issue)\n",
"try:\n",
" del X_train, y_train\n",
" del X_test, y_test\n",
" print('Clear previously loaded data.')\n",
"except:\n",
" pass\n",
"\n",
"X_train, y_train, X_test, y_test = load_CIFAR10(cifar10_dir)\n",
"\n",
"# As a sanity check, we print out the size of the training and test data.\n",
"print('Training data shape: ', X_train.shape)\n",
"print('Training labels shape: ', y_train.shape)\n",
"print('Test data shape: ', X_test.shape)\n",
"print('Test labels shape: ', y_test.shape)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"tags": [
"pdf-ignore"
]
},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"