{"id":15836,"date":"2024-01-17T18:45:18","date_gmt":"2024-01-17T15:15:18","guid":{"rendered":"https:\/\/rasanegar.com\/blog\/%d8%b1%d9%85%d8%b2%da%af%d8%b0%d8%a7%d8%b1%db%8c-%d8%aa%da%a9-%d8%af%d8%a7%d8%ba-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%a7-%d9%be%d8%a7%d9%86%d8%af%d8%a7%d9%87%d8%a7-%d9%88-scikit\/"},"modified":"2024-01-17T18:45:18","modified_gmt":"2024-01-17T15:15:18","slug":"%d8%b1%d9%85%d8%b2%da%af%d8%b0%d8%a7%d8%b1%db%8c-%d8%aa%da%a9-%d8%af%d8%a7%d8%ba-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%a7-%d9%be%d8%a7%d9%86%d8%af%d8%a7%d9%87%d8%a7-%d9%88-scikit","status":"publish","type":"post","link":"https:\/\/rasanegaar.com\/blog\/%d8%b1%d9%85%d8%b2%da%af%d8%b0%d8%a7%d8%b1%db%8c-%d8%aa%da%a9-%d8%af%d8%a7%d8%ba-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%a7-%d9%be%d8%a7%d9%86%d8%af%d8%a7%d9%87%d8%a7-%d9%88-scikit\/","title":{"rendered":"\u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc \u062a\u06a9 \u062f\u0627\u063a \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0627 \u067e\u0627\u0646\u062f\u0627\u0647\u0627 \u0648 Scikit-Learn"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_85 counter-hierarchy ez-toc-counter ez-toc-custom ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\"><p class=\"ez-toc-title\" style=\"cursor:inherit\">\u0633\u0631\u0641\u0635\u0644\u0647\u0627\u06cc \u0645\u0637\u0644\u0628<\/p>\n<\/div><nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%b1%d9%85%d8%b2%da%af%d8%b0%d8%a7%d8%b1%db%8c-%d8%aa%da%a9-%d8%af%d8%a7%d8%ba-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%a7-%d9%be%d8%a7%d9%86%d8%af%d8%a7%d9%87%d8%a7-%d9%88-scikit\/#%d9%85%d8%b9%d8%b1%d9%81%db%8c\" >\u0645\u0639\u0631\u0641\u06cc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%b1%d9%85%d8%b2%da%af%d8%b0%d8%a7%d8%b1%db%8c-%d8%aa%da%a9-%d8%af%d8%a7%d8%ba-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%a7-%d9%be%d8%a7%d9%86%d8%af%d8%a7%d9%87%d8%a7-%d9%88-scikit\/#%d8%b1%d9%85%d8%b2%da%af%d8%b0%d8%a7%d8%b1%db%8c_%d8%aa%da%a9_%d8%af%d8%a7%d8%ba_%da%86%db%8c%d8%b3%d8%aa%d8%9f\" >\u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc \u062a\u06a9 \u062f\u0627\u063a \u0686\u06cc\u0633\u062a\u061f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%b1%d9%85%d8%b2%da%af%d8%b0%d8%a7%d8%b1%db%8c-%d8%aa%da%a9-%d8%af%d8%a7%d8%ba-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%a7-%d9%be%d8%a7%d9%86%d8%af%d8%a7%d9%87%d8%a7-%d9%88-scikit\/#%d9%be%db%8c%d8%a7%d8%af%d9%87_%d8%b3%d8%a7%d8%b2%db%8c\" >\u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%b1%d9%85%d8%b2%da%af%d8%b0%d8%a7%d8%b1%db%8c-%d8%aa%da%a9-%d8%af%d8%a7%d8%ba-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%a7-%d9%be%d8%a7%d9%86%d8%af%d8%a7%d9%87%d8%a7-%d9%88-scikit\/#%d9%be%d8%a7%d9%86%d8%af%d8%a7%d9%87%d8%a7\" >\u067e\u0627\u0646\u062f\u0627\u0647\u0627<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%b1%d9%85%d8%b2%da%af%d8%b0%d8%a7%d8%b1%db%8c-%d8%aa%da%a9-%d8%af%d8%a7%d8%ba-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%a7-%d9%be%d8%a7%d9%86%d8%af%d8%a7%d9%87%d8%a7-%d9%88-scikit\/#scikit-learn\" >Scikit-Learn<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%b1%d9%85%d8%b2%da%af%d8%b0%d8%a7%d8%b1%db%8c-%d8%aa%da%a9-%d8%af%d8%a7%d8%ba-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%a7-%d9%be%d8%a7%d9%86%d8%af%d8%a7%d9%87%d8%a7-%d9%88-scikit\/#%da%a9%d8%a7%d8%b1%d8%a8%d8%b1%d8%af%d9%87%d8%a7%db%8c_%d8%b1%d9%85%d8%b2%da%af%d8%b0%d8%a7%d8%b1%db%8c_%d8%aa%da%a9_%d8%af%d8%a7%d8%ba\" >\u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc \u062a\u06a9 \u062f\u0627\u063a<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%b1%d9%85%d8%b2%da%af%d8%b0%d8%a7%d8%b1%db%8c-%d8%aa%da%a9-%d8%af%d8%a7%d8%ba-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%a7-%d9%be%d8%a7%d9%86%d8%af%d8%a7%d9%87%d8%a7-%d9%88-scikit\/#%d9%81%d8%b1%d8%a7%da%af%db%8c%d8%b1%db%8c_%d9%85%d8%a7%d8%b4%db%8c%d9%86\" >\u0641\u0631\u0627\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%b1%d9%85%d8%b2%da%af%d8%b0%d8%a7%d8%b1%db%8c-%d8%aa%da%a9-%d8%af%d8%a7%d8%ba-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%a7-%d9%be%d8%a7%d9%86%d8%af%d8%a7%d9%87%d8%a7-%d9%88-scikit\/#%d8%b7%d8%b1%d8%a7%d8%ad%db%8c_%d9%85%d8%af%d8%a7%d8%b1_%d8%af%db%8c%d8%ac%db%8c%d8%aa%d8%a7%d9%84\" >\u0637\u0631\u0627\u062d\u06cc \u0645\u062f\u0627\u0631 \u062f\u06cc\u062c\u06cc\u062a\u0627\u0644<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%b1%d9%85%d8%b2%da%af%d8%b0%d8%a7%d8%b1%db%8c-%d8%aa%da%a9-%d8%af%d8%a7%d8%ba-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%a7-%d9%be%d8%a7%d9%86%d8%af%d8%a7%d9%87%d8%a7-%d9%88-scikit\/#%d9%85%d8%b2%d8%a7%db%8c%d8%a7_%d9%88_%d9%85%d8%b9%d8%a7%db%8c%d8%a8_%d8%b1%d9%85%d8%b2%da%af%d8%b0%d8%a7%d8%b1%db%8c_one-hot\" >\u0645\u0632\u0627\u06cc\u0627 \u0648 \u0645\u0639\u0627\u06cc\u0628 \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc One-hot<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%b1%d9%85%d8%b2%da%af%d8%b0%d8%a7%d8%b1%db%8c-%d8%aa%da%a9-%d8%af%d8%a7%d8%ba-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%a7-%d9%be%d8%a7%d9%86%d8%af%d8%a7%d9%87%d8%a7-%d9%88-scikit\/#%d9%85%d8%b2%d8%a7%db%8c%d8%a7%db%8c\" >\u0645\u0632\u0627\u06cc\u0627\u06cc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%b1%d9%85%d8%b2%da%af%d8%b0%d8%a7%d8%b1%db%8c-%d8%aa%da%a9-%d8%af%d8%a7%d8%ba-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%a7-%d9%be%d8%a7%d9%86%d8%af%d8%a7%d9%87%d8%a7-%d9%88-scikit\/#%d9%85%d8%b9%d8%a7%db%8c%d8%a8\" >\u0645\u0639\u0627\u06cc\u0628<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%b1%d9%85%d8%b2%da%af%d8%b0%d8%a7%d8%b1%db%8c-%d8%aa%da%a9-%d8%af%d8%a7%d8%ba-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%a7-%d9%be%d8%a7%d9%86%d8%af%d8%a7%d9%87%d8%a7-%d9%88-scikit\/#%d9%86%d8%aa%db%8c%d8%ac%d9%87\" >\u0646\u062a\u06cc\u062c\u0647<\/a><\/li><\/ul><\/nav><\/div>\n<span class=\"span-reading-time rt-reading-time\" style=\"display: block;\"><span class=\"rt-label rt-prefix\">\u0632\u0645\u0627\u0646 \u0644\u0627\u0632\u0645 \u0628\u0631\u0627\u06cc \u0645\u0637\u0627\u0644\u0639\u0647: <\/span> <span class=\"rt-time\"> 8<\/span> <span class=\"rt-label rt-postfix\">\u062f\u0642\u06cc\u0642\u0647<\/span><\/span><p> <br \/>\n<\/p>\n<div><noscript><\/noscript><\/p>\n<h2 id=\"introduction\"><span class=\"ez-toc-section\" id=\"%d9%85%d8%b9%d8%b1%d9%81%db%8c\"><\/span>\u0645\u0639\u0631\u0641\u06cc<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062f\u0631 \u0639\u0644\u0648\u0645 \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631\u060c \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0631\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0628\u0647 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f \u0648 \u0637\u0628\u06cc\u0639\u062a\u0627\u064b \u0647\u0631 \u06cc\u06a9 \u0627\u0632 \u0622\u0646\u0647\u0627 \u0645\u0632\u0627\u06cc\u0627 \u0648 \u0645\u0639\u0627\u06cc\u0628 \u062e\u0648\u062f \u0631\u0627 \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647\u200c\u0647\u0627\u06cc \u062e\u0627\u0635\u06cc \u062f\u0627\u0631\u062f.<\/p>\n<p>\u0627\u0632 \u0622\u0646\u062c\u0627\u06cc\u06cc \u06a9\u0647 \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631\u0647\u0627 \u0642\u0627\u062f\u0631 \u0628\u0647 \u0627\u0646\u062c\u0627\u0645 \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0646\u06cc\u0633\u062a\u0646\u062f process <em>\u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u0634\u062f\u0647<\/em> \u0627\u0632 \u0622\u0646\u062c\u0627\u06cc\u06cc \u06a9\u0647 \u0627\u06cc\u0646 \u062f\u0633\u062a\u0647\u200c\u0647\u0627 \u0628\u0631\u0627\u06cc \u0622\u0646\u200c\u0647\u0627 \u0645\u0639\u0646\u06cc \u0646\u062f\u0627\u0631\u0646\u062f\u060c \u0627\u06af\u0631 \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631\u06cc \u0628\u062a\u0648\u0627\u0646\u062f \u0622\u0646 \u0631\u0627 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f\u060c \u0628\u0627\u06cc\u062f \u0627\u06cc\u0646 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0631\u0627 \u0622\u0645\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645 process \u0622\u06cc \u062a\u06cc.<\/p>\n<p>\u0627\u06cc\u0646 \u0639\u0645\u0644 \u0646\u0627\u0645\u06cc\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f <em>\u067e\u06cc\u0634 \u067e\u0631\u062f\u0627\u0632\u0634<\/em>.  \u0628\u062e\u0634 \u0628\u0632\u0631\u06af\u06cc \u0627\u0632 \u067e\u06cc\u0634 \u067e\u0631\u062f\u0627\u0632\u0634 \u0627\u0633\u062a <em>\u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc<\/em> &#8211; \u0646\u0645\u0627\u06cc\u0634 \u062a\u06a9 \u062a\u06a9 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0647 \u06af\u0648\u0646\u0647 \u0627\u06cc \u06a9\u0647 \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631 \u0628\u062a\u0648\u0627\u0646\u062f \u0622\u0646 \u0631\u0627 \u062f\u0631\u06a9 \u06a9\u0646\u062f (\u0646\u0627\u0645 \u062a\u062d\u062a \u0627\u0644\u0644\u0641\u0638\u06cc \u0628\u0647 \u0645\u0639\u0646\u0627\u06cc &#8220;\u062a\u0628\u062f\u06cc\u0644 \u0628\u0647 \u06a9\u062f \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631&#8221; \u0627\u0633\u062a).<\/p>\n<p>\u062f\u0631 \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u0634\u0627\u062e\u0647 \u0647\u0627\u06cc \u0639\u0644\u0648\u0645 \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631\u060c \u0628\u0647 \u0648\u06cc\u0698\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0648 \u0637\u0631\u0627\u062d\u06cc \u0645\u062f\u0627\u0631\u0647\u0627\u06cc \u062f\u06cc\u062c\u06cc\u062a\u0627\u0644\u060c <em>\u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc \u06cc\u06a9 \u062f\u0627\u063a<\/em> \u0628\u0647 \u0637\u0648\u0631 \u06af\u0633\u062a\u0631\u062f\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u062a\u0648\u0636\u06cc\u062d \u062e\u0648\u0627\u0647\u06cc\u0645 \u062f\u0627\u062f \u06a9\u0647 \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc \u062a\u06a9 \u062f\u0627\u063a \u0686\u06cc\u0633\u062a \u0648 \u0622\u0646 \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0686\u0646\u062f \u06af\u0632\u06cc\u0646\u0647 \u0631\u0627\u06cc\u062c \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u0645\u06cc \u06a9\u0646\u06cc\u0645. <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/pandas.pydata.org\/\">\u067e\u0627\u0646\u062f\u0627\u0647\u0627<\/a> \u0648 <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/scikit-learn.org\/\">Scikit-Learn<\/a>.  \u0645\u0627 \u0647\u0645\u0686\u0646\u06cc\u0646 \u06a9\u0627\u0631\u0627\u06cc\u06cc \u0622\u0646 \u0631\u0627 \u0628\u0627 \u0627\u0646\u0648\u0627\u0639 \u062f\u06cc\u06af\u0631 \u0646\u0645\u0627\u06cc\u0634 \u062f\u0631 \u0631\u0627\u06cc\u0627\u0646\u0647\u060c \u0646\u0642\u0627\u0637 \u0642\u0648\u062a \u0648 \u0636\u0639\u0641 \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u0622\u0646 \u0645\u0642\u0627\u06cc\u0633\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f.<\/p>\n<h2 id=\"whatisonehotencoding\"><span class=\"ez-toc-section\" id=\"%d8%b1%d9%85%d8%b2%da%af%d8%b0%d8%a7%d8%b1%db%8c_%d8%aa%da%a9_%d8%af%d8%a7%d8%ba_%da%86%db%8c%d8%b3%d8%aa%d8%9f\"><\/span>\u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc \u062a\u06a9 \u062f\u0627\u063a \u0686\u06cc\u0633\u062a\u061f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc \u062a\u06a9 \u062f\u0627\u063a \u0646\u0648\u0639\u06cc \u0646\u0645\u0627\u06cc\u0634 \u0628\u0631\u062f\u0627\u0631\u06cc \u0627\u0633\u062a \u06a9\u0647 \u062f\u0631 \u0622\u0646 <em>\u0647\u0645\u0647 \u0639\u0646\u0627\u0635\u0631<\/em> \u062f\u0631 \u06cc\u06a9 \u0628\u0631\u062f\u0627\u0631 0 \u0647\u0633\u062a\u0646\u062f\u060c \u0628\u0647 \u062c\u0632 \u06cc\u06a9\u06cc \u06a9\u0647 1 \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u0642\u062f\u0627\u0631 \u062e\u0648\u062f \u062f\u0627\u0631\u062f\u060c \u062c\u0627\u06cc\u06cc \u06a9\u0647 1 \u0646\u0634\u0627\u0646 \u062f\u0647\u0646\u062f\u0647 a \u0627\u0633\u062a <code>boolean<\/code> \u0645\u0634\u062e\u0635 \u06a9\u0631\u062f\u0646 \u06cc\u06a9 \u062f\u0633\u062a\u0647 \u0627\u0632 \u0639\u0646\u0635\u0631<\/p>\n<p>\u0647\u0645\u0686\u0646\u06cc\u0646 \u06cc\u06a9 \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u0645\u0634\u0627\u0628\u0647 \u0628\u0647 \u0646\u0627\u0645 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f <em>\u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc \u06cc\u06a9 \u0633\u0631\u062f<\/em>\u060c \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u0647\u0645\u0647 \u0639\u0646\u0627\u0635\u0631 \u06cc\u06a9 \u0628\u0631\u062f\u0627\u0631 1 \u0647\u0633\u062a\u0646\u062f\u060c \u0628\u0647 \u062c\u0632 \u06cc\u06a9\u06cc \u06a9\u0647 \u0645\u0642\u062f\u0627\u0631 \u0622\u0646 0 \u0627\u0633\u062a.<\/p>\n<p>\u0628\u0631\u0627\u06cc \u0645\u062b\u0627\u0644\u060c <code>(0, 0, 0, 1, 0)<\/code> \u0648 <code>(1 ,0, 0, 0, 0)<\/code> \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0686\u0646\u062f \u0646\u0645\u0648\u0646\u0647 \u0627\u0632 \u0628\u0631\u062f\u0627\u0631\u0647\u0627\u06cc \u06cc\u06a9 \u062f\u0627\u063a \u0628\u0627\u0634\u062f.  \u06cc\u06a9 \u062a\u06a9\u0646\u06cc\u06a9 \u0645\u0634\u0627\u0628\u0647 \u0628\u0627 \u0627\u06cc\u0646 \u06cc\u06a9\u06cc \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0646\u0645\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0646\u06cc\u0632 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f\u060c \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/en.wikipedia.org\/wiki\/Dummy_variable_(statistics)\"><em>\u0645\u062a\u063a\u06cc\u0631\u0647\u0627\u06cc \u0633\u0627\u062e\u062a\u06af\u06cc<\/em><\/a>  \u062f\u0631 \u0622\u0645\u0627\u0631<\/p>\n<p>\u0627\u06cc\u0646 \u0628\u0633\u06cc\u0627\u0631 \u0645\u062a\u0641\u0627\u0648\u062a \u0627\u0632 \u0633\u0627\u06cc\u0631 \u0637\u0631\u062d\u200c\u0647\u0627\u06cc \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc \u0627\u0633\u062a\u060c \u06a9\u0647 \u0647\u0645\u06af\u06cc \u0628\u0647 \u0628\u06cc\u062a\u200c\u0647\u0627\u06cc \u0645\u062a\u0639\u062f\u062f \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc\u200c\u062f\u0647\u0646\u062f 1 \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u0642\u062f\u0627\u0631 \u062e\u0648\u062f \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u0646\u062f.  \u062f\u0631 \u0632\u06cc\u0631 \u062c\u062f\u0648\u0644\u06cc \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f \u06a9\u0647 \u0646\u0645\u0627\u06cc\u0634 \u0627\u0639\u062f\u0627\u062f 0 \u062a\u0627 7 \u0631\u0627 \u062f\u0631 \u06a9\u062f\u0647\u0627\u06cc \u0628\u0627\u06cc\u0646\u0631\u06cc\u060c \u062e\u0627\u06a9\u0633\u062a\u0631\u06cc \u0648 \u06cc\u06a9 \u062f\u0627\u063a \u0645\u0642\u0627\u06cc\u0633\u0647 \u0645\u06cc \u06a9\u0646\u062f:<\/p>\n<table class=\"table table-striped\">\n<thead>\n<tr>\n<th>\u0627\u0639\u0634\u0627\u0631\u06cc<\/th>\n<th>\u062f\u0648\u062f\u0648\u06cc\u06cc<\/th>\n<th>\u06a9\u062f \u062e\u0627\u06a9\u0633\u062a\u0631\u06cc<\/th>\n<th>\u06cc\u06a9 \u062f\u0627\u063a<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>0<\/td>\n<td>000<\/td>\n<td>000<\/td>\n<td>0000000<\/td>\n<\/tr>\n<tr>\n<td>1<\/td>\n<td>001<\/td>\n<td>001<\/td>\n<td>0000001<\/td>\n<\/tr>\n<tr>\n<td>2<\/td>\n<td>010<\/td>\n<td>011<\/td>\n<td>0000010<\/td>\n<\/tr>\n<tr>\n<td>3<\/td>\n<td>011<\/td>\n<td>010<\/td>\n<td>0000100<\/td>\n<\/tr>\n<tr>\n<td>4<\/td>\n<td>100<\/td>\n<td>110<\/td>\n<td>0001000<\/td>\n<\/tr>\n<tr>\n<td>5<\/td>\n<td>101<\/td>\n<td>111<\/td>\n<td>0010000<\/td>\n<\/tr>\n<tr>\n<td>6<\/td>\n<td>110<\/td>\n<td>101<\/td>\n<td>0100000<\/td>\n<\/tr>\n<tr>\n<td>7<\/td>\n<td>111<\/td>\n<td>100<\/td>\n<td>1000000<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u0639\u0645\u0644\u0627\u064b \u0628\u0631\u0627\u06cc \u0647\u0631 \u0628\u0631\u062f\u0627\u0631 \u06cc\u06a9 \u06af\u0631\u0645\u06cc \u0645\u06cc\u200c\u067e\u0631\u0633\u06cc\u0645 <em>n<\/em> \u0633\u0648\u0627\u0644\u0627\u062a\u060c \u06a9\u062c\u0627 <em>n<\/em> \u062a\u0639\u062f\u0627\u062f \u062f\u0633\u062a\u0647 \u0647\u0627\u06cc\u06cc \u0627\u0633\u062a \u06a9\u0647 \u062f\u0627\u0631\u06cc\u0645:<\/p>\n<blockquote>\n<p>\u0622\u06cc\u0627 \u0627\u06cc\u0646 \u0639\u062f\u062f 1 \u0627\u0633\u062a\u061f  \u0622\u06cc\u0627 \u0627\u06cc\u0646 \u0634\u0645\u0627\u0631\u0647 2 \u0627\u0633\u062a\u061f  &#8230; \u0627\u06cc\u0646 \u0639\u062f\u062f 7 \u0627\u0633\u062a\u061f<\/p>\n<\/blockquote>\n<p>\u0647\u0631 &#8220;0&#8221; &#8220;\u0646\u0627\u062f\u0631\u0633\u062a&#8221; \u0627\u0633\u062a \u0648 \u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 \u06cc\u06a9 &#8220;1&#8221; \u0631\u0627 \u062f\u0631 \u06cc\u06a9 \u0628\u0631\u062f\u0627\u0631 \u0628\u0632\u0646\u06cc\u0645\u060c \u067e\u0627\u0633\u062e \u0633\u0648\u0627\u0644 &#8220;\u062f\u0631\u0633\u062a&#8221; \u0627\u0633\u062a.<\/p>\n<p>\u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc \u062a\u06a9 \u062f\u0627\u063a \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u0631\u0627 \u0628\u0647 \u0642\u0627\u0644\u0628\u06cc \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u0628\u0627 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0647\u0627\u06cc \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u0648 \u0631\u06af\u0631\u0633\u06cc\u0648\u0646 \u0628\u0647\u062a\u0631 \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u062f.  \u062f\u0631 \u0631\u0648\u0634 \u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0686\u0646\u062f\u06cc\u0646 \u0646\u0648\u0639 \u0646\u0645\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647 \u0636\u0631\u0648\u0631\u06cc \u0627\u0633\u062a \u0628\u0633\u06cc\u0627\u0631 \u0645\u0641\u06cc\u062f \u0627\u0633\u062a.<\/p>\n<p>\u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u0628\u0631\u062e\u06cc \u0627\u0632 \u0628\u0631\u062f\u0627\u0631\u0647\u0627 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0628\u0631\u0627\u06cc \u0631\u06af\u0631\u0633\u06cc\u0648\u0646 \u0628\u0647\u06cc\u0646\u0647 \u0628\u0627\u0634\u0646\u062f (\u062a\u0642\u0631\u06cc\u0628\u06cc \u0628\u0631 \u0627\u0633\u0627\u0633 \u062a\u0648\u0627\u0628\u0639 \u0631\u0648\u06cc \u0645\u0642\u0627\u062f\u06cc\u0631 \u0628\u0627\u0632\u06af\u0634\u062a\u06cc \u0642\u0628\u0644\u06cc)\u060c \u0648 \u0628\u0631\u062e\u06cc \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0628\u0631\u0627\u06cc \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u0628\u0647\u06cc\u0646\u0647 \u0628\u0627\u0634\u0646\u062f (\u062f\u0633\u062a\u0647 \u0628\u0646\u062f\u06cc \u0628\u0647 \u0645\u062c\u0645\u0648\u0639\u0647 \u0647\u0627\/\u06a9\u0644\u0627\u0633 \u0647\u0627\u06cc \u062b\u0627\u0628\u062a\u060c \u0645\u0639\u0645\u0648\u0644\u0627 \u0628\u0627\u06cc\u0646\u0631\u06cc):<\/p>\n<table class=\"table table-striped\">\n<tbody>\n<tr>\n<th>\u0628\u0631\u0686\u0633\u0628<\/th>\n<th>\u0634\u0646\u0627\u0633\u0647<\/th>\n<\/tr>\n<tr>\n<td>\u062a\u0648\u062a \u0641\u0631\u0646\u06af\u06cc<\/td>\n<td>1<\/td>\n<\/tr>\n<tr>\n<td>\u0633\u06cc\u0628<\/td>\n<td>2<\/td>\n<\/tr>\n<tr>\n<td>\u0647\u0646\u062f\u0648\u0627\u0646\u0647<\/td>\n<td>3<\/td>\n<\/tr>\n<tr>\n<td>\u0644\u06cc\u0645\u0648<\/td>\n<td>4<\/td>\n<\/tr>\n<tr>\n<td>\u0647\u0644\u0648<\/td>\n<td>5<\/td>\n<\/tr>\n<tr>\n<td>\u0646\u0627\u0631\u0646\u062c\u06cc<\/td>\n<td>6<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0645\u0627 \u0634\u0634 \u0648\u0631\u0648\u062f\u06cc \u0646\u0645\u0648\u0646\u0647 \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u062f\u0627\u0631\u06cc\u0645.  \u0646\u0648\u0639 \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0646\u0627\u0645\u06cc\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f <em>&#8220;\u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc \u0628\u0631\u0686\u0633\u0628&#8221;<\/em> &#8211; \u0648 \u0628\u0633\u06cc\u0627\u0631 \u0633\u0627\u062f\u0647 \u0627\u0633\u062a: \u0645\u0627 \u0641\u0642\u0637 \u06cc\u06a9 ID \u0628\u0631\u0627\u06cc \u06cc\u06a9 \u0645\u0642\u062f\u0627\u0631 \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u0645\u06cc \u06a9\u0646\u06cc\u0645.<\/p>\n<p>\u0631\u0627\u06cc\u0627\u0646\u0647 \u0645\u0627 \u0627\u06a9\u0646\u0648\u0646 \u0645\u06cc \u062f\u0627\u0646\u062f \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u0627\u06cc\u0646 \u062f\u0633\u062a\u0647 \u0647\u0627 \u0631\u0627 \u0646\u0634\u0627\u0646 \u062f\u0647\u062f\u060c \u0632\u06cc\u0631\u0627 \u0645\u06cc \u062f\u0627\u0646\u062f \u0686\u06af\u0648\u0646\u0647 \u0628\u0627 \u0627\u0639\u062f\u0627\u062f \u06a9\u0627\u0631 \u06a9\u0646\u062f.  \u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u0627\u06cc\u0646 \u0631\u0648\u0634 \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc \u0686\u0646\u062f\u0627\u0646 \u0645\u0624\u062b\u0631 \u0646\u06cc\u0633\u062a\u060c \u0632\u06cc\u0631\u0627 \u0628\u0647 \u0637\u0648\u0631 \u0637\u0628\u06cc\u0639\u06cc \u0628\u0647 \u0627\u0639\u062f\u0627\u062f \u0628\u0627\u0644\u0627\u062a\u0631 \u0648\u0632\u0646 \u0628\u06cc\u0634\u062a\u0631\u06cc \u0645\u06cc \u062f\u0647\u062f.<\/p>\n<p>\u0645\u0646\u0637\u0642\u06cc \u0646\u06cc\u0633\u062a \u06a9\u0647 \u0628\u06af\u0648\u06cc\u06cc\u0645 \u062f\u0633\u062a\u0647 \u0645\u0627 \u0627\u0632 &#8220;\u062a\u0648\u062a \u0641\u0631\u0646\u06af\u06cc&#8221; \u0628\u0632\u0631\u06af\u062a\u0631 \u06cc\u0627 \u06a9\u0648\u0686\u06a9\u062a\u0631 \u0627\u0632 &#8220;\u0633\u06cc\u0628&#8221; \u0627\u0633\u062a\u060c \u06cc\u0627 \u0627\u0636\u0627\u0641\u0647 \u06a9\u0631\u062f\u0646 \u062f\u0633\u062a\u0647 &#8220;\u0644\u06cc\u0645\u0648&#8221; \u0628\u0647 &#8220;\u0647\u0644\u0648&#8221; \u0628\u0647 \u0645\u0627 \u06cc\u06a9 \u062f\u0633\u062a\u0647 &#8220;\u067e\u0631\u062a\u0642\u0627\u0644&#8221; \u0645\u06cc \u062f\u0647\u062f\u060c \u0632\u06cc\u0631\u0627 \u0627\u06cc\u0646 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0645\u0646\u0627\u0633\u0628 \u0646\u06cc\u0633\u062a\u0646\u062f. \u062a\u0631\u062a\u06cc\u0628\u06cc<\/p>\n<p>\u0627\u06af\u0631 \u0627\u06cc\u0646 \u062f\u0633\u062a\u0647\u200c\u0647\u0627 \u0631\u0627 \u062f\u0631 \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc \u06cc\u06a9\u200c\u0637\u0631\u0641\u0647 \u0646\u0634\u0627\u0646 \u062f\u0647\u06cc\u0645\u060c \u062f\u0631 \u0648\u0627\u0642\u0639 \u0631\u062f\u06cc\u0641\u200c\u0647\u0627 \u0631\u0627 \u0628\u0627 \u0633\u062a\u0648\u0646\u200c\u0647\u0627 \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645.  \u0645\u0627 \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0631\u0627 \u0628\u0627 \u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9\u06cc \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u062f\u0647\u06cc\u0645 <code>boolean<\/code> \u0633\u062a\u0648\u0646 \u0628\u0631\u0627\u06cc \u0647\u0631 \u06cc\u06a9 \u0627\u0632 \u062f\u0633\u062a\u0647 \u0628\u0646\u062f\u06cc \u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0645\u0627\u060c \u062c\u0627\u06cc\u06cc \u06a9\u0647 \u0641\u0642\u0637 \u06cc\u06a9\u06cc \u0627\u0632 \u0627\u06cc\u0646 \u0633\u062a\u0648\u0646 \u0647\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u062c\u0627\u06cc \u0628\u06af\u06cc\u0631\u062f \u0631\u0648\u06cc \u0645\u0642\u062f\u0627\u0631 1 \u0628\u0631\u0627\u06cc \u0647\u0631 \u0646\u0645\u0648\u0646\u0647:<\/p>\n<table class=\"table table-striped\">\n<tbody>\n<tr>\n<th>\u062a\u0648\u062a \u0641\u0631\u0646\u06af\u06cc<\/th>\n<th>\u0633\u06cc\u0628<\/th>\n<th>\u0647\u0646\u062f\u0648\u0627\u0646\u0647<\/th>\n<th>\u0644\u06cc\u0645\u0648<\/th>\n<th>\u0647\u0644\u0648<\/th>\n<th>\u0646\u0627\u0631\u0646\u062c\u06cc<\/th>\n<th>\u0634\u0646\u0627\u0633\u0647<\/th>\n<\/tr>\n<tr>\n<td>1<\/td>\n<td>0<\/td>\n<td>0<\/td>\n<td>0<\/td>\n<td>0<\/td>\n<td>0<\/td>\n<td>1<\/td>\n<\/tr>\n<tr>\n<td>0<\/td>\n<td>1<\/td>\n<td>0<\/td>\n<td>0<\/td>\n<td>0<\/td>\n<td>0<\/td>\n<td>2<\/td>\n<\/tr>\n<tr>\n<td>0<\/td>\n<td>0<\/td>\n<td>1<\/td>\n<td>0<\/td>\n<td>0<\/td>\n<td>0<\/td>\n<td>3<\/td>\n<\/tr>\n<tr>\n<td>0<\/td>\n<td>0<\/td>\n<td>0<\/td>\n<td>1<\/td>\n<td>0<\/td>\n<td>0<\/td>\n<td>4<\/td>\n<\/tr>\n<tr>\n<td>0<\/td>\n<td>0<\/td>\n<td>0<\/td>\n<td>0<\/td>\n<td>1<\/td>\n<td>0<\/td>\n<td>5<\/td>\n<\/tr>\n<tr>\n<td>0<\/td>\n<td>0<\/td>\n<td>0<\/td>\n<td>0<\/td>\n<td>0<\/td>\n<td>1<\/td>\n<td>6<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u0627\u0632 \u062c\u062f\u0627\u0648\u0644 \u0628\u0627\u0644\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0628\u0628\u06cc\u0646\u06cc\u0645 \u06a9\u0647 \u0627\u0631\u0642\u0627\u0645 \u0628\u06cc\u0634\u062a\u0631\u06cc \u062f\u0631 \u0646\u0645\u0627\u06cc\u0634 \u062a\u06a9 \u062f\u0627\u063a \u062f\u0631 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0628\u0627 \u06a9\u062f \u0628\u0627\u06cc\u0646\u0631\u06cc \u06cc\u0627 \u062e\u0627\u06a9\u0633\u062a\u0631\u06cc \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u0627\u0633\u062a.  \u0628\u0631\u0627\u06cc <em>n<\/em> \u0627\u0631\u0642\u0627\u0645\u060c \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc \u062a\u06a9 \u062f\u0627\u063a \u0641\u0642\u0637 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0646\u0634\u0627\u0646 \u062f\u0647\u062f <em>n<\/em> \u0645\u0642\u0627\u062f\u06cc\u0631\u060c \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc \u0628\u0627\u06cc\u0646\u0631\u06cc \u06cc\u0627 \u062e\u0627\u06a9\u0633\u062a\u0631\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0646\u0634\u0627\u0646 \u062f\u0647\u062f <em>2<sup>n<\/sup><\/em>  \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u0642\u0627\u062f\u06cc\u0631 <em>n<\/em> \u0627\u0631\u0642\u0627\u0645<\/p>\n<h2 id=\"implementation\"><span class=\"ez-toc-section\" id=\"%d9%be%db%8c%d8%a7%d8%af%d9%87_%d8%b3%d8%a7%d8%b2%db%8c\"><\/span>\u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3 id=\"pandas\"><span class=\"ez-toc-section\" id=\"%d9%be%d8%a7%d9%86%d8%af%d8%a7%d9%87%d8%a7\"><\/span>\u067e\u0627\u0646\u062f\u0627\u0647\u0627<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0628\u0647 \u06cc\u06a9 \u0645\u062b\u0627\u0644 \u0633\u0627\u062f\u0647 \u0646\u06af\u0627\u0647\u06cc \u0628\u06cc\u0646\u062f\u0627\u0632\u06cc\u0645 \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0631\u0627 \u0627\u0632 \u06cc\u06a9 \u0633\u062a\u0648\u0646 \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u062f\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u062e\u0648\u062f \u0628\u0647 \u0647\u0645\u062a\u0627\u0647\u0627\u06cc \u0639\u062f\u062f\u06cc \u0622\u0646\u200c\u0647\u0627\u060c \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0637\u0631\u062d \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc \u06cc\u06a9\u200c\u0637\u0631\u0641 \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0646\u06cc\u0645.<\/p>\n<p>\u0645\u0627 \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0628\u0633\u06cc\u0627\u0631 \u0633\u0627\u062f\u0647 \u0627\u06cc\u062c\u0627\u062f \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f &#8211; \u0644\u06cc\u0633\u062a\u06cc \u0627\u0632 \u06a9\u0634\u0648\u0631\u0647\u0627 \u0648 \u0634\u0646\u0627\u0633\u0647 \u0622\u0646\u0647\u0627:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">import<\/span> pandas <span class=\"hljs-keyword\">as<\/span> pd\n\nids = (<span class=\"hljs-number\">11<\/span>, <span class=\"hljs-number\">22<\/span>, <span class=\"hljs-number\">33<\/span>, <span class=\"hljs-number\">44<\/span>, <span class=\"hljs-number\">55<\/span>, <span class=\"hljs-number\">66<\/span>, <span class=\"hljs-number\">77<\/span>)\ncountries = (<span class=\"hljs-string\">'Spain'<\/span>, <span class=\"hljs-string\">'France'<\/span>, <span class=\"hljs-string\">'Spain'<\/span>, <span class=\"hljs-string\">'Germany'<\/span>, <span class=\"hljs-string\">'France'<\/span>)\n\ndf = pd.DataFrame(<span class=\"hljs-built_in\">list<\/span>(<span class=\"hljs-built_in\">zip<\/span>(ids, countries)),\n                  columns=(<span class=\"hljs-string\">'Ids'<\/span>, <span class=\"hljs-string\">'Countries'<\/span>))\n<\/code><\/pre>\n<p>\u062f\u0631 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0628\u0627\u0644\u0627 \u06cc\u06a9 \u067e\u0627\u0646\u062f\u0627 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u06cc\u0645 <em>\u0686\u0627\u0631\u0686\u0648\u0628 \u062f\u0627\u062f\u0647<\/em>\u060c \u062a\u0645\u0627\u0633 \u06af\u0631\u0641\u062a <code>df<\/code> \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062f\u0648 \u0644\u06cc\u0633\u062a \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644 <code>ids<\/code> \u0648 <code>countries<\/code>.  \u0627\u06af\u0631 \u062a\u0645\u0627\u0633 \u0628\u06af\u06cc\u0631\u06cc\u062f <code>head()<\/code> \u0631\u0648\u0634 \u0631\u0648\u06cc \u0686\u0627\u0631\u0686\u0648\u0628 \u062f\u0627\u062f\u0647\u060c \u0628\u0627\u06cc\u062f \u0646\u062a\u06cc\u062c\u0647 \u0632\u06cc\u0631 \u0631\u0627 \u0628\u0628\u06cc\u0646\u06cc\u062f:<\/p>\n<pre><code class=\"hljs\">df.head()\n<\/code><\/pre>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/one-hot-encoding-in-python-with-pandas-and-scikit-learn-1.PNG\" alt=\"\u0647\u062f\u0631 \u0641\u0631\u06cc\u0645 \u062f\u0627\u062f\u0647 \u06cc\u06a9 \u06a9\u062f\u06af\u0630\u0627\u0631\u06cc \u062f\u0627\u063a\" title=\"\"><\/p>\n<p>\u0631\u0627 <code>Countries<\/code> \u0633\u062a\u0648\u0646 \u062d\u0627\u0648\u06cc \u0645\u0642\u0627\u062f\u06cc\u0631 \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u0627\u0633\u062a.  \u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u0631\u0627 \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0646\u06cc\u0645 <code>Countries<\/code> \u0633\u062a\u0648\u0646 \u0628\u0647 \u0628\u0631\u062f\u0627\u0631\u0647\u0627\u06cc \u06a9\u062f\u06af\u0630\u0627\u0631\u06cc \u0634\u062f\u0647 \u06cc\u06a9 \u062f\u0627\u063a \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 <code>get_dummies()<\/code> \u062a\u0627\u0628\u0639:<\/p>\n<pre><code class=\"hljs\">y = pd.get_dummies(df.Countries, prefix=<span class=\"hljs-string\">'Country'<\/span>)\n<span class=\"hljs-built_in\">print<\/span>(y.head())\n<\/code><\/pre>\n<p>\u06af\u0630\u0634\u062a\u06cc\u0645 <code>Country<\/code> \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0627\u0631\u0632\u0634 \u0628\u0631\u0627\u06cc <code>prefix<\/code> \u0648\u06cc\u0698\u06af\u06cc \u0627\u0632 <code>get_dummies()<\/code> \u0645\u062a\u062f\u060c \u0627\u0632 \u0627\u06cc\u0646 \u0631\u0648 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0631\u0634\u062a\u0647 \u0631\u0627 \u0628\u0628\u06cc\u0646\u06cc\u062f <code>Country<\/code> \u067e\u06cc\u0634\u0648\u0646\u062f \u0642\u0628\u0644 \u0627\u0632 \u0647\u062f\u0631 \u0647\u0631 \u06cc\u06a9 \u0627\u0632 \u0633\u062a\u0648\u0646 \u0647\u0627\u06cc \u06a9\u062f\u06af\u0630\u0627\u0631\u06cc \u0634\u062f\u0647 \u06cc\u06a9 \u062f\u0627\u063a \u062f\u0631 \u062e\u0631\u0648\u062c\u06cc.<\/p>\n<p>\u0628\u0627 \u0627\u062c\u0631\u0627\u06cc \u0627\u06cc\u0646 \u06a9\u062f \u0628\u0647 \u062f\u0633\u062a \u0645\u06cc \u0622\u06cc\u062f:<\/p>\n<pre><code class=\"hljs\">   Country_France  Country_Germany  Country_Spain\n0               0                0              1\n1               1                0              0\n2               0                0              1\n3               0                1              0\n4               1                0              0\n<\/code><\/pre>\n<h3 id=\"scikitlearn\"><span class=\"ez-toc-section\" id=\"scikit-learn\"><\/span>Scikit-Learn<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u06cc\u06a9 \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06cc\u06a9 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0645\u062d\u0628\u0648\u0628 \u062f\u06cc\u06af\u0631 &#8211; Scikit-Learn \u0628\u0627\u0634\u062f.  \u0627\u06cc\u0646 \u0647\u0631 \u062f\u0648 \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f <code>OneHotEncoder<\/code> \u06a9\u0644\u0627\u0633 \u0648 <code>LabelBinarizer<\/code> \u06a9\u0644\u0627\u0633 \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u0645\u0646\u0638\u0648\u0631<\/p>\n<p>\u0627\u0628\u062a\u062f\u0627\u060c \u0627\u062c\u0627\u0632\u0647 \u062f\u0647\u06cc\u062f \u0628\u0627 \u0648\u0627\u0631\u062f \u06a9\u0631\u062f\u0646 \u0634\u0631\u0648\u0639 \u06a9\u0646\u06cc\u0645 <code>LabelBinarizer<\/code>:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">from<\/span> sklearn.preprocessing <span class=\"hljs-keyword\">import<\/span> LabelBinarizer\n<\/code><\/pre>\n<p>\u0648 \u0633\u067e\u0633\u060c \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0647\u0645\u0627\u0646 \u062f\u06cc\u062a\u0627\u0641\u0631\u06cc\u0645 \u0642\u0628\u0644\u06cc\u060c \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0622\u0646 \u0631\u0627 \u0646\u0645\u0648\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u06a9\u0646\u06cc\u0645 <code>LabelBinarizer<\/code> \u0648 \u0645\u0646\u0627\u0633\u0628 \u0622\u0646:<\/p>\n<pre><code class=\"hljs\">y = LabelBinarizer().fit_transform(df.Countries)\n<\/code><\/pre>\n<p>\u0686\u0627\u067e <code>y<\/code> \u0646\u062a\u06cc\u062c\u0647 \u062f\u0627\u062f:<\/p>\n<pre><code class=\"hljs\">((0 0 1)\n (1 0 0)\n (0 0 1)\n (0 1 0)\n (1 0 0))\n<\/code><\/pre>\n<p>\u0627\u06af\u0631\u0686\u0647\u060c \u0627\u06cc\u0646 \u062a\u0642\u0631\u06cc\u0628\u0627\u064b \u0628\u0647 \u0632\u06cc\u0628\u0627\u06cc\u06cc \u0631\u0648\u06cc\u06a9\u0631\u062f \u067e\u0627\u0646\u062f\u0627\u0647\u0627 \u0646\u06cc\u0633\u062a.<\/p>\n<p>\u0628\u0647 \u0637\u0648\u0631 \u0645\u0634\u0627\u0628\u0647\u060c \u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645 <code>OneHotEncoder<\/code> \u06a9\u0644\u0627\u0633 \u06a9\u0647 \u0628\u0631\u062e\u0644\u0627\u0641 \u06a9\u0644\u0627\u0633 \u0642\u0628\u0644\u06cc \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0686\u0646\u062f \u0633\u062a\u0648\u0646\u06cc \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc \u06a9\u0646\u062f:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">from<\/span> sklearn.preprocessing <span class=\"hljs-keyword\">import<\/span> OneHotEncoder\n<\/code><\/pre>\n<p>\u0648 \u0633\u067e\u0633\u060c \u0628\u06cc\u0627\u06cc\u06cc\u062f \u06cc\u06a9 \u0644\u06cc\u0633\u062a \u0631\u0627 \u067e\u0631 \u06a9\u0646\u06cc\u0645 \u0648 \u0622\u0646 \u0631\u0627 \u062f\u0631 \u0631\u0645\u0632\u06af\u0630\u0627\u0631 \u0642\u0631\u0627\u0631 \u062f\u0647\u06cc\u0645:<\/p>\n<pre><code class=\"hljs\">x = ((<span class=\"hljs-number\">11<\/span>, <span class=\"hljs-string\">\"Spain\"<\/span>), (<span class=\"hljs-number\">22<\/span>, <span class=\"hljs-string\">\"France\"<\/span>), (<span class=\"hljs-number\">33<\/span>, <span class=\"hljs-string\">\"Spain\"<\/span>), (<span class=\"hljs-number\">44<\/span>, <span class=\"hljs-string\">\"Germany\"<\/span>), (<span class=\"hljs-number\">55<\/span>, <span class=\"hljs-string\">\"France\"<\/span>))\ny = OneHotEncoder().fit_transform(x).toarray()\n<span class=\"hljs-built_in\">print<\/span>(y)\n<\/code><\/pre>\n<p>\u0628\u0627 \u0627\u062c\u0631\u0627\u06cc \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0628\u0647 \u062f\u0633\u062a \u0645\u06cc \u0622\u06cc\u062f:<\/p>\n<pre><code class=\"hljs\">((1. 0. 0. 0. 0. 0. 0. 1.)\n (0. 1. 0. 0. 0. 1. 0. 0.)\n (0. 0. 1. 0. 0. 0. 0. 1.)\n (0. 0. 0. 1. 0. 0. 1. 0.)\n (0. 0. 0. 0. 1. 1. 0. 0.))\n<\/code><\/pre>\n<h2 id=\"applicationsofonehotencoding\"><span class=\"ez-toc-section\" id=\"%da%a9%d8%a7%d8%b1%d8%a8%d8%b1%d8%af%d9%87%d8%a7%db%8c_%d8%b1%d9%85%d8%b2%da%af%d8%b0%d8%a7%d8%b1%db%8c_%d8%aa%da%a9_%d8%af%d8%a7%d8%ba\"><\/span>\u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc \u062a\u06a9 \u062f\u0627\u063a<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc \u062a\u06a9 \u062f\u0627\u063a \u0628\u06cc\u0634\u062a\u0631\u06cc\u0646 \u06a9\u0627\u0631\u0628\u0631\u062f \u062e\u0648\u062f \u0631\u0627 \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0648 \u0637\u0631\u0627\u062d\u06cc \u0645\u062f\u0627\u0631 \u062f\u06cc\u062c\u06cc\u062a\u0627\u0644 \u062f\u0627\u0634\u062a\u0647 \u0627\u0633\u062a.<\/p>\n<h3 id=\"machinelearning\"><span class=\"ez-toc-section\" id=\"%d9%81%d8%b1%d8%a7%da%af%db%8c%d8%b1%db%8c_%d9%85%d8%a7%d8%b4%db%8c%d9%86\"><\/span>\u0641\u0631\u0627\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u062f\u0631 \u0628\u0627\u0644\u0627 \u06af\u0641\u062a\u0647 \u0634\u062f\u060c \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631\u0647\u0627 \u0628\u0627 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u0634\u062f\u0647 \u062e\u06cc\u0644\u06cc \u062e\u0648\u0628 \u0646\u06cc\u0633\u062a\u0646\u062f.  \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u0645\u0627 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u0631\u0627 \u0628\u0647 \u062e\u0648\u0628\u06cc \u062f\u0631\u06a9 \u0645\u06cc \u06a9\u0646\u06cc\u0645\u060c \u0627\u06cc\u0646 \u0628\u0647 \u062f\u0644\u06cc\u0644 \u0646\u0648\u0639\u06cc \u062f\u0627\u0646\u0634 \u067e\u06cc\u0634 \u0646\u06cc\u0627\u0632 \u0627\u0633\u062a \u06a9\u0647 \u0631\u0627\u06cc\u0627\u0646\u0647 \u0647\u0627 \u0646\u062f\u0627\u0631\u0646\u062f.<\/p>\n<p>\u0628\u06cc\u0634\u062a\u0631 \u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627 \u0648 \u0645\u062f\u0644 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0628\u0627 \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0628\u0633\u06cc\u0627\u0631 \u0645\u062d\u062f\u0648\u062f (\u0645\u0639\u0645\u0648\u0644\u0627 \u0628\u0627\u06cc\u0646\u0631\u06cc) \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u0646\u062f.  \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0631\u0627 \u0645\u0635\u0631\u0641 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f \u0648 \u0646\u062a\u0627\u06cc\u062c\u06cc \u0631\u0627 \u062f\u0631 \u0645\u062d\u062f\u0648\u062f\u0647 \u062a\u0648\u0644\u06cc\u062f \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f <code>0..1<\/code> \u0648 \u0628\u0647 \u0646\u062f\u0631\u062a \u0627\u0632 \u0627\u06cc\u0646 \u0645\u062d\u062f\u0648\u062f\u0647 \u0641\u0631\u0627\u062a\u0631 \u062e\u0648\u0627\u0647\u06cc\u0645 \u0631\u0641\u062a.<\/p>\n<p>\u0628\u0647 \u0637\u0648\u0631 \u062e\u0644\u0627\u0635\u0647\u060c \u0627\u06a9\u062b\u0631\u06cc\u062a \u0642\u0631\u06cc\u0628 \u0628\u0647 \u0627\u062a\u0641\u0627\u0642 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0646\u0645\u0648\u0646\u0647 \u0631\u0627 \u062f\u0631\u06cc\u0627\u0641\u062a \u0645\u06cc \u06a9\u0646\u0646\u062f (&#8220;<em>\u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc<\/em>&#8220;) \u06a9\u0647 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627 \u0627\u0632 \u0622\u0646 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0645\u06cc \u0634\u0648\u0646\u062f \u0631\u0648\u06cc \u0627\u06cc\u0646 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u060c \u06cc\u06a9 \u0645\u062f\u0644 \u0631\u06cc\u0627\u0636\u06cc \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u0634\u0648\u062f\u060c \u06a9\u0647 \u0633\u067e\u0633 \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u06cc\u0627 \u062a\u0635\u0645\u06cc\u0645 \u06af\u06cc\u0631\u06cc \u0628\u062f\u0648\u0646 \u0628\u0631\u0646\u0627\u0645\u0647 \u0631\u06cc\u0632\u06cc \u0635\u0631\u06cc\u062d \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u0627\u06cc\u0646 \u0648\u0638\u0627\u06cc\u0641 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<p>\u06cc\u06a9 \u0645\u062b\u0627\u0644 \u0639\u0627\u0644\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u0628\u0627\u0634\u062f\u060c \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u0648\u0631\u0648\u062f\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0627\u0632 \u0646\u0638\u0631 \u0641\u0646\u06cc \u0646\u0627\u0645\u062d\u062f\u0648\u062f \u0628\u0627\u0634\u062f\u060c \u0627\u0645\u0627 \u062e\u0631\u0648\u062c\u06cc \u0645\u0639\u0645\u0648\u0644\u0627\u064b \u0628\u0647 \u0686\u0646\u062f \u06a9\u0644\u0627\u0633 \u0645\u062d\u062f\u0648\u062f \u0645\u06cc \u0634\u0648\u062f.  \u062f\u0631 \u0645\u0648\u0631\u062f \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u0628\u0627\u06cc\u0646\u0631\u06cc (\u0645\u062b\u0644\u0627\u064b \u0645\u0627 \u06cc\u06a9 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u06af\u0631\u0628\u0647 \u0647\u0627 \u0648 \u0633\u06af \u0647\u0627 \u0622\u0645\u0648\u0632\u0634 \u0645\u06cc \u062f\u0647\u06cc\u0645)\u060c \u0645\u0627 \u0646\u0642\u0634\u0647 \u0627\u06cc \u0627\u0632 <code>0<\/code> \u0628\u0631\u0627\u06cc \u06af\u0631\u0628\u0647 \u0647\u0627\u060c \u0648 <code>1<\/code> \u0628\u0631\u0627\u06cc \u0633\u06af \u0647\u0627<\/p>\n<p>\u0628\u06cc\u0634\u062a\u0631 \u0627\u0648\u0642\u0627\u062a\u060c \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u0645\u0627\u06cc\u0644 \u0628\u0647 \u0627\u0646\u062c\u0627\u0645 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0647\u0633\u062a\u06cc\u0645 \u0631\u0648\u06cc \u0627\u0633\u062a <em>\u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u0634\u062f\u0647<\/em>\u0645\u0627\u0646\u0646\u062f \u0645\u062b\u0627\u0644 \u0628\u0627 \u0645\u06cc\u0648\u0647 \u0630\u06a9\u0631 \u0634\u062f\u0647 \u062f\u0631 \u0628\u0627\u0644\u0627.  \u0628\u0627\u0632 \u0647\u0645\u060c \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u0627\u06cc\u0646 \u0628\u0631\u0627\u06cc \u0645\u0627 \u0628\u0633\u06cc\u0627\u0631 \u0645\u0646\u0637\u0642\u06cc \u0627\u0633\u062a\u060c \u062e\u0648\u062f \u06a9\u0644\u0645\u0627\u062a \u0628\u0631\u0627\u06cc \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0647\u06cc\u0686 \u0645\u0639\u0646\u0627\u06cc\u06cc \u0646\u062f\u0627\u0631\u0646\u062f \u0632\u06cc\u0631\u0627 \u0622\u0646\u0647\u0627 \u0631\u0627 \u062f\u0631\u06a9 \u0646\u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<p>\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc \u062a\u06a9 \u062f\u0627\u063a \u0628\u0631\u0627\u06cc \u0646\u0645\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647 \u0647\u0627 \u062f\u0631 \u0627\u06cc\u0646 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0647\u0627 \u0646\u06cc\u0633\u062a <em>\u0627\u0632 \u0646\u0638\u0631 \u0641\u0646\u06cc<\/em> \u0636\u0631\u0648\u0631\u06cc \u0627\u0633\u062a\u060c \u0627\u0645\u0627 \u0628\u0633\u06cc\u0627\u0631 \u0645\u0641\u06cc\u062f \u0627\u0633\u062a \u0627\u06af\u0631 \u0628\u062e\u0648\u0627\u0647\u06cc\u0645 \u06cc\u06a9 \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u06a9\u0627\u0631\u0622\u0645\u062f \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u0645.<\/p>\n<h3 id=\"digitalcircuitdesign\"><span class=\"ez-toc-section\" id=\"%d8%b7%d8%b1%d8%a7%d8%ad%db%8c_%d9%85%d8%af%d8%a7%d8%b1_%d8%af%db%8c%d8%ac%db%8c%d8%aa%d8%a7%d9%84\"><\/span>\u0637\u0631\u0627\u062d\u06cc \u0645\u062f\u0627\u0631 \u062f\u06cc\u062c\u06cc\u062a\u0627\u0644<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u0645\u062f\u0627\u0631\u0647\u0627\u06cc \u062f\u06cc\u062c\u06cc\u062a\u0627\u0644 \u067e\u0627\u06cc\u0647 \u0628\u0631\u0627\u06cc \u0646\u0645\u0627\u06cc\u0634 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0648\u0631\u0648\u062f\u06cc\/\u062e\u0631\u0648\u062c\u06cc \u062e\u0648\u062f \u0627\u0632 \u0646\u0645\u0627\u062f \u06cc\u06a9 \u062f\u0627\u063a \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u0646\u062f.<\/p>\n<p>\u0628\u0631\u0627\u06cc \u0645\u062b\u0627\u0644 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0627\u0632 \u0622\u0646 \u0628\u0631\u0627\u06cc \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0646 \u0648\u0636\u0639\u06cc\u062a a \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f <em>\u0645\u0627\u0634\u06cc\u0646 \u062d\u0627\u0644\u062a \u0645\u062d\u062f\u0648\u062f<\/em>.  \u0627\u06af\u0631 \u0646\u0648\u0639 \u062f\u06cc\u06af\u0631\u06cc \u0627\u0632 \u0646\u0645\u0627\u06cc\u0634\u060c \u0645\u0627\u0646\u0646\u062f \u062e\u0627\u06a9\u0633\u062a\u0631\u06cc \u06cc\u0627 \u0628\u0627\u06cc\u0646\u0631\u06cc\u060c \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u0648\u062f\u060c \u06cc\u06a9 \u0631\u0645\u0632\u06af\u0634\u0627 \u0628\u0631\u0627\u06cc \u062a\u0639\u06cc\u06cc\u0646 \u0648\u0636\u0639\u06cc\u062a \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u0627\u0633\u062a\u060c \u0632\u06cc\u0631\u0627 \u0622\u0646\u0647\u0627 \u0628\u0647 \u0637\u0648\u0631 \u0637\u0628\u06cc\u0639\u06cc \u0633\u0627\u0632\u06af\u0627\u0631 \u0646\u06cc\u0633\u062a\u0646\u062f.  \u0628\u0631\u0639\u06a9\u0633\u060c \u06cc\u06a9 \u0645\u0627\u0634\u06cc\u0646 \u062d\u0627\u0644\u062a \u0645\u062d\u062f\u0648\u062f \u06cc\u06a9 \u062f\u0627\u063a \u0646\u06cc\u0627\u0632\u06cc \u0628\u0647 \u0631\u0645\u0632\u06af\u0634\u0627 \u0646\u062f\u0627\u0631\u062f\u060c \u0632\u06cc\u0631\u0627 \u0627\u06af\u0631 <strong>\u0646\u0647\u0645\u06cc\u0646<\/strong> \u0628\u06cc\u062a \u0628\u0627\u0644\u0627 \u0627\u0633\u062a\u060c \u0645\u0627\u0634\u06cc\u0646 \u0628\u0647 \u0637\u0648\u0631 \u0645\u0646\u0637\u0642\u06cc \u062f\u0631 <strong>\u0646\u0647\u0645\u06cc\u0646<\/strong> \u062d\u0627\u0644\u062a.<\/p>\n<p>\u06cc\u06a9 \u0645\u062b\u0627\u0644 \u062e\u0648\u0628 \u0627\u0632 \u06cc\u06a9 \u0645\u0627\u0634\u06cc\u0646 \u062d\u0627\u0644\u062a \u0645\u062d\u062f\u0648\u062f a <em>\u0634\u0645\u0627\u0631\u0646\u062f\u0647 \u062d\u0644\u0642\u0647<\/em> &#8211; \u0646\u0648\u0639\u06cc \u0634\u0645\u0627\u0631\u0646\u062f\u0647 \u0645\u062a\u0634\u06a9\u0644 \u0627\u0632 \u0641\u0644\u06cc\u067e \u0641\u0644\u0627\u067e \u0647\u0627\u06cc \u0645\u062a\u0635\u0644 \u0628\u0647 \u06cc\u06a9 \u0634\u06cc\u0641\u062a \u0631\u062c\u06cc\u0633\u062a\u0631 \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u062e\u0631\u0648\u062c\u06cc \u06cc\u06a9 \u0641\u0644\u06cc\u067e \u0641\u0644\u0627\u067e \u0628\u0647 \u0648\u0631\u0648\u062f\u06cc \u062f\u06cc\u06af\u0631\u06cc \u0645\u062a\u0635\u0644 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<p>\u0641\u0644\u06cc\u067e \u0641\u0644\u0627\u067e \u0627\u0648\u0644 \u062f\u0631 \u0627\u06cc\u0646 \u0634\u0645\u0627\u0631\u0646\u062f\u0647 \u0646\u0634\u0627\u0646 \u062f\u0647\u0646\u062f\u0647 \u062d\u0627\u0644\u062a \u0627\u0648\u0644\u060c \u062f\u0648\u0645\u06cc \u0646\u0634\u0627\u0646 \u062f\u0647\u0646\u062f\u0647 \u062d\u0627\u0644\u062a \u062f\u0648\u0645 \u0648 \u063a\u06cc\u0631\u0647 \u0627\u0633\u062a \u0631\u0648\u06cc.  \u062f\u0631 \u0627\u0628\u062a\u062f\u0627\u060c \u062a\u0645\u0627\u0645 \u0641\u0644\u06cc\u067e \u0641\u0644\u0627\u067e\u200c\u0647\u0627\u06cc \u062f\u0633\u062a\u06af\u0627\u0647 \u0631\u0648\u06cc \u00ab0\u00bb \u062a\u0646\u0638\u06cc\u0645 \u0634\u062f\u0647\u200c\u0627\u0646\u062f\u060c \u0628\u0647 \u062c\u0632 \u0645\u0648\u0631\u062f \u0627\u0648\u0644 \u06a9\u0647 \u0631\u0648\u06cc \u00ab1\u00bb \u062a\u0646\u0638\u06cc\u0645 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<p>\u0644\u0628\u0647 \u0633\u0627\u0639\u062a \u0628\u0639\u062f\u06cc \u06a9\u0647 \u0628\u0647 \u0641\u0644\u06cc\u067e \u0641\u0644\u0627\u067e \u0645\u06cc \u0631\u0633\u062f\u060c \u06cc\u06a9 \u0628\u06cc\u062a \u062f\u0627\u063a \u0631\u0627 \u0628\u0647 \u0641\u0644\u06cc\u067e \u0641\u0644\u0627\u067e \u062f\u0648\u0645 \u0645\u06cc \u0631\u0633\u0627\u0646\u062f.  \u0628\u06cc\u062a \u062f\u0627\u063a \u0628\u0647 \u0627\u06cc\u0646 \u0635\u0648\u0631\u062a \u062a\u0627 \u0622\u062e\u0631\u06cc\u0646 \u062d\u0627\u0644\u062a \u067e\u06cc\u0634 \u0645\u06cc \u0631\u0648\u062f \u0648 \u067e\u0633 \u0627\u0632 \u0622\u0646 \u062f\u0633\u062a\u06af\u0627\u0647 \u0628\u0647 \u062d\u0627\u0644\u062a \u0627\u0648\u0644 \u0628\u0627\u0632 \u0645\u06cc \u06af\u0631\u062f\u062f.<\/p>\n<p>\u0646\u0645\u0648\u0646\u0647 \u062f\u06cc\u06af\u0631\u06cc \u0627\u0632 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc \u06cc\u06a9 \u062f\u0627\u063a \u062f\u0631 \u0637\u0631\u0627\u062d\u06cc \u0645\u062f\u0627\u0631\u0647\u0627\u06cc \u062f\u06cc\u062c\u06cc\u062a\u0627\u0644 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u06cc\u06a9 <em>\u0631\u0645\u0632\u06af\u0634\u0627\u06cc \u0622\u062f\u0631\u0633\u060c<\/em> \u06a9\u0647 \u06cc\u06a9 \u0648\u0631\u0648\u062f\u06cc \u06a9\u062f \u0628\u0627\u06cc\u0646\u0631\u06cc \u06cc\u0627 \u062e\u0627\u06a9\u0633\u062a\u0631\u06cc \u0631\u0627 \u0645\u06cc \u06af\u06cc\u0631\u062f \u0648 \u0633\u067e\u0633 \u0622\u0646 \u0631\u0627 \u0628\u0647 \u06cc\u06a9 \u062f\u0627\u063a \u0628\u0631\u0627\u06cc \u062e\u0631\u0648\u062c\u06cc \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc \u06a9\u0646\u062f \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u06cc\u06a9 <em>\u0631\u0645\u0632\u06af\u0630\u0627\u0631 \u0627\u0648\u0644\u0648\u06cc\u062a<\/em> (\u062f\u0631 \u062a\u0635\u0648\u06cc\u0631 \u0632\u06cc\u0631 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a).<\/p>\n<p>\u062f\u0642\u06cc\u0642\u0627 \u0628\u0631\u0639\u06a9\u0633 \u0627\u0633\u062a \u0648 \u0648\u0631\u0648\u062f\u06cc \u06cc\u06a9 \u06af\u0631\u0645 \u0631\u0627 \u0645\u06cc \u06af\u06cc\u0631\u062f \u0648 \u0622\u0646 \u0631\u0627 \u0628\u0647 \u0628\u0627\u06cc\u0646\u0631\u06cc \u06cc\u0627 \u062e\u0627\u06a9\u0633\u062a\u0631\u06cc \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc \u06a9\u0646\u062f:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/one-hot-encoding-in-python-with-pandas-and-scikit-learn-2.jpg\" alt=\"\u0637\u0631\u0627\u062d\u06cc \u0645\u062f\u0627\u0631 \u062f\u06cc\u062c\u06cc\u062a\u0627\u0644\" title=\"\"><\/p>\n<h2 id=\"advantagesanddisadvantagesofonehotencoding\"><span class=\"ez-toc-section\" id=\"%d9%85%d8%b2%d8%a7%db%8c%d8%a7_%d9%88_%d9%85%d8%b9%d8%a7%db%8c%d8%a8_%d8%b1%d9%85%d8%b2%da%af%d8%b0%d8%a7%d8%b1%db%8c_one-hot\"><\/span>\u0645\u0632\u0627\u06cc\u0627 \u0648 \u0645\u0639\u0627\u06cc\u0628 \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc One-hot<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0645\u0627\u0646\u0646\u062f \u0647\u0631 \u0646\u0648\u0639 \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc \u062f\u06cc\u06af\u0631\u06cc\u060c one-hot \u062f\u0627\u0631\u0627\u06cc \u0646\u06a9\u0627\u062a \u062e\u0648\u0628 \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u062c\u0646\u0628\u0647 \u0647\u0627\u06cc \u0645\u0634\u06a9\u0644 \u0633\u0627\u0632 \u0627\u0633\u062a.<\/p>\n<h3 id=\"advantages\"><span class=\"ez-toc-section\" id=\"%d9%85%d8%b2%d8%a7%db%8c%d8%a7%db%8c\"><\/span>\u0645\u0632\u0627\u06cc\u0627\u06cc<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u06cc\u06a9 \u0645\u0632\u06cc\u062a \u0628\u0632\u0631\u06af \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc \u062a\u06a9 \u062f\u0627\u063a \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u062a\u0639\u06cc\u06cc\u0646 \u0648\u0636\u0639\u06cc\u062a \u06cc\u06a9 \u0645\u0627\u0634\u06cc\u0646 \u0647\u0632\u06cc\u0646\u0647 \u06a9\u0645 \u0648 \u062b\u0627\u0628\u062a\u06cc \u062f\u0627\u0631\u062f\u060c \u0632\u06cc\u0631\u0627 \u062a\u0646\u0647\u0627 \u06a9\u0627\u0631\u06cc \u06a9\u0647 \u0628\u0627\u06cc\u062f \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u062f \u062f\u0633\u062a\u0631\u0633\u06cc \u0628\u0647 \u06cc\u06a9 \u0641\u0644\u06cc\u067e \u0641\u0644\u0627\u067e \u0627\u0633\u062a.  \u062a\u063a\u06cc\u06cc\u0631 \u0648\u0636\u0639\u06cc\u062a \u062f\u0633\u062a\u06af\u0627\u0647 \u062a\u0642\u0631\u06cc\u0628\u0627\u064b \u0628\u0647 \u0647\u0645\u0627\u0646 \u0633\u0631\u0639\u062a \u0627\u0633\u062a\u060c \u0632\u06cc\u0631\u0627 \u0641\u0642\u0637 \u0628\u0627\u06cc\u062f \u0628\u0647 \u062f\u0648 \u0641\u0644\u06cc\u067e \u0641\u0644\u0627\u067e \u062f\u0633\u062a\u0631\u0633\u06cc \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f.<\/p>\n<p>\u06cc\u06a9\u06cc \u062f\u06cc\u06af\u0631 \u0627\u0632 \u0686\u06cc\u0632\u0647\u0627\u06cc \u0639\u0627\u0644\u06cc \u062f\u0631 \u0645\u0648\u0631\u062f \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc \u06cc\u06a9\u200c\u0637\u0631\u0641\u060c \u0627\u062c\u0631\u0627\u06cc \u0622\u0633\u0627\u0646 \u0622\u0646 \u0627\u0633\u062a.  \u0637\u0631\u0627\u062d\u06cc \u0648 \u0627\u0635\u0644\u0627\u062d \u0645\u062f\u0627\u0631\u0647\u0627\u06cc \u062f\u06cc\u062c\u06cc\u062a\u0627\u0644\u06cc \u0633\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 \u062f\u0631 \u0627\u06cc\u0646 \u0646\u0645\u0627\u062f \u0628\u0633\u06cc\u0627\u0631 \u0622\u0633\u0627\u0646 \u0627\u0633\u062a.  \u062a\u0634\u062e\u06cc\u0635 \u062d\u0627\u0644\u062a \u0647\u0627\u06cc \u063a\u06cc\u0631\u0642\u0627\u0646\u0648\u0646\u06cc \u062f\u0631 \u0645\u0627\u0634\u06cc\u0646 \u062d\u0627\u0644\u062a \u0645\u062d\u062f\u0648\u062f \u0646\u06cc\u0632 \u0622\u0633\u0627\u0646 \u0627\u0633\u062a.<\/p>\n<p>\u06cc\u06a9 \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u062a\u06a9 \u062f\u0627\u063a \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0633\u0631\u06cc\u0639\u200c\u062a\u0631\u06cc\u0646 \u0622\u0646 \u0634\u0646\u0627\u062e\u062a\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f\u060c \u06a9\u0647 \u0628\u0647 \u0645\u0627\u0634\u06cc\u0646 \u062d\u0627\u0644\u062a \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f \u0628\u0627 \u0633\u0631\u0639\u062a \u06a9\u0644\u0627\u06a9 \u0633\u0631\u06cc\u0639\u200c\u062a\u0631\u06cc \u0646\u0633\u0628\u062a \u0628\u0647 \u0647\u0631 \u06a9\u062f\u06af\u0630\u0627\u0631\u06cc \u062f\u06cc\u06af\u0631 \u0622\u0646 \u0645\u0627\u0634\u06cc\u0646 \u062d\u0627\u0644\u062a \u06a9\u0627\u0631 \u06a9\u0646\u062f.<\/p>\n<h3 id=\"disadvantages\"><span class=\"ez-toc-section\" id=\"%d9%85%d8%b9%d8%a7%db%8c%d8%a8\"><\/span>\u0645\u0639\u0627\u06cc\u0628<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u06cc\u06a9\u06cc \u0627\u0632 \u0645\u0639\u0627\u06cc\u0628 \u0627\u0635\u0644\u06cc \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc \u062a\u06a9 \u062f\u0627\u063a\u060c \u0627\u06cc\u0646 \u0648\u0627\u0642\u0639\u06cc\u062a \u0627\u0633\u062a \u06a9\u0647 \u062f\u0631 \u0628\u0627\u0644\u0627 \u0630\u06a9\u0631 \u0634\u062f <em>\u0646\u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u0627\u0631\u0632\u0634 \u0647\u0627 \u0631\u0627 \u0646\u0634\u0627\u0646 \u062f\u0647\u062f<\/em> (\u0628\u0631\u0627\u06cc <strong>n<\/strong> \u0627\u06cc\u0627\u0644\u0627\u062a\u060c \u0645\u0627 \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u06cc\u0645 <strong>n<\/strong> \u0627\u0631\u0642\u0627\u0645 &#8211; \u06cc\u0627 \u0641\u0644\u06cc\u067e \u0641\u0644\u0627\u067e).  \u0628\u0647 \u0647\u0645\u06cc\u0646 \u062f\u0644\u06cc\u0644 \u0627\u0633\u062a \u06a9\u0647 \u0627\u06af\u0631 \u0628\u062e\u0648\u0627\u0647\u06cc\u0645 \u0628\u0631\u0627\u06cc \u0645\u062b\u0627\u0644 \u06cc\u06a9 \u0634\u0645\u0627\u0631\u0646\u062f\u0647 \u062d\u0644\u0642\u0647 15 \u062d\u0627\u0644\u062a\u0647 \u06cc\u06a9 \u062f\u0627\u063a \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u06a9\u0646\u06cc\u0645\u060c \u0628\u0647 15 \u0641\u0644\u06cc\u067e \u0641\u0644\u0627\u067e \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u06cc\u0645\u060c \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u0627\u062c\u0631\u0627\u06cc \u0628\u0627\u06cc\u0646\u0631\u06cc \u062a\u0646\u0647\u0627 \u0628\u0647 \u0633\u0647 \u0641\u0644\u06cc\u067e \u0641\u0644\u0627\u067e \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u062f.<\/p>\n<p>\u0627\u06cc\u0646 \u0627\u0645\u0631 \u0622\u0646 \u0631\u0627 \u0628\u0647 \u0648\u06cc\u0698\u0647 \u0628\u0631\u0627\u06cc \u062f\u0633\u062a\u06af\u0627\u0647 \u0647\u0627\u06cc PAL \u063a\u06cc\u0631 \u0639\u0645\u0644\u06cc \u0645\u06cc \u06a9\u0646\u062f \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0633\u06cc\u0627\u0631 \u06af\u0631\u0627\u0646 \u0628\u0627\u0634\u062f\u060c \u0627\u0645\u0627 \u0627\u0632 \u0641\u0644\u06cc\u067e \u0641\u0644\u0627\u067e \u0647\u0627\u06cc \u0641\u0631\u0627\u0648\u0627\u0646 FPGA \u0628\u0647\u0631\u0647 \u0645\u06cc \u0628\u0631\u062f.<\/p>\n<p>\u0645\u0634\u06a9\u0644 \u062f\u06cc\u06af\u0631 \u0627\u06cc\u0646 \u0646\u0648\u0639 \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u062d\u0627\u0644\u062a\u200c\u0647\u0627\u06cc \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u06cc\u06a9 \u0645\u0627\u0634\u06cc\u0646 \u062d\u0627\u0644\u062a \u0645\u062d\u062f\u0648\u062f \u063a\u06cc\u0631\u0642\u0627\u0646\u0648\u0646\u06cc \u0647\u0633\u062a\u0646\u062f &#8211; \u0628\u0631\u0627\u06cc \u0647\u0631 <strong>n<\/strong> \u062d\u0627\u0644\u062a \u0647\u0627\u06cc \u0645\u0639\u062a\u0628\u0631 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f (<strong>2<sup>n<\/sup> &#8211; n)<\/strong> \u063a\u06cc\u0631 \u0642\u0627\u0646\u0648\u0646\u06cc  \u0646\u06a9\u062a\u0647 \u062e\u0648\u0628 \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u0642\u0628\u0644\u0627\u064b \u06af\u0641\u062a\u0647 \u0634\u062f\u060c \u062a\u0634\u062e\u06cc\u0635 \u0627\u06cc\u0646 \u062d\u0627\u0644\u062a \u0647\u0627\u06cc \u063a\u06cc\u0631\u0642\u0627\u0646\u0648\u0646\u06cc \u0628\u0633\u06cc\u0627\u0631 \u0622\u0633\u0627\u0646 \u0627\u0633\u062a (\u06cc\u06a9 \u06af\u06cc\u062a XOR \u06a9\u0627\u0641\u06cc \u0627\u0633\u062a)\u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0645\u0631\u0627\u0642\u0628\u062a \u0627\u0632 \u0622\u0646\u0647\u0627 \u062e\u06cc\u0644\u06cc \u0633\u062e\u062a \u0646\u06cc\u0633\u062a.<\/p>\n<h2 id=\"conclusion\"><span class=\"ez-toc-section\" id=\"%d9%86%d8%aa%db%8c%d8%ac%d9%87\"><\/span>\u0646\u062a\u06cc\u062c\u0647<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0627\u0632 \u0622\u0646\u062c\u0627\u06cc\u06cc \u06a9\u0647 \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc \u062a\u06a9 \u062f\u0627\u063a \u0628\u0633\u06cc\u0627\u0631 \u0633\u0627\u062f\u0647 \u0627\u0633\u062a\u060c \u062f\u0631\u06a9 \u0648 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0622\u0646 \u062f\u0631 \u0639\u0645\u0644 \u0622\u0633\u0627\u0646 \u0627\u0633\u062a.  \u062c\u0627\u06cc \u062a\u0639\u062c\u0628 \u0646\u06cc\u0633\u062a \u06a9\u0647 \u0627\u06cc\u0646 \u0645\u062d\u0628\u0648\u0628\u06cc\u062a \u062f\u0631 \u062f\u0646\u06cc\u0627\u06cc \u0639\u0644\u0648\u0645 \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631 \u0628\u0633\u06cc\u0627\u0631 \u0632\u06cc\u0627\u062f \u0627\u0633\u062a.<\/p>\n<p>\u0628\u0627 \u062a\u0648\u062c\u0647 \u0628\u0647 \u0627\u06cc\u0646 \u0648\u0627\u0642\u0639\u06cc\u062a \u06a9\u0647 \u0645\u0639\u0627\u06cc\u0628 \u0646\u06cc\u0633\u062a <em>\u062e\u06cc\u0644\u06cc \u0628\u062f<\/em>\u060c \u06a9\u0627\u0631\u0628\u0631\u062f \u0648\u0633\u06cc\u0639 \u0622\u0646 \u062f\u06cc\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.  \u062f\u0631 \u067e\u0627\u06cc\u0627\u0646\u060c \u0645\u0632\u0627\u06cc\u0627\u06cc \u0622\u0646 \u0628\u0647 \u0648\u0636\u0648\u062d \u0628\u06cc\u0634\u062a\u0631 \u0627\u0632 \u0645\u0639\u0627\u06cc\u0628 \u0622\u0646 \u0627\u0633\u062a\u060c \u0628\u0647 \u0647\u0645\u06cc\u0646 \u062f\u0644\u06cc\u0644 \u0627\u0633\u062a \u06a9\u0647 \u0627\u06cc\u0646 \u0646\u0648\u0639 \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u0642\u0637\u0639\u0627 \u0628\u0631\u0627\u06cc \u0645\u062f\u062a \u0637\u0648\u0644\u0627\u0646\u06cc \u062f\u0631 \u0622\u06cc\u0646\u062f\u0647 \u0628\u0627\u0642\u06cc \u062e\u0648\u0627\u0647\u062f \u0645\u0627\u0646\u062f.<\/p>\n<\/div>\n<p><script>\n                        !function(f,b,e,v,n,t,s)\n                        {if(f.fbq)return;n=f.fbq=function(){n.callMethod?\n                        n.callMethod.apply(n,arguments):n.queue.push(arguments)};\n                        if(!f._fbq)f._fbq=n;n.push=n;n.loaded=!0;n.version='2.0';\n                        n.queue=();t=b.createElement(e);t.async=!0;\n                        t.src=v;s=b.getElementsByTagName(e)(0);\n                        s.parentNode.insertBefore(t,s)}(window, document,'script',\n                        'https:\/\/connect.facebook.net\/en_US\/fbevents.js');\n                        fbq('init', '525232124909042');\n                        fbq('track', 'PageView');\n                    <\/script>    (\u0628\u0631\u0686\u0633\u0628\u200c\u0647\u0627 \u0628\u0647 \u062a\u0631\u062c\u0645\u0647)# python<br \/>\n<br \/><br \/>\n<br \/>\u0645\u0646\u062a\u0634\u0631 \u0634\u062f\u0647 \u062f\u0631 1403-01-17 18:45:05<br \/>\n<\/p>\n\n\n<div class=\"kk-star-ratings kksr-auto kksr-align-center kksr-valign-bottom\"\n    data-payload='{&quot;align&quot;:&quot;center&quot;,&quot;id&quot;:&quot;15836&quot;,&quot;slug&quot;:&quot;default&quot;,&quot;valign&quot;:&quot;bottom&quot;,&quot;ignore&quot;:&quot;&quot;,&quot;reference&quot;:&quot;auto&quot;,&quot;class&quot;:&quot;&quot;,&quot;count&quot;:&quot;0&quot;,&quot;legendonly&quot;:&quot;&quot;,&quot;readonly&quot;:&quot;&quot;,&quot;score&quot;:&quot;0&quot;,&quot;starsonly&quot;:&quot;&quot;,&quot;best&quot;:&quot;5&quot;,&quot;gap&quot;:&quot;5&quot;,&quot;greet&quot;:&quot;\u0627\u0645\u062a\u06cc\u0627\u0632 \u0634\u0645\u0627 \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0637\u0644\u0628&quot;,&quot;legend&quot;:&quot;0\\\/5 (0 \u0631\u0627\u06cc)&quot;,&quot;size&quot;:&quot;30&quot;,&quot;title&quot;:&quot;\u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc \u062a\u06a9 \u062f\u0627\u063a \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0627 \u067e\u0627\u0646\u062f\u0627\u0647\u0627 \u0648 Scikit-Learn&quot;,&quot;width&quot;:&quot;0&quot;,&quot;_legend&quot;:&quot;{score}\\\/{best} ({count} \u0631\u0627\u06cc)&quot;,&quot;font_factor&quot;:&quot;1.25&quot;}'>\n            \n<div class=\"kksr-stars\">\n    \n<div class=\"kksr-stars-inactive\">\n            <div class=\"kksr-star\" data-star=\"1\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"2\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"3\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"4\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"5\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n    <\/div>\n    \n<div class=\"kksr-stars-active\" style=\"width: 0px;\">\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n    <\/div>\n<\/div>\n                \n\n<div class=\"kksr-legend\" style=\"font-size: 24px;\">\n            <span class=\"kksr-muted\">\u0627\u0645\u062a\u06cc\u0627\u0632 \u0634\u0645\u0627 \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0637\u0644\u0628<\/span>\n    <\/div>\n    <\/div>\n","protected":false},"excerpt":{"rendered":"<p><span class=\"span-reading-time rt-reading-time\" style=\"display: block;\"><span class=\"rt-label rt-prefix\">\u0632\u0645\u0627\u0646 \u0644\u0627\u0632\u0645 \u0628\u0631\u0627\u06cc \u0645\u0637\u0627\u0644\u0639\u0647: <\/span> <span class=\"rt-time\"> 8<\/span> <span class=\"rt-label rt-postfix\">\u062f\u0642\u06cc\u0642\u0647<\/span><\/span>\u0645\u0639\u0631\u0641\u06cc \u062f\u0631 \u0639\u0644\u0648\u0645 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[&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":15837,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1743,620],"tags":[],"class_list":["post-15836","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-python","category-programming"],"acf":[],"_links":{"self":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/posts\/15836","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/comments?post=15836"}],"version-history":[{"count":0,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/posts\/15836\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/media\/15837"}],"wp:attachment":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/media?parent=15836"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/categories?post=15836"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/tags?post=15836"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}