{"id":479155,"date":"2023-08-09T10:31:59","date_gmt":"2023-08-09T10:31:59","guid":{"rendered":""},"modified":"2023-09-05T11:18:15","modified_gmt":"2023-09-05T11:18:15","slug":"stemming-in-natural-language-processing","status":"publish","type":"wiki","link":"https:\/\/oneproxy.pro\/ar\/wiki\/stemming-in-natural-language-processing\/","title":{"rendered":"\u062a\u0646\u0628\u0639 \u0641\u064a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629"},"content":{"rendered":"<p>\u064a\u0639\u062f \u0627\u0644\u0627\u0634\u062a\u0642\u0627\u0642 \u0641\u064a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0627\u062a \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 (NLP) \u062a\u0642\u0646\u064a\u0629 \u0623\u0633\u0627\u0633\u064a\u0629 \u062a\u0633\u062a\u062e\u062f\u0645 \u0644\u0627\u062e\u062a\u0632\u0627\u0644 \u0627\u0644\u0643\u0644\u0645\u0627\u062a \u0625\u0644\u0649 \u0634\u0643\u0644\u0647\u0627 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\u0627\u0644\u0644\u0648\u0627\u062d\u0642 \u0645\u0646 \u0627\u0644\u0643\u0644\u0645\u0627\u062a. \u0648\u064a\u0645\u0643\u0646 \u0627\u0644\u0646\u0638\u0631 \u0625\u0644\u0649 \u0647\u0630\u0647 \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0639\u0644\u0649 \u0623\u0646\u0647\u0627 \u0633\u0644\u0633\u0644\u0629 \u0645\u0646 \u0627\u0644\u062a\u062d\u0648\u0644\u0627\u062a \u0627\u0644\u0644\u063a\u0648\u064a\u0629. \u062a\u062e\u062a\u0644\u0641 \u0627\u0644\u062e\u0637\u0648\u0627\u062a \u0648\u0627\u0644\u0642\u0648\u0627\u0639\u062f \u0627\u0644\u062f\u0642\u064a\u0642\u0629 \u0627\u0639\u062a\u0645\u0627\u062f\u064b\u0627 \u0639\u0644\u0649 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u0629. \u0641\u064a\u0645\u0627 \u064a\u0644\u064a \u0645\u062e\u0637\u0637 \u0639\u0627\u0645 \u0644\u0643\u064a\u0641\u064a\u0629 \u0639\u0645\u0644 \u0627\u0644\u062c\u0630\u0639\u064a\u0629:<\/p>\n<ol>\n<li>\u0627\u0644\u062a\u0631\u0645\u064a\u0632: \u064a\u062a\u0645 \u062a\u0642\u0633\u064a\u0645 \u0627\u0644\u0646\u0635 \u0625\u0644\u0649 \u0643\u0644\u0645\u0627\u062a \u0623\u0648 \u0631\u0645\u0648\u0632 \u0641\u0631\u062f\u064a\u0629.<\/li>\n<li>\u0625\u0632\u0627\u0644\u0629 \u0627\u0644\u0644\u0648\u0627\u062d\u0642: \u062a\u062a\u0645 \u0625\u0632\u0627\u0644\u0629 \u0627\u0644\u0628\u0627\u062f\u0626\u0627\u062a \u0648\u0627\u0644\u0644\u0627\u062d\u0642\u0627\u062a \u0645\u0646 \u0643\u0644 \u0643\u0644\u0645\u0629.<\/li>\n<li>\u0627\u0644\u062a\u062c\u0630\u064a\u0631: \u064a\u062a\u0645 \u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0634\u0643\u0644 \u0627\u0644\u062c\u0630\u0631 \u0627\u0644\u0645\u062a\u0628\u0642\u064a \u0644\u0644\u0643\u0644\u0645\u0629 (\u062c\u0630\u0639).<\/li>\n<li>\u0627\u0644\u0646\u062a\u064a\u062c\u0629: \u064a\u062a\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0631\u0645\u0648\u0632 \u0627\u0644\u0645\u0645\u064a\u0632\u0629 \u0641\u064a \u0645\u0647\u0627\u0645 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 (NLP) \u0627\u0644\u0625\u0636\u0627\u0641\u064a\u0629.<\/li>\n<\/ol>\n<p>\u062a\u0637\u0628\u0642 \u0643\u0644 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u062c\u0630\u0639\u064a\u0629 \u0642\u0648\u0627\u0639\u062f\u0647\u0627 \u0627\u0644\u0645\u062d\u062f\u062f\u0629 \u0644\u062a\u062d\u062f\u064a\u062f \u0648\u0625\u0632\u0627\u0644\u0629 \u0627\u0644\u0644\u0648\u0627\u062d\u0642. \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u062a\u0633\u062a\u062e\u062f\u0645 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u0628\u0648\u0631\u062a\u0631 \u0633\u0644\u0633\u0644\u0629 \u0645\u0646 \u0642\u0648\u0627\u0639\u062f \u062a\u062c\u0631\u064a\u062f \u0627\u0644\u0644\u0627\u062d\u0642\u0629\u060c \u0641\u064a \u062d\u064a\u0646 \u062a\u062a\u0636\u0645\u0646 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u0643\u0631\u0629 \u0627\u0644\u062b\u0644\u062c \u0645\u062c\u0645\u0648\u0639\u0629 \u0623\u0643\u062b\u0631 \u0634\u0645\u0648\u0644\u0627\u064b \u0645\u0646 \u0627\u0644\u0642\u0648\u0627\u0639\u062f \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0644\u0644\u063a\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629.<\/p>\n<h2>\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0633\u0645\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0644\u0644\u062a\u0646\u0628\u0639 \u0641\u064a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0627\u062a \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629.<\/h2>\n<p>\u062a\u0634\u0645\u0644 \u0627\u0644\u0633\u0645\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0644\u0644\u0646\u0634\u0623\u0629 \u0641\u064a \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0645\u0627 \u064a\u0644\u064a:<\/p>\n<ol>\n<li>\n<p><strong>\u0628\u0633\u0627\u0637\u0629<\/strong>: \u062a\u0639\u062a\u0628\u0631 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062c\u0630\u0639\u064a\u0629 \u0633\u0647\u0644\u0629 \u0627\u0644\u062a\u0646\u0641\u064a\u0630 \u0646\u0633\u0628\u064a\u064b\u0627\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647\u0627 \u0641\u0639\u0627\u0644\u0629 \u0645\u0646 \u0627\u0644\u0646\u0627\u062d\u064a\u0629 \u0627\u0644\u062d\u0633\u0627\u0628\u064a\u0629 \u0644\u0645\u0647\u0627\u0645 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0646\u0635\u0648\u0635 \u0648\u0627\u0633\u0639\u0629 \u0627\u0644\u0646\u0637\u0627\u0642.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u0637\u0628\u064a\u0639<\/strong>: \u064a\u0633\u0627\u0639\u062f \u0627\u0644\u062a\u0641\u0631\u0639 \u0639\u0644\u0649 \u062a\u0637\u0628\u064a\u0639 \u0627\u0644\u0643\u0644\u0645\u0627\u062a\u060c \u0648\u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u0623\u0634\u0643\u0627\u0644 \u0627\u0644\u0645\u0635\u0631\u0648\u0641\u0629 \u0625\u0644\u0649 \u0634\u0643\u0644\u0647\u0627 \u0627\u0644\u0623\u0633\u0627\u0633\u064a \u0627\u0644\u0645\u0634\u062a\u0631\u0643\u060c \u0645\u0645\u0627 \u064a\u0633\u0627\u0639\u062f \u0641\u064a \u062a\u062c\u0645\u064a\u0639 \u0627\u0644\u0643\u0644\u0645\u0627\u062a \u0630\u0627\u062a \u0627\u0644\u0635\u0644\u0629 \u0645\u0639\u064b\u0627.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u062d\u0633\u064a\u0646 \u0646\u062a\u0627\u0626\u062c \u0627\u0644\u0628\u062d\u062b<\/strong>: \u064a\u0639\u0632\u0632 \u0627\u0644\u062c\u0630\u0639 \u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0645\u0646 \u062e\u0644\u0627\u0644 \u0636\u0645\u0627\u0646 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0623\u0634\u0643\u0627\u0644 \u0627\u0644\u0643\u0644\u0645\u0627\u062a \u0627\u0644\u0645\u062a\u0634\u0627\u0628\u0647\u0629 \u0639\u0644\u0649 \u0623\u0646\u0647\u0627 \u0646\u0641\u0633\u0647\u0627\u060c \u0645\u0645\u0627 \u064a\u0624\u062f\u064a \u0625\u0644\u0649 \u0646\u062a\u0627\u0626\u062c \u0628\u062d\u062b \u0623\u0643\u062b\u0631 \u0635\u0644\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u062e\u0641\u064a\u0636 \u0627\u0644\u0645\u0641\u0631\u062f\u0627\u062a<\/strong>: \u064a\u0624\u062f\u064a \u0627\u0644\u0627\u0634\u062a\u0642\u0627\u0642 \u0625\u0644\u0649 \u062a\u0642\u0644\u064a\u0644 \u062d\u062c\u0645 \u0627\u0644\u0645\u0641\u0631\u062f\u0627\u062a \u0639\u0646 \u0637\u0631\u064a\u0642 \u0637\u064a \u0627\u0644\u0643\u0644\u0645\u0627\u062a \u0627\u0644\u0645\u062a\u0634\u0627\u0628\u0647\u0629\u060c \u0645\u0645\u0627 \u064a\u0624\u062f\u064a \u0625\u0644\u0649 \u062a\u062e\u0632\u064a\u0646 \u0648\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0646\u0635\u064a\u0629 \u0628\u0634\u0643\u0644 \u0623\u0643\u062b\u0631 \u0643\u0641\u0627\u0621\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u062a\u0628\u0639\u064a\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629<\/strong>: \u062a\u0645 \u062a\u0635\u0645\u064a\u0645 \u0645\u0639\u0638\u0645 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062c\u0630\u0639\u064a\u0629 \u0644\u0644\u063a\u0627\u062a \u0645\u0639\u064a\u0646\u0629 \u0648\u0642\u062f \u0644\u0627 \u062a\u0639\u0645\u0644 \u0639\u0644\u0649 \u0627\u0644\u0646\u062d\u0648 \u0627\u0644\u0623\u0645\u062b\u0644 \u0644\u0644\u063a\u0627\u062a \u0623\u062e\u0631\u0649. \u064a\u0639\u062f \u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u0642\u0648\u0627\u0639\u062f \u0627\u0644\u062c\u0630\u0639\u064a\u0629 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0627\u0644\u0644\u063a\u0629 \u0623\u0645\u0631\u064b\u0627 \u0636\u0631\u0648\u0631\u064a\u064b\u0627 \u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0646\u062a\u0627\u0626\u062c \u062f\u0642\u064a\u0642\u0629.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0623\u0646\u0648\u0627\u0639 \u0627\u0644\u062c\u0630\u0639\u064a\u0629 \u0641\u064a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0627\u062a \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629<\/h2>\n<p>\u0647\u0646\u0627\u0643 \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062c\u0630\u0639\u064a\u0629 \u0627\u0644\u0634\u0627\u0626\u0639\u0629 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u0629 \u0641\u064a \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629\u060c \u0648\u0644\u0643\u0644 \u0645\u0646\u0647\u0627 \u0646\u0642\u0627\u0637 \u0627\u0644\u0642\u0648\u0629 \u0648\u0627\u0644\u0642\u064a\u0648\u062f \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0647\u0627. \u0628\u0639\u0636 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062c\u0630\u0639\u064a\u0629 \u0627\u0644\u0634\u0627\u0626\u0639\u0629 \u0647\u064a:<\/p>\n<table>\n<thead>\n<tr>\n<th>\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629<\/th>\n<th>\u0648\u0635\u0641<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0628\u0648\u0631\u062a\u0631 \u0633\u062a\u064a\u0645\u064a\u0646\u062c<\/td>\n<td>\u062a\u0633\u062a\u062e\u062f\u0645 \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639 \u0644\u0644\u0643\u0644\u0645\u0627\u062a \u0627\u0644\u0625\u0646\u062c\u0644\u064a\u0632\u064a\u0629\u060c \u0628\u0633\u064a\u0637\u0629 \u0648\u0641\u0639\u0627\u0644\u0629.<\/td>\n<\/tr>\n<tr>\n<td>\u0646\u0634\u0623\u0629 \u0643\u0631\u0629 \u0627\u0644\u062b\u0644\u062c<\/td>\n<td>\u0627\u0645\u062a\u062f\u0627\u062f \u0644\u0642\u0627\u0639\u062f\u0629 \u0628\u0648\u0631\u062a\u0631\u060c \u064a\u062f\u0639\u0645 \u0644\u063a\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629.<\/td>\n<\/tr>\n<tr>\n<td>\u0644\u0627\u0646\u0643\u0633\u062a\u0631 \u0633\u062a\u064a\u0645\u064a\u0646\u062c<\/td>\n<td>\u0623\u0643\u062b\u0631 \u0639\u062f\u0648\u0627\u0646\u064a\u0629 \u0645\u0646 \u0623\u0633\u0644\u0648\u0628 \u0628\u0648\u0631\u062a\u0631\u060c \u064a\u0631\u0643\u0632 \u0639\u0644\u0649 \u0627\u0644\u0633\u0631\u0639\u0629.<\/td>\n<\/tr>\n<tr>\n<td>\u0644\u0648\u0641\u064a\u0646\u0632 \u0633\u062a\u064a\u0645\u0646\u062c<\/td>\n<td>\u062a\u0645 \u062a\u0637\u0648\u064a\u0631\u0647 \u0644\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0623\u0634\u0643\u0627\u0644 \u0627\u0644\u0643\u0644\u0645\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u0645\u0646\u062a\u0638\u0645\u0629 \u0628\u0634\u0643\u0644 \u0623\u0643\u062b\u0631 \u0641\u0639\u0627\u0644\u064a\u0629.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u0637\u0631\u0642 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062a\u062c\u0630\u064a\u0631 \u0641\u064a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0627\u062a \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 \u0648\u0645\u0634\u0643\u0644\u0627\u062a\u0647\u0627 \u0648\u062d\u0644\u0648\u0644\u0647\u0627 \u0627\u0644\u0645\u062a\u0639\u0644\u0642\u0629 \u0628\u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645.<\/h2>\n<p>\u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062a\u062d\u0641\u064a\u0632 \u0641\u064a \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629:<\/p>\n<ol>\n<li>\n<p><strong>\u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a<\/strong>: \u064a\u062a\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062c\u0630\u0639\u064a\u0629 \u0644\u062a\u062d\u0633\u064a\u0646 \u0623\u062f\u0627\u0621 \u0645\u062d\u0631\u0643 \u0627\u0644\u0628\u062d\u062b \u0639\u0646 \u0637\u0631\u064a\u0642 \u062a\u062d\u0648\u064a\u0644 \u0645\u0635\u0637\u0644\u062d\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645 \u0648\u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0627\u062a \u0627\u0644\u0645\u0641\u0647\u0631\u0633\u0629 \u0625\u0644\u0649 \u0634\u0643\u0644\u0647\u0627 \u0627\u0644\u0623\u0633\u0627\u0633\u064a \u0645\u0646 \u0623\u062c\u0644 \u0645\u0637\u0627\u0628\u0642\u0629 \u0623\u0641\u0636\u0644.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0634\u0627\u0639\u0631<\/strong>: \u0641\u064a \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0634\u0627\u0639\u0631\u060c \u064a\u0633\u0627\u0639\u062f \u0627\u0644\u0627\u0634\u062a\u0642\u0627\u0642 \u0639\u0644\u0649 \u062a\u0642\u0644\u064a\u0644 \u0627\u062e\u062a\u0644\u0627\u0641\u0627\u062a \u0627\u0644\u0643\u0644\u0645\u0627\u062a\u060c \u0645\u0645\u0627 \u064a\u0636\u0645\u0646 \u0627\u0644\u062a\u0642\u0627\u0637 \u0627\u0644\u0645\u0634\u0627\u0639\u0631 \u0641\u064a \u0627\u0644\u0639\u0628\u0627\u0631\u0629 \u0628\u0634\u0643\u0644 \u0641\u0639\u0627\u0644.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u062a\u0631\u062c\u0645\u0629 \u0627\u0644\u0622\u0644\u064a\u0629<\/strong>: \u064a\u062a\u0645 \u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u0627\u0634\u062a\u0642\u0627\u0642 \u0639\u0644\u0649 \u0627\u0644\u0646\u0635 \u0627\u0644\u0630\u064a \u062a\u062a\u0645 \u0645\u0639\u0627\u0644\u062c\u062a\u0647 \u0645\u0633\u0628\u0642\u064b\u0627 \u0642\u0628\u0644 \u062a\u0631\u062c\u0645\u062a\u0647\u060c \u0645\u0645\u0627 \u064a\u0642\u0644\u0644 \u0627\u0644\u062a\u0639\u0642\u064a\u062f \u0627\u0644\u062d\u0633\u0627\u0628\u064a \u0648\u064a\u062d\u0633\u0646 \u062c\u0648\u062f\u0629 \u0627\u0644\u062a\u0631\u062c\u0645\u0629.<\/p>\n<\/li>\n<\/ol>\n<p>\u0639\u0644\u0649 \u0627\u0644\u0631\u063a\u0645 \u0645\u0646 \u0645\u0632\u0627\u064a\u0627\u0647\u060c \u0641\u0625\u0646 \u0627\u0644\u0627\u0633\u062a\u0626\u0635\u0627\u0644 \u0644\u0647 \u0628\u0639\u0636 \u0627\u0644\u0639\u064a\u0648\u0628:<\/p>\n<ol>\n<li>\n<p><strong>\u0627\u0644\u0645\u0628\u0627\u0644\u063a\u0629<\/strong>: \u0642\u062f \u062a\u0642\u0648\u0645 \u0628\u0639\u0636 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062c\u0630\u0631\u064a\u0629 \u0628\u0627\u0642\u062a\u0637\u0627\u0639 \u0627\u0644\u0643\u0644\u0645\u0627\u062a \u0628\u0634\u0643\u0644 \u0645\u0641\u0631\u0637\u060c \u0645\u0645\u0627 \u064a\u0624\u062f\u064a \u0625\u0644\u0649 \u0641\u0642\u062f\u0627\u0646 \u0627\u0644\u0633\u064a\u0627\u0642 \u0648\u0627\u0644\u062a\u0641\u0633\u064a\u0631\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u0635\u062d\u064a\u062d\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u062a\u0642\u0644\u064a\u0644 \u0645\u0646 \u0634\u0623\u0646<\/strong>: \u0641\u064a \u0627\u0644\u0645\u0642\u0627\u0628\u0644\u060c \u0642\u062f \u0644\u0627 \u062a\u0642\u0648\u0645 \u0628\u0639\u0636 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0628\u0625\u0632\u0627\u0644\u0629 \u0627\u0644\u0644\u0648\u0627\u062d\u0642 \u0628\u0634\u0643\u0644 \u0643\u0627\u0641\u064d\u060c \u0645\u0645\u0627 \u064a\u0624\u062f\u064a \u0625\u0644\u0649 \u062a\u0642\u0644\u064a\u0644 \u0641\u0639\u0627\u0644\u064a\u0629 \u062a\u062c\u0645\u064a\u0639 \u0627\u0644\u0643\u0644\u0645\u0627\u062a.<\/p>\n<\/li>\n<\/ol>\n<p>\u0648\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0647\u0630\u0647 \u0627\u0644\u0645\u0634\u0643\u0644\u0627\u062a\u060c \u0627\u0642\u062a\u0631\u062d \u0627\u0644\u0628\u0627\u062d\u062b\u0648\u0646 \u0623\u0633\u0627\u0644\u064a\u0628 \u0647\u062c\u064a\u0646\u0629 \u062a\u062c\u0645\u0639 \u0628\u064a\u0646 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u062c\u0630\u0639\u064a\u0629 \u0645\u062a\u0639\u062f\u062f\u0629 \u0623\u0648 \u062a\u0633\u062a\u062e\u062f\u0645 \u062a\u0642\u0646\u064a\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0644\u063a\u0629 \u0637\u0628\u064a\u0639\u064a\u0629 \u0623\u0643\u062b\u0631 \u062a\u0642\u062f\u0645\u064b\u0627 \u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u062f\u0642\u0629.<\/p>\n<h2>\u0627\u0644\u062e\u0635\u0627\u0626\u0635 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0648\u0645\u0642\u0627\u0631\u0646\u0627\u062a \u0623\u062e\u0631\u0649 \u0645\u0639 \u0645\u0635\u0637\u0644\u062d\u0627\u062a \u0645\u0645\u0627\u062b\u0644\u0629 \u0641\u064a \u0634\u0643\u0644 \u062c\u062f\u0627\u0648\u0644 \u0648\u0642\u0648\u0627\u0626\u0645.<\/h2>\n<p><strong>\u0627\u0644\u062c\u0630\u0639\u064a\u0629 \u0645\u0642\u0627\u0628\u0644 Lemmatization<\/strong>:<\/p>\n<table>\n<thead>\n<tr>\n<th>\u0648\u062c\u0647<\/th>\n<th>\u0627\u0644\u062c\u0630\u0639\u064a\u0629<\/th>\n<th>\u0627\u0644\u062a\u062c\u0633\u064a\u062f<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0627\u0646\u062a\u0627\u062c |<\/td>\n<td>\u0627\u0644\u0634\u0643\u0644 \u0627\u0644\u0623\u0633\u0627\u0633\u064a (\u0627\u0644\u062c\u0630\u0639) \u0644\u0644\u0643\u0644\u0645\u0629<\/td>\n<td>\u0634\u0643\u0644 \u0627\u0644\u0642\u0627\u0645\u0648\u0633 (\u0644\u064a\u0645\u0627) \u0644\u0644\u0643\u0644\u0645\u0629<\/td>\n<\/tr>\n<tr>\n<td>\u062f\u0642\u0629<\/td>\n<td>\u0623\u0642\u0644 \u062f\u0642\u0629\u060c \u0642\u062f \u064a\u0624\u062f\u064a \u0625\u0644\u0649 \u0643\u0644\u0645\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u0642\u0627\u0645\u0648\u0633<\/td>\n<td>\u0623\u0643\u062b\u0631 \u062f\u0642\u0629\u060c \u0648\u062a\u0646\u062a\u062c \u0643\u0644\u0645\u0627\u062a \u0642\u0627\u0645\u0648\u0633 \u0635\u0627\u0644\u062d\u0629<\/td>\n<\/tr>\n<tr>\n<td>\u062d\u0627\u0644\u0629 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645<\/td>\n<td>\u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a\u060c \u0645\u062d\u0631\u0643\u0627\u062a \u0627\u0644\u0628\u062d\u062b<\/td>\n<td>\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0646\u0635\u060c \u0641\u0647\u0645 \u0627\u0644\u0644\u063a\u0629\u060c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><strong>\u0645\u0642\u0627\u0631\u0646\u0629 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062c\u0630\u0639\u064a\u0629<\/strong>:<\/p>\n<table>\n<thead>\n<tr>\n<th>\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629<\/th>\n<th>\u0645\u0632\u0627\u064a\u0627<\/th>\n<th>\u0645\u062d\u062f\u062f\u0627\u062a<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0628\u0648\u0631\u062a\u0631 \u0633\u062a\u064a\u0645\u064a\u0646\u062c<\/td>\n<td>\u0628\u0633\u064a\u0637\u0629 \u0648\u062a\u0633\u062a\u062e\u062f\u0645 \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639<\/td>\n<td>\u0642\u062f \u064a\u0628\u0627\u0644\u063a \u0641\u064a \u062a\u0642\u062f\u064a\u0631 \u0628\u0639\u0636 \u0627\u0644\u0643\u0644\u0645\u0627\u062a \u0623\u0648 \u064a\u0642\u0644\u0644 \u0645\u0646 \u0623\u0647\u0645\u064a\u062a\u0647\u0627<\/td>\n<\/tr>\n<tr>\n<td>\u0646\u0634\u0623\u0629 \u0643\u0631\u0629 \u0627\u0644\u062b\u0644\u062c<\/td>\n<td>\u062f\u0639\u0645 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0644\u063a\u0627\u062a<\/td>\n<td>\u0623\u0628\u0637\u0623 \u0645\u0646 \u0628\u0639\u0636 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u0623\u062e\u0631\u0649<\/td>\n<\/tr>\n<tr>\n<td>\u0644\u0627\u0646\u0643\u0633\u062a\u0631 \u0633\u062a\u064a\u0645\u064a\u0646\u062c<\/td>\n<td>\u0627\u0644\u0633\u0631\u0639\u0629 \u0648\u0627\u0644\u0639\u062f\u0648\u0627\u0646\u064a\u0629<\/td>\n<td>\u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0643\u0648\u0646 \u0639\u062f\u0648\u0627\u0646\u064a\u064b\u0627 \u062c\u062f\u064b\u0627\u060c \u0645\u0645\u0627 \u064a\u0624\u062f\u064a \u0625\u0644\u0649 \u0641\u0642\u062f\u0627\u0646 \u0627\u0644\u0645\u0639\u0646\u0649<\/td>\n<\/tr>\n<tr>\n<td>\u0644\u0648\u0641\u064a\u0646\u0632 \u0633\u062a\u064a\u0645\u0646\u062c<\/td>\n<td>\u0641\u0639\u0627\u0644\u0629 \u0645\u0639 \u0623\u0634\u0643\u0627\u0644 \u0627\u0644\u0643\u0644\u0645\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u0646\u0638\u0627\u0645\u064a\u0629<\/td>\n<td>\u062f\u0639\u0645 \u0645\u062d\u062f\u0648\u062f \u0644\u0644\u063a\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u0625\u0646\u062c\u0644\u064a\u0632\u064a\u0629<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u0648\u062c\u0647\u0627\u062a \u0646\u0638\u0631 \u0648\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644 \u0627\u0644\u0645\u062a\u0639\u0644\u0642\u0629 \u0628\u0627\u0644\u062c\u0630\u0648\u0631 \u0641\u064a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0627\u062a \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629.<\/h2>\n<p>\u0625\u0646 \u0645\u0633\u062a\u0642\u0628\u0644 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0648\u0627\u0639\u062f\u060c \u0645\u0639 \u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0639\u0644\u0649 \u0627\u0644\u0623\u0628\u062d\u0627\u062b \u0648\u0627\u0644\u062a\u0637\u0648\u0631\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0645\u0631\u0629 \u0639\u0644\u0649:<\/p>\n<ol>\n<li>\n<p><strong>\u0627\u0644\u062c\u0630\u0639\u064a\u0629 \u0648\u0627\u0639\u064a\u0629 \u0644\u0644\u0633\u064a\u0627\u0642<\/strong>: \u062a\u0637\u0648\u064a\u0631 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u062c\u0630\u0631\u064a\u0629 \u062a\u0623\u062e\u0630 \u0641\u064a \u0627\u0644\u0627\u0639\u062a\u0628\u0627\u0631 \u0627\u0644\u0633\u064a\u0627\u0642 \u0648\u0627\u0644\u0643\u0644\u0645\u0627\u062a \u0627\u0644\u0645\u062d\u064a\u0637\u0629 \u0628\u0647\u0627 \u0644\u0645\u0646\u0639 \u0627\u0644\u0645\u0628\u0627\u0644\u063a\u0629 \u0641\u064a \u0627\u0644\u0646\u0637\u0642 \u0648\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u062f\u0642\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642<\/strong>: \u0627\u0644\u0627\u0633\u062a\u0641\u0627\u062f\u0629 \u0645\u0646 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0648\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0644\u062a\u0639\u0632\u064a\u0632 \u0623\u062f\u0627\u0621 \u0627\u0644\u062c\u0630\u0639\u060c \u0648\u062e\u0627\u0635\u0629 \u0641\u064a \u0627\u0644\u0644\u063a\u0627\u062a \u0630\u0627\u062a \u0627\u0644\u0647\u064a\u0627\u0643\u0644 \u0627\u0644\u0645\u0648\u0631\u0641\u0648\u0644\u0648\u062c\u064a\u0629 \u0627\u0644\u0645\u0639\u0642\u062f\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0644\u063a\u0627\u062a \u0627\u0644\u062c\u0630\u0639\u064a\u0629<\/strong>: \u062a\u0648\u0633\u064a\u0639 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062c\u0630\u0639\u064a\u0629 \u0644\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0644\u063a\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0628\u0634\u0643\u0644 \u0641\u0639\u0627\u0644\u060c \u0645\u0645\u0627 \u064a\u062a\u064a\u062d \u062f\u0639\u0645\u064b\u0627 \u0623\u0648\u0633\u0639 \u0644\u0644\u063a\u0629 \u0641\u064a \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0643\u064a\u0641 \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u0623\u0648 \u0631\u0628\u0637\u0647\u0627 \u0628\u0640 Stemming \u0641\u064a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0627\u062a \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629.<\/h2>\n<p>\u064a\u0645\u0643\u0646 \u0644\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629\u060c \u0645\u062b\u0644 OneProxy\u060c \u0623\u0646 \u062a\u0644\u0639\u0628 \u062f\u0648\u0631\u064b\u0627 \u062d\u0627\u0633\u0645\u064b\u0627 \u0641\u064a \u062a\u062d\u0633\u064a\u0646 \u0623\u062f\u0627\u0621 \u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 (NLP). \u0641\u064a\u0645\u0627 \u064a\u0644\u064a \u0628\u0639\u0636 \u0627\u0644\u0637\u0631\u0642 \u0627\u0644\u062a\u064a \u064a\u0645\u0643\u0646 \u0631\u0628\u0637\u0647\u0627 \u0628\u0647\u0627:<\/p>\n<ol>\n<li>\n<p><strong>\u062c\u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/strong>: \u064a\u0645\u0643\u0646 \u0644\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u062a\u0633\u0647\u064a\u0644 \u062c\u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0646 \u0645\u0635\u0627\u062f\u0631 \u0645\u062e\u062a\u0644\u0641\u0629\u060c \u0645\u0645\u0627 \u064a\u0648\u0641\u0631 \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u062a\u0646\u0648\u0639\u0629 \u0645\u0646 \u0627\u0644\u0646\u0635\u0648\u0635 \u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a.<\/p>\n<\/li>\n<li>\n<p><strong>\u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0644\u062a\u0648\u0633\u0639<\/strong>: \u064a\u0645\u0643\u0646 \u0644\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u062a\u0648\u0632\u064a\u0639 \u0645\u0647\u0627\u0645 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 (NLP) \u0639\u0628\u0631 \u0639\u0642\u062f \u0645\u062a\u0639\u062f\u062f\u0629\u060c \u0645\u0645\u0627 \u064a\u0636\u0645\u0646 \u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0644\u062a\u0648\u0633\u0639 \u0648\u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0623\u0633\u0631\u0639 \u0644\u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0646\u0635\u0648\u0635 \u0648\u0627\u0633\u0639\u0629 \u0627\u0644\u0646\u0637\u0627\u0642.<\/p>\n<\/li>\n<li>\n<p><strong>\u0639\u062f\u0645 \u0627\u0644\u0643\u0634\u0641 \u0639\u0646 \u0647\u0648\u064a\u062a\u0647 \u0644\u0644\u0643\u0634\u0637<\/strong>: \u0639\u0646\u062f \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0646\u0635 \u0645\u0646 \u0645\u0648\u0627\u0642\u0639 \u0627\u0644\u0648\u064a\u0628 \u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 (NLP)\u060c \u064a\u0645\u0643\u0646 \u0644\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u0627\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u0639\u062f\u0645 \u0627\u0644\u0643\u0634\u0641 \u0639\u0646 \u0647\u0648\u064a\u062a\u0647\u060c \u0648\u0645\u0646\u0639 \u0627\u0644\u062d\u0638\u0631 \u0627\u0644\u0642\u0627\u0626\u0645 \u0639\u0644\u0649 IP \u0648\u0636\u0645\u0627\u0646 \u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u062f\u0648\u0646 \u0627\u0646\u0642\u0637\u0627\u0639.<\/p>\n<\/li>\n<\/ol>\n<p>\u0648\u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u0627\u0633\u062a\u0641\u0627\u062f\u0629 \u0645\u0646 \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629\u060c \u064a\u0645\u0643\u0646 \u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0646\u0637\u0627\u0642 \u0623\u0648\u0633\u0639 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0648\u0627\u0644\u0639\u0645\u0644 \u0628\u0643\u0641\u0627\u0621\u0629 \u0623\u0643\u0628\u0631\u060c \u0645\u0645\u0627 \u064a\u0624\u062f\u064a \u0641\u064a \u0627\u0644\u0646\u0647\u0627\u064a\u0629 \u0625\u0644\u0649 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u062c\u0630\u0639\u064a\u0629 \u0630\u0627\u062a \u0623\u062f\u0627\u0621 \u0623\u0641\u0636\u0644.<\/p>\n<h2>\u0631\u0648\u0627\u0628\u0637 \u0630\u0627\u062a \u0639\u0644\u0627\u0642\u0629<\/h2>\n<p>\u0644\u0645\u0632\u064a\u062f \u0645\u0646 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u062d\u0648\u0644 \u0627\u0644\u062c\u0630\u0639\u064a\u0629 \u0641\u064a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0627\u062a \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629\u060c \u064a\u0631\u062c\u0649 \u0627\u0644\u0631\u062c\u0648\u0639 \u0625\u0644\u0649 \u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0627\u0644\u062a\u0627\u0644\u064a\u0629:<\/p>\n<ol>\n<li><a href=\"https:\/\/towardsdatascience.com\/a-gentle-introduction-to-stemming-5a3b542da98a\" target=\"_new\" rel=\"noopener nofollow\">\u0645\u0642\u062f\u0645\u0629 \u0644\u0637\u064a\u0641\u0629 \u0644\u0644\u0648\u0642\u0641<\/a><\/li>\n<li><a href=\"https:\/\/www.nltk.org\/_modules\/nltk\/stem\/snowball.html\" target=\"_new\" rel=\"noopener nofollow\">\u0645\u0642\u0627\u0631\u0646\u0629 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062c\u0630\u0639\u064a\u0629 \u0641\u064a NLTK<\/a><\/li>\n<li><a href=\"https:\/\/scikit-learn.org\/stable\/modules\/feature_extraction.html#stemming-and-lemmatization\" target=\"_new\" rel=\"noopener nofollow\">\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062c\u0630\u0639\u064a\u0629 \u0641\u064a scikit-Learn<\/a><\/li>\n<li><a href=\"https:\/\/tartarus.org\/martin\/PorterStemmer\/\" target=\"_new\" rel=\"noopener nofollow\">\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u0628\u0648\u0631\u062a\u0631 \u0627\u0644\u062c\u0630\u0639\u064a\u0629<\/a><\/li>\n<li><a href=\"http:\/\/www.nltk.org\/_modules\/nltk\/stem\/lancaster.html\" target=\"_new\" rel=\"noopener nofollow\">\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u0644\u0627\u0646\u0643\u0633\u062a\u0631 \u0627\u0644\u062c\u0630\u0639\u064a\u0629<\/a><\/li>\n<\/ol>\n<p>\u0641\u064a \u0627\u0644\u062e\u062a\u0627\u0645\u060c \u064a\u0639\u062f \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0627\u062a \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 \u062a\u0642\u0646\u064a\u0629 \u062d\u0627\u0633\u0645\u0629 \u062a\u0639\u0645\u0644 \u0639\u0644\u0649 \u062a\u0628\u0633\u064a\u0637 \u0627\u0644\u0643\u0644\u0645\u0627\u062a \u0648\u062a\u0648\u062d\u064a\u062f\u0647\u0627\u060c \u0648\u062a\u062d\u0633\u064a\u0646 \u0643\u0641\u0627\u0621\u0629 \u0648\u062f\u0642\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629. \u0648\u064a\u0633\u062a\u0645\u0631 \u0641\u064a \u0627\u0644\u062a\u0637\u0648\u0631 \u0645\u0639 \u0627\u0644\u062a\u0642\u062f\u0645 \u0641\u064a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0648\u0623\u0628\u062d\u0627\u062b \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u0639\u062f \u0628\u0622\u0641\u0627\u0642 \u0645\u0633\u062a\u0642\u0628\u0644\u064a\u0629 \u0645\u062b\u064a\u0631\u0629. \u064a\u0645\u0643\u0646 \u0644\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629\u060c \u0645\u062b\u0644 OneProxy\u060c \u062f\u0639\u0645 \u0648\u062a\u0639\u0632\u064a\u0632 \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u0627\u0634\u062a\u0642\u0627\u0642 \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u0645\u0643\u064a\u0646 \u062c\u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0644\u062a\u0648\u0633\u0639 \u0648\u062a\u062c\u0645\u064a\u0639 \u0627\u0644\u0648\u064a\u0628 \u0627\u0644\u0645\u062c\u0647\u0648\u0644 \u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 (NLP). \u0645\u0639 \u0627\u0633\u062a\u0645\u0631\u0627\u0631 \u062a\u0642\u062f\u0645 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629\u060c \u0633\u064a\u0638\u0644 \u0627\u0644\u0627\u0634\u062a\u0642\u0627\u0642 \u0639\u0646\u0635\u0631\u064b\u0627 \u0623\u0633\u0627\u0633\u064a\u064b\u0627 \u0641\u064a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0648\u0641\u0647\u0645\u0647\u0627.<\/p>","protected":false},"featured_media":470607,"menu_order":0,"template":"","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"class_list":["post-479155","wiki","type-wiki","status-publish","has-post-thumbnail","hentry"],"acf":{"faq_title":"Frequently Asked Questions about <mark>Stemming in Natural Language Processing<\/mark>","faq_items":[{"question":"What is Stemming in Natural Language Processing?","answer":"<p>Stemming in Natural Language Processing (NLP) is a technique used to reduce words to their base or root form. It simplifies words by removing suffixes and prefixes, enabling NLP algorithms to process text more efficiently.<\/p>"},{"question":"How does Stemming work?","answer":"<p>Stemming algorithms follow specific rules to remove affixes from words and obtain their root form, known as the stem. This process involves tokenization, affix removal, and stemming.<\/p>"},{"question":"What are the key features of Stemming in NLP?","answer":"<p>The key features of stemming include its simplicity, normalization of words, improved search results, reduced vocabulary size, and language dependency. Stemming is particularly useful for information retrieval and sentiment analysis.<\/p>"},{"question":"What types of Stemming algorithms exist?","answer":"<p>Several popular stemming algorithms are used in NLP, including Porter Stemming, Snowball Stemming, Lancaster Stemming, and Lovins Stemming. Each algorithm has its strengths and limitations.<\/p>"},{"question":"In which NLP applications is Stemming used?","answer":"<p>Stemming is employed in various NLP applications, such as information retrieval, search engines, sentiment analysis, and machine translation. It aids in improving search engine performance and enhancing sentiment analysis accuracy.<\/p>"},{"question":"What are the advantages of Stemming?","answer":"<p>Stemming simplifies words, normalizes vocabulary, and reduces computational complexity. It is particularly beneficial when exact word matching is not required, and the focus is on the general sense of a word.<\/p>"},{"question":"What are the limitations of Stemming?","answer":"<p>Stemming may result in overstemming or understemming, leading to loss of context and incorrect interpretations. Some stemming algorithms may also be language-specific and less effective for languages other than English.<\/p>"},{"question":"What is the future outlook for Stemming in NLP?","answer":"<p>The future of stemming in NLP looks promising with ongoing research on context-aware stemming, deep learning techniques, and multilingual support. These advancements will enhance accuracy and broaden language coverage.<\/p>"},{"question":"How can proxy servers be associated with Stemming in NLP?","answer":"<p>Proxy servers, like OneProxy, can be beneficial for data collection, scalability, and anonymous web scraping in NLP tasks. They enable broader access to linguistic data, leading to more efficient and accurate stemming algorithms.<\/p>"}]},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/wiki\/479155","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/wiki"}],"about":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/types\/wiki"}],"version-history":[{"count":0,"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/wiki\/479155\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/media\/470607"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/media?parent=479155"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}