{"id":477792,"date":"2023-08-09T09:20:26","date_gmt":"2023-08-09T09:20:26","guid":{"rendered":""},"modified":"2023-10-30T16:39:17","modified_gmt":"2023-10-30T16:39:17","slug":"label-encoding","status":"publish","type":"wiki","link":"https:\/\/oneproxy.pro\/ir\/wiki\/label-encoding\/","title":{"rendered":"\u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc \u0628\u0631\u0686\u0633\u0628"},"content":{"rendered":"<h2>\u0645\u0639\u0631\u0641\u06cc<\/h2>\n<p>\u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc \u0628\u0631\u0686\u0633\u0628 \u06cc\u06a9 \u062a\u06a9\u0646\u06cc\u06a9 \u067e\u0631\u06a9\u0627\u0631\u0628\u0631\u062f \u062f\u0631 \u067e\u06cc\u0634 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0648 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc \u0627\u0633\u062a \u06a9\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u0634\u062f\u0647 \u0631\u0627 \u0628\u0647 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\u0647\u0627 \u0648 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc \u06a9\u0646\u062f:<\/p>\n<ul>\n<li><strong>\u0633\u0627\u062f\u06af\u06cc:<\/strong> \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc \u0628\u0631\u0686\u0633\u0628 \u0622\u0633\u0627\u0646 \u0627\u0633\u062a \u0648 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0622\u0646 \u0631\u0627 \u0628\u0647 \u0637\u0648\u0631 \u0645\u0648\u062b\u0631 \u062f\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0627\u0639\u0645\u0627\u0644 \u06a9\u0631\u062f.<\/li>\n<li><strong>\u062d\u0641\u0638 \u062d\u0627\u0641\u0638\u0647:<\/strong> \u0628\u0647 \u062d\u0627\u0641\u0638\u0647 \u06a9\u0645\u062a\u0631\u06cc \u062f\u0631 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0628\u0627 \u0633\u0627\u06cc\u0631 \u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627\u06cc \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc \u0645\u0627\u0646\u0646\u062f \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc \u062a\u06a9 \u062f\u0627\u063a \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u062f.<\/li>\n<li><strong>\u0633\u0627\u0632\u06af\u0627\u0631\u06cc:<\/strong> \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u0648\u0631\u0648\u062f\u06cc\u200c\u0647\u0627\u06cc \u0639\u062f\u062f\u06cc \u0631\u0627 \u0628\u0647\u062a\u0631 \u0627\u0632 \u0648\u0631\u0648\u062f\u06cc\u200c\u0647\u0627\u06cc \u0637\u0628\u0642\u0647\u200c\u0627\u06cc \u0645\u062f\u06cc\u0631\u06cc\u062a \u06a9\u0646\u0646\u062f.<\/li>\n<\/ul>\n<p>\u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u0622\u06af\u0627\u0647\u06cc \u0627\u0632 \u0645\u0639\u0627\u06cc\u0628 \u0627\u062d\u062a\u0645\u0627\u0644\u06cc \u0636\u0631\u0648\u0631\u06cc \u0627\u0633\u062a\u060c \u0645\u0627\u0646\u0646\u062f:<\/p>\n<ul>\n<li><strong>\u062f\u0633\u062a\u0648\u0631 \u062e\u0648\u062f\u0633\u0631\u0627\u0646\u0647:<\/strong> \u0628\u0631\u0686\u0633\u0628 \u0647\u0627\u06cc \u0639\u062f\u062f\u06cc \u0627\u062e\u062a\u0635\u0627\u0635 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0631\u0648\u0627\u0628\u0637 \u062a\u0631\u062a\u06cc\u0628\u06cc \u0646\u0627\u062e\u0648\u0627\u0633\u062a\u0647 \u0631\u0627 \u0645\u0639\u0631\u0641\u06cc \u06a9\u0646\u0646\u062f \u06a9\u0647 \u0645\u0646\u062c\u0631 \u0628\u0647 \u0646\u062a\u0627\u06cc\u062c \u0645\u063a\u0631\u0636\u0627\u0646\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/li>\n<li><strong>\u062a\u0641\u0633\u06cc\u0631 \u0646\u0627\u062f\u0631\u0633\u062a:<\/strong> \u0628\u0631\u062e\u06cc \u0627\u0632 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0647\u0627 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0628\u0631\u0686\u0633\u0628 \u0647\u0627\u06cc \u06a9\u062f\u06af\u0630\u0627\u0631\u06cc \u0634\u062f\u0647 \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u067e\u06cc\u0648\u0633\u062a\u0647 \u062a\u0641\u0633\u06cc\u0631 \u06a9\u0646\u0646\u062f \u06a9\u0647 \u0628\u0631 \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u062f\u0644 \u062a\u0623\u062b\u06cc\u0631 \u0645\u06cc \u06af\u0630\u0627\u0631\u062f.<\/li>\n<\/ul>\n<h2>\u0627\u0646\u0648\u0627\u0639 \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc \u0628\u0631\u0686\u0633\u0628<\/h2>\n<p>\u0631\u0648\u06cc\u06a9\u0631\u062f\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641\u06cc \u0628\u0631\u0627\u06cc \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc \u0628\u0631\u0686\u0633\u0628 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f \u06a9\u0647 \u0647\u0631 \u06a9\u062f\u0627\u0645 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627 \u0648 \u0645\u0648\u0627\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u062f \u0631\u0627 \u062f\u0627\u0631\u0646\u062f. \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0627\u0646\u0648\u0627\u0639 \u0645\u062a\u062f\u0627\u0648\u0644 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f:<\/p>\n<ol>\n<li><strong>\u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc \u0628\u0631\u0686\u0633\u0628 \u062a\u0631\u062a\u06cc\u0628\u06cc:<\/strong> \u0628\u0631\u0686\u0633\u0628 \u0647\u0627 \u0631\u0627 \u0628\u0631 \u0627\u0633\u0627\u0633 \u06cc\u06a9 \u062a\u0631\u062a\u06cc\u0628 \u0627\u0632 \u067e\u06cc\u0634 \u062a\u0639\u0631\u06cc\u0641 \u0634\u062f\u0647\u060c \u0645\u0646\u0627\u0633\u0628 \u0628\u0631\u0627\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062f\u0633\u062a\u0647 \u0628\u0646\u062f\u06cc \u062a\u0631\u062a\u06cc\u0628\u06cc \u0627\u062e\u062a\u0635\u0627\u0635 \u0645\u06cc \u062f\u0647\u062f.<\/li>\n<li><strong>\u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc \u0628\u0631\u0686\u0633\u0628 \u0634\u0645\u0627\u0631\u0634:<\/strong> \u062f\u0633\u062a\u0647 \u0647\u0627 \u0631\u0627 \u0628\u0627 \u062a\u0639\u062f\u0627\u062f \u0641\u0631\u0627\u0648\u0627\u0646\u06cc \u0645\u0631\u0628\u0648\u0637\u0647 \u062f\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646 \u0645\u06cc \u06a9\u0646\u062f.<\/li>\n<li><strong>\u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc \u0628\u0631\u0686\u0633\u0628 \u0641\u0631\u06a9\u0627\u0646\u0633:<\/strong> \u0645\u0634\u0627\u0628\u0647 \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc \u0634\u0645\u0627\u0631\u0634\u060c \u0627\u0645\u0627 \u0628\u0627 \u062a\u0642\u0633\u06cc\u0645 \u0628\u0631 \u062a\u0639\u062f\u0627\u062f \u06a9\u0644 \u0646\u0642\u0627\u0637 \u062f\u0627\u062f\u0647\u060c \u0634\u0645\u0627\u0631\u0634 \u0639\u0627\u062f\u06cc \u0645\u06cc \u0634\u0648\u062f.<\/li>\n<\/ol>\n<p>\u062f\u0631 \u0632\u06cc\u0631 \u06cc\u06a9 \u062c\u062f\u0648\u0644 \u062e\u0644\u0627\u0635\u0647 \u0627\u06cc \u0627\u0632 \u0627\u0646\u0648\u0627\u0639 \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc \u0628\u0631\u0686\u0633\u0628 \u0622\u0648\u0631\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a:<\/p>\n<table>\n<thead>\n<tr>\n<th>\u062a\u0627\u06cc\u067e \u06a9\u0646\u06cc\u062f<\/th>\n<th>\u0634\u0631\u062d<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc \u0628\u0631\u0686\u0633\u0628 \u062a\u0631\u062a\u06cc\u0628\u06cc<\/td>\n<td>\u0628\u0627 \u062a\u062e\u0635\u06cc\u0635 \u0628\u0631\u0686\u0633\u0628 \u0647\u0627 \u0628\u0631 \u0627\u0633\u0627\u0633 \u062a\u0631\u062a\u06cc\u0628 \u0627\u0632 \u067e\u06cc\u0634 \u062a\u0639\u0631\u06cc\u0641 \u0634\u062f\u0647\u060c \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062f\u0633\u062a\u0647 \u0628\u0646\u062f\u06cc \u062a\u0631\u062a\u06cc\u0628\u06cc \u0631\u0627 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0645\u06cc \u06a9\u0646\u062f.<\/td>\n<\/tr>\n<tr>\n<td>\u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc \u0628\u0631\u0686\u0633\u0628 \u0634\u0645\u0627\u0631\u0634<\/td>\n<td>\u062f\u0633\u062a\u0647 \u0647\u0627 \u0631\u0627 \u0628\u0627 \u062a\u0639\u062f\u0627\u062f \u0641\u0631\u0627\u0648\u0627\u0646\u06cc \u0622\u0646\u0647\u0627 \u062f\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646 \u0645\u06cc \u06a9\u0646\u062f.<\/td>\n<\/tr>\n<tr>\n<td>\u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc \u0628\u0631\u0686\u0633\u0628 \u0641\u0631\u06a9\u0627\u0646\u0633<\/td>\n<td>\u06a9\u062f\u06af\u0630\u0627\u0631\u06cc \u062a\u0639\u062f\u0627\u062f \u0631\u0627 \u0628\u0627 \u062a\u0642\u0633\u06cc\u0645 \u062a\u0639\u062f\u0627\u062f \u0628\u0631 \u06a9\u0644 \u0646\u0642\u0627\u0637 \u062f\u0627\u062f\u0647 \u0639\u0627\u062f\u06cc \u0645\u06cc \u06a9\u0646\u062f.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u0631\u0627\u0647 \u0647\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc \u0628\u0631\u0686\u0633\u0628 \u0648 \u0645\u0634\u06a9\u0644\u0627\u062a \u0645\u0631\u062a\u0628\u0637<\/h2>\n<p>\u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc \u0628\u0631\u0686\u0633\u0628 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0647\u0627\u06cc\u06cc \u0631\u0627 \u062f\u0631 \u062d\u0648\u0632\u0647\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u067e\u06cc\u062f\u0627 \u0645\u06cc\u200c\u06a9\u0646\u062f\u060c \u0645\u0627\u0646\u0646\u062f:<\/p>\n<ol>\n<li><strong>\u0641\u0631\u0627\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646:<\/strong> \u067e\u06cc\u0634 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u0634\u062f\u0647 \u0628\u0631\u0627\u06cc \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f \u062f\u0631\u062e\u062a \u062a\u0635\u0645\u06cc\u0645\u060c \u0645\u0627\u0634\u06cc\u0646 \u0647\u0627\u06cc \u0628\u0631\u062f\u0627\u0631 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646 \u0648 \u0631\u06af\u0631\u0633\u06cc\u0648\u0646 \u0644\u062c\u0633\u062a\u06cc\u06a9.<\/li>\n<li><strong>\u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc:<\/strong> \u062a\u0628\u062f\u06cc\u0644 \u062f\u0633\u062a\u0647\u200c\u0647\u0627\u06cc \u0645\u062a\u0646 (\u0645\u062b\u0644\u0627\u064b \u0628\u0631\u0686\u0633\u0628\u200c\u0647\u0627\u06cc \u0627\u062d\u0633\u0627\u0633\u0627\u062a) \u0628\u0647 \u0634\u06a9\u0644 \u0639\u062f\u062f\u06cc \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0647\u0627\u06cc \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u0645\u062a\u0646.<\/li>\n<li><strong>\u0628\u06cc\u0646\u0627\u06cc\u06cc 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\u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u0645\u062d\u062a\u0648\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u062f. \u0686\u0646\u06cc\u0646 \u067e\u06cc\u0634 \u067e\u0631\u062f\u0627\u0632\u0634\u06cc \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u06a9\u0627\u0631\u0627\u06cc\u06cc \u0648 \u0639\u0645\u0644\u06a9\u0631\u062f \u062e\u062f\u0645\u0627\u062a OneProxy \u0631\u0627 \u0628\u0647\u0628\u0648\u062f \u0628\u062e\u0634\u062f.<\/p>\n<h2>\u0644\u06cc\u0646\u06a9 \u0647\u0627\u06cc \u0645\u0631\u0628\u0648\u0637\u0647<\/h2>\n<p>\u0628\u0631\u0627\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0628\u06cc\u0634\u062a\u0631 \u062f\u0631 \u0645\u0648\u0631\u062f \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc \u0628\u0631\u0686\u0633\u0628\u060c \u0645\u0646\u0627\u0628\u0639 \u0632\u06cc\u0631 \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u06cc\u062f:<\/p>\n<ol>\n<li><a href=\"https:\/\/scikit-learn.org\/stable\/modules\/generated\/sklearn.preprocessing.LabelEncoder.html\" target=\"_new\" rel=\"noopener nofollow\">\u0645\u0633\u062a\u0646\u062f\u0627\u062a Scikit-Learn \u062f\u0631 \u0645\u0648\u0631\u062f \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc \u0628\u0631\u0686\u0633\u0628<\/a><\/li>\n<li><a href=\"https:\/\/towardsdatascience.com\/all-about-categorical-variable-encoding-305f3361fd02\" target=\"_new\" rel=\"noopener nofollow\">\u0628\u0647 \u0633\u0648\u06cc \u0639\u0644\u0645 \u062f\u0627\u062f\u0647: \u0645\u0642\u062f\u0645\u0647 \u0627\u06cc \u0628\u0631 \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc \u0645\u062a\u063a\u06cc\u0631\u0647\u0627\u06cc \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u0634\u062f\u0647<\/a><\/li>\n<li><a href=\"https:\/\/www.kdnuggets.com\/2020\/05\/guide-feature-engineering-encoding-techniques.html\" target=\"_new\" rel=\"noopener nofollow\">KDNuggets: \u0631\u0627\u0647\u0646\u0645\u0627\u06cc \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u062f\u0633\u062a\u0647 \u0628\u0646\u062f\u06cc<\/a><\/li>\n<\/ol>\n<p>\u062f\u0631 \u0646\u062a\u06cc\u062c\u0647\u060c \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc \u0628\u0631\u0686\u0633\u0628 \u06cc\u06a9 \u0627\u0628\u0632\u0627\u0631 \u0636\u0631\u0648\u0631\u06cc \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0648 \u0648\u0638\u0627\u06cc\u0641 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0628\u0627\u0642\u06cc \u0645\u06cc \u0645\u0627\u0646\u062f. \u0633\u0627\u062f\u06af\u06cc\u060c \u0633\u0627\u0632\u06af\u0627\u0631\u06cc \u0628\u0627 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0648 \u06a9\u0627\u0631\u0627\u06cc\u06cc \u062d\u0627\u0641\u0638\u0647 \u0622\u0646 \u0631\u0627 \u0628\u0647 \u06cc\u06a9 \u0627\u0646\u062a\u062e\u0627\u0628 \u0645\u062d\u0628\u0648\u0628 \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a. \u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u067e\u0632\u0634\u06a9\u0627\u0646 \u0628\u0627\u06cc\u062f \u0647\u0646\u06af\u0627\u0645 \u0628\u0631\u062e\u0648\u0631\u062f \u0628\u0627 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062a\u0631\u062a\u06cc\u0628\u06cc \u0627\u062d\u062a\u06cc\u0627\u0637 \u06a9\u0646\u0646\u062f \u0648 \u0627\u0632 \u0645\u0633\u0627\u0626\u0644 \u0627\u062d\u062a\u0645\u0627\u0644\u06cc \u0628\u0631\u0627\u06cc \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0627\u0632 \u06a9\u0627\u0631\u0628\u0631\u062f \u0645\u0646\u0627\u0633\u0628 \u0622\u0646 \u0622\u06af\u0627\u0647 \u0628\u0627\u0634\u0646\u062f. \u0628\u0627 \u067e\u06cc\u0634\u0631\u0641\u062a \u0641\u0646\u0627\u0648\u0631\u06cc\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0627\u0646\u062a\u0638\u0627\u0631 \u067e\u06cc\u0634\u0631\u0641\u062a\u200c\u0647\u0627\u06cc \u0628\u06cc\u0634\u062a\u0631 \u062f\u0631 \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc \u0631\u0627 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u0645 \u06a9\u0647 \u0631\u0627\u0647 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0631\u0627\u0647\u200c\u062d\u0644\u200c\u0647\u0627\u06cc \u06a9\u0627\u0631\u0622\u0645\u062f\u062a\u0631 \u0648 \u0622\u06af\u0627\u0647\u0627\u0646\u0647\u200c\u062a\u0631 \u0647\u0645\u0648\u0627\u0631 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>","protected":false},"featured_media":491182,"menu_order":0,"template":"","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"class_list":["post-477792","wiki","type-wiki","status-publish","has-post-thumbnail","hentry"],"acf":{"faq_title":"Frequently Asked Questions about <mark>Label Encoding: A Comprehensive Guide<\/mark>","faq_items":[{"question":"What is label encoding, and how does it work?","answer":"Label encoding is a technique used in data preprocessing and machine learning to convert categorical data into numerical form. It assigns a unique integer label to each unique category, allowing algorithms to process the data effectively. The process involves identifying unique categories, assigning numerical labels, and replacing the original categorical values with their corresponding integers."},{"question":"How did label encoding originate?","answer":"The concept of label encoding can be traced back to early computer science and statistics, where researchers faced the challenge of converting non-numeric data into a numerical format for analysis. The first mention of label encoding can be found in the works of statisticians and early machine learning researchers."},{"question":"What are the key features of label encoding?","answer":"Label encoding offers simplicity, memory preservation, and compatibility with many machine learning algorithms. However, it may introduce arbitrary order and misinterpretation of data in some cases."},{"question":"What are the types of label encoding available?","answer":"There are three common types of label encoding:\r\n<ol>\r\n \t<li>Ordinal Label Encoding: Suitable for handling ordinal categorical data by assigning labels based on a predefined order.<\/li>\r\n \t<li>Count Label Encoding: Replaces categories with their respective frequency counts in the dataset.<\/li>\r\n \t<li>Frequency Label Encoding: Similar to count encoding, but the count is normalized by dividing by the total number of data points.<\/li>\r\n<\/ol>"},{"question":"How can label encoding be used, and what are the associated problems?","answer":"Label encoding finds applications in machine learning, natural language processing, and computer vision. However, potential problems include data leakage when applied before data splitting and inefficiency with high cardinality datasets."},{"question":"How does label encoding compare to other encoding techniques?","answer":"Label encoding differs from one-hot encoding and binary encoding in terms of output data type, the number of output features, handling high cardinality, and encoding interpretability."},{"question":"What are the future perspectives and technologies related to label encoding?","answer":"The future of label encoding may involve enhanced techniques, hybrid approaches, and context-aware encoding to address its limitations and improve performance."},{"question":"How is label encoding associated with proxy servers and OneProxy?","answer":"While label encoding itself is not directly related to proxy servers, OneProxy, as a proxy server provider, can use label encoding techniques internally to handle and process user data, enhancing the efficiency of their services."},{"question":"Where can I find more information about label encoding?","answer":"For further information on label encoding, consider exploring the following resources:\r\n<ol>\r\n \t<li>Scikit-learn Documentation on Label Encoding<\/li>\r\n \t<li>Towards Data Science: Introduction to Encoding Categorical Variables<\/li>\r\n \t<li>KDNuggets: A Guide to Encoding Categorical Features<\/li>\r\n<\/ol>"}]},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/wiki\/477792","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/wiki"}],"about":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/types\/wiki"}],"version-history":[{"count":0,"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/wiki\/477792\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/media\/491182"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/media?parent=477792"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}