{"id":35397,"date":"2022-05-21T08:29:26","date_gmt":"2022-05-21T08:29:26","guid":{"rendered":"https:\/\/quera.org\/blog\/?p=35397"},"modified":"2023-01-06T18:05:09","modified_gmt":"2023-01-06T14:35:09","slug":"implementing-knn-algorithm-using-python","status":"publish","type":"post","link":"https:\/\/quera.org\/blog\/implementing-knn-algorithm-using-python\/","title":{"rendered":"\u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 k-NN \u0628\u0627 \u067e\u0627\u06cc\u062a\u0648\u0646"},"content":{"rendered":"\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u062a\u0645\u0631\u06cc\u0646\u060c \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u06cc\u0645 \u0628\u0647 \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u06cc \u0628\u0647 \u0646\u0627\u0645 <strong>\u00ab<em>k<\/em> \u0646\u0632\u062f\u06cc\u06a9 \u062a\u0631\u06cc\u0646 \u0647\u0645\u0633\u0627\u06cc\u0647\u00bb <\/strong>\u06cc\u0627 <em><strong>k-NN<\/strong> <\/em>\u0628\u067e\u0631\u062f\u0627\u0632\u06cc\u0645 \u06a9\u0647 \u0627\u0632 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc \u0631\u0627\u06cc\u062c \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0628\u0647 \u062d\u0633\u0627\u0628 \u0645\u06cc\u200c\u0622\u06cc\u062f.<\/p>\n\n\n\n<p>\u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647\u200c\u0627\u06cc \u06a9\u0647 \u062f\u0631 \u0627\u06cc\u0646 \u062a\u0645\u0631\u06cc\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645\u060c <a href=\"https:\/\/en.wikipedia.org\/wiki\/Iris_flower_data_set\" target=\"_blank\" rel=\"noreferrer noopener\">\u0645\u062c\u0645\u0648\u0639\u0647\u200c\u062f\u0627\u062f\u0647\u200c\u06cc \u06af\u0644\u200c\u0647\u0627\u06cc \u0632\u0646\u0628\u0642<\/a> \u0627\u0633\u062a. \u062f\u0631 \u0627\u06cc\u0646 \u0645\u062c\u0645\u0648\u0639\u0647 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\u0631\u0646\u06af\u0627\u0631\u0646\u06af \u0648 \u0632\u0646\u0628\u0642 \u0648\u06cc\u0631\u062c\u06cc\u0646\u06cc\u0627\u060c \u0628\u0647\u200c\u062a\u0631\u062a\u06cc\u0628 \u0628\u0627 \u0634\u0646\u0627\u0633\u0647\u200c\u0647\u0627\u06cc 0\u060c 1 \u0648 2 \u0646\u0645\u0627\u06cc\u0634 \u0645\u06cc\u200c\u062f\u0647\u06cc\u0645.<\/p>\n\n\n\n<p>\u062d\u0627\u0644 \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u06cc\u0645 \u06cc\u06a9 \u062f\u0633\u062a\u0647\u200c\u0628\u0646\u062f \u0628\u0633\u0627\u0632\u06cc\u0645 \u06a9\u0647 \u067e\u0633 \u0627\u0632 \u062f\u06cc\u062f\u0646 \u0646\u0645\u0648\u0646\u0647\u200c\u0647\u0627\u06cc\u06cc \u0627\u0632 \u0645\u0634\u062e\u0635\u0627\u062a \u06af\u0644\u200c\u0647\u0627 \u0648 \u0646\u0648\u0639\u0634\u0627\u0646 (\u06a9\u0647 \u0622\u0646\u200c\u0647\u0627 \u0631\u0627 <em>\u0646\u0645\u0648\u0646\u0647\u200c\u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634<\/em> \u0645\u06cc\u200c\u0646\u0627\u0645\u06cc\u0645)\u060c 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\u0647\u0645 \u0642\u0631\u0627\u0631 \u0645\u06cc\u200c\u06af\u06cc\u0631\u0646\u062f. \u062d\u0627\u0644 \u0627\u06af\u0631 \u06cc\u06a9 \u06af\u0644 \u062c\u062f\u06cc\u062f \u0628\u0628\u06cc\u0646\u06cc\u0645\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u06af\u0644\u200c\u0647\u0627\u06cc \u0646\u0632\u062f\u06cc\u06a9 \u0628\u0647 \u0622\u0646 \u062f\u0631 \u0627\u06cc\u0646 \u0641\u0636\u0627 \u0631\u0627 \u067e\u06cc\u062f\u0627 \u06a9\u0646\u06cc\u0645 \u0648 \u0646\u0648\u0639\u06cc \u06a9\u0647 \u0628\u06cc\u0634\u062a\u0631 \u062a\u06a9\u0631\u0627\u0631 \u0645\u06cc\u200c\u0634\u0648\u062f \u0631\u0627 \u0628\u0647\u200c\u0639\u0646\u0648\u0627\u0646 \u0646\u0648\u0639 \u06af\u0644 \u062c\u062f\u06cc\u062f \u0645\u0639\u0631\u0641\u06cc \u06a9\u0646\u06cc\u0645.<\/p>\n\n\n\n<p>\u0627\u06cc\u0646 \u0627\u06cc\u062f\u0647\u200c\u06cc \u0633\u0627\u062f\u0647\u060c \u0645\u0628\u0646\u0627\u06cc \u062f\u0633\u062a\u0647\u200c\u0628\u0646\u062f \u00ab<strong><em>k<\/em> \u0646\u0632\u062f\u06cc\u06a9\u200c\u062a\u0631\u06cc\u0646 \u0647\u0645\u0633\u0627\u06cc\u0647<\/strong>\u00bb \u06cc\u0627 <em><strong>k-NN<\/strong><\/em> \u0627\u0633\u062a. \u0627\u06cc\u0646 \u062f\u0633\u062a\u0647\u200c\u0628\u0646\u062f\u060c \u06cc\u06a9 \u0639\u062f\u062f \u062b\u0627\u0628\u062a <em>k<\/em> \u0631\u0627 \u062f\u0631 \u0646\u0638\u0631 \u0645\u06cc\u200c\u06af\u06cc\u0631\u062f \u0648 \u0628\u0647 \u0627\u0632\u0627\u06cc \u0647\u0631 \u0646\u0642\u0637\u0647 \u062c\u062f\u06cc\u062f\u060c <em>k<\/em> \u062a\u0627 \u0646\u0632\u062f\u06cc\u06a9\u200c\u062a\u0631\u06cc\u0646 \u0646\u0642\u0637\u0647 \u0628\u0647 \u0622\u0646 \u0631\u0627 \u067e\u06cc\u062f\u0627 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u062f\u0631 \u0628\u06cc\u0646 \u0622\u0646\u200c\u0647\u0627 \u0628\u0631\u0686\u0633\u0628\u06cc \u06a9\u0647 \u0628\u06cc\u0634\u062a\u0631\u06cc\u0646 \u062a\u06a9\u0631\u0627\u0631 \u0631\u0627 \u062f\u0627\u0634\u062a\u0647 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class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 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href=\"https:\/\/quera.org\/blog\/implementing-knn-algorithm-using-python\/#%D9%BE%DB%8C%D8%AF%D8%A7_%DA%A9%D8%B1%D8%AF%D9%86_k_%D9%86%D8%B2%D8%AF%DB%8C%DA%A9%E2%80%8C%D8%AA%D8%B1%DB%8C%D9%86_%D9%87%D9%85%D8%B3%D8%A7%DB%8C%D9%87_k-NN\" >\u067e\u06cc\u062f\u0627 \u06a9\u0631\u062f\u0646&nbsp;k \u0646\u0632\u062f\u06cc\u06a9\u200c\u062a\u0631\u06cc\u0646 \u0647\u0645\u0633\u0627\u06cc\u0647 (k-NN)<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/quera.org\/blog\/implementing-knn-algorithm-using-python\/#%D9%BE%DB%8C%D8%AF%D8%A7_%DA%A9%D8%B1%D8%AF%D9%86_%D9%86%D9%88%D8%B9_k_%D9%86%D8%B2%D8%AF%DB%8C%DA%A9%E2%80%8C%D8%AA%D8%B1%DB%8C%D9%86_%D9%87%D9%85%D8%B3%D8%A7%DB%8C%D9%87\" >\u067e\u06cc\u062f\u0627 \u06a9\u0631\u062f\u0646 \u0646\u0648\u0639&nbsp;k \u0646\u0632\u062f\u06cc\u06a9\u200c\u062a\u0631\u06cc\u0646 \u0647\u0645\u0633\u0627\u06cc\u0647<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/quera.org\/blog\/implementing-knn-algorithm-using-python\/#%D8%AA%D8%B9%DB%8C%DB%8C%D9%86_%D9%86%D9%88%D8%B9_%DA%AF%D9%84%E2%80%8C%D9%87%D8%A7\" >\u062a\u0639\u06cc\u06cc\u0646 \u0646\u0648\u0639 \u06af\u0644\u200c\u0647\u0627<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\" style=\"font-size:18px\"><span class=\"ez-toc-section\" id=\"%D9%85%D8%B4%D8%AE%D8%B5%D8%A7%D8%AA_%D8%AF%D8%A7%D8%AF%D9%87\"><\/span>\u0645\u0634\u062e\u0635\u0627\u062a \u062f\u0627\u062f\u0647<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u0645\u0634\u062e\u0635\u0627\u062a \u0648 \u0646\u0648\u0639 \u06af\u0644\u200c\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645\u060c \u0628\u0647\u200c\u062a\u0631\u062a\u06cc\u0628 \u062f\u0631 \u0622\u0631\u0627\u06cc\u0647\u200c\u0647\u0627\u06cc <code>irises<\/code> \u0648 <code>types<\/code> \u0642\u0631\u0627\u0631 \u062f\u0627\u0631\u0646\u062f \u0648 \u0645\u0634\u062e\u0635\u0627\u062a \u06af\u0644\u200c\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0646\u0648\u0639\u200c\u0634\u0627\u0646 \u0631\u0627 \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u06cc\u0645 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u06a9\u0646\u06cc\u0645\u060c \u062f\u0631 \u0622\u0631\u0627\u06cc\u0647 <code>new_irises<\/code> \u0642\u0631\u0627\u0631 \u062f\u0627\u0631\u062f. \u062f\u0631 \u062c\u062f\u0648\u0644 \u0632\u06cc\u0631\u060c \u0627\u0628\u0639\u0627\u062f \u062f\u0642\u06cc\u0642 \u0648 \u062a\u0648\u0636\u06cc\u062d\u0627\u062a \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u0622\u0631\u0627\u06cc\u0647\u200c\u0647\u0627 \u0622\u0645\u062f\u0647\u200c\u0627\u0646\u062f. \u062f\u0631 \u0627\u062f\u0627\u0645\u0647 \u062a\u0639\u062f\u0627\u062f \u0646\u0645\u0648\u0646\u0647\u200c\u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0631\u0627 <code>n<\/code>\u060c \u062a\u0639\u062f\u0627\u062f \u0646\u0645\u0648\u0646\u0647\u200c\u0647\u0627\u06cc \u0622\u0632\u0645\u0648\u0646 \u0631\u0627 <code>m<\/code> \u0648 \u062a\u0639\u062f\u0627\u062f \u0628\u064f\u0639\u062f\u0647\u0627\u06cc \u0647\u0631 \u0646\u0645\u0648\u0646\u0647 \u0631\u0627 <code>s<\/code> \u0645\u06cc\u200c\u0646\u0627\u0645\u06cc\u0645.<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table><tbody><tr><td class=\"has-text-align-center\" data-align=\"center\">\u0622\u0631\u0627\u06cc\u0647<\/td><td class=\"has-text-align-center\" data-align=\"center\">\u0627\u0628\u0639\u0627\u062f<\/td><td class=\"has-text-align-center\" data-align=\"center\">\u062a\u0648\u0636\u06cc\u062d<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">irises<\/td><td class=\"has-text-align-center\" data-align=\"center\"><code>(4 ,120) = (n, s)<\/code><\/td><td class=\"has-text-align-center\" data-align=\"center\">\u0633\u0637\u0631 <code>irises[i]<\/code> \u0634\u0627\u0645\u0644 <code>s=4<\/code> \u0639\u062f\u062f \u062d\u0642\u06cc\u0642\u06cc \u0627\u0633\u062a \u06a9\u0647<br>\u0645\u0634\u062e\u0635\u0627\u062a \u06cc\u06a9 \u06af\u0644 \u0632\u0646\u0628\u0642 \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f.<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">types<\/td><td class=\"has-text-align-center\" data-align=\"center\"><code><code>( ,120) = ( ,n)<\/code><\/code><\/td><td class=\"has-text-align-center\" data-align=\"center\">\u062e\u0627\u0646\u0647 <code>types[i]<\/code> \u0628\u0631\u0627\u0628\u0631 \u0628\u0627 0\u060c 1 \u06cc\u0627 2 \u0627\u0633\u062a \u0648 \u0634\u0646\u0627\u0633\u0647 \u0646\u0648\u0639 \u06af\u0644 \u0632\u0646\u0628\u0642<br>\u0628\u0627 \u0645\u0634\u062e\u0635\u0627\u062a <code>irises[i]<\/code> \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f.<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">new_irises<\/td><td class=\"has-text-align-center\" data-align=\"center\"><code><code>(4 ,30) = (m, s)<\/code><\/code><\/td><td class=\"has-text-align-center\" data-align=\"center\">\u0633\u0637\u0631 <code>new_irises[i]<\/code> \u0634\u0627\u0645\u0644 <code>s=4<\/code> \u0639\u062f\u062f \u062d\u0642\u06cc\u0642\u06cc \u0627\u0633\u062a \u06a9\u0647<br>\u0645\u0634\u062e\u0635\u0627\u062a \u06cc\u06a9 \u06af\u0644 \u0632\u0646\u0628\u0642 \u062c\u062f\u06cc\u062f \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f.<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u0628\u0647 \u06a9\u0645\u06a9 \u06a9\u062f \u0632\u06cc\u0631 \u0648 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc <a href=\"https:\/\/quera.org\/blog\/numpy-tricks\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u0646\u0627\u0645\u067e\u0627\u06cc<\/a> \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0646\u0633\u0628\u062a \u0628\u0647 \u062e\u0648\u0627\u0646\u0634 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647\u200c\u06cc \u062e\u0648\u062f \u0627\u0642\u062f\u0627\u0645 \u06a9\u0646\u06cc\u0645.<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code lang=\"python\" class=\"language-python line-numbers\">import numpy as np\nirises = np.load('irises.npy')\ntypes = np.load('types.npy')\nnew_irises = np.load('new_irises.npy')\nn, m = len(irises), len(new_irises)<\/code><\/pre>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p> \u0641\u0627\u06cc\u0644\u200c\u0647\u0627\u06cc \u0645\u062c\u0645\u0648\u0639\u0647\u200c\u062f\u0627\u062f\u0647 \u0631\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0632 <a href=\"https:\/\/quera.org\/blog\/wp-content\/uploads\/2022\/05\/irises_data.zip\" target=\"_blank\" rel=\"noreferrer noopener\">\u0627\u06cc\u0646 \u0644\u06cc\u0646\u06a9<\/a> \u062f\u0631\u06cc\u0627\u0641\u062a \u06a9\u0646\u06cc\u062f.<\/p>\n<\/blockquote>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" style=\"font-size:18px\"><span class=\"ez-toc-section\" id=\"%D9%85%D8%AD%D8%A7%D8%B3%D8%A8%D9%87_%D9%81%D8%A7%D8%B5%D9%84%D9%87%E2%80%8C%D9%87%D8%A7\"><\/span>\u0645\u062d\u0627\u0633\u0628\u0647 \u0641\u0627\u0635\u0644\u0647\u200c\u0647\u0627<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u0628\u0631\u0627\u06cc \u062a\u0639\u06cc\u06cc\u0646 \u0646\u0648\u0639 \u0647\u0631 \u06a9\u062f\u0627\u0645 \u0627\u0632 \u06af\u0644\u200c\u0647\u0627\u06cc \u0632\u0646\u0628\u0642 \u0622\u0631\u0627\u06cc\u0647\u200c\u06cc&nbsp;<code>new_irises<\/code>&nbsp;\u0628\u0627 \u0631\u0648\u0634 <em>k-NN<\/em>\u060c \u0628\u0627\u06cc\u062f \u0641\u0627\u0635\u0644\u0647\u200c\u06cc \u0622\u0646 \u0631\u0627 \u0628\u0627 \u062a\u06a9\u200c\u200d\u062a\u06a9 \u06af\u0644\u200c\u0647\u0627\u06cc \u0622\u0631\u0627\u06cc\u0647\u200c\u06cc&nbsp;<code>irises<\/code>&nbsp;\u0645\u062d\u0627\u0633\u0628\u0647 \u06a9\u0646\u06cc\u0645. \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u062f\u0631 \u06af\u0627\u0645 \u0627\u0648\u0644 \u0628\u0627\u06cc\u062f \u0622\u0631\u0627\u06cc\u0647\u200c\u06cc&nbsp;<code>d<\/code>&nbsp;\u0628\u0627 \u0627\u0628\u0639\u0627\u062f <code>(m, n)<\/code> \u0631\u0627 \u0645\u0642\u062f\u0627\u0631\u062f\u0647\u06cc \u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u062f\u0631 \u062e\u0627\u0646\u0647&nbsp;<code>d[i, j]<\/code>&nbsp;\u0645\u062c\u0630\u0648\u0631 \u0641\u0627\u0635\u0644\u0647 \u0646\u0642\u0637\u0647 \u0645\u062a\u0646\u0627\u0638\u0631 \u0628\u0627&nbsp;<code>new_irises[i]<\/code>&nbsp;\u0648 \u0646\u0642\u0637\u0647 \u0645\u062a\u0646\u0627\u0638\u0631 \u0628\u0627&nbsp;<code>irises[j]<\/code>&nbsp;\u0642\u0631\u0627\u0631 \u0645\u06cc\u200c\u06af\u06cc\u0631\u062f.<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code lang=\"python\" class=\"language-python line-numbers\">def calc_two_loops(new_points, points):\n    m, n = len(new_points), len(points)\n    d = np.zeros((m, n))\n    for i in range(m):\n        for j in range(n):\n            d[i, j] = np.sum(np.square(new_points[i] - points[j]))\n    return d<\/code><\/pre>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" style=\"font-size:18px\"><span class=\"ez-toc-section\" id=\"%D9%BE%DB%8C%D8%AF%D8%A7_%DA%A9%D8%B1%D8%AF%D9%86_k_%D9%86%D8%B2%D8%AF%DB%8C%DA%A9%E2%80%8C%D8%AA%D8%B1%DB%8C%D9%86_%D9%87%D9%85%D8%B3%D8%A7%DB%8C%D9%87_k-NN\"><\/span>\u067e\u06cc\u062f\u0627 \u06a9\u0631\u062f\u0646&nbsp;<em>k<\/em> \u0646\u0632\u062f\u06cc\u06a9\u200c\u062a\u0631\u06cc\u0646 \u0647\u0645\u0633\u0627\u06cc\u0647 <em>(k-NN)<\/em><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u067e\u0633 \u0627\u0632 \u0628\u0647 \u062f\u0633\u062a \u0622\u0648\u0631\u062f\u0646 \u0622\u0631\u0627\u06cc\u0647 \u0645\u062c\u0630\u0648\u0631 \u0641\u0627\u0635\u0644\u0647\u200c\u0647\u0627\u060c \u062f\u0631 \u0627\u06cc\u0646 \u0628\u062e\u0634 \u0628\u0627\u06cc\u062f \u0622\u0631\u0627\u06cc\u0647&nbsp;<code>k_nearest<\/code>&nbsp;\u0628\u0627 \u0627\u0628\u0639\u0627\u062f&nbsp;<code>(m, k)<\/code>&nbsp;\u0631\u0627 \u0628\u0633\u0627\u0632\u06cc\u0645 \u06a9\u0647 \u062f\u0631 \u0622\u0646&nbsp;<code>k_nearest[i]<\/code>&nbsp;\u0634\u0627\u0645\u0644 \u0634\u0645\u0627\u0631\u0647&nbsp;<em>k<\/em> \u062a\u0627 \u0646\u0632\u062f\u06cc\u06a9\u200c\u062a\u0631\u06cc\u0646 \u06af\u0644 \u0628\u0647 \u06af\u0644\u0650&nbsp;<code>new_irises[i]<\/code>&nbsp;\u062f\u0631 \u0622\u0631\u0627\u06cc\u0647&nbsp;<code>irises<\/code>&nbsp;\u0627\u0633\u062a (\u0639\u062f\u062f&nbsp;<code>j<\/code>&nbsp;\u0634\u0645\u0627\u0631\u0647 \u06af\u0644&nbsp;<code>irises[j]<\/code>&nbsp;\u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f).<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code lang=\"python\" class=\"language-python line-numbers\">k = 10\nk_nearest = np.argpartition(d, k, axis=1)[:, :k]\nk_nearest<\/code><\/pre>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" style=\"font-size:18px\"><span class=\"ez-toc-section\" id=\"%D9%BE%DB%8C%D8%AF%D8%A7_%DA%A9%D8%B1%D8%AF%D9%86_%D9%86%D9%88%D8%B9_k_%D9%86%D8%B2%D8%AF%DB%8C%DA%A9%E2%80%8C%D8%AA%D8%B1%DB%8C%D9%86_%D9%87%D9%85%D8%B3%D8%A7%DB%8C%D9%87\"><\/span>\u067e\u06cc\u062f\u0627 \u06a9\u0631\u062f\u0646 \u0646\u0648\u0639&nbsp;<em>k<\/em> \u0646\u0632\u062f\u06cc\u06a9\u200c\u062a\u0631\u06cc\u0646 \u0647\u0645\u0633\u0627\u06cc\u0647<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u062f\u0631 \u0627\u0646\u062a\u0647\u0627\u060c \u0628\u0627\u06cc\u062f \u0622\u0631\u0627\u06cc\u0647&nbsp;<code>k_nearest_types<\/code>&nbsp;\u0628\u0627 \u0627\u0628\u0639\u0627\u062f&nbsp;<code>(m, k)<\/code>&nbsp;\u0631\u0627 \u0628\u0633\u0627\u0632\u06cc\u0645 \u06a9\u0647 \u062f\u0631 \u0622\u0646&nbsp;<code>k_nearest_types[i]<\/code>&nbsp;\u0634\u0646\u0627\u0633\u0647 \u0646\u0648\u0639&nbsp;<em>k<\/em> \u062a\u0627 \u0646\u0632\u062f\u06cc\u06a9\u200c\u062a\u0631\u06cc\u0646 \u06af\u0644 \u0628\u0647 \u06af\u0644\u0650&nbsp;<code>new_irises[i]<\/code>&nbsp;\u062f\u0631 \u0622\u0631\u0627\u06cc\u0647&nbsp;<code>irises<\/code>&nbsp;\u0631\u0627 \u0634\u0627\u0645\u0644 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code lang=\"python\" class=\"language-python line-numbers\">k_nearest_types = types[k_nearest]<\/code><\/pre>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" style=\"font-size:18px\"><span class=\"ez-toc-section\" id=\"%D8%AA%D8%B9%DB%8C%DB%8C%D9%86_%D9%86%D9%88%D8%B9_%DA%AF%D9%84%E2%80%8C%D9%87%D8%A7\"><\/span>\u062a\u0639\u06cc\u06cc\u0646 \u0646\u0648\u0639 \u06af\u0644\u200c\u0647\u0627<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0628\u062e\u0634\u060c \u06a9\u062f\u0647\u0627\u06cc \u0632\u06cc\u0631 \u0631\u0627 \u0627\u062c\u0631\u0627 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645 \u062a\u0627 \u0622\u0631\u0627\u06cc\u0647&nbsp;<code>predicted_types<\/code>&nbsp;\u0628\u0647 \u0637\u0648\u0644&nbsp;<code>m<\/code> \u0633\u0627\u062e\u062a\u0647\u200c\u0634\u0648\u062f \u06a9\u0647&nbsp;<code>predicted_types[i]<\/code>&nbsp;\u0634\u0646\u0627\u0633\u0647 \u0646\u0648\u0639 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u0634\u062f\u0647 \u0628\u0631\u0627\u06cc&nbsp;<code>new_irises[i]<\/code>&nbsp;\u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f \u0648 \u0628\u0631\u0627\u0628\u0631 \u0628\u0627 \u067e\u0631\u062a\u06a9\u0631\u0627\u0631\u062a\u0631\u06cc\u0646 \u0634\u0646\u0627\u0633\u0647 \u0646\u0648\u0639 \u062f\u0631 \u0633\u0637\u0631&nbsp;<code>k_nearest_types[i]<\/code>&nbsp;\u0627\u0633\u062a.<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code lang=\"python\" class=\"language-python line-numbers\">from scipy import stats\npredicted_types = stats.mode(k_nearest_types, axis=1).mode.reshape(m)<\/code><\/pre>\n\n\n\n<p>\u067e\u0633 \u0627\u0632 \u0622\u0646 \u0622\u0631\u0627\u06cc\u0647&nbsp;<code>new_types<\/code>&nbsp;\u0628\u0647 \u0637\u0648\u0644&nbsp;<code>m<\/code> \u0631\u0627 \u0628\u0627\u0631\u06af\u06cc\u0631\u06cc \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u062f\u0631 \u0622\u0646&nbsp;<code>new_types[i]<\/code>&nbsp;\u062c\u0648\u0627\u0628 \u062f\u0631\u0633\u062a \u0628\u0631\u0627\u06cc \u06af\u0644&nbsp;<code>new_irises[i]<\/code>&nbsp;\u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f. \u062d\u0627\u0644 \u062f\u0631 \u06cc\u06a9 \u062e\u0637\u060c \u06a9\u062f\u06cc \u0645\u06cc\u200c\u0646\u0648\u06cc\u0633\u06cc\u0645 \u06a9\u0647 \u062f\u0642\u062a \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc\u200c\u0645\u0627\u0646 \u0631\u0627 \u06a9\u0647 \u0628\u0631\u0627\u0628\u0631 \u0628\u0627 \u062a\u0639\u062f\u0627\u062f \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc\u200c\u0647\u0627\u06cc \u062f\u0631\u0633\u062a \u062a\u0642\u0633\u06cc\u0645 \u0628\u0631 \u06a9\u0644 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc\u200c\u0647\u0627\u0633\u062a\u060c \u0646\u0645\u0627\u06cc\u0634 \u062f\u0647\u062f.<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code lang=\"python\" class=\"language-python line-numbers\">new_types = np.load('new_types.npy')\naccuracy = np.sum(new_types == predicted_types) \/ m\nprint('Accuracy:', accuracy)<\/code><\/pre>\n\n\n\n<div style=\"height:35px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u062f\u0631 \u0627\u06cc\u0646 \u062a\u0645\u0631\u06cc\u0646\u060c \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u06cc\u0645 \u0628\u0647 \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u06cc \u0628\u0647 \u0646\u0627\u0645 \u00abk \u0646\u0632\u062f\u06cc\u06a9 \u062a\u0631\u06cc\u0646 \u0647\u0645\u0633\u0627\u06cc\u0647\u00bb \u06cc\u0627 k-NN \u0628\u067e\u0631\u062f\u0627\u0632\u06cc\u0645 \u06a9\u0647 \u0627\u0632 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc \u0631\u0627\u06cc\u062c&#8230;<\/p>\n","protected":false},"author":21,"featured_media":35763,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[48,46,80,298],"tags":[],"class_list":["post-35397","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-technology","category-developer","category-ai-data-analysis","category-plus"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.0 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>\u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 k-NN \u0628\u0627 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