{"id":17523,"date":"2024-07-26T09:11:07","date_gmt":"2024-07-26T04:41:07","guid":{"rendered":"https:\/\/cafetadris.com\/blog\/?p=17523"},"modified":"2024-07-30T01:00:40","modified_gmt":"2024-07-29T20:30:40","slug":"%d8%aa%d8%b9%d8%a8%db%8c%d9%87-%da%a9%d9%84%d9%85%d8%a7%d8%aa-glove-%d8%a7%d8%b2-%d9%85%d8%a7%d8%aa%d8%b1%db%8c%d8%b3-%d9%87%d9%85%d9%88%d9%82%d9%88%d8%b9%db%8c-%d8%aa%d8%a7-%d9%be%db%8c","status":"publish","type":"post","link":"https:\/\/cafetadris.com\/blog\/%d8%aa%d8%b9%d8%a8%db%8c%d9%87-%da%a9%d9%84%d9%85%d8%a7%d8%aa-glove-%d8%a7%d8%b2-%d9%85%d8%a7%d8%aa%d8%b1%db%8c%d8%b3-%d9%87%d9%85%d9%88%d9%82%d9%88%d8%b9%db%8c-%d8%aa%d8%a7-%d9%be%db%8c\/","title":{"rendered":"\u062a\u0639\u0628\u06cc\u0647 \u06a9\u0644\u0645\u0627\u062a GloVe: \u0627\u0632 \u0645\u0627\u062a\u0631\u06cc\u0633 \u0647\u0645\u200c\u0648\u0642\u0648\u0639\u06cc \u062a\u0627 \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc"},"content":{"rendered":"\n<p>\u062a\u0639\u0628\u06cc\u0647 \u06a9\u0644\u0645\u0627\u062a <a rel=\"noreferrer noopener\" href=\"https:\/\/en.wikipedia.org\/wiki\/GloVe\" data-type=\"URL\" data-id=\"https:\/\/en.wikipedia.org\/wiki\/GloVe\" target=\"_blank\"><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\">GloVe<\/mark><\/a><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\"> <\/mark>\u06cc\u06a9\u06cc \u0627\u0632 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u0645\u062d\u0628\u0648\u0628 \u0648 \u06a9\u0627\u0631\u0622\u0645\u062f \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc (NLP) \u0627\u0633\u062a \u06a9\u0647 \u0628\u0631\u0627\u06cc \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0644\u0645\u0627\u062a \u0628\u0647 \u0628\u0631\u062f\u0627\u0631\u0647\u0627\u06cc \u0639\u062f\u062f\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f. \u0627\u06cc\u0646 \u0631\u0648\u0634 \u062a\u0648\u0633\u0637 \u0645\u062d\u0642\u0642\u0627\u0646 \u062f\u0627\u0646\u0634\u06af\u0627\u0647 \u0627\u0633\u062a\u0646\u0641\u0648\u0631\u062f \u062a\u0648\u0633\u0639\u0647 \u06cc\u0627\u0641\u062a\u0647 \u0648 \u0628\u0647 \u062f\u0644\u06cc\u0644 \u062f\u0642\u062a \u0648 \u06a9\u0627\u0631\u0627\u06cc\u06cc \u0628\u0627\u0644\u0627\u060c \u062a\u0648\u062c\u0647 \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u067e\u0698\u0648\u0647\u0634\u200c\u06af\u0631\u0627\u0646 \u0648 \u0645\u0647\u0646\u062f\u0633\u0627\u0646 \u0631\u0627 \u0628\u0647 \u062e\u0648\u062f \u062c\u0644\u0628 \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a. GloVe \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0631\u0648\u06cc\u06a9\u0631\u062f\u06cc \u0645\u0646\u062d\u0635\u0631\u0628\u0647\u200c\u0641\u0631\u062f \u06a9\u0647 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0645\u0627\u062a\u0631\u06cc\u0633 \u0647\u0645\u200c\u0648\u0642\u0648\u0639\u06cc (<a rel=\"noreferrer noopener\" href=\"https:\/\/en.wikipedia.org\/wiki\/Co-occurrence_matrix\" data-type=\"URL\" data-id=\"https:\/\/en.wikipedia.org\/wiki\/Co-occurrence_matrix\" target=\"_blank\"><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\">Co-occurring<\/mark><\/a>) \u0648 \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u0628\u0646\u0627\u0634\u062f\u0647\u060c \u062a\u0648\u0627\u0646\u0633\u062a\u0647 \u0627\u0633\u062a \u0628\u0647 \u062f\u0642\u062a \u0628\u0627\u0644\u0627\u06cc\u06cc \u062f\u0631 \u062a\u0639\u0628\u06cc\u0647 \u06a9\u0644\u0645\u0627\u062a \u062f\u0633\u062a \u06cc\u0627\u0628\u062f. \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0628\u0647 \u0628\u0631\u0631\u0633\u06cc \u062f\u0642\u06cc\u0642 \u0627\u06cc\u0646 \u0631\u0648\u0634 \u0648 \u0645\u0632\u0627\u06cc\u0627 \u0648 \u0686\u0627\u0644\u0634\u200c\u0647\u0627\u06cc \u0622\u0646 \u062e\u0648\u0627\u0647\u06cc\u0645 \u067e\u0631\u062f\u0627\u062e\u062a.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u0645\u0641\u0647\u0648\u0645 \u062a\u0639\u0628\u06cc\u0647 \u06a9\u0644\u0645\u0627\u062a<\/h2>\n\n\n\n<p>\u062a\u0639\u0628\u06cc\u0647 \u06a9\u0644\u0645\u0627\u062a (<a rel=\"noreferrer noopener\" href=\"https:\/\/en.wikipedia.org\/wiki\/Word_embedding\" target=\"_blank\"><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\">Word Embedding<\/mark><\/a>) \u0628\u0647 \u0641\u0631\u0622\u06cc\u0646\u062f\u06cc \u0627\u0637\u0644\u0627\u0642 \u0645\u06cc\u200c\u0634\u0648\u062f \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u06a9\u0644\u0645\u0627\u062a \u0628\u0647 \u0628\u0631\u062f\u0627\u0631\u0647\u0627\u06cc \u0639\u062f\u062f\u06cc \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f. \u0627\u06cc\u0646 \u0628\u0631\u062f\u0627\u0631\u0647\u0627 \u0646\u0645\u0627\u06cc\u0627\u0646\u06af\u0631 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u0645\u0639\u0646\u0627\u06cc\u06cc \u06a9\u0644\u0645\u0627\u062a \u0628\u0648\u062f\u0647 \u0648 \u062f\u0631 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 NLP \u06a9\u0627\u0631\u0628\u0631\u062f \u062f\u0627\u0631\u0646\u062f. \u0628\u0647 \u0639\u0628\u0627\u0631\u062a \u062f\u06cc\u06af\u0631\u060c \u062a\u0639\u0628\u06cc\u0647 \u06a9\u0644\u0645\u0627\u062a \u0628\u0647 \u0645\u0627 \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u062f \u062a\u0627 \u0645\u0639\u0646\u0627\u06cc \u06a9\u0644\u0645\u0627\u062a \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u0639\u062f\u062f\u06cc \u0646\u0645\u0627\u06cc\u0634 \u062f\u0647\u06cc\u0645 \u0648 \u0627\u0632 \u0627\u06cc\u0646 \u0646\u0645\u0627\u06cc\u0634 \u0628\u0631\u0627\u06cc \u062a\u062d\u0644\u06cc\u0644 \u0648 \u067e\u0631\u062f\u0627\u0632\u0634 \u0645\u062a\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645. \u0627\u06cc\u0646 \u0641\u0631\u0622\u06cc\u0646\u062f \u0628\u0647 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631\u06cc \u0627\u0645\u06a9\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f \u062a\u0627 \u0631\u0648\u0627\u0628\u0637 \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0628\u06cc\u0646 \u06a9\u0644\u0645\u0627\u062a \u0631\u0627 \u062f\u0631\u06a9 \u06a9\u0646\u0646\u062f \u0648 \u0646\u062a\u0627\u06cc\u062c \u062f\u0642\u06cc\u0642\u200c\u062a\u0631\u06cc \u0627\u0631\u0627\u0626\u0647 \u062f\u0647\u0646\u062f.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u00ad\u0627\u0647\u0645\u06cc\u062a \u062a\u0639\u0628\u06cc\u0647 \u06a9\u0644\u0645\u0627\u062a \u062f\u0631 NLP<\/h2>\n\n\n\n<p>\u062a\u0639\u0628\u06cc\u0647 \u06a9\u0644\u0645\u0627\u062a \u0628\u0647 \u062f\u0644\u06cc\u0644 \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc \u062f\u0631\u06a9 \u0631\u0648\u0627\u0628\u0637 \u0645\u0639\u0646\u0627\u06cc\u06cc \u0628\u06cc\u0646 \u06a9\u0644\u0645\u0627\u062a\u060c \u0646\u0642\u0634 \u0628\u0633\u06cc\u0627\u0631 \u0645\u0647\u0645\u06cc \u062f\u0631 \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc \u062f\u0627\u0631\u062f. \u0628\u062f\u0648\u0646 \u062a\u0639\u0628\u06cc\u0647 \u06a9\u0644\u0645\u0627\u062a\u060c \u0645\u062f\u0644\u200c\u0647\u0627\u06cc NLP \u0646\u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u0645\u0639\u0646\u0627\u06cc \u062f\u0642\u06cc\u0642 \u0648 \u0631\u0648\u0627\u0628\u0637 \u0628\u06cc\u0646 \u06a9\u0644\u0645\u0627\u062a \u0631\u0627 \u0628\u0647 \u062e\u0648\u0628\u06cc \u062f\u0631\u06a9 \u06a9\u0646\u0646\u062f. \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u06a9\u0644\u0645\u0627\u062a \u06af\u0631\u0628\u0647 \u0648 \u0633\u06af \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u062f\u0631 \u0645\u062a\u0648\u0646 \u0645\u062e\u062a\u0644\u0641 \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u062c\u0632\u0627 \u0638\u0627\u0647\u0631 \u0634\u0648\u0646\u062f\u060c \u0627\u0645\u0627 \u062a\u0639\u0628\u06cc\u0647 \u06a9\u0644\u0645\u0627\u062a \u0628\u0647 \u0645\u062f\u0644 \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u062f \u062a\u0627 \u0634\u0628\u0627\u0647\u062a \u0645\u0639\u0646\u0627\u06cc\u06cc \u0628\u06cc\u0646 \u0627\u06cc\u0646 \u062f\u0648 \u06a9\u0644\u0645\u0647 \u0631\u0627 \u062f\u0631\u06a9 \u06a9\u0646\u062f \u0648 \u0622\u0646\u200c\u0647\u0627 \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u0628\u0631\u062f\u0627\u0631\u0647\u0627\u06cc \u0646\u0632\u062f\u06cc\u06a9 \u0628\u0647 \u0647\u0645 \u0646\u0645\u0627\u06cc\u0634 \u062f\u0647\u062f. \u0627\u06cc\u0646 \u0648\u06cc\u0698\u06af\u06cc \u0628\u0627\u0639\u062b \u0645\u06cc\u200c\u0634\u0648\u062f \u06a9\u0647 \u0645\u062f\u0644\u200c\u0647\u0627 \u0628\u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0627 \u062f\u0642\u062a \u0628\u06cc\u0634\u062a\u0631\u06cc \u0645\u062a\u0648\u0646 \u0631\u0627 \u062a\u062d\u0644\u06cc\u0644 \u06a9\u0631\u062f\u0647 \u0648 \u0628\u0647 \u0633\u0648\u0627\u0644\u0627\u062a \u067e\u06cc\u0686\u06cc\u062f\u0647\u200c\u062a\u0631 \u067e\u0627\u0633\u062e \u062f\u0647\u0646\u062f.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc \u062a\u0639\u0628\u06cc\u0647 \u06a9\u0644\u0645\u0627\u062a<\/h2>\n\n\n\n<p>\u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc \u062a\u0639\u0628\u06cc\u0647 \u06a9\u0644\u0645\u0627\u062a \u0628\u0647 \u062f\u0648 \u062f\u0633\u062a\u0647 \u0627\u0635\u0644\u06cc \u062a\u0642\u0633\u06cc\u0645 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f: \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u0648 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0634\u0645\u0627\u0631\u0634. \u0647\u0631 \u06cc\u06a9 \u0627\u0632 \u0627\u06cc\u0646 \u0645\u062f\u0644\u200c\u0647\u0627 \u0631\u0648\u0634\u200c\u0647\u0627 \u0648 \u0645\u0632\u0627\u06cc\u0627\u06cc \u062e\u0627\u0635 \u062e\u0648\u062f \u0631\u0627 \u062f\u0627\u0631\u0646\u062f \u06a9\u0647 \u062f\u0631 \u0627\u062f\u0627\u0645\u0647 \u0628\u0647 \u0628\u0631\u0631\u0633\u06cc \u0622\u0646\u200c\u0647\u0627 \u0645\u06cc\u200c\u067e\u0631\u062f\u0627\u0632\u06cc\u0645:<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc<\/h2>\n\n\n\n<p>\u0627\u06cc\u0646 \u0645\u062f\u0644\u200c\u0647\u0627 \u0627\u0632 \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u06a9\u0644\u0645\u0647 \u0628\u0639\u062f\u06cc \u062f\u0631 \u06cc\u06a9 \u062c\u0645\u0644\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f. Word2Vec \u06cc\u06a9\u06cc \u0627\u0632 \u0645\u0639\u0631\u0648\u0641\u200c\u062a\u0631\u06cc\u0646 \u0627\u06cc\u0646 \u0645\u062f\u0644\u200c\u0647\u0627 \u0627\u0633\u062a \u06a9\u0647 \u062a\u0648\u0633\u0637 \u062a\u06cc\u0645 \u067e\u0698\u0648\u0647\u0634\u06cc \u06af\u0648\u06af\u0644 \u062a\u0648\u0633\u0639\u0647 \u06cc\u0627\u0641\u062a\u0647 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0645\u062f\u0644 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06cc\u06a9 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u06a9\u0648\u0686\u06a9\u060c \u0628\u0631\u062f\u0627\u0631\u0647\u0627\u06cc \u06a9\u0644\u0645\u0627\u062a \u0631\u0627 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0647\u0645\u0633\u0627\u06cc\u06af\u06cc \u0622\u0646\u200c\u0647\u0627 \u062f\u0631 \u062c\u0645\u0644\u0627\u062a \u0645\u062d\u0627\u0633\u0628\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u0628\u0647 \u062f\u0644\u06cc\u0644 \u0633\u0627\u062f\u06af\u06cc \u0648 \u062f\u0642\u062a \u0628\u0627\u0644\u0627\u060c \u062f\u0631 \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc NLP \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0642\u0631\u0627\u0631 \u0645\u06cc\u200c\u06af\u06cc\u0631\u0646\u062f.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0634\u0645\u0627\u0631\u0634<\/h2>\n\n\n\n<p>\u0627\u06cc\u0646 \u0645\u062f\u0644\u200c\u0647\u0627 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0634\u0645\u0627\u0631\u0634 \u0647\u0645\u200c\u0648\u0642\u0648\u0639\u06cc \u06a9\u0644\u0645\u0627\u062a \u062f\u0631 \u06cc\u06a9 \u0645\u062a\u0646 \u0628\u0632\u0631\u06af \u0639\u0645\u0644 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f. \u062a\u0639\u0628\u06cc\u0647 \u06a9\u0644\u0645\u0627\u062a GloVe \u0646\u0645\u0648\u0646\u0647\u200c\u0627\u06cc \u0627\u0632 \u0627\u06cc\u0646 \u0645\u062f\u0644\u200c\u0647\u0627 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u0627\u062a\u0631\u06cc\u0633 \u0647\u0645\u200c\u0648\u0642\u0648\u0639\u06cc \u06a9\u0644\u0645\u0627\u062a\u060c \u0628\u0631\u062f\u0627\u0631\u0647\u0627\u06cc \u06a9\u0644\u0645\u0647 \u0631\u0627 \u0645\u062d\u0627\u0633\u0628\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0634\u0645\u0627\u0631\u0634 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0622\u0645\u0627\u0631\u06cc \u0627\u0632 \u0645\u062a\u0648\u0646 \u0628\u0632\u0631\u06af\u060c \u0628\u0631\u062f\u0627\u0631\u0647\u0627\u06cc \u062f\u0642\u06cc\u0642\u200c\u062a\u0631\u06cc \u0627\u0632 \u06a9\u0644\u0645\u0627\u062a \u0631\u0627 \u062a\u0648\u0644\u06cc\u062f \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f \u0648 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u0631\u0648\u0627\u0628\u0637 \u0645\u0639\u0646\u0627\u06cc\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647\u200c\u062a\u0631\u06cc \u0631\u0627 \u062f\u0631\u06a9 \u06a9\u0646\u0646\u062f.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u0645\u0639\u0631\u0641\u06cc \u062a\u0639\u0628\u06cc\u0647 \u06a9\u0644\u0645\u0627\u062a GloVe<\/h2>\n\n\n\n<p>GloVe \u06a9\u0647 \u0645\u062e\u0641\u0641 Global Vectors for Word Representation \u0627\u0633\u062a\u060c \u0628\u0647 \u062f\u0644\u06cc\u0644 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u0627\u062a\u0631\u06cc\u0633 \u0647\u0645\u200c\u0648\u0642\u0648\u0639\u06cc \u0648 \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u0645\u0646\u062d\u0635\u0631 \u0628\u0647 \u0641\u0631\u062f\u060c \u062a\u0648\u0627\u0646\u0633\u062a\u0647 \u0627\u0633\u062a \u0628\u0647 \u062f\u0642\u062a \u0628\u0627\u0644\u0627\u06cc\u06cc \u062f\u0631 \u062a\u0639\u0628\u06cc\u0647 \u06a9\u0644\u0645\u0627\u062a \u062f\u0633\u062a \u06cc\u0627\u0628\u062f. \u062a\u0639\u0628\u06cc\u0647 \u06a9\u0644\u0645\u0627\u062a GloVe \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0631\u0648\u06cc\u06a9\u0631\u062f\u06cc \u062a\u0639\u0645\u06cc\u0645\u200c\u06cc\u0627\u0641\u062a\u0647\u200c\u062a\u0631 \u0646\u0633\u0628\u062a \u0628\u0647 \u0633\u0627\u06cc\u0631 \u0631\u0648\u0634\u200c\u0647\u0627\u060c \u062a\u0648\u0627\u0646\u0633\u062a\u0647 \u0627\u0633\u062a \u0646\u062a\u0627\u06cc\u062c \u0628\u0647\u062a\u0631\u06cc \u062f\u0631 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 NLP \u0627\u0631\u0627\u0626\u0647 \u062f\u0647\u062f.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u062a\u0627\u0631\u06cc\u062e\u0686\u0647 \u0648 \u062a\u0648\u0633\u0639\u0647<\/h2>\n\n\n\n<p>\u062a\u0648\u0633\u0639\u0647 \u062a\u0639\u0628\u06cc\u0647 \u06a9\u0644\u0645\u0627\u062a GloVe \u0627\u0632 <a rel=\"noreferrer noopener\" href=\"https:\/\/nlp.stanford.edu\/pubs\/glove.pdf\" data-type=\"URL\" data-id=\"https:\/\/nlp.stanford.edu\/pubs\/glove.pdf\" target=\"_blank\"><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\">\u0633\u0627\u0644 \u06f2\u06f0\u06f1\u06f4 \u062a\u0648\u0633\u0637 \u0645\u062d\u0642\u0642\u0627\u0646 \u062f\u0627\u0646\u0634\u06af\u0627\u0647 \u0627\u0633\u062a\u0646\u0641\u0648\u0631\u062f<\/mark><\/a> \u0622\u063a\u0627\u0632 \u0634\u062f \u0648 \u0628\u0647 \u0633\u0631\u0639\u062a \u062f\u0631 \u062c\u0627\u0645\u0639\u0647 \u067e\u0698\u0648\u0647\u0634\u06cc \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0642\u0628\u0627\u0644 \u0642\u0631\u0627\u0631 \u06af\u0631\u0641\u062a. \u0627\u06cc\u0646 \u0631\u0648\u0634 \u0628\u0647 \u062f\u0644\u06cc\u0644 \u0631\u0648\u06cc\u06a9\u0631\u062f \u0646\u0648\u0622\u0648\u0631\u0622\u0646\u200c\u0647\u0627\u0634 \u062f\u0631 \u0645\u062d\u0627\u0633\u0628\u0647 \u0628\u0631\u062f\u0627\u0631\u0647\u0627\u06cc \u06a9\u0644\u0645\u0647\u060c \u062a\u0648\u0627\u0646\u0633\u062a \u0631\u0642\u0628\u0627\u06cc \u062e\u0648\u062f \u0631\u0627 \u067e\u0634\u062a \u0633\u0631 \u0628\u06af\u0630\u0627\u0631\u062f. \u067e\u0698\u0648\u0647\u0634\u06af\u0631\u0627\u0646 \u0627\u0633\u062a\u0646\u0641\u0648\u0631\u062f \u0628\u0627 \u0628\u0647\u0631\u0647\u200c\u06af\u06cc\u0631\u06cc \u0627\u0632 \u0645\u0641\u0627\u0647\u06cc\u0645 \u0622\u0645\u0627\u0631\u06cc \u0648 \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc\u060c \u062a\u0639\u0628\u06cc\u0647 \u06a9\u0644\u0645\u0627\u062a GloVe \u0631\u0627 \u0628\u0647 \u06cc\u06a9\u06cc \u0627\u0632 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0645\u062d\u0628\u0648\u0628 \u062f\u0631 \u062a\u062d\u0644\u06cc\u0644 \u0645\u062a\u0646 \u0648 \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0631\u062f\u0646\u062f.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u0628\u0631\u0631\u0633\u06cc \u0646\u062d\u0648\u0647 \u06a9\u0627\u0631 \u0645\u062f\u0644 GloVe<\/h2>\n\n\n\n<p>\u067e\u06cc\u0634 \u0627\u0632 \u0628\u0631\u0631\u0633\u06cc \u0646\u062d\u0648\u0647 \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644 GloVe \u0644\u0627\u0632\u0645 \u0627\u0633\u062a \u0628\u0627 \u0686\u0646\u062f \u062a\u0627 \u0627\u0632 \u0645\u0641\u0627\u0647\u06cc\u0645 \u0628\u0647\u200c\u06a9\u0627\u0631\u0631\u0641\u062a\u0647 \u062f\u0631 \u0633\u0627\u062e\u062a\u0627\u0631 \u0627\u06cc\u0646 \u0645\u062f\u0644 \u0622\u0634\u0646\u0627 \u0634\u0648\u06cc\u0645:<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0645\u0627\u062a\u0631\u06cc\u0633 \u0647\u0645\u200c\u0648\u0642\u0648\u0639\u06cc<\/h3>\n\n\n\n<p>\u0645\u0627\u062a\u0631\u06cc\u0633 \u0647\u0645\u200c\u0648\u0642\u0648\u0639\u06cc \u0646\u0634\u0627\u0646\u200c\u062f\u0647\u0646\u062f\u0647 \u062a\u0639\u062f\u0627\u062f \u062f\u0641\u0639\u0627\u062a \u0647\u0645\u200c\u0638\u0647\u0648\u0631\u06cc \u06a9\u0644\u0645\u0627\u062a \u062f\u0631 \u06cc\u06a9 \u0645\u062a\u0646 \u0628\u0632\u0631\u06af \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0645\u0627\u062a\u0631\u06cc\u0633 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0628\u0633\u06cc\u0627\u0631 \u0645\u0641\u06cc\u062f\u06cc \u062f\u0631\u0628\u0627\u0631\u0647 \u0631\u0648\u0627\u0628\u0637 \u0628\u06cc\u0646 \u06a9\u0644\u0645\u0627\u062a \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u0627\u06af\u0631 \u062f\u0648 \u06a9\u0644\u0645\u0647 \u062f\u0631 \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u062c\u0645\u0644\u0627\u062a \u0628\u0647 \u0637\u0648\u0631 \u0645\u06a9\u0631\u0631 \u062f\u0631 \u06a9\u0646\u0627\u0631 \u06cc\u06a9\u062f\u06cc\u06af\u0631 \u0638\u0627\u0647\u0631 \u0634\u0648\u0646\u062f\u060c \u0645\u0627\u062a\u0631\u06cc\u0633 \u0647\u0645\u200c\u0648\u0642\u0648\u0639\u06cc \u0627\u06cc\u0646 \u0647\u0645\u200c\u0638\u0647\u0648\u0631\u06cc \u0631\u0627 \u062b\u0628\u062a \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u06cc\u0646 \u0645\u0627\u062a\u0631\u06cc\u0633\u060c \u062a\u0639\u0628\u06cc\u0647 \u06a9\u0644\u0645\u0627\u062a GloVe \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u0631\u062f\u0627\u0631\u0647\u0627\u06cc \u06a9\u0644\u0645\u0647 \u0631\u0627 \u0645\u062d\u0627\u0633\u0628\u0647 \u06a9\u0646\u062f \u06a9\u0647 \u0631\u0648\u0627\u0628\u0637 \u0645\u0639\u0646\u0627\u06cc\u06cc \u062f\u0642\u06cc\u0642\u200c\u062a\u0631\u06cc \u0631\u0627 \u0646\u0645\u0627\u06cc\u0634 \u0645\u06cc\u200c\u062f\u0647\u0646\u062f.<\/p>\n\n\n\n<p>\u0645\u0627\u062a\u0631\u06cc\u0633 \u0647\u0645\u200c\u0648\u0642\u0648\u0639\u06cc \u062f\u0631 GloVe \u0628\u0647 \u0635\u0648\u0631\u062a \u06cc\u06a9 \u0645\u0627\u062a\u0631\u06cc\u0633 \u0628\u0632\u0631\u06af \u0648 \u067e\u0631\u0627\u06a9\u0646\u062f\u0647 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc\u200c\u0634\u0648\u062f \u06a9\u0647 \u0647\u0631 \u0633\u0637\u0631 \u0648 \u0633\u062a\u0648\u0646 \u0622\u0646 \u0646\u0645\u0627\u06cc\u0627\u0646\u06af\u0631 \u06cc\u06a9 \u06a9\u0644\u0645\u0647 \u062f\u0631 \u0648\u0627\u0698\u06af\u0627\u0646 \u0627\u0633\u062a. \u0645\u0642\u062f\u0627\u0631 \u0647\u0631 \u062e\u0627\u0646\u0647 \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0627\u062a\u0631\u06cc\u0633 \u0646\u0634\u0627\u0646\u200c\u062f\u0647\u0646\u062f\u0647 \u062a\u0639\u062f\u0627\u062f \u062f\u0641\u0639\u0627\u062a\u06cc \u0627\u0633\u062a \u06a9\u0647 \u06a9\u0644\u0645\u0647\u200c\u0627\u06cc \u062e\u0627\u0635 \u0628\u0627 \u06a9\u0644\u0645\u0647\u200c\u0627\u06cc \u062f\u06cc\u06af\u0631 (\u06a9\u0644\u0645\u0647 \u0632\u0645\u06cc\u0646\u0647) \u062f\u0631 \u06cc\u06a9 \u067e\u0646\u062c\u0631\u0647 \u0645\u0634\u062e\u0635 \u0627\u0632 \u06a9\u0644\u0645\u0627\u062a \u0647\u0645\u200c\u0638\u0647\u0648\u0631 \u0634\u062f\u0647 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u067e\u0646\u062c\u0631\u0647 \u0645\u0639\u0645\u0648\u0644\u0627\u064b \u0634\u0627\u0645\u0644 \u0686\u0646\u062f \u06a9\u0644\u0645\u0647 \u0642\u0628\u0644 \u0648 \u0628\u0639\u062f \u0627\u0632 \u06a9\u0644\u0645\u0647 \u0647\u062f\u0641 \u0627\u0633\u062a.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0627\u062d\u062a\u0645\u0627\u0644 \u0647\u0645\u200c\u0648\u0642\u0648\u0639\u06cc<\/h3>\n\n\n\n<p>\u0645\u0627\u062a\u0631\u06cc\u0633 \u0647\u0645\u200c\u0648\u0642\u0648\u0639 \u06a9\u0647 \u062f\u0631 \u0642\u0633\u0645\u062a \u0642\u0628\u0644 \u062f\u0631\u0628\u0627\u0631\u0647 \u0622\u0646 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https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/06\/image-235-768x156.png 768w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/06\/image-235-585x119.png 585w\" sizes=\"(max-width: 804px) 100vw, 804px\" \/><\/figure><\/div>\n\n\n<p>\u0628\u0647 \u0627\u06cc\u0646 \u062a\u0631\u062a\u06cc\u0628\u060c \u062f\u0631 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0628\u0627 \u0627\u062d\u062a\u0645\u0627\u0644\u0627\u062a \u062e\u0627\u0645\u060c \u0646\u0633\u0628\u062a \u0627\u062d\u062a\u0645\u0627\u0644\u0627\u200c\u062a \u0628\u0647\u062a\u0631 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u06a9\u0644\u0645\u0627\u062a \u0645\u0631\u062a\u0628\u0637 (\u062c\u0627\u0645\u062f \u0648 \u06af\u0627\u0632) \u0631\u0627 \u0627\u0632 \u06a9\u0644\u0645\u0627\u062a \u0646\u0627\u0645\u0631\u0628\u0648\u0637 (\u0622\u0628 \u0648 \u0645\u062f) \u062a\u0634\u062e\u06cc\u0635 \u062f\u0647\u0646\u062f \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0628\u0647\u062a\u0631 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\u0627\u06cc\u0646 \u0646\u0633\u0628\u062a\u200c\u0647\u0627 \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc \u0628\u0647\u062a\u0631\u06cc \u062f\u0631 \u062a\u0645\u0627\u06cc\u0632 \u06a9\u0644\u0645\u0627\u062a \u0645\u0631\u062a\u0628\u0637 \u0627\u0632 \u06a9\u0644\u0645\u0627\u062a \u0646\u0627\u0645\u0631\u062a\u0628\u0637 \u062f\u0627\u0631\u0646\u062f. \u0628\u0627 \u062a\u0648\u062c\u0647 \u0628\u0647 \u0627\u06cc\u0646\u06a9\u0647 \u0646\u0633\u0628\u062a&nbsp;P<sub>ik<\/sub> \u0628\u0647 P<sub>jk<\/sub> \u0628\u0647 \u0633\u0647 \u06a9\u0644\u0645\u0647 i\u060c j \u0648 k \u0628\u0633\u062a\u06af\u06cc \u062f\u0627\u0631\u062f\u060c \u0627\u06cc\u0646 \u0646\u0633\u0628\u062a \u0628\u0647\u200c\u0635\u0648\u0631\u062a \u0639\u0645\u0648\u0645\u06cc\u200c\u062a\u0631 \u0628\u0647\u200c\u0635\u0648\u0631\u062a \u0632\u06cc\u0631 \u0646\u0648\u0634\u062a\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f:<\/p>\n\n\n<p style=\"direction:ltr;text-align:center!important\">\n<span class=\"wp-katex-eq\" data-display=\"false\">F(w_i, w_j, \\widetilde{w}_k) = \\frac{P_{ik}}{P_{jk}}<\/span><\/p>\n\n\n\n<p>\u06a9\u0647 \u062f\u0631 \u0622\u0646:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>W<sub>i<\/sub> \u0648 W<sub>j<\/sub> \u0628\u0631\u062f\u0627\u0631\u0647\u0627\u06cc \u0645\u062a\u0646\u0627\u0638\u0631 \u0628\u0627 \u06a9\u0644\u0645\u0627\u062a \u0645\u0631\u0628\u0648\u0637\u0647\u200c\u0634\u0627\u0646 \u0647\u0633\u062a\u0646\u062f. \u0627\u06cc\u0646 \u0628\u0631\u062f\u0627\u0631\u0647\u0627 \u0646\u0645\u0627\u06cc\u0627\u0646\u06af\u0631 \u06a9\u0644\u0645\u0627\u062a \u0647\u062f\u0641 \u062f\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u0645\u062a\u0646\u06cc \u0647\u0633\u062a\u0646\u062f. \u0648\u0642\u062a\u06cc \u0645\u062f\u0644 \u062f\u0631 \u062d\u0627\u0644 \u0628\u0631\u0631\u0633\u06cc \u06cc\u06a9 \u06a9\u0644\u0645\u0647 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0647\u062f\u0641 \u0627\u0633\u062a\u060c \u0627\u0632 \u0627\u06cc\u0646 \u0628\u0631\u062f\u0627\u0631\u0647\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/li>\n\n\n\n<li>W\u0303<sub>k<\/sub> \u0628\u0631\u062f\u0627\u0631 \u0632\u0645\u06cc\u0646\u0647 \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u06a9\u0644\u0645\u0647 k \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0628\u0631\u062f\u0627\u0631\u0647\u0627 \u0646\u0645\u0627\u06cc\u0627\u0646\u06af\u0631 \u06a9\u0644\u0645\u0627\u062a \u0632\u0645\u06cc\u0646\u0647 \u0647\u0633\u062a\u0646\u062f. \u0648\u0642\u062a\u06cc \u0645\u062f\u0644 \u062f\u0631 \u062d\u0627\u0644 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0644\u0645\u0627\u062a\u06cc \u0627\u0633\u062a \u06a9\u0647 \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 \u06a9\u0644\u0645\u0647 \u0647\u062f\u0641 \u0638\u0627\u0647\u0631 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f\u060c \u0627\u0632 \u0627\u06cc\u0646 \u0628\u0631\u062f\u0627\u0631\u0647\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/li>\n<\/ul>\n\n\n\n<p>\u0647\u062f\u0641 \u0627\u0635\u0644\u06cc \u062f\u0627\u0634\u062a\u0646 \u062f\u0648 \u0645\u062c\u0645\u0648\u0639\u0647 \u0628\u0631\u062f\u0627\u0631 W \u0648 W\u0303 \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0645\u062f\u0644 \u0628\u062a\u0648\u0627\u0646\u062f \u062a\u0641\u0627\u0648\u062a\u200c\u0647\u0627\u06cc \u0628\u06cc\u0646 \u0646\u0642\u0634 \u06a9\u0644\u0645\u0647 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0647\u062f\u0641 \u0648 \u0646\u0642\u0634 \u06a9\u0644\u0645\u0647 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0632\u0645\u06cc\u0646\u0647 \u0631\u0627 \u0628\u0647 \u062e\u0648\u0628\u06cc \u062f\u0631\u06a9 \u06a9\u0646\u062f. \u0627\u06cc\u0646 \u062a\u0641\u0627\u0648\u062a\u200c\u0647\u0627 \u0628\u0627\u0639\u062b \u0645\u06cc\u200c\u0634\u0648\u062f \u0645\u062f\u0644 \u0628\u062a\u0648\u0627\u0646\u062f \u0631\u0648\u0627\u0628\u0637 \u0645\u0639\u0646\u0627\u06cc\u06cc \u0628\u06cc\u0646 \u06a9\u0644\u0645\u0627\u062a \u0631\u0627 \u0628\u0647\u062a\u0631 \u0646\u0645\u0627\u06cc\u0634 \u062f\u0647\u062f. \u0628\u0631\u0627\u06cc \u062f\u0631\u06a9 \u0628\u0647\u062a\u0631 \u0648 \u062a\u0637\u0628\u06cc\u0642\u200c\u062f\u0647\u06cc \u0627\u06cc\u0646 \u0634\u06cc\u0648\u0647 \u0646\u0645\u0627\u06cc\u0634 \u0628\u0631\u062f\u0627\u0631\u0647\u0627 \u0628\u0627 \u0645\u062b\u0627\u0644\u06cc \u06a9\u0647 \u067e\u06cc\u0634\u200c\u062a\u0631 \u062a\u0639\u0631\u06cc\u0641 \u06a9\u0631\u062f\u06cc\u0645\u060c \u0641\u0631\u0636 \u06a9\u0646\u06cc\u062f i \u06a9\u0644\u0645\u0647 \u00ab\u06cc\u062e\u00bb \u0628\u0627\u0634\u062f\u060c \u062f\u0631 \u0627\u06cc\u0646 \u0635\u0648\u0631\u062a W<sub>i<\/sub> \u0628\u0631\u062f\u0627\u0631 \u06a9\u0644\u0645\u0647\u200c\u0627\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0646\u0645\u0627\u06cc\u0627\u0646\u06af\u0631 \u00ab\u06cc\u062e\u00bb \u0627\u0633\u062a. \u0627\u06af\u0631 j \u06a9\u0644\u0645\u0647 \u00ab\u0628\u062e\u0627\u0631\u00bb \u0628\u0627\u0634\u062f\u060c \u0628\u0627\u0634\u062f\u060c W<sub>j<\/sub> \u0628\u0631\u062f\u0627\u0631 \u06a9\u0644\u0645\u0647\u200c\u0627\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0646\u0645\u0627\u06cc\u0627\u0646\u06af\u0631 \u00ab\u0628\u062e\u0627\u0631\u00bb \u0627\u0633\u062a \u0648 \u0627\u06af\u0631 k \u06a9\u0644\u0645\u0647 \u00ab\u062c\u0627\u0645\u062f\u00bb \u0628\u0627\u0634\u062f\u060c \u0628\u0627\u0634\u062f\u060c W\u0303<sub>k<\/sub> \u0628\u0631\u062f\u0627\u0631 \u06a9\u0644\u0645\u0647\u200c\u0627\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0646\u0645\u0627\u06cc\u0627\u0646\u06af\u0631 \u00ab\u062c\u0627\u0645\u062f\u00bb \u0627\u0633\u062a.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u062a\u0627\u0628\u0639 F \u0686\u06cc\u0633\u062a\u061f<\/h3>\n\n\n\n<p>\u0637\u0631\u0641 \u0631\u0627\u0633\u062a \u0645\u0639\u0627\u062f\u0644\u0647 \u0628\u0627\u0644\u0627 \u0627\u0632 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u06af\u0627\u0646 \u0645\u062a\u0646\u06cc \u0645\u0627 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0634\u062f\u0647\u200c\u0627\u0633\u062a \u0648 F \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0628\u0647 \u0628\u0631\u062e\u06cc \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0647\u0646\u0648\u0632 \u0645\u0634\u062e\u0635 \u0646\u06cc\u0633\u062a\u0646\u062f\u060c \u0648\u0627\u0628\u0633\u062a\u0647 \u0628\u0627\u0634\u062f. \u062a\u0648\u0627\u0628\u0639 \u0632\u06cc\u0627\u062f\u06cc \u0631\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0628\u0647 F \u0646\u0633\u0628\u062a \u062f\u0627\u062f \u0627\u0645\u0627 \u0628\u0627 \u0627\u0639\u0645\u0627\u0644 \u0686\u0646\u062f \u0645\u0639\u06cc\u0627\u0631 \u062e\u0627\u0635 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u06cc\u06a9 \u0627\u0646\u062a\u062e\u0627\u0628 \u0645\u0646\u062d\u0635\u0631\u0628\u0647\u200c\u0641\u0631\u062f \u0628\u0631\u0627\u06cc F \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u0645. \u062f\u0631\u0648\u0627\u0642\u0639 \u0645\u0627 \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u06cc\u0645 F \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u0646\u0633\u0628\u062a \u0627\u062d\u062a\u0645\u0627\u0644\u0627\u062a \u0647\u0645\u200c\u0648\u0642\u0648\u0639 \u0631\u0627 \u062f\u0631 \u0641\u0636\u0627\u06cc \u0628\u0631\u062f\u0627\u0631 \u06a9\u0644\u0645\u0647 \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc \u06a9\u0646\u062f. \u0627\u0632 \u0622\u0646\u062c\u0627\u06cc\u06cc \u06a9\u0647 \u0641\u0636\u0627\u0647\u0627\u06cc \u0628\u0631\u062f\u0627\u0631\u06cc \u0628\u0647 \u0637\u0648\u0631 \u0630\u0627\u062a\u06cc \u062e\u0637\u06cc \u0647\u0633\u062a\u0646\u062f\u060c \u0628\u0647\u062a\u0631\u06cc\u0646 \u0631\u0648\u0634 \u0628\u0631\u0627\u06cc \u0645\u062f\u0644\u200c\u0633\u0627\u0632\u06cc \u0627\u06cc\u0646 \u06a9\u0627\u0631\u060c \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u0641\u0627\u0636\u0644 \u0628\u0631\u062f\u0627\u0631\u0647\u0627 \u0627\u0633\u062a. \u062f\u0644\u06cc\u0644 \u0627\u06cc\u0646 \u0627\u062f\u0639\u0627 \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0627\u062e\u062a\u0644\u0627\u0641 \u0628\u0631\u062f\u0627\u0631\u0647\u0627 \u062f\u0631 \u0641\u0636\u0627\u06cc \u0628\u0631\u062f\u0627\u0631\u06cc \u062e\u0637\u06cc \u0628\u0647 \u0633\u0627\u062f\u06af\u06cc \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0631\u0627\u0628\u0637\u0647 \u0628\u06cc\u0646 \u06a9\u0644\u0645\u0627\u062a \u0631\u0627 \u0646\u0645\u0627\u06cc\u0634 \u062f\u0647\u062f. \u0628\u0647 \u0639\u0628\u0627\u0631\u062a \u062f\u06cc\u06af\u0631\u060c \u0627\u062e\u062a\u0644\u0627\u0641 \u0628\u06cc\u0646 \u062f\u0648 \u0628\u0631\u062f\u0627\u0631 \u06a9\u0644\u0645\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0645\u0639\u0646\u0627\u06cc\u06cc \u0648 \u0631\u0648\u0627\u0628\u0637 \u0628\u06cc\u0646 \u0622\u0646\u200c\u0647\u0627 \u0631\u0627 \u0628\u0647 \u0634\u06a9\u0644\u06cc \u0633\u0627\u062f\u0647 \u0648 \u0642\u0627\u0628\u0644 \u062f\u0631\u06a9 \u062f\u0631 \u0641\u0636\u0627\u06cc \u0628\u0631\u062f\u0627\u0631\u06cc \u062e\u0637\u06cc \u0646\u0634\u0627\u0646 \u062f\u0647\u062f. \u067e\u0633 \u0645\u0639\u0627\u062f\u0644\u0647 \u0642\u0628\u0644\u06cc \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u0632\u06cc\u0631 \u0628\u0627\u0632\u0646\u0648\u06cc\u0633\u06cc \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645:<\/p>\n\n\n<p style=\"direction:ltr;text-align:center!important\">\n<span class=\"wp-katex-eq\" data-display=\"false\">F(\\mathbf{w}_i - \\mathbf{w}_j, \\tilde{\\mathbf{w}}_k) = \\frac{P_{ik}}{P_{jk}}<\/span><\/p>\n\n\n\n<p>\u0648\u0627\u0636\u062d \u0627\u0633\u062a \u06a9\u0647 \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0639\u0627\u062f\u0644\u0647\u060c \u0622\u0631\u06af\u0648\u0645\u0627\u0646\u200c\u0647\u0627\u06cc \u062a\u0627\u0628\u0639 F \u0628\u0631\u062f\u0627\u0631\u06cc \u0647\u0633\u062a\u0646\u062f \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u0637\u0631\u0641 \u0631\u0627\u0633\u062a \u0645\u0639\u0627\u062f\u0644\u0647 \u06cc\u06a9 \u06a9\u0645\u06cc\u062a \u0627\u0633\u06a9\u0627\u0644\u0631 (\u0639\u062f\u062f\u06cc) \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f. \u0627\u06af\u0631\u0686\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0628\u0631\u0627\u06cc \u062d\u0644 \u0627\u06cc\u0646 \u0645\u0634\u06a9\u0644\u060c F \u0631\u0627 \u06cc\u06a9 \u062a\u0627\u0628\u0639 \u067e\u06cc\u0686\u06cc\u062f\u0647 \u062f\u0631\u0646\u0638\u0631\u06af\u0631\u0641\u062a \u0627\u0645\u0627 \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0628\u0627\u0639\u062b \u0645\u06cc\u200c\u0634\u0648\u062f \u0633\u0627\u062e\u062a\u0627\u0631 \u062e\u0637\u06cc \u0648 \u0633\u0627\u062f\u06af\u06cc \u0645\u062f\u0644 \u06a9\u0647 \u0628\u0647\u200c\u062f\u0646\u0628\u0627\u0644 \u0622\u0646 \u0647\u0633\u062a\u06cc\u0645\u060c \u0627\u0632\u0628\u06cc\u0646\u200c\u0628\u0631\u0648\u062f.<\/p>\n\n\n\n<p>\u0631\u0627\u0647 \u062d\u0644 \u0628\u0647\u062a\u0631\u06cc \u06a9\u0647 \u0628\u0631\u0627\u06cc \u062a\u0628\u062f\u06cc\u0644 \u0633\u0645\u062a \u0686\u067e \u0645\u0639\u0627\u062f\u0644\u0647 \u0628\u0647 \u06cc\u06a9 \u06a9\u0645\u06cc\u062a \u0627\u0633\u06a9\u0627\u0644\u0631 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u062f\u0631\u0646\u0638\u0631\u06af\u0631\u0641\u062a \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0631\u062f\u0627\u0631\u0647\u0627\u06cc \u06a9\u0644\u0645\u0627\u062a \u0631\u0627 \u062f\u0631 \u0647\u0645 \u0636\u0631\u0628 \u062f\u0627\u062e\u0644\u06cc (Dot product) \u06a9\u0646\u06cc\u0645. \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0628\u0627\u0639\u062b \u0645\u06cc\u200c\u0634\u0648\u062f \u06a9\u0647 \u0647\u0631 \u062f\u0648 \u0633\u0645\u062a \u0645\u0639\u0627\u062f\u0644\u0647 \u0627\u0632 \u06cc\u06a9 \u062c\u0646\u0633 (\u0627\u0633\u06a9\u0627\u0644\u0631) \u0634\u0648\u0646\u062f:<\/p>\n\n\n<p style=\"direction:ltr;text-align:center!important\">\n<span class=\"wp-katex-eq\" data-display=\"false\">F\\left((\\mathbf{w}_i - \\mathbf{w}_j)^T \\tilde{\\mathbf{w}}_k\\right) = \\frac{P_{ik}}{P_{jk}}<\/span><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0627\u06cc\u0646 \u0641\u0631\u0645\u0648\u0644 \u0686\u0647 \u0686\u06cc\u0632\u06cc \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f\u061f<\/h3>\n\n\n\n<p>\u0627\u06cc\u0646 \u0641\u0631\u0645\u0648\u0644 \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0646\u0633\u0628\u062a \u0627\u062d\u062a\u0645\u0627\u0644\u0627\u062a \u0647\u0645\u200c\u0648\u0642\u0648\u0639 \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u0641\u0627\u0648\u062a \u0628\u0631\u062f\u0627\u0631\u0647\u0627\u06cc \u06a9\u0644\u0645\u0627\u062a \u0647\u062f\u0641 (W<sub>i<\/sub> &#8211; W<sub>j<\/sub>) \u0648 \u0636\u0631\u0628 \u062f\u0627\u062e\u0644\u06cc \u0622\u0646 \u0628\u0627 \u0628\u0631\u062f\u0627\u0631 \u06a9\u0644\u0645\u0647 \u0632\u0645\u06cc\u0646\u0647 (W\u0303<sub>k<\/sub>)\u060c \u0645\u062f\u0644\u200c\u0633\u0627\u0632\u06cc \u06a9\u0631\u062f. \u062f\u0631 \u0645\u0627\u062a\u0631\u06cc\u0633\u200c\u0647\u0627\u06cc \u0647\u0645\u200c\u0648\u0642\u0648\u0639 \u06a9\u0644\u0645\u0647-\u06a9\u0644\u0645\u0647\u060c \u062a\u0641\u0627\u0648\u062a \u0628\u06cc\u0646 \u06cc\u06a9 \u06a9\u0644\u0645\u0647 \u0648 \u06a9\u0644\u0645\u0647 \u0632\u0645\u06cc\u0646\u0647 \u0642\u0627\u0628\u0644 \u0686\u0634\u0645\u200c\u067e\u0648\u0634\u06cc \u0627\u0633\u062a \u0648 \u0645\u0627 \u0622\u0632\u0627\u062f \u0647\u0633\u062a\u06cc\u0645 \u06a9\u0647 \u0646\u0642\u0634 \u06a9\u0644\u0645\u0627\u062a \u0647\u062f\u0641 \u0648 \u06a9\u0644\u0645\u0627\u062a \u0632\u0645\u06cc\u0646\u0647 \u0631\u0627 \u062a\u0639\u0648\u06cc\u0636 \u06a9\u0646\u06cc\u0645. \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0646\u0647\u200c\u062a\u0646\u0647\u0627 W \u0648 W\u0303 \u0628\u0644\u06a9\u0647&nbsp;X \u0648 X<sup>T<\/sup> \u0631\u0627 \u0646\u06cc\u0632 \u0628\u0627\u06cc\u062f \u0628\u062a\u0648\u0627\u0646\u06cc\u0645 \u0628\u0647\u200c\u0631\u0627\u062d\u062a\u06cc \u062a\u0639\u0648\u06cc\u0636 \u06a9\u0646\u06cc\u0645. \u0627\u06cc\u0646 \u06cc\u0639\u0646\u06cc \u0645\u062f\u0644 \u0645\u0627 \u0628\u0627\u06cc\u062f \u0628\u0647 \u062a\u063a\u06cc\u06cc\u0631 \u0646\u0642\u0634\u200c\u0647\u0627\u06cc \u06a9\u0644\u0645\u0627\u062a \u0647\u062f\u0641 \u0648 \u0632\u0645\u06cc\u0646\u0647 \u0645\u0642\u0627\u0648\u0645 \u0628\u0627\u0634\u062f. \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u0645\u0646\u0638\u0648\u0631\u060c \u062a\u0627\u0628\u0639 F \u0628\u0627\u06cc\u062f \u062e\u0627\u0635\u06cc\u062a\u06cc \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f \u06a9\u0647 \u062a\u0642\u0627\u0631\u0646 \u0628\u06cc\u0646 \u06af\u0631\u0648\u0647\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0631\u06cc\u0627\u0636\u06cc \u0631\u0627 \u062d\u0641\u0638 \u06a9\u0646\u062f. \u062d\u0641\u0638 \u062a\u0642\u0627\u0631\u0646 \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0639\u0646\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0627\u06af\u0631 \u0646\u0642\u0634 \u06a9\u0644\u0645\u0627\u062a (\u0647\u062f\u0641 \u06cc\u0627 \u0632\u0645\u06cc\u0646\u0647\u200c\u0627\u06cc \u0628\u0648\u062f\u0646) \u0631\u0627 \u062a\u0639\u0648\u06cc\u0636 \u06a9\u0646\u06cc\u0645\u060c \u0646\u062a\u0627\u06cc\u062c \u0645\u062f\u0644 \u0646\u0628\u0627\u06cc\u062f \u062a\u063a\u06cc\u06cc\u0631 \u06a9\u0646\u062f.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u062a\u0627\u0628\u0639 F \u0628\u0627\u06cc\u062f \u0686\u0647 \u062e\u0627\u0635\u06cc\u062a\u06cc \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f\u061f<\/h3>\n\n\n\n<p>\u062a\u0627\u0628\u0639 F \u0628\u0627\u06cc\u062f \u0647\u0645\u0648\u0645\u0648\u0631\u0641\u06cc\u0633\u0645 (\u0647\u0645\u0631\u06cc\u062e\u062a) \u0628\u06cc\u0646 \u06af\u0631\u0648\u0647 \u0627\u0639\u062f\u0627\u062f \u062d\u0642\u06cc\u0642\u06cc \u0628\u0627 \u0639\u0645\u0644 \u062c\u0645\u0639 (\u0627\u06cc\u0646 \u06af\u0631\u0648\u0647 \u0646\u0634\u0627\u0646\u200c\u062f\u0647\u0646\u062f\u0647 \u0628\u0631\u062f\u0627\u0631\u0647\u0627\u06cc \u06a9\u0644\u0645\u0647 \u062f\u0631 \u0641\u0636\u0627\u06cc \u0628\u0631\u062f\u0627\u0631\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0627 \u0639\u0645\u0644 \u062c\u0645\u0639 \u062a\u0631\u06a9\u06cc\u0628 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f) \u0648 \u06af\u0631\u0648\u0647 \u0627\u0639\u062f\u0627\u062f \u062d\u0642\u06cc\u0642\u06cc \u0645\u062b\u0628\u062a \u0628\u0627 \u0639\u0645\u0644 \u0636\u0631\u0628 (\u0627\u06cc\u0646 \u06af\u0631\u0648\u0647 \u0646\u0634\u0627\u0646\u200c\u062f\u0647\u0646\u062f\u0647 \u0627\u062d\u062a\u0645\u0627\u0644\u0627\u062a \u0647\u0645\u200c\u0648\u0642\u0648\u0639 \u06a9\u0644\u0645\u0627\u062a \u0627\u0633\u062a \u06a9\u0647 \u0628\u0627 \u0639\u0645\u0644 \u0636\u0631\u0628 \u062a\u0631\u06a9\u06cc\u0628 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f) \u0628\u0627\u0634\u062f. \u0628\u0627 \u0628\u0627\u0632\u0646\u0648\u06cc\u0633\u06cc \u0645\u0639\u0627\u062f\u0644\u0647 \u0628\u0627\u0644\u0627 \u0628\u0647\u200c\u0635\u0648\u0631\u062a \u0632\u06cc\u0631 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0628\u0647 \u0627\u06cc\u0646 \u0647\u062f\u0641 \u062f\u0633\u062a \u067e\u06cc\u062f\u0627 \u06a9\u0646\u06cc\u0645:<\/p>\n\n\n<p style=\"direction:ltr;text-align:center!important\">\n<span class=\"wp-katex-eq\" data-display=\"false\">F\\left((\\mathbf{w}_i - \\mathbf{w}_j)^T \\tilde{\\mathbf{w}}_k\\right) = \\frac{F(\\mathbf{w}_i^T \\tilde{\\mathbf{w}}_k)}{F(\\mathbf{w}_j^T \\tilde{\\mathbf{w}}_k)}<\/span><\/p>\n\n\n\n<p>\u0627\u06cc\u0646 \u0645\u0639\u0627\u062f\u0644\u0647 \u062a\u0636\u0645\u06cc\u0646 \u0645\u06cc\u200c\u06a9\u0646\u062f \u06a9\u0647 \u0645\u062f\u0644 \u062f\u0631 \u0628\u0631\u0627\u0628\u0631 \u062a\u063a\u06cc\u06cc\u0631 \u0646\u0642\u0634\u200c\u0647\u0627\u06cc \u06a9\u0644\u0645\u0627\u062a \u0647\u062f\u0641 (W) \u0648 \u0632\u0645\u06cc\u0646\u0647 (W\u0303) \u0645\u0642\u0627\u0648\u0645 \u0627\u0633\u062a \u0648 \u0646\u062a\u0627\u06cc\u062c \u0622\u0646 \u062a\u063a\u06cc\u06cc\u0631 \u0646\u0645\u06cc\u200c\u06a9\u0646\u062f. \u0627\u06cc\u0646 \u0648\u06cc\u0698\u06af\u06cc \u0628\u0647 \u0645\u062f\u0644 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f \u062a\u0627 \u0631\u0648\u0627\u0628\u0637 \u0645\u0639\u0646\u0627\u06cc\u06cc \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u062f\u0642\u06cc\u0642 \u0648 \u067e\u0627\u06cc\u062f\u0627\u0631 \u0646\u0645\u0627\u06cc\u0634 \u062f\u0647\u062f.<\/p>\n\n\n\n<p>\u0628\u0627 \u062a\u0648\u062c\u0647 \u0628\u0647 \u062e\u0648\u0627\u0635\u06cc \u06a9\u0647 \u062f\u0627\u0631\u062f\u060c \u062a\u0627\u0628\u0639 \u0646\u0645\u0627\u06cc\u06cc (exponential) \u06cc\u06a9 \u067e\u0627\u0633\u062e \u0645\u0646\u0627\u0633\u0628 \u0628\u0631\u0627\u06cc \u062a\u0627\u0628\u0639 F \u0628\u0647\u200c\u0634\u0645\u0627\u0631 \u0645\u06cc\u200c\u0631\u0648\u062f. \u0632\u06cc\u0631\u0627 \u0647\u0645 \u06a9\u0627\u0631 \u06a9\u0631\u062f\u0646 \u0628\u0627 \u0622\u0646 \u0628\u0633\u06cc\u0627\u0631 \u0633\u0627\u062f\u0647 \u0627\u0633\u062a \u0648 \u0647\u0645 \u062f\u0627\u0631\u0627\u06cc \u062e\u0627\u0635\u06cc\u062a \u0647\u0645\u0648\u0645\u0648\u0631\u0641\u06cc\u0633\u0645 \u0628\u06cc\u0646 \u062c\u0645\u0639 (\u062f\u0631 \u0646\u0645\u0627) \u0648 \u0636\u0631\u0628 (\u062f\u0631 \u067e\u0627\u06cc\u0647) \u0627\u0633\u062a \u06a9\u0647 \u0628\u0627 \u0646\u06cc\u0627\u0632\u0647\u0627\u06cc \u0645\u062f\u0644 GloVe \u0628\u0631\u0627\u06cc \u062a\u0631\u06a9\u06cc\u0628 \u0627\u062d\u062a\u0645\u0627\u0644\u0627\u062a \u0647\u0645\u200c\u0648\u0642\u0648\u0639\u060c \u0633\u0627\u0632\u06af\u0627\u0631 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0627\u0646\u062a\u062e\u0627\u0628 \u0628\u0647\u200c\u062e\u0627\u0637\u0631 \u062d\u0641\u0638 \u062a\u0639\u0627\u062f\u0644 \u0628\u06cc\u0646 \u062f\u0642\u062a \u0631\u06cc\u0627\u0636\u06cc \u0648 \u06a9\u0627\u0631\u0627\u06cc\u06cc \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u0627\u0633\u062a.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u0627\u062b\u0628\u0627\u062a \u062f\u0631\u0633\u062a\u06cc \u0627\u0646\u062a\u062e\u0627\u0628 \u062a\u0627\u0628\u0639 \u0646\u0645\u0627\u06cc\u06cc \u0628\u0647\u200c\u0639\u0646\u0648\u0627\u0646 \u067e\u0627\u0633\u062e \u062a\u0627\u0628\u0639 F<\/h4>\n\n\n\n<p>\u0628\u0627 \u0642\u0631\u0627\u0631\u062f\u0627\u062f\u0646 e \u0628\u0647\u200c\u062c\u0627\u06cc \u062a\u0627\u0628\u0639 F \u062f\u0631 \u0645\u0639\u0627\u062f\u0644\u0647 \u0628\u0627\u0644\u0627\u060c \u0628\u0647 \u0631\u0627\u0628\u0637\u0647 \u0632\u06cc\u0631 \u0645\u06cc\u200c\u0631\u0633\u06cc\u0645:<\/p>\n\n\n<p style=\"direction:ltr;text-align:center!important\">\n<span class=\"wp-katex-eq\" data-display=\"false\">e^{(\\mathbf{w}_i - \\mathbf{w}_j)^T \\tilde{\\mathbf{w}}_k} = \\frac{e^{\\mathbf{w}_i^T \\tilde{\\mathbf{w}}_k}}{e^{\\mathbf{w}_j^T \\tilde{\\mathbf{w}}_k}}<\/span><\/p>\n\n\n\n<p>\u0633\u0645\u062a \u0686\u067e\u0650 \u0645\u0639\u0627\u062f\u0644\u0647 \u0628\u0627\u0644\u0627 \u0631\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0628\u0647 \u0634\u06a9\u0644 \u0632\u06cc\u0631 \u0628\u0627\u0632\u0646\u0648\u06cc\u0633\u06cc \u06a9\u0631\u062f:<\/p>\n\n\n<p style=\"direction:ltr;text-align:center!important\">\n<span class=\"wp-katex-eq\" data-display=\"false\">e^{(\\mathbf{w}_i - \\mathbf{w}_j)^T \\tilde{\\mathbf{w}}_k} = e^{\\mathbf{w}_i^T \\tilde{\\mathbf{w}}_k - \\mathbf{w}_j^T \\tilde{\\mathbf{w}}_k}<\/span><\/p>\n\n\n\n<p>\u0627\u06a9\u0646\u0648\u0646 \u0644\u0627\u0632\u0645 \u0627\u0633\u062a \u06cc\u06a9\u06cc \u0627\u0632 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u062a\u0627\u0628\u0639 \u0646\u0645\u0627\u06cc\u06cc (\u0648 \u0627\u0644\u0628\u062a\u0647 \u0633\u0627\u06cc\u0631 \u062a\u0648\u0627\u0628\u0639 \u062a\u0648\u0627\u0646\u06cc) \u0631\u0627 \u0627\u0632 \u0631\u06cc\u0627\u0636\u06cc\u0627\u062a \u0645\u0631\u0648\u0631 \u06a9\u0646\u06cc\u0645:<\/p>\n\n\n<p style=\"direction:ltr;text-align:center!important\">\n<span class=\"wp-katex-eq\" data-display=\"false\">e^{a - b} = \\frac{e^b}{e^a}<\/span><\/p>\n\n\n\n<p>\u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u06cc\u0646 \u0648\u06cc\u0698\u06af\u06cc \u062f\u0631 \u0645\u0639\u0627\u062f\u0644\u0647 \u0642\u0628\u0644\u06cc \u062f\u0627\u0631\u06cc\u0645:<\/p>\n\n\n<p style=\"direction:ltr;text-align:center!important\">\n<span class=\"wp-katex-eq\" data-display=\"false\">e^{\\mathbf{w}_i^T \\tilde{\\mathbf{w}}_k - \\mathbf{w}_j^T \\tilde{\\mathbf{w}}_k} = \\frac{e^{\\mathbf{w}_i^T \\tilde{\\mathbf{w}}_k}}{e^{\\mathbf{w}_j^T \\tilde{\\mathbf{w}}_k}}<\/span><\/p>\n\n\n\n<p>\u0628\u0647\u200c\u0627\u06cc\u0646\u200c\u062a\u0631\u062a\u06cc\u0628 \u0641\u0647\u0645\u06cc\u062f\u06cc\u0645 \u06a9\u0647 \u0627\u0632 \u0646\u0638\u0631 \u0631\u06cc\u0627\u0636\u06cc \u0646\u06cc\u0632 \u062a\u0627\u0628\u0639 \u0646\u0645\u0627\u06cc\u06cc\u060c \u067e\u0627\u0633\u062e \u062f\u0631\u0633\u062a\u06cc \u0628\u0631\u0627\u06cc F \u0645\u062d\u0633\u0648\u0628 \u0645\u06cc\u200c\u0634\u0648\u062f \u0648 \u062f\u0631 \u0645\u0639\u0627\u062f\u0644\u0647 \u0646\u0633\u0628\u062a \u0647\u0645\u200c\u0648\u0642\u0648\u0639\u06cc\u200c\u0647\u0627 \u0635\u062f\u0642 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0637\u0631\u0627\u062d\u06cc \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 GloVe<\/h3>\n\n\n\n<p>\u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u062a\u0639\u0628\u06cc\u0647 \u06a9\u0644\u0645\u0627\u062a GloVe \u0628\u0647 \u06af\u0648\u0646\u0647\u200c\u0627\u06cc \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647 \u06a9\u0647 \u0641\u0627\u0635\u0644\u0647 \u0628\u06cc\u0646 \u0628\u0631\u062f\u0627\u0631\u0647\u0627\u06cc \u06a9\u0644\u0645\u0627\u062a\u06cc \u06a9\u0647 \u0628\u0627 \u0647\u0645 \u0647\u0645\u200c\u0648\u0642\u0648\u0639\u06cc \u0628\u06cc\u0634\u062a\u0631\u06cc \u062f\u0627\u0631\u0646\u062f\u060c \u06a9\u0645\u062a\u0631 \u0628\u0627\u0634\u062f. \u0627\u06cc\u0646 \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u0628\u0627\u0639\u062b \u0645\u06cc\u200c\u0634\u0648\u062f \u06a9\u0647 \u0628\u0631\u062f\u0627\u0631\u0647\u0627\u06cc \u0646\u0647\u0627\u06cc\u06cc \u06a9\u0644\u0645\u0627\u062a\u060c \u0646\u0645\u0627\u06cc\u0627\u0646\u06af\u0631 \u0631\u0648\u0627\u0628\u0637 \u0645\u0639\u0646\u0627\u06cc\u06cc \u062f\u0642\u06cc\u0642\u200c\u062a\u0631\u06cc \u0628\u0627\u0634\u0646\u062f. \u0628\u0647 \u0639\u0628\u0627\u0631\u062a \u062f\u06cc\u06af\u0631\u060c GloVe \u0633\u0639\u06cc \u0645\u06cc\u200c\u06a9\u0646\u062f \u062a\u0627 \u0628\u0631\u062f\u0627\u0631\u0647\u0627\u06cc \u06a9\u0644\u0645\u0627\u062a\u06cc \u06a9\u0647 \u062f\u0631 \u0645\u062a\u0648\u0646 \u0648\u0627\u0642\u0639\u06cc \u0628\u06cc\u0634\u062a\u0631 \u0628\u0627 \u0647\u0645 \u062f\u06cc\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f\u060c \u0628\u0647 \u0647\u0645 \u0646\u0632\u062f\u06cc\u06a9\u200c\u062a\u0631 \u0628\u0627\u0634\u0646\u062f.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u062d\u062a\u0645\u0627\u0644 \u0647\u0645\u200c\u0648\u0642\u0648\u0639\u06cc\u200c\u0647\u0627 \u0628\u0631\u0627\u06cc \u0633\u0627\u062e\u062a \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647<\/h4>\n\n\n\n<p>\u0628\u0627\u062a\u0648\u062c\u0647 \u0628\u0647 \u0631\u0627\u0628\u0637\u0647 \u062a\u0627\u0628\u0639 F \u0648 \u0646\u0633\u0628\u062a \u0627\u062d\u062a\u0645\u0627\u0644 \u0647\u0645\u200c\u0648\u0642\u0648\u0639\u06cc\u200c\u0647\u0627\u060c \u0645\u0639\u0627\u062f\u0644\u0647 \u0632\u06cc\u0631 \u0628\u0627 \u062c\u0627\u06cc\u200c\u06af\u0630\u0627\u0631\u06cc \u0628\u062f\u0633\u062a \u0645\u06cc\u200c\u0622\u06cc\u062f:<\/p>\n\n\n<p style=\"direction:ltr;text-align:center!important\">\n<span class=\"wp-katex-eq\" data-display=\"false\">F(\\mathbf{w}_i^T \\tilde{\\mathbf{w}}_k) = P_{ik} = \\frac{X_{ik}}{X_{i}}<\/span><\/p>\n\n\n\n<p>\u0627\u06cc\u0646 \u0645\u0639\u0627\u062f\u0644\u0647 \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f \u06a9\u0647 \u062a\u0627\u0628\u0639 F \u06a9\u0647 \u0628\u0647 \u0636\u0631\u0628 \u062f\u0627\u062e\u0644\u06cc \u0628\u0631\u062f\u0627\u0631 \u06a9\u0644\u0645\u0647 \u0647\u062f\u0641 W<sub>i<\/sub> \u0648 \u0628\u0631\u062f\u0627\u0631 \u06a9\u0644\u0645\u0647 \u0632\u0645\u06cc\u0646\u0647 W\u0303<sub>k<\/sub> \u0627\u0639\u0645\u0627\u0644 \u0645\u06cc\u200c\u0634\u0648\u062f\u060c \u0628\u0631\u0627\u0628\u0631 \u0628\u0627 \u0627\u062d\u062a\u0645\u0627\u0644 \u0647\u0645\u200c\u0648\u0642\u0648\u0639\u06cc P<sub>ik<\/sub> \u0627\u0633\u062a \u06a9\u0647 \u0628\u0631\u0627\u0628\u0631 \u0628\u0627 \u0646\u0633\u0628\u062a X<sub>ik<\/sub> \u0628\u0647 X<sub>i<\/sub> \u0627\u0633\u062a\u060c \u06cc\u0639\u0646\u06cc \u062a\u0639\u062f\u0627\u062f \u062f\u0641\u0639\u0627\u062a\u06cc \u06a9\u0647 \u06a9\u0644\u0645\u0647 k \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 \u06a9\u0644\u0645\u0647 i \u0638\u0627\u0647\u0631 \u0634\u062f\u0647 \u0628\u0647 \u06a9\u0644 \u062a\u0639\u062f\u0627\u062f \u0647\u0645\u200c\u0648\u0642\u0648\u0639\u06cc\u200c\u0647\u0627\u06cc \u06a9\u0644\u0645\u0647 i \u0628\u0627 \u0633\u0627\u06cc\u0631 \u06a9\u0644\u0645\u0627\u062a.<\/p>\n\n\n\n<p>\u062f\u06cc\u062f\u06cc\u0645 \u06a9\u0647 F \u06cc\u06a9 \u062a\u0627\u0628\u0639 \u0646\u0645\u0627\u06cc\u06cc \u0627\u0633\u062a\u060c \u067e\u0633 \u0628\u0627 \u0644\u06af\u0627\u0631\u06cc\u062a\u0645 \u06af\u0631\u0641\u062a\u0646 \u0627\u0632 \u0637\u0631\u0641\u06cc\u0646 \u0631\u0627\u0628\u0637\u0647 \u0628\u0627\u0644\u0627 \u062e\u0648\u0627\u0647\u06cc\u0645 \u062f\u0627\u0634\u062a:<\/p>\n\n\n<p style=\"direction:ltr;text-align:center!important\">\n<span class=\"wp-katex-eq\" data-display=\"false\">\\mathbf{w}_i^T \\tilde{\\mathbf{w}}_k = \\log(P_{ik}) = \\log(X_{ik}) - \\log(X_i)<\/span><\/p>\n\n\n\n<p>\u0639\u0628\u0627\u0631\u062a (log(X<sub>i<\/sub> \u0645\u0633\u062a\u0642\u0644 \u0627\u0632 k \u0627\u0633\u062a\u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u0647\u200c\u0635\u0648\u0631\u062a \u06cc\u06a9 \u0628\u0627\u06cc\u0627\u0633 b<sub>i<\/sub> \u0628\u0631\u0627\u06cc W<sub>i<\/sub> \u0646\u0645\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647 \u0634\u0648\u062f:<\/p>\n\n\n<p style=\"direction:ltr;text-align:center!important\">\n<span class=\"wp-katex-eq\" data-display=\"false\">\\mathbf{w}_i^T \\tilde{\\mathbf{w}}_k + b_i + \\tilde{b}_k = \\log(X_{ik})<\/span><\/p>\n\n\n\n<p>\u0627\u06cc\u0646 \u0645\u0639\u0627\u062f\u0644\u0647 \u0628\u0647\u200c\u0631\u0627\u062d\u062a\u06cc \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0645\u0628\u0646\u0627\u06cc \u0633\u0627\u062e\u062a <a href=\"https:\/\/cafetadris.com\/blog\/%D8%AA%D8%A7%D8%A8%D8%B9-%D9%87%D8%B2%DB%8C%D9%86%D9%87-%DB%8C%D8%A7-loss-function-%DA%86%DB%8C%D8%B3%D8%AA%D8%9F-%D8%B1%D8%A7%D9%87%D9%86%D9%85%D8%A7%DB%8C-%D8%AC%D8%A7%D9%85%D8%B9-%D8%A7%D8%B3%D8%AA\/\" data-type=\"URL\" data-id=\"https:\/\/cafetadris.com\/blog\/%D8%AA%D8%A7%D8%A8%D8%B9-%D9%87%D8%B2%DB%8C%D9%86%D9%87-%DB%8C%D8%A7-loss-function-%DA%86%DB%8C%D8%B3%D8%AA%D8%9F-%D8%B1%D8%A7%D9%87%D9%86%D9%85%D8%A7%DB%8C-%D8%AC%D8%A7%D9%85%D8%B9-%D8%A7%D8%B3%D8%AA\/\" target=\"_blank\" rel=\"noreferrer noopener\"><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\">\u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u06a9\u0645\u062a\u0631\u06cc\u0646 \u0645\u0631\u0628\u0639\u0627\u062a \u062e\u0637\u0627<\/mark><\/a> (MSE) \u0628\u0631\u0627\u06cc \u06cc\u06a9 \u0645\u062f\u0644 \u0631\u06af\u0631\u0633\u06cc\u0648\u0646 \u0628\u0627\u0634\u062f. \u062f\u0631\u0648\u0627\u0642\u0639 \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u0645\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u0647\u200c\u0634\u06a9\u0644 \u0632\u06cc\u0631 \u0646\u0648\u0634\u062a\u0647 \u0634\u0648\u062f:<\/p>\n\n\n<p style=\"direction:ltr;text-align:center!important\">\n<span class=\"wp-katex-eq\" data-display=\"false\">\\mathbf{w}_i^T \\tilde{\\mathbf{w}}_k + b_i + \\tilde{b}_k - \\log(X_{ik}) = 0<\/span><\/p>\n\n\n\n<p>\u0645\u0634\u06a9\u0644 \u0627\u06cc\u0646 \u062a\u0627\u0628\u0639 \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0647 \u0647\u0645\u0647 \u0647\u0645\u200c\u0648\u0642\u0648\u0639\u0627\u062a \u0628\u0647\u200c\u0637\u0648\u0631 \u0645\u0633\u0627\u0648\u06cc \u0648\u0632\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f\u060c \u062d\u062a\u06cc \u0628\u0647\u200c\u0622\u0646\u200c\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0628\u0647\u200c\u0646\u062f\u0631\u062a \u0628\u0627 \u0647\u0645 \u0638\u0627\u0647\u0631 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f \u06cc\u0627 \u0647\u0631\u06af\u0632 \u062f\u0631\u06a9\u0646\u0627\u0631\u0647\u0645 \u062f\u06cc\u062f\u0647\u200c \u0646\u0645\u06cc\u200c\u0634\u0648\u0646\u062f. \u0627\u06cc\u0646 \u0647\u0645\u200c\u0648\u0642\u0648\u0639\u0627\u062a \u0646\u0627\u062f\u0631 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u06a9\u0645\u062a\u0631\u06cc \u0646\u0633\u0628\u062a \u0628\u0647 \u0647\u0645\u200c\u0648\u0642\u0648\u0639\u0627\u062a \u0645\u062a\u062f\u0627\u0648\u0644 \u062f\u0627\u0631\u0646\u062f \u0648 \u062f\u0631 \u0646\u062a\u06cc\u062c\u0647 \u0645\u062f\u0644 \u0646\u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u062e\u0648\u0628\u06cc \u0628\u06cc\u0646 \u0647\u0645\u200c\u0648\u0642\u0648\u0639\u0627\u062a \u0645\u0641\u06cc\u062f \u0648 \u063a\u06cc\u0631\u0645\u0641\u06cc\u062f \u062a\u0645\u0627\u06cc\u0632 \u0642\u0627\u0626\u0644 \u0634\u0648\u062f. \u0628\u0631\u0627\u06cc \u062d\u0644 \u0627\u06cc\u0646 \u0645\u0634\u06a9\u0644 \u0637\u0631\u0627\u062d\u0627\u0646 \u0645\u062f\u0644 GloVe \u06cc\u06a9 \u0645\u062f\u0644 \u062c\u062f\u06cc\u062f \u0631\u06af\u0631\u0633\u06cc\u0648\u0646 \u06a9\u0645\u062a\u0631\u06cc\u0646 \u0645\u0631\u0628\u0639\u0627\u062a \u062e\u0637\u0627\u06cc \u0648\u0632\u0646\u200c\u062f\u0627\u0631 \u0628\u0627 \u06cc\u06a9 \u062a\u0627\u0628\u0639 \u0648\u0632\u0646\u200c\u062f\u0647\u06cc f(X<sub>ik<\/sub>) \u067e\u06cc\u0634\u0646\u0647\u0627\u062f \u06a9\u0631\u062f\u0646\u062f. \u0628\u0647\u200c\u0627\u06cc\u0646\u200c\u062a\u0631\u062a\u06cc\u0628 \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u0646\u0647\u0627\u06cc\u062a\u0627 \u0628\u0647\u200c\u0634\u06a9\u0644 \u0632\u06cc\u0631 \u062f\u0631\u0645\u06cc\u200c\u0622\u06cc\u062f:<\/p>\n\n\n<p style=\"direction:ltr;text-align:center!important\">\n<span class=\"wp-katex-eq\" data-display=\"false\">J = \\sum_{i,k=1}^{V} f(X_{ik}) \\left( \\mathbf{w}_i^T \\tilde{\\mathbf{w}}_k + b_i + \\tilde{b}_k - \\log X_{ik} \\right)^2<\/span><\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 GloVe \u0686\u0637\u0648\u0631 \u06a9\u0627\u0631 \u0645\u06cc\u200c\u06a9\u0646\u062f\u061f<\/h4>\n\n\n\n<p>\u062f\u0631 \u0641\u0631\u0645\u0648\u0644 \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 Glove \u06a9\u0647 \u062f\u0631 \u0642\u0633\u0645\u062a \u0642\u0628\u0644 \u0628\u0647\u200c \u0622\u0646 \u0631\u0633\u06cc\u062f\u06cc\u0645\u060c V \u062a\u0639\u062f\u0627\u062f \u0648\u0627\u0698\u06af\u0627\u0646 \u0645\u062c\u0645\u0648\u0639\u0647\u200c\u062f\u0627\u062f\u0647 \u06cc\u0627 \u0647\u0645\u0627\u0646 \u0627\u0646\u062f\u0627\u0632\u0647 Vocabulary \u0627\u0633\u062a. \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 J \u0647\u062f\u0641\u0634 \u06a9\u0645\u06cc\u0646\u0647 \u06a9\u0631\u062f\u0646 \u0627\u062e\u062a\u0644\u0627\u0641 \u0628\u06cc\u0646 \u0636\u0631\u0628 \u062f\u0627\u062e\u0644\u06cc \u0628\u0631\u062f\u0627\u0631\u0647\u0627\u06cc \u06a9\u0644\u0645\u0647 (\u0628\u0647\u200c\u0647\u0645\u0631\u0627\u0647 \u0628\u0627\u06cc\u0627\u0633\u200c\u0647\u0627) \u0648 \u0644\u06af\u0627\u0631\u06cc\u062a\u0645 \u062a\u0639\u062f\u0627\u062f \u0647\u0645\u200c\u0648\u0642\u0648\u0639\u06cc\u200c\u0647\u0627 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0628\u0627 \u0648\u0632\u0646\u200c\u062f\u0647\u06cc \u0647\u0631 \u06cc\u06a9 \u0627\u0632 \u0647\u0645\u200c\u0648\u0642\u0648\u0639\u0627\u062a \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc\u200c\u0634\u0648\u062f \u062a\u0627 \u062a\u0623\u062b\u06cc\u0631 \u0647\u0645\u200c\u0648\u0642\u0648\u0639\u0627\u062a \u0646\u0627\u062f\u0631 \u0648 \u067e\u0631 \u062a\u06a9\u0631\u0627\u0631 \u0628\u0647\u200c\u0637\u0648\u0631 \u0645\u0646\u0627\u0633\u0628\u06cc \u0645\u062f\u06cc\u0631\u06cc\u062a \u0634\u0648\u062f. \u0628\u0631\u0627\u06cc \u062a\u0646\u0638\u06cc\u0645 \u0627\u0647\u0645\u06cc\u062a \u0647\u0631 \u0647\u0645\u200c\u0648\u0642\u0648\u0639 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f. \u062a\u0627\u0628\u0639 <code>f(X<sub>ik<\/sub>)<\/code> \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u062f \u062a\u0627 \u0647\u0645\u200c\u0648\u0642\u0648\u0639\u0627\u062a \u0646\u0627\u062f\u0631 \u06a9\u0647 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u06a9\u0645\u062a\u0631\u06cc \u062f\u0627\u0631\u0646\u062f \u06a9\u0645\u062a\u0631 \u062a\u0623\u062b\u06cc\u0631\u06af\u0630\u0627\u0631 \u0628\u0627\u0634\u0646\u062f \u0648 \u0647\u0645\u200c\u0648\u0642\u0648\u0639\u0627\u062a \u0645\u062a\u062f\u0627\u0648\u0644 \u06a9\u0647 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0628\u06cc\u0634\u062a\u0631\u06cc \u062f\u0627\u0631\u0646\u062f \u0648\u0632\u0646 \u0628\u06cc\u0634\u062a\u0631\u06cc \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u0646\u062f. \u0628\u0647\u200c\u0627\u06cc\u0646\u200c\u062a\u0631\u062a\u06cc\u0628 \u0627\u06cc\u0646 \u062a\u0627\u0628\u0639 \u0628\u0627\u06cc\u062f \u0633\u0647 \u0648\u06cc\u0698\u06af\u06cc\u200c \u0632\u06cc\u0631 \u0631\u0627 \u062f\u0627\u0631\u0627 \u0628\u0627\u0634\u062f:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>f(0)=0<\/strong>: \u0627\u06cc\u0646 \u0634\u0631\u0637 \u0645\u06cc\u200c\u06af\u0648\u06cc\u062f \u06a9\u0647 \u062a\u0627\u0628\u0639 f \u062f\u0631 \u0646\u0642\u0637\u0647 \u0635\u0641\u0631 \u0628\u0627\u06cc\u062f \u0635\u0641\u0631 \u0628\u0627\u0634\u062f. \u062f\u0631\u0648\u0627\u0642\u0639 \u0627\u06af\u0631 f \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u062a\u0627\u0628\u0639 \u067e\u06cc\u0648\u0633\u062a\u0647 \u062f\u0631 \u0646\u0638\u0631 \u06af\u0631\u0641\u062a\u0647 \u0634\u0648\u062f\u060c \u0628\u0627 \u0646\u0632\u062f\u06cc\u06a9 \u0634\u062f\u0646 x \u0628\u0647 \u0635\u0641\u0631\u060c \u0628\u0627\u06cc\u062f \u0628\u0647 \u0635\u0641\u0631 \u0645\u06cc\u0644 \u06a9\u0646\u062f \u06a9\u0647 \u0627\u0632 \u0622\u0646\u200c\u062c\u0627\u06cc\u06cc \u06a9\u0647 \u0644\u06af\u0627\u0631\u06cc\u062a\u0645 \u0635\u0641\u0631\u060c \u0628\u06cc\u200c\u0646\u0647\u0627\u06cc\u062a \u0627\u0633\u062a\u060c \u062d\u062f lim <sub>x\u21920<\/sub> f(x)log(x<sup>2<\/sup>) \u0645\u062d\u062f\u0648\u062f \u0628\u0627\u0634\u062f \u0648 \u0628\u0647 \u0628\u06cc\u200c\u0646\u0647\u0627\u06cc\u062a \u0646\u0631\u0648\u062f.<\/li>\n\n\n\n<li><strong>f(x) \u0628\u0627\u06cc\u062f \u063a\u06cc\u0631 \u06a9\u0627\u0647\u0634\u06cc \u0628\u0627\u0634\u062f<\/strong>: \u0627\u06cc\u0646 \u0634\u0631\u0637 \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u0645\u0646\u0638\u0648\u0631 \u0644\u062d\u0627\u0638 \u0645\u06cc\u200c\u0634\u0648\u062f \u06a9\u0647 \u0647\u0645\u200c\u0648\u0642\u0648\u0639\u0627\u062a \u0646\u0627\u062f\u0631 \u0628\u0647\u200c\u0637\u0648\u0631 \u0646\u0627\u0645\u062a\u0646\u0627\u0633\u0628\u06cc \u0648\u0632\u0646\u200c\u062f\u0647\u06cc \u0646\u0634\u0648\u0646\u062f. \u0627\u06af\u0631 <code>f(x)<\/code> \u06a9\u0627\u0647\u0634\u06cc \u0628\u0627\u0634\u062f\u060c \u0645\u0642\u0627\u062f\u06cc\u0631 \u06a9\u0645 x (\u0647\u0645\u200c\u0648\u0642\u0648\u0639\u0627\u062a \u0646\u0627\u062f\u0631) \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0648\u0632\u0646 \u0628\u06cc\u0634\u062a\u0631\u06cc \u0628\u06af\u06cc\u0631\u0646\u062f \u06a9\u0647 \u0628\u0627\u0639\u062b \u0639\u062f\u0645 \u062a\u0639\u0627\u062f\u0644 \u062f\u0631 \u0645\u062f\u0644 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/li>\n\n\n\n<li><strong>f(x) \u0628\u0627\u06cc\u062f \u0628\u0631\u0627\u06cc \u0645\u0642\u0627\u062f\u06cc\u0631 \u0628\u0632\u0631\u06af x \u0646\u0633\u0628\u062a\u0627\u064b \u06a9\u0648\u0686\u06a9 \u0628\u0627\u0634\u062f<\/strong>: \u0627\u06cc\u0646 \u0634\u0631\u0637 \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u0645\u0646\u0638\u0648\u0631 \u0644\u062d\u0627\u0638 \u0645\u06cc\u200c\u0634\u0648\u062f \u06a9\u0647 \u0647\u0645\u200c\u0648\u0642\u0648\u0639\u0627\u062a \u0645\u062a\u062f\u0627\u0648\u0644 \u0628\u0647\u200c\u0637\u0648\u0631 \u0646\u0627\u0645\u062a\u0646\u0627\u0633\u0628\u06cc \u0648\u0632\u0646\u200c\u062f\u0647\u06cc \u0646\u0634\u0648\u0646\u062f. \u0627\u06af\u0631 <code>f(x)<\/code> \u0628\u0631\u0627\u06cc \u0645\u0642\u0627\u062f\u06cc\u0631 \u0628\u0632\u0631\u06af x \u062e\u06cc\u0644\u06cc \u0628\u0632\u0631\u06af \u0628\u0627\u0634\u062f\u060c \u0647\u0645\u200c\u0648\u0642\u0648\u0639\u0627\u062a \u0645\u062a\u062f\u0627\u0648\u0644 \u0648\u0632\u0646 \u0628\u06cc\u0634\u062a\u0631\u06cc \u062e\u0648\u0627\u0647\u0646\u062f \u06af\u0631\u0641\u062a \u06a9\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u062a\u0639\u0627\u062f\u0644 \u0645\u062f\u0644 \u0631\u0627 \u0628\u0647 \u0647\u0645 \u0628\u0632\u0646\u062f \u0648 \u0628\u0647 \u0636\u0631\u0631 \u0647\u0645\u200c\u0648\u0642\u0648\u0639\u0627\u062a \u0646\u0627\u062f\u0631 \u0628\u0627\u0634\u062f.<\/li>\n<\/ul>\n\n\n\n<p>\u0627\u06af\u0631\u0686\u0647 \u062a\u0648\u0627\u0628\u0639 \u0635\u0639\u0648\u062f\u06cc \u0632\u06cc\u0627\u062f\u06cc \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u0634\u0631\u0648\u0637 \u06af\u0641\u062a\u0647\u200c\u0634\u062f\u0647 \u0631\u0627 \u0627\u0631\u0636\u0627 \u06a9\u0646\u0646\u062f \u0627\u0645\u0627 \u06cc\u06a9\u06cc \u0627\u0632 \u062a\u0648\u0627\u0628\u0639\u06cc \u06a9\u0647 \u0628\u0647\u200c\u062e\u0648\u0628\u06cc \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u0645\u0633\u0626\u0644\u0647 \u0622\u0646 \u0631\u0627 \u0628\u0647\u200c\u06a9\u0627\u0631 \u0628\u0631\u062f\u060c \u062a\u0627\u0628\u0639 \u0632\u06cc\u0631 \u0627\u0633\u062a:<\/p>\n\n\n<p style=\"direction:ltr;text-align:center!important\"><span class=\"wp-katex-eq\" data-display=\"false\">\\large f(x) = \\begin{cases}  \\left( \\frac{x}{x_{\\text{max}}} \\right)^\\alpha &amp; \\text{if } x \\leq x_{max} \\\\ 1 &amp; \\text{otherwise} \\end{cases} <\/span><\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u0648\u0627\u0628\u0633\u062a\u06af\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u062f\u0644 \u0628\u0647 \u0645\u0642\u062f\u0627\u0631 Cutoff <\/h4>\n\n\n\n<p>\u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u062f\u0644 \u0628\u0627 \u0627\u06cc\u0646 \u062a\u0627\u0628\u0639 \u0648\u0632\u0646\u200c\u062f\u0647\u06cc \u0628\u0647 \u0637\u0648\u0631 \u0636\u0639\u06cc\u0641\u06cc \u0628\u0647 \u0645\u0642\u062f\u0627\u0631 cutoff \u06cc\u0639\u0646\u06cc X<sub>max<\/sub> \u0648\u0627\u0628\u0633\u062a\u0647 \u0627\u0633\u062a. \u0628\u0647\u200c\u0647\u0645\u06cc\u0646 \u062f\u0644\u06cc\u0644 \u0646\u0648\u06cc\u0633\u0646\u062f\u06af\u0627\u0646 \u0645\u0642\u0627\u0644\u0647 GloVe \u0627\u06cc\u0646 \u0645\u0642\u062f\u0627\u0631 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0647\u0645\u0647 \u0622\u0632\u0645\u0627\u06cc\u0634\u200c\u0647\u0627 \u0628\u0631\u0627\u0628\u0631 \u0628\u0627 \u06f1\u06f0\u06f0 \u062f\u0631 \u0646\u0638\u0631 \u06af\u0631\u0641\u062a\u0646\u062f. \u0627\u06cc\u0646 \u0628\u062f\u0627\u0646 \u0645\u0639\u0646\u0627\u0633\u062a \u06a9\u0647 \u0647\u0631 \u0647\u0645\u200c\u0648\u0642\u0648\u0639\u06cc \u06a9\u0647 \u062a\u0639\u062f\u0627\u062f \u062a\u06a9\u0631\u0627\u0631 \u0622\u0646 \u0628\u06cc\u0634 \u0627\u0632 \u06f1\u06f0\u06f0 \u0628\u0627\u0634\u062f\u060c \u0628\u0647 \u06f1\u06f0\u06f0 \u0645\u062d\u062f\u0648\u062f \u0645\u06cc\u200c\u0634\u0648\u062f. \u0627\u0646\u062a\u062e\u0627\u0628 \u0645\u0642\u062f\u0627\u0631 \u0628\u0631\u0627\u06cc X<sub>max<\/sub> \u0628\u0647 \u0627\u06cc\u0646 \u062f\u0644\u06cc\u0644 \u0627\u0633\u062a \u06a9\u0647 \u0627\u0632 \u0648\u0632\u0646\u200c\u062f\u0647\u06cc \u0646\u0627\u0645\u062a\u0646\u0627\u0633\u0628 \u0647\u0645\u200c\u0648\u0642\u0648\u0639\u0627\u062a \u0628\u0633\u06cc\u0627\u0631 \u0645\u062a\u062f\u0627\u0648\u0644 \u062c\u0644\u0648\u06af\u06cc\u0631\u06cc \u0634\u0648\u062f. \u0628\u0627 \u0645\u062d\u062f\u0648\u062f \u06a9\u0631\u062f\u0646 \u062d\u062f\u0627\u06a9\u062b\u0631 \u062a\u0639\u062f\u0627\u062f \u0647\u0645\u200c\u0648\u0642\u0648\u0639\u0627\u062a \u0628\u0647 \u06f1\u06f0\u06f0\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0627\u0632 \u062a\u0623\u062b\u06cc\u0631\u06af\u0630\u0627\u0631\u06cc \u0632\u06cc\u0627\u062f \u0647\u0645\u200c\u0648\u0642\u0648\u0639\u0627\u062a \u0632\u06cc\u0627\u062f \u0628\u0631 \u0646\u062a\u0627\u06cc\u062c \u0645\u062f\u0644 \u062c\u0644\u0648\u06af\u06cc\u0631\u06cc \u06a9\u0631\u062f.<\/p>\n\n\n\n<p>\u03b1 \u062f\u06cc\u06af\u0631 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u06cc \u0627\u0633\u062a \u06a9\u0647 \u062f\u0631 \u062a\u0627\u0628\u0639 \u0648\u0632\u0646\u200c\u062f\u0647\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f. \u062a\u0639\u06cc\u06cc\u0646 \u0645\u0642\u062f\u0627\u0631 \u06a9\u0645\u062a\u0631 \u0627\u0632 \u06f1 \u0628\u0631\u0627\u06cc \u03b1\u200b \u0628\u0647 \u0645\u062f\u0644 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f \u06a9\u0647 \u0647\u0645\u200c\u0648\u0642\u0648\u0639\u06cc\u200c\u0647\u0627 \u0631\u0627 \u0628\u0647 \u0637\u0648\u0631 \u063a\u06cc\u0631\u062e\u0637\u06cc \u0648\u0632\u0646\u200c\u062f\u0647\u06cc \u06a9\u0646\u062f. \u0627\u06cc\u0646 \u0645\u0642\u062f\u0627\u0631 \u0628\u0647\u0628\u0648\u062f \u062c\u0632\u0626\u06cc\u200c\u0627\u06cc \u0646\u0633\u0628\u062a \u0628\u0647 \u0645\u0642\u062f\u0627\u0631 \u062e\u0637\u06cc (\u03b1=1) \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f \u06a9\u0647 \u06cc\u06a9 \u062a\u0627\u0628\u0639 \u0648\u0632\u0646\u200c\u062f\u0647\u06cc \u063a\u06cc\u0631\u062e\u0637\u06cc \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u0647\u06cc\u0646\u0647\u200c\u062a\u0631 \u0628\u0627\u0634\u062f. \u062f\u0631 \u0645\u0642\u0627\u0644\u0647 GloVe \u0627\u06cc\u0646 \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0628\u0647 \u06f3\/\u06f4 \u0645\u0642\u062f\u0627\u0631\u062f\u0647\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n\n\n\n<p>\u0634\u06a9\u0644 \u0627\u06cc\u0646 \u0646\u0645\u0648\u062f\u0627\u0631 \u0628\u0631\u0627\u06cc \u03b1=3\/4 \u0628\u0647\u200c\u0635\u0648\u0631\u062a \u0632\u06cc\u0631 \u0627\u0633\u062a:<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/06\/image-250.png\" alt=\"\" class=\"wp-image-17541\" width=\"648\" height=\"418\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/06\/image-250.png 975w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/06\/image-250-300x194.png 300w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/06\/image-250-768x496.png 768w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/06\/image-250-585x378.png 585w\" sizes=\"(max-width: 648px) 100vw, 648px\" \/><\/figure><\/div>\n\n\n<p>\u062d\u0627\u0644 \u06a9\u0647 \u0628\u0627 \u0645\u0641\u0627\u0647\u06cc\u0645 \u0641\u0648\u0642 \u0622\u0634\u0646\u0627 \u0634\u062f\u06cc\u062f\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0647\u062a\u0631 \u0633\u0627\u062e\u062a\u0627\u0631 \u0648 \u0646\u062d\u0648\u0647 \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644 GloVe \u0628\u0631\u0627\u06cc \u0645\u062d\u0627\u0633\u0628\u0647 \u0628\u0631\u062f\u0627\u0631\u0647\u0627\u06cc \u06a9\u0644\u0645\u0627\u062a \u0631\u0627 \u062f\u0631\u06a9 \u06a9\u0646\u06cc\u062f. \u062f\u0631 \u0627\u062f\u0627\u0645\u0647 \u0645\u0631\u0627\u062d\u0644 \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc GloVe \u0631\u0627 \u062a\u0648\u0636\u06cc\u062d \u0645\u06cc\u200c\u062f\u0647\u06cc\u0645.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0645\u0631\u0627\u062d\u0644 \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc GloVe<\/h3>\n\n\n\n<p>\u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc GloVe \u0634\u0627\u0645\u0644 \u0633\u0647 \u0645\u0631\u062d\u0644\u0647 \u0627\u0635\u0644\u06cc \u0627\u0633\u062a: \u067e\u06cc\u0634\u200c\u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u060c \u0645\u062d\u0627\u0633\u0628\u0647 \u0645\u0627\u062a\u0631\u06cc\u0633 \u0647\u0645\u200c\u0648\u0642\u0648\u0639\u06cc \u0648 \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u0645\u062f\u0644. \u0627\u06cc\u0646 \u0645\u0631\u0627\u062d\u0644 \u0628\u0647 \u062a\u0631\u062a\u06cc\u0628 \u0628\u0647 \u0622\u0645\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u060c \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0647\u0645\u200c\u0648\u0642\u0648\u0639\u06cc \u0648 \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644 \u0645\u0646\u062c\u0631 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f:<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u067e\u06cc\u0634\u200c\u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647\u200c\u0647\u0627<\/h4>\n\n\n\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0645\u0631\u062d\u0644\u0647\u060c \u0645\u062a\u0646\u200c\u0647\u0627\u06cc \u0648\u0631\u0648\u062f\u06cc \u0628\u0631\u0627\u06cc \u0622\u0645\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0628\u0631\u0627\u06cc \u0645\u062d\u0627\u0633\u0628\u0647 \u0645\u0627\u062a\u0631\u06cc\u0633 \u0647\u0645\u200c\u0648\u0642\u0648\u0639\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f. \u0627\u06cc\u0646 \u0628\u062e\u0634 \u0634\u0627\u0645\u0644 \u067e\u0627\u06a9\u200c\u0633\u0627\u0632\u06cc \u0645\u062a\u0646\u200c\u0647\u0627 \u0627\u0632 \u0639\u0644\u0627\u0626\u0645 \u0646\u06af\u0627\u0631\u0634\u06cc\u060c \u062d\u0630\u0641 \u06a9\u0644\u0645\u0627\u062a \u0632\u0627\u0626\u062f \u0648 \u0627\u0633\u062a\u0627\u0646\u062f\u0627\u0631\u062f\u0633\u0627\u0632\u06cc \u06a9\u0644\u0645\u0627\u062a \u0627\u0633\u062a. \u0647\u0645\u0686\u0646\u06cc\u0646\u060c \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u06a9\u0644\u0645\u0627\u062a \u0628\u0647 \u0641\u0631\u0645\u062a \u067e\u0627\u06cc\u0647 \u062e\u0648\u062f (lemmatization) \u062a\u0628\u062f\u06cc\u0644 \u0634\u0648\u0646\u062f \u062a\u0627 \u062f\u0642\u062a \u0645\u062f\u0644 \u0627\u0641\u0632\u0627\u06cc\u0634 \u06cc\u0627\u0628\u062f.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u0633\u0627\u062e\u062a \u0645\u0627\u062a\u0631\u06cc\u0633 \u0647\u0645\u200c\u0648\u0642\u0648\u0639\u06cc<\/h4>\n\n\n\n<p>\u0627\u06cc\u0646 \u0645\u0631\u062d\u0644\u0647 \u0634\u0627\u0645\u0644 \u0634\u0645\u0627\u0631\u0634 \u062f\u0641\u0639\u0627\u062a \u0647\u0645\u200c\u0638\u0647\u0648\u0631\u06cc \u06a9\u0644\u0645\u0627\u062a \u0648 \u0633\u0627\u062e\u062a \u0645\u0627\u062a\u0631\u06cc\u0633 \u0647\u0645\u200c\u0648\u0642\u0648\u0639\u06cc \u0627\u0633\u062a. \u0645\u0627\u062a\u0631\u06cc\u0633 \u0647\u0645\u200c\u0648\u0642\u0648\u0639\u06cc \u06cc\u06a9 \u0645\u0627\u062a\u0631\u06cc\u0633 \u0628\u0632\u0631\u06af \u0648 \u067e\u0631\u0627\u06a9\u0646\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0647\u0631 \u0633\u0637\u0631 \u0648 \u0633\u062a\u0648\u0646 \u0622\u0646 \u0646\u0645\u0627\u06cc\u0627\u0646\u06af\u0631 \u06cc\u06a9 \u06a9\u0644\u0645\u0647 \u062f\u0631 \u0648\u0627\u0698\u06af\u0627\u0646 \u0627\u0633\u062a.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u0645\u062f\u0644<\/h4>\n\n\n\n<p>\u062f\u0631 \u0646\u0647\u0627\u06cc\u062a\u060c \u0645\u062f\u0644 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc\u06cc \u0645\u062b\u0644 \u0631\u06af\u0631\u0633\u06cc\u0648\u0646 \u0628\u0631\u0627\u0633\u0627\u0633 \u0645\u0639\u0627\u062f\u0644\u0627\u062a\u06cc \u06a9\u0647 \u062f\u0631 \u0642\u0633\u0645\u062a \u0642\u0628\u0644 \u062a\u0648\u0636\u06cc\u062d \u062f\u0627\u062f\u06cc\u0645\u060c \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f \u062a\u0627 \u0628\u0631\u062f\u0627\u0631\u0647\u0627\u06cc \u0646\u0647\u0627\u06cc\u06cc \u06a9\u0644\u0645\u0627\u062a \u0645\u062d\u0627\u0633\u0628\u0647 \u0634\u0648\u0646\u062f. \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0631\u062d\u0644\u0647\u060c \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u0645\u0627\u0646\u0646\u062f \u06af\u0631\u0627\u062f\u06cc\u0627\u0646 \u0646\u0632\u0648\u0644\u06cc\u060c \u0645\u062f\u0644 GloVe \u0633\u0639\u06cc \u0645\u06cc\u200c\u06a9\u0646\u062f \u062a\u0627 \u0628\u0631\u062f\u0627\u0631\u0647\u0627\u06cc \u06a9\u0644\u0645\u0627\u062a \u0648 \u0628\u0627\u06cc\u0627\u0633\u200c\u0647\u0627 \u0631\u0627 \u0628\u0647 \u06af\u0648\u0646\u0647\u200c\u0627\u06cc \u0628\u0647\u06cc\u0646\u0647 \u06a9\u0646\u062f \u06a9\u0647 \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u0645\u0639\u0631\u0641\u06cc \u0634\u062f\u0647 \u0628\u0647 \u062d\u062f\u0627\u0642\u0644 \u0628\u0631\u0633\u062f. \u0647\u062f\u0641 \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0641\u0627\u0635\u0644\u0647 \u0628\u06cc\u0646 \u0628\u0631\u062f\u0627\u0631\u0647\u0627\u06cc \u06a9\u0644\u0645\u0627\u062a\u06cc \u06a9\u0647 \u0647\u0645\u200c\u0648\u0642\u0648\u0639\u06cc \u0628\u06cc\u0634\u062a\u0631\u06cc \u062f\u0627\u0631\u0646\u062f\u060c \u06a9\u0645\u062a\u0631 \u0634\u0648\u062f \u0648 \u0628\u0647 \u0627\u06cc\u0646 \u062a\u0631\u062a\u06cc\u0628\u060c \u0628\u0631\u062f\u0627\u0631\u0647\u0627\u06cc \u0646\u0647\u0627\u06cc\u06cc \u0646\u0645\u0627\u06cc\u0627\u0646\u06af\u0631 \u0631\u0648\u0627\u0628\u0637 \u0645\u0639\u0646\u0627\u06cc\u06cc \u062f\u0642\u06cc\u0642\u200c\u062a\u0631\u06cc \u0628\u0627\u0634\u0646\u062f.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u0639\u0628\u06cc\u0647 \u06a9\u0644\u0645\u0627\u062a GloVe \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646<\/h2>\n\n\n\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0642\u0633\u0645\u062a \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u06cc\u0645 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0628\u0631\u062f\u0627\u0631\u0647\u0627\u06cc \u0627\u0632\u067e\u06cc\u0634\u200c\u0622\u0645\u0648\u0632\u0634\u200c\u062f\u06cc\u062f\u0647 GloVe \u0646\u062d\u0648\u0647 \u0642\u0631\u0627\u0631\u06af\u06cc\u0631\u06cc \u0628\u0631\u062f\u0627\u0631 \u0645\u062a\u0646\u0627\u0638\u0631 \u0628\u0627 \u0647\u0631 \u06a9\u0644\u0645\u0647 \u0631\u0627 \u062f\u0631 \u0646\u0645\u0648\u062f\u0627\u0631 \u067e\u0631\u0627\u06a9\u0646\u062f\u06af\u06cc (Scatter Plot) \u0628\u0628\u06cc\u0646\u06cc\u0645 \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u0628\u0635\u0631\u06cc\u200c\u0633\u0627\u0632\u06cc\u060c \u062f\u0631\u06a9 \u0646\u0633\u0628\u06cc \u0627\u06cc\u0646 \u0631\u0648\u0634 \u0627\u0632 \u0645\u0639\u0646\u0627 \u0648 \u0645\u0641\u0647\u0648\u0645 \u06a9\u0644\u0645\u0627\u062a \u0631\u0627 \u0628\u0641\u0647\u06cc\u0645\u06cc\u0645. \u062f\u0631 \u067e\u0627\u06cc\u0627\u0646 \u0646\u06cc\u0632 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u06cc\u0646 \u0628\u0631\u062f\u0627\u0631\u0647\u0627\u060c \u06cc\u06a9 \u067e\u0631\u0648\u0698\u0647 \u062a\u062d\u0644\u06cc\u0644 \u0627\u062d\u0633\u0627\u0633 \u0631\u0648\u06cc \u0645\u062c\u0645\u0648\u0639\u0647\u200c\u062f\u0627\u062f\u0647 \u0646\u0638\u0631\u0627\u062a \u0645\u0631\u062f\u0645 \u062f\u0631\u0628\u0627\u0631\u0647 \u0641\u06cc\u0644\u0645\u200c\u0647\u0627 \u062f\u0631 \u0633\u0627\u06cc\u062a IMDB \u0628\u0627 \u062f\u0648 \u0645\u062f\u0644 KNN \u0648 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0628\u0627\u0632\u06af\u0634\u062a\u06cc \u0627\u062c\u0631\u0627 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627\u06cc \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632<\/h3>\n\n\n\n<p>\u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0627\u0628\u062a\u062f\u0627 \u0628\u0627\u06cc\u062f \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627\u06cc \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u0631\u0627 \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc (Import) \u06a9\u0646\u06cc\u0645:<\/p>\n\n\n<p style=\"direction:ltr;text-align:left!important\">\n<code> <span style=\"color:green\"># general libraries<\/span><\/code><br \/>\n<code>import re<\/code><br \/>\n<code>import os<\/code><br \/>\n<code>import zipfile<\/code><br \/>\n<code>import numpy as np<\/code><br \/>\n<code>import pandas as pd<\/code><br \/>\n<code>from tqdm import tqdm<\/code><br \/>\n<code>tqdm.pandas()<\/code><br \/>\n<code>from scipy import spatial<\/code><br \/>\n<code>from google.colab import files<\/code>\n<\/p>\n<p style=\"direction:ltr;text-align:left!important\">\n<code> <span style=\"color:green\"># prevent warning<\/span><\/code><br \/>\n<code>import warnings<\/code><br \/>\n<code>warnings.filterwarnings('ignore')<\/code>\n<\/p>\n<p style=\"direction:ltr;text-align:left!important\">\n<code> <span style=\"color:green\"># visualization libraries<\/span><\/code><br \/>\n<code>import seaborn as sns<\/code><br \/>\n<code>import matplotlib.pyplot as plt<\/code>\n<\/p>\n<p style=\"direction:ltr;text-align:left!important\">\n<code> <span style=\"color:green\"># dimensionality reduction libraries<\/span><\/code><br \/>\n<code>from sklearn.manifold import TSNE<\/code><br \/>\n<code>from sklearn.decomposition import PCA<\/code>\n<\/p>\n<p style=\"direction:ltr;text-align:left!important\">\n<code> <span style=\"color:green\"># ML models and metrics<\/span><\/code><br \/>\n<code>from sklearn.cluster import KMeans<\/code><br \/>\n<code>from sklearn.metrics import accuracy_score<\/code><br \/>\n<code>from sklearn.neighbors import KNeighborsClassifier<\/code><br \/>\n<code>from sklearn.model_selection import train_test_split<\/code>\n<\/p>\n<p style=\"direction:ltr;text-align:left!important\">\n<code> <span style=\"color:green\"># DL models<\/span><\/code><br \/>\n<code>from tensorflow.keras import layers, optimizers<\/code><br \/>\n<code>from tensorflow.keras.models import Sequential, Model<\/code><br \/>\n<code>from tensorflow.keras.preprocessing.text import Tokenizer<\/code><br \/>\n<code>from tensorflow.keras.preprocessing.sequence import pad_sequences<\/code>\n<\/p>\n<p style=\"direction:ltr;text-align:left!important\">\n<code><span style=\"color:green\"># nlp libraries<\/span><\/code><br \/>\n<code>import nltk<\/code><br \/>\n<code>nltk.download('punkt')<\/code><br \/>\n<code>nltk.download('omw-1.4')<\/code><br \/>\n<code>nltk.download(\"wordnet\")<\/code><br \/>\n<code>nltk.download('stopwords')<\/code><br \/>\n<code>from nltk.corpus import stopwords<\/code><br \/>\n<code>from nltk.corpus import wordnet as wn<\/code><br \/>\n<code>from nltk.tokenize import word_tokenize<\/code><br \/>\n<code>from nltk.stem import WordNetLemmatizer<\/code><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"> \u062f\u0627\u0646\u0644\u0648\u062f \u0628\u0631\u062f\u0627\u0631\u0647\u0627\u06cc \u0627\u0632\u067e\u06cc\u0634\u200c\u0622\u0645\u0648\u0632\u0634\u200c\u062f\u06cc\u062f\u0647 GloVe<\/h3>\n\n\n\n<p>\u0633\u067e\u0633 \u0628\u0631\u0627\u06cc \u062f\u0627\u0646\u0644\u0648\u062f \u0628\u0631\u062f\u0627\u0631\u0647\u0627\u06cc \u0627\u0632\u067e\u06cc\u0634\u200c\u0622\u0645\u0648\u0632\u0634\u200c\u062f\u06cc\u062f\u0647 GloVe \u06cc\u0627 \u0647\u0645\u0627\u0646 \u062a\u0639\u0628\u06cc\u0647 \u06a9\u0644\u0645\u0627\u062a \u0622\u0645\u0627\u062f\u0647 \u0627\u06cc\u0646 \u0645\u062f\u0644\u060c \u0627\u0632 \u06a9\u062f \u0632\u06cc\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645:<\/p>\n\n\n<p style=\"direction:ltr;text-align:left!important\">\n<code> <span style=\"color:green\"># Download glove Embedding<\/span><\/code><br \/>\n<code>!wget --no-check-certificate \\<\/code><br \/>\n<code>&nbsp;&nbsp;http:\/\/nlp.stanford.edu\/data\/glove.6B.zip \\<\/code><br \/>\n<code>&nbsp;&nbsp;-O \/tmp\/glove.6B.zip<\/code>\n<\/p>\n<p style=\"direction:ltr;text-align:left!important\">\n<code>with zipfile.ZipFile('\/tmp\/glove.6B.zip', 'r') as zip_ref:<\/code><br \/>\n<code>&nbsp;&nbsp;<span style=\"color:green\"># Extract all contents of the zip file<\/span><\/code><br \/>\n<code>&nbsp;&nbsp;zip_ref.extractall('\/tmp\/glove')<\/code>\n<\/p>\n<p style=\"direction:ltr;text-align:left!important\">\n<code>f = open('\/tmp\/glove\/glove.6B.100d.txt')<\/code>\n<\/p>\n<p style=\"direction:ltr;text-align:left!important\">\n<code>glove_embedding = {}<\/code>\n<\/p>\n<p style=\"direction:ltr;text-align:left!important\">\n<code>for line in f:<\/code><br \/>\n<code>&nbsp;&nbsp;<span style=\"color:green\"># Split each line into word and vector<\/span><\/code><br \/>\n<code>&nbsp;&nbsp;values = line.split()<\/code><br \/>\n<code>&nbsp;&nbsp;word = values[0]<\/code><br \/>\n<code>&nbsp;&nbsp;<span style=\"color:green\"># Convert the vector to a numpy array<\/span><\/code><br \/>\n<code>&nbsp;&nbsp;vec = np.asarray(values[1:], dtype=\"float32\")<\/code><br \/>\n<code>&nbsp;&nbsp;glove_embedding[word] = vec<\/code><br \/>\n<code>f.close()<\/code><\/p>\n\n\n\n<p>\u062f\u0642\u062a \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u0646\u0633\u062e\u0647\u200c\u0647\u0627\u06cc \u0645\u062a\u0641\u0627\u0648\u062a\u06cc \u0627\u0632 GloVe \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f\u060c \u0628\u0631\u062e\u06cc \u0627\u0632 \u0622\u0646\u200c\u0647\u0627 \u062f\u0627\u0631\u0627\u06cc \u0628\u0631\u062f\u0627\u0631\u0647\u0627\u06cc \u06f5\u06f0 \u0628\u0639\u062f\u06cc (\u06cc\u0639\u0646\u06cc \u0647\u0631 \u06a9\u0644\u0645\u0647 \u0631\u0627 \u0628\u0627 \u06cc\u06a9 \u0628\u0631\u062f\u0627\u0631 \u0634\u0627\u0645\u0644 \u06f5\u06f0 \u0645\u0648\u0644\u0641\u0647 \u0646\u0645\u0627\u06cc\u0634 \u0645\u06cc\u200c\u062f\u0647\u062f)\u060c \u0628\u0631\u062e\u06cc \u06f1\u06f0\u06f0 \u0628\u0639\u062f\u06cc\u060c \u06f2\u06f0\u06f0 \u0628\u0639\u062f\u06cc \u0648 \u0646\u0647\u0627\u06cc\u062a\u0627 \u0628\u0631\u062e\u06cc \u06f3\u06f0\u06f0 \u0628\u0639\u062f\u06cc \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u0628\u0627 \u06a9\u062f \u0628\u0627\u0644\u0627 \u062a\u0645\u0627\u0645\u06cc \u0646\u0633\u062e\u0647\u200c\u0647\u0627\u06cc \u0622\u0646 \u062f\u0627\u0646\u0644\u0648\u062f \u0645\u06cc\u200c\u0634\u0648\u0646\u062f \u0627\u0645\u0627 \u0645\u0627 \u062f\u0631 \u0627\u06cc\u0646 \u0622\u0645\u0648\u0632\u0634 \u062a\u0646\u0647\u0627 \u0627\u0632 \u0628\u0631\u062f\u0627\u0631\u0647\u0627\u06cc \u06f1\u06f0\u06f0 \u0628\u0639\u062f\u06cc \u0622\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0646\u0632\u062f\u06cc\u06a9\u06cc \u0628\u0631\u062f\u0627\u0631\u0647\u0627\u06cc \u0647\u0645\u200c\u0645\u0639\u0646\u06cc \u062f\u0631 \u0641\u0636\u0627\u06cc \u062a\u0639\u0628\u06cc\u0647 \u06a9\u0644\u0645\u0627\u062a<\/h3>\n\n\n\n<p>\u062f\u0631 \u0627\u062f\u0627\u0645\u0647 \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u06cc\u0645 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06cc\u06a9 \u062a\u0627\u0628\u0639\u060c \u0646\u0632\u062f\u06cc\u06a9\u200c\u062a\u0631\u06cc\u0646 \u0628\u0631\u062f\u0627\u0631\u0647\u0627 \u0631\u0627 \u0646\u0633\u0628\u062a \u0628\u0647 \u06cc\u06a9 \u0628\u0631\u062f\u0627\u0631 \u062e\u0627\u0635 \u062f\u0631 \u0641\u0636\u0627\u06cc \u062a\u0639\u0628\u06cc\u0647 \u06a9\u0644\u0645\u0627\u062a \u0628\u062f\u0633\u062a \u0622\u0648\u0631\u06cc\u0645:<\/p>\n\n\n<p style=\"direction:ltr;text-align:left!important\">\n<code> <span style=\"color:green\"># Define a function to find the closest words in the embedding space using Euclidean distance.<\/span><\/code><br \/>\n<code>def find_closest_embeddings(embedding):<\/code><br \/>\n<code>&nbsp;&nbsp;return sorted(glove_embedding.keys(), key=lambda word: spatial.distance.euclidean(glove_embedding[word], embedding))<\/code>\n<\/p>\n<p style=\"direction:ltr;text-align:left!important\">\n<code> <span style=\"color:green\"># Find the closest embeddings for the vector representation of queen - woman + man, which typically results in \"king\".<\/span><\/code><br \/>\n<code>find_closest_embeddings(glove_embedding['queen'] - glove_embedding['woman'] + glove_embedding['man'])[:3]<\/code><\/p>\n\n\n\n<p>\u0647\u0645\u0627\u0646\u200c\u0637\u0648\u0631 \u06a9\u0647 \u062f\u0631 \u06a9\u062f \u0628\u0627\u0644\u0627 \u067e\u06cc\u062f\u0627 \u0627\u0633\u062a \u0627\u06af\u0631 \u0627\u0632 \u0628\u0631\u062f\u0627\u0631 \u06a9\u0644\u0645\u0647 \u0645\u0644\u06a9\u0647 (Queen) \u0628\u0631\u062f\u0627\u0631 \u06a9\u0644\u0645\u0647 \u0632\u0646 (Woman) \u0631\u0627 \u06a9\u0645 \u06a9\u0631\u062f\u0647 \u0648 \u0628\u0647 \u0622\u0646 \u0628\u0631\u062f\u0627\u0631 \u06a9\u0644\u0645\u0647 \u0645\u0631\u062f (Man) \u0631\u0627 \u0627\u0636\u0627\u0641\u0647 \u06a9\u0646\u06cc\u0645\u060c \u06cc\u06a9\u06cc \u0627\u0632 \u06a9\u0644\u0645\u0627\u062a\u06cc \u06a9\u0647 \u0628\u0631\u062f\u0627\u0631\u0634 \u0628\u0647 \u0622\u0646 \u0646\u0632\u062f\u06cc\u06a9 \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f\u060c \u06a9\u0644\u0645\u0647 \u067e\u0627\u062f\u0634\u0627\u0647 (King) \u0627\u0633\u062a.<\/p>\n\n\n\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0642\u0633\u0645\u062a \u062f\u0648 \u0644\u06cc\u0633\u062a \u062c\u062f\u0627 \u0627\u0632 \u0628\u0631\u062f\u0627\u0631\u0647\u0627\u06cc \u0648 \u06a9\u0644\u0645\u0627\u062a \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u06cc\u06a9 \u062f\u06cc\u06a9\u0634\u0646\u0631\u06cc \u0634\u0627\u0645\u0644 \u06a9\u0644\u0645\u0627\u062a \u0648 \u0628\u0631\u062f\u0627\u0631\u0647\u0627\u06cc \u0645\u062a\u0646\u0627\u0638\u0631 \u0628\u0627 \u0622\u0646 \u200c\u0647\u0627 \u0645\u06cc\u200c\u0633\u0627\u0632\u06cc\u0645:<\/p>\n\n\n<p style=\"direction:ltr;text-align:left!important\">\n<code> <span style=\"color:green\"># Create separate lists for the words and their corresponding vectors from the GloVe embeddings.<\/span><\/code><br \/>\n<code>glove_words = list(glove_embedding.keys())[300:2500]<\/code><br \/>\n<code>glove_vectors = list(glove_embedding.values())[300:2500]<\/code>\n<\/p>\n<p style=\"direction:ltr;text-align:left!important\">\n<code> <span style=\"color:green\"># Make a dictionary includes above words as keys and their embedding vector as values<\/span><\/code><br \/>\n<code>glove_embedding = {glove_words[i]:glove_vectors[i] for i in range(len(glove_words))}<\/code><\/p>\n\n\n\n<p>\u062d\u0627\u0644 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0631\u0648\u0634 <a href=\"https:\/\/cafetadris.com\/blog\/%D8%A7%D9%84%DA%AF%D9%88%D8%B1%DB%8C%D8%AA%D9%85-k-means\/\" data-type=\"URL\" data-id=\"https:\/\/cafetadris.com\/blog\/%D8%A7%D9%84%DA%AF%D9%88%D8%B1%DB%8C%D8%AA%D9%85-k-means\/\" target=\"_blank\" rel=\"noreferrer noopener\"><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\">\u062e\u0648\u0634\u0647\u200c\u200c\u0628\u0646\u062f\u06cc K-means<\/mark><\/a> \u0628\u0631\u062f\u0627\u0631 \u06a9\u0644\u0645\u0627\u062a \u0631\u0627 \u0628\u0647 \u06f1\u06f5 \u062e\u0648\u0634\u0647 \u062c\u062f\u0627\u06af\u0627\u0646\u0647 \u062a\u0642\u0633\u06cc\u0645 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645 \u0648 \u0628\u0631\u0686\u0633\u0628\u200c\u0647\u0627\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u0628\u0639\u062f\u06cc \u062f\u0631 \u0645\u062a\u063a\u06cc\u0631 labels \u0645\u06cc\u200c\u0631\u06cc\u0632\u06cc\u0645:<\/p>\n\n\n<p style=\"direction:ltr;text-align:left!important\">\n<code> <span style=\"color:green\"># A k-means clustering method on word embeddings to cluster them into 15 categories<\/span><\/code><br \/>\n<code>kmeans = KMeans(n_clusters=15)<\/code><br \/>\n<code>kmeans.fit(glove_vectors)<\/code><br \/>\n<code>labels = kmeans.labels_<\/code><\/p>\n\n\n\n<p>\u0633\u067e\u0633 \u0628\u0627 \u06a9\u0645\u06a9 \u0631\u0648\u0634 \u06a9\u0627\u0647\u0634 \u0628\u0639\u062f PCA \u0628\u0631\u062f\u0627\u0631\u0647\u0627 \u0631\u0627 \u0628\u0647 \u0641\u0636\u0627\u06cc \u06f2 \u06cc\u0627 \u06f3 \u0628\u0639\u062f\u06cc \u06a9\u0627\u0647\u0634 \u0645\u06cc\u200c\u062f\u0647\u06cc\u0645:<\/p>\n\n\n<p style=\"direction:ltr;text-align:left!important\">\n<code> <span style=\"color:green\"># A PCA to reduce glove vectors to 3D<\/span><\/code><br \/>\n<code>pca = PCA(n_components=3)<\/code><br \/>\n<code>vectors_3d = pca.fit_transform(glove_vectors)<\/code>\n<\/p>\n<p style=\"direction:ltr;text-align:left!important\">\n<code> <span style=\"color:green\"># A PCA to reduce glove vectors to 2D<\/span><\/code><br \/>\n<code>pca = PCA(n_components=2)<\/code><br \/>\n<code>vectors_2d = pca.fit_transform(glove_vectors)<\/code><\/p>\n\n\n\n<p>\u0633\u067e\u0633 \u0628\u0627 \u06a9\u062f \u0632\u06cc\u0631 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0627\u06cc\u0646 \u0628\u0631\u062f\u0627\u0631\u0647\u0627\u06cc \u06a9\u0627\u0647\u0634 \u0628\u0639\u062f \u06cc\u0627\u0641\u062a\u0647 \u0631\u0627 \u062a\u0631\u0633\u06cc\u0645 \u06a9\u0646\u06cc\u0645:<\/p>\n\n\n<p style=\"direction:ltr;text-align:left!important\">\n<code> <span style=\"color:green\"># Extracting specific slices of the 3D vectors and corresponding labels and words for plotting<\/span><\/code><br \/>\n<code>x = vectors_3d[200:500, 0]<\/code><br \/>\n<code>y = vectors_3d[200:500, 1]<\/code><br \/>\n<code>z = vectors_3d[200:500, 2]<\/code><br \/>\n<code>colors = labels[200:500]<\/code><br \/>\n<code>words = glove_words[200:500]<\/code>\n<\/p>\n<p style=\"direction:ltr;text-align:left!important\">\n<code> <span style=\"color:green\"># Create the plot with specified size and resolution<\/span><\/code><br \/>\n<code>fig = plt.figure(figsize=(18, 18), dpi=150)<\/code><br \/>\n<code>ax = fig.add_subplot(111, projection='3d')<\/code>\n<\/p>\n<p style=\"direction:ltr;text-align:left!important\">\n<code> <span style=\"color:green\"># Scatter plot with color coding based on labels<\/span><\/code><br \/>\n<code>sc = ax.scatter(x, y, z, c=colors, s=50)<\/code>\n<\/p>\n<p style=\"direction:ltr;text-align:left!important\">\n<code> <span style=\"color:green\"># Add text annotations for each point in the scatter plot<\/span><\/code><br \/>\n<code>for i, word in enumerate(words):<\/code><br \/>\n<code>&nbsp;&nbsp;ax.text(x[i], y[i], z[i], word, fontsize=7)<\/code><\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/06\/image-259.png\" alt=\"\" class=\"wp-image-17550\" width=\"728\" height=\"674\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/06\/image-259.png 927w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/06\/image-259-300x278.png 300w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/06\/image-259-768x712.png 768w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/06\/image-259-585x542.png 585w\" sizes=\"(max-width: 728px) 100vw, 728px\" \/><\/figure><\/div>\n\n\n<h3 class=\"wp-block-heading\">\u0646\u0645\u0627\u06cc\u0634 \u0628\u0631\u062f\u0627\u0631\u0647\u0627\u06cc \u06a9\u0644\u0645\u0627\u062a \u0648 \u0627\u0646\u062c\u0627\u0645 \u0639\u0645\u0644\u06cc\u0627\u062a \u0628\u0631\u062f\u0627\u0631\u06cc \u0628\u06cc\u0646\u200c \u0622\u0646\u200c\u0647\u0627<\/h3>\n\n\n\n<p>\u06cc\u06a9\u06cc \u062f\u06cc\u06af\u0631 \u0627\u0632 \u06a9\u0627\u0631\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0628\u0631\u0627\u06cc \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0646 \u062f\u0631\u06a9 GloVe \u0627\u0632 \u0645\u0639\u0646\u0627\u06cc \u06a9\u0644\u0645\u0627\u062a \u0627\u0646\u062c\u0627\u0645 \u062f\u0627\u062f\u060c \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0631\u062f\u0627\u0631\u0647\u0627\u06cc \u06a9\u0644\u0645\u0627\u062a \u062e\u0627\u0635\u06cc \u0631\u0627 \u0627\u0632 \u062a\u0639\u0628\u06cc\u0647\u200c\u0647\u0627\u06cc GloVe \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u06a9\u0631\u062f\u0647 \u0648 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 t-SNE \u0628\u0647 \u062f\u0648 \u0628\u064f\u0639\u062f \u06a9\u0627\u0647\u0634 \u0648 \u0633\u067e\u0633 \u0622\u0646\u200c\u0647\u0627 \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u062a\u0635\u0648\u06cc\u0631\u06cc \u0646\u0645\u0627\u06cc\u0634 \u062f\u0647\u06cc\u0645. \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u062f \u0632\u06cc\u0631 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u062f\u0627\u062f:<\/p>\n\n\n<p style=\"direction:ltr;text-align:left!important\">\n<code> <span style=\"color:green\"># Define a list of words to visualize<\/span><\/code><br \/>\n<code>words = [\"man\", \"king\", \"woman\", \"queen\"]<\/code>\n<\/p>\n<p style=\"direction:ltr;text-align:left!important\">\n<code> <span style=\"color:green\"># Extract the corresponding vectors for these words from the GloVe embeddings and convert to numpy array<\/span><\/code><br \/>\n<code>vectors = np.array([glove_embedding[i] for i in words])<\/code>\n<\/p>\n<p style=\"direction:ltr;text-align:left!important\">\n<code> <span style=\"color:green\"># Generate new labels for the selected words<\/span><\/code><br \/>\n<code>new_labels = [labels[i] for i in range(len(glove_words)) if glove_words[i] in words]<\/code>\n<\/p>\n<p style=\"direction:ltr;text-align:left!important\">\n<code> <span style=\"color:green\"># Perform t-SNE to reduce the dimensionality of the vectors to 2 components<\/span><\/code><br \/>\n<code>tsne = TSNE(n_components=2, perplexity=2)<\/code><br \/>\n<code>vectors_2d = tsne.fit_transform(vectors)<\/code>\n<\/p>\n<p style=\"direction:ltr;text-align:left!important\">\n<code> <span style=\"color:green\"># Create a plot with specified size and resolution<\/span><\/code><br \/>\n<code>fig = plt.figure(figsize=(10,8), dpi=90)<\/code><br \/>\n<code>ax = fig.add_subplot(111)<\/code>\n<\/p>\n<p style=\"direction:ltr;text-align:left!important\">\n<code> <span style=\"color:green\"># Scatter plot of the 2D vectors with color coding based on new labels<\/span><\/code><br \/>\n<code>ax.scatter(vectors_2d[:, 0], vectors_2d[:, 1], s=50, c=new_labels)<\/code>\n<\/p>\n<p style=\"direction:ltr;text-align:left!important\">\n<code> <span style=\"color:green\"># Add text annotations for each point in the scatter plot<\/span><\/code><br \/>\n<code>for i, word in enumerate(words):<\/code><br \/>\n<code>&nbsp;&nbsp;ax.text(vectors_2d[i, 0], vectors_2d[i, 1], word, fontsize=10)<\/code><\/p>\n\n\n\n<p>\u062e\u0631\u0648\u062c\u06cc \u0628\u0647\u200c\u0634\u06a9\u0644 \u0632\u06cc\u0631 \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f. \u0641\u0627\u0635\u0644\u0647\u200c\u0647\u0627\u06cc \u0628\u06cc\u0646 \u0646\u0642\u0627\u0637 \u062f\u0631 \u0627\u06cc\u0646 \u0646\u0645\u0648\u062f\u0627\u0631 \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f \u06a9\u0647 \u06a9\u0644\u0645\u0627\u062a \u0686\u0642\u062f\u0631 \u0627\u0632 \u0646\u0638\u0631 \u0645\u0639\u0646\u0627\u06cc\u06cc \u0628\u0647 \u06cc\u06a9\u062f\u06cc\u06af\u0631 \u0646\u0632\u062f\u06cc\u06a9 \u0647\u0633\u062a\u0646\u062f. \u0627\u06af\u0631 \u062f\u0648 \u0646\u0642\u0637\u0647 (\u06a9\u0644\u0645\u0647) \u0628\u0647 \u0647\u0645 \u0646\u0632\u062f\u06cc\u06a9 \u0628\u0627\u0634\u0646\u062f\u060c \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0639\u0646\u0627\u0633\u062a \u06a9\u0647 \u0622\u0646\u200c\u0647\u0627 \u062f\u0631 \u0641\u0636\u0627\u06cc \u0628\u0631\u062f\u0627\u0631\u06cc GloVe \u0646\u06cc\u0632 \u0628\u0647 \u0647\u0645 \u0646\u0632\u062f\u06cc\u06a9 \u0647\u0633\u062a\u0646\u062f \u0648 \u062f\u0627\u0631\u0627\u06cc \u0645\u0639\u0646\u0627\u06cc \u0645\u0634\u0627\u0628\u0647\u200c\u062a\u0631\u06cc \u0645\u06cc\u200c\u0628\u0627\u0634\u0646\u062f:<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/06\/image-261.png\" alt=\"\" class=\"wp-image-17552\" width=\"722\" height=\"566\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/06\/image-261.png 892w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/06\/image-261-300x235.png 300w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/06\/image-261-768x602.png 768w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/06\/image-261-585x458.png 585w\" sizes=\"(max-width: 722px) 100vw, 722px\" \/><\/figure><\/div>\n\n\n<p>\u0628\u0631\u0627\u06cc \u062f\u0631\u06a9 \u0628\u0647\u062a\u0631 \u0627\u06cc\u0646 \u0631\u0648\u0627\u0628\u0637 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0627\u0632 \u0639\u0645\u0644\u06cc\u0627\u062a \u0628\u0631\u062f\u0627\u0631\u06cc \u0646\u06cc\u0632 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645. \u0628\u0647\u200c\u0627\u06cc\u0646 \u0645\u0646\u0638\u0648\u0631 \u0645\u0627 \u0628\u0631\u062f\u0627\u0631\u0647\u0627\u06cc \u062a\u0639\u0628\u06cc\u0647 \u0634\u062f\u0647 \u06a9\u0644\u0645\u0627\u062a \u0627\u0646\u062a\u062e\u0627\u0628 \u0634\u062f\u0647 \u0631\u0627 \u062f\u0631 \u0641\u0636\u0627\u06cc \u062f\u0648 \u0628\u0639\u062f\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 PCA \u0631\u0633\u0645 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645 \u0648 \u0639\u0645\u0644\u06cc\u0627\u062a \u0628\u0631\u062f\u0627\u0631\u06cc \u0645\u0627\u0646\u0646\u062f&nbsp;<code>queen - woman + man<\/code>&nbsp;\u0631\u0627 \u0628\u0647\u200c\u062a\u0635\u0648\u06cc\u0631 \u0645\u06cc\u200c\u06a9\u0634\u06cc\u0645:<\/p>\n\n\n<p style=\"direction:ltr;text-align:left!important\">\n<code> <span style=\"color:green\"># Define a list of words to visualize<\/span><\/code><br \/>\n<code>words = [\"man\", \"king\", \"woman\", \"queen\"]<\/code>\n<\/p>\n<p style=\"direction:ltr;text-align:left!important\">\n<code> <span style=\"color:green\"># Extract the corresponding vectors for these words from the GloVe embeddings and convert to numpy array<\/span><\/code><br \/>\n<code>vectors = np.array([glove_embedding[i] for i in words])<\/code>\n<\/p>\n<p style=\"direction:ltr;text-align:left!important\">\n<code> <span style=\"color:green\"># Define new labels with specific colors for each word<\/span><\/code><br \/>\n<code>new_labels = ['#ffc60e', 'black', 'red', 'purple']<\/code>\n<\/p>\n<p style=\"direction:ltr;text-align:left!important\">\n<code> <span style=\"color:green\"># Perform PCA to reduce the dimensionality of the vectors to 2 components<\/span><\/code><br \/>\n<code>pca = PCA(n_components=2)<\/code><br \/>\n<code>vectors_2d = pca.fit_transform(vectors)<\/code>\n<\/p>\n<p style=\"direction:ltr;text-align:left!important\">\n<code> <span style=\"color:green\"># Create a plot with specified size and resolution<\/span><\/code><br \/>\n<code>fig = plt.figure(figsize=(10, 8), dpi=90)<\/code><br \/>\n<code>ax = fig.add_subplot(111)<\/code>\n<\/p>\n<p style=\"direction:ltr;text-align:left!important\">\n<code> <span style=\"color:green\"># Scatter plot of the 2D vectors with color coding based on new labels<\/span><\/code><br \/>\n<code>ax.scatter(vectors_2d[:, 0], vectors_2d[:, 1], s=100, c=new_labels)<\/code>\n<\/p>\n<p style=\"direction:ltr;text-align:left!important\">\n<code> <span style=\"color:green\"># Add text annotations for each point in the scatter plot<\/span><\/code><br \/>\n<code>for i, word in enumerate(words):<\/code><br \/>\n<code>&nbsp;&nbsp;ax.text(vectors_2d[i, 0], vectors_2d[i, 1], word, fontsize=13)<\/code>\n<\/p>\n<p style=\"direction:ltr;text-align:left!important\">\n<code> <span style=\"color:green\"># Create a dictionary to store the 2D points for each word<\/span><\/code><br \/>\n<code>points = {word: vectors_2d[i] for i, word in enumerate(words)}<\/code><br \/>\n<code>queen_point = points['queen']<\/code><br \/>\n<code>woman_point = points['woman']<\/code><br \/>\n<code>man_point = points['man']<\/code>\n<\/p>\n<p style=\"direction:ltr;text-align:left!important\">\n<code> <span style=\"color:green\"># Calculate the vector differences and additions<\/span><\/code><br \/>\n<code>queen_woman = queen_point - woman_point<\/code><br \/>\n<code>plus_man = queen_woman + man_point<\/code>\n<\/p>\n<p style=\"direction:ltr;text-align:left!important\">\n<code> <span style=\"color:green\"># Plot the vectors using quiver with dotted lines<\/span><\/code><br \/>\n<code>ax.quiver(0, 0, queen_point[0], queen_point[1], angles='xy', scale_units='xy', scale=1, color='purple', linestyle='dotted')<\/code><br \/>\n<code>ax.quiver(0, 0, woman_point[0], woman_point[1], angles='xy', scale_units='xy', scale=1, color='red', linestyle='dotted')<\/code><br \/>\n<code>ax.quiver(0, 0, man_point[0], man_point[1], angles='xy', scale_units='xy', scale=1, color='#ffc60e', linestyle='dotted')<\/code><br \/>\n<code>ax.quiver(0, 0, queen_woman[0], queen_woman[1], angles='xy', scale_units='xy', scale=1, color='blue', linestyle='dotted')<\/code><br \/>\n<code>ax.quiver(0, 0, plus_man[0], plus_man[1], angles='xy', scale_units='xy', scale=1, color='green', linestyle='dotted')<\/code>\n<\/p>\n<p style=\"direction:ltr;text-align:left!important\">\n<code> <span style=\"color:green\"># Scatter and annotate the calculated points<\/span><\/code><br \/>\n<code>ax.scatter(plus_man[0], plus_man[1], s=100, c='green')<\/code><br \/>\n<code>ax.text(plus_man[0], plus_man[1], 'queen - woman + man', fontsize=13)<\/code><br \/>\n<code>ax.scatter(queen_woman[0], queen_woman[1], s=100, c='blue')<\/code><br \/>\n<code>ax.text(queen_woman[0], queen_woman[1], 'queen-woman', fontsize=13)<\/code>\n<\/p>\n<p style=\"direction:ltr;text-align:left!important\">\n<code> <span style=\"color:green\"># Set the limits for the plot axes<\/span><\/code><br \/>\n<code>ax.set_xlim(min(vectors_2d[:, 0]) - 3, max(vectors_2d[:, 0]) + 1)<\/code><br \/>\n<code>ax.set_ylim(min(vectors_2d[:, 1]) - 3, max(vectors_2d[:, 1]) + 1)<\/code><\/p>\n\n\n\n<p>\u0646\u0645\u0648\u062f\u0627\u0631 \u062e\u0631\u0648\u062c\u06cc \u0627\u06cc\u0646 \u06a9\u062f \u0646\u06a9\u0627\u062a \u0645\u0647\u0645\u06cc \u062f\u0631\u0628\u0631\u062f\u0627\u0631\u062f \u06a9\u0647 \u062f\u0631 \u0627\u062f\u0627\u0645\u0647 \u0622\u0646\u200c\u0647\u0627 \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645:<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/06\/image-264.png\" alt=\"\" class=\"wp-image-17555\" width=\"758\" height=\"605\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/06\/image-264.png 913w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/06\/image-264-300x240.png 300w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/06\/image-264-768x614.png 768w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/06\/image-264-585x468.png 585w\" sizes=\"(max-width: 758px) 100vw, 758px\" \/><\/figure><\/div>\n\n\n<h3 class=\"wp-block-heading\">\u0631\u0648\u0627\u0628\u0637 \u0628\u06cc\u0646 \u0628\u0631\u062f\u0627\u0631\u0647\u0627\u06cc \u062a\u0639\u0628\u06cc\u0647 \u06a9\u0644\u0645\u0627\u062a<\/h3>\n\n\n\n<p>\u0646\u0645\u0648\u062f\u0627\u0631 \u067e\u0631\u0627\u06a9\u0646\u062f\u06af\u06cc (Scatter plot) \u062f\u0648 \u0628\u0639\u062f\u06cc \u0645\u0648\u0642\u0639\u06cc\u062a \u06a9\u0644\u0645\u0627\u062a \u0627\u0646\u062a\u062e\u0627\u0628 \u0634\u062f\u0647 (man,&nbsp;king,&nbsp;woman,&nbsp;queen) \u0631\u0627 \u062f\u0631 \u0641\u0636\u0627\u06cc \u06a9\u0627\u0647\u0634 \u06cc\u0627\u0641\u062a\u0647 \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f. \u0627\u06cc\u0646 \u06a9\u0627\u0647\u0634 \u0628\u06cc\u0634\u062a\u0631\u06cc\u0646 \u0648\u0627\u0631\u06cc\u0627\u0646\u0633 \u0645\u0645\u06a9\u0646 \u0631\u0627 \u062d\u0641\u0638 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u0628\u0647 \u0645\u0627 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f \u06a9\u0647 \u0628\u0628\u06cc\u0646\u06cc\u0645 \u0686\u06af\u0648\u0646\u0647 \u0627\u06cc\u0646 \u0628\u0631\u062f\u0627\u0631\u0647\u0627\u06cc \u06a9\u0644\u0645\u0647 \u0628\u0627 \u06cc\u06a9\u062f\u06cc\u06af\u0631 \u0645\u0631\u062a\u0628\u0637 \u0647\u0633\u062a\u0646\u062f.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u0639\u0645\u0644\u06cc\u0627\u062a \u0628\u0631\u062f\u0627\u0631\u06cc<\/h4>\n\n\n\n<p>\u0628\u0631\u062f\u0627\u0631\u0647\u0627\u06cc \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u06a9\u0644\u0645\u0627\u062a \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0646\u0642\u0627\u0637\u06cc \u062f\u0631 \u0641\u0636\u0627\u06cc \u062f\u0648 \u0628\u0639\u062f\u06cc \u0646\u0645\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f. \u0628\u0627 \u0627\u0646\u062c\u0627\u0645 \u0639\u0645\u0644\u06cc\u0627\u062a \u062d\u0633\u0627\u0628 \u0628\u0631\u062f\u0627\u0631\u06cc (queen &#8211; woman + man)\u060c \u0646\u062a\u06cc\u062c\u0647 \u0627\u06cc\u0646 \u0639\u0645\u0644\u06cc\u0627\u062a \u0631\u0627 \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 \u062a\u0639\u0628\u06cc\u0647\u200c\u0647\u0627 \u062a\u062c\u0633\u0645 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645.<\/p>\n\n\n\n<p>\u062f\u0631 \u0646\u0645\u0648\u062f\u0627\u0631\u060c \u062e\u0637\u0648\u0637 \u0628\u0631\u062f\u0627\u0631\u0647\u0627 \u0648 \u0639\u0645\u0644\u06cc\u0627\u062a \u0622\u0646\u200c\u0647\u0627 \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u0646\u062f:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>queen \u2013 woman<\/code> \u0628\u0627 \u062e\u0637 \u0622\u0628\u06cc \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/li>\n\n\n\n<li><code>queen - woman + man<\/code> \u0628\u0627 \u062e\u0637 \u0633\u0628\u0632 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/li>\n<\/ul>\n\n\n\n<p>\u0627\u06cc\u0646 \u0639\u0645\u0644\u06cc\u0627\u062a \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u062a\u0639\u0628\u06cc\u0647 \u06a9\u0644\u0645\u0627\u062a \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0631\u0648\u0627\u0628\u0637 \u0645\u0639\u0646\u0627\u06cc\u06cc \u0631\u0627 \u062b\u0628\u062a \u06a9\u0646\u062f. \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u0646\u062a\u06cc\u062c\u0647&nbsp;<code>queen - woman + man<\/code>&nbsp;\u0646\u0632\u062f\u06cc\u06a9 \u0628\u0647 <code>king<\/code> \u0627\u0633\u062a \u06a9\u0647 \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f \u0645\u062f\u0644 \u0631\u0648\u0627\u0628\u0637 \u0645\u0639\u0646\u0627\u06cc\u06cc \u0631\u0627 \u06cc\u0627\u062f \u06af\u0631\u0641\u062a\u0647 \u0627\u0633\u062a.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u0631\u0646\u06af\u200c\u0628\u0646\u062f\u06cc<\/h4>\n\n\n\n<p>\u0647\u0631 \u06a9\u0644\u0645\u0647 \u0628\u0627 \u0631\u0646\u06af \u062e\u0627\u0635\u06cc \u06a9\u062f\u06af\u0630\u0627\u0631\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a \u062a\u0627 \u0627\u0632 \u0646\u0638\u0631 \u0628\u0635\u0631\u06cc \u0645\u062a\u0641\u0627\u0648\u062a \u0628\u0627\u0634\u062f. \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c <code>queen<\/code>&nbsp;\u0628\u0647 \u0631\u0646\u06af \u0628\u0646\u0641\u0634 (\u062a\u0631\u06a9\u06cc\u0628 \u0631\u0646\u06af\u200c\u0647\u0627\u06cc \u0642\u0631\u0645\u0632 \u0648 \u0622\u0628\u06cc)\u060c <code>woman<\/code> \u0628\u0647 \u0631\u0646\u06af \u0642\u0631\u0645\u0632\u060c <code>man<\/code> \u0628\u0647 \u0631\u0646\u06af \u0632\u0631\u062f \u0648 \u0646\u062a\u06cc\u062c\u0647 \u0639\u0645\u0644\u06cc\u0627\u062a \u0628\u0631\u062f\u0627\u0631\u06cc \u0628\u0647 \u0631\u0646\u06af \u0633\u0628\u0632 (\u062a\u0631\u06a9\u06cc\u0628 \u0631\u0646\u06af\u200c\u0647\u0627\u06cc \u0622\u0628\u06cc \u0648 \u0632\u0631\u062f) \u0627\u0633\u062a. \u06a9\u0647 \u0628\u0627 \u0639\u0645\u0644\u06cc\u0627\u062a \u0628\u0631\u062f\u0627\u0631\u06cc \u0645\u0627 \u0646\u06cc\u0632 \u062a\u0637\u0628\u06cc\u0642 \u062f\u0627\u0631\u062f. \u06cc\u0639\u0646\u06cc \u0627\u06af\u0631 \u0627\u0632 \u0631\u0646\u06af \u0628\u0646\u0641\u0634 (\u06a9\u0644\u0645\u0647 \u0645\u0644\u06a9\u0647) \u0631\u0646\u06af \u0642\u0631\u0645\u0632 (\u06a9\u0644\u0645\u0647 \u0632\u0646) \u0631\u0627 \u06a9\u0645 \u06a9\u0646\u06cc\u0645 \u0648 \u0628\u0647 \u062d\u0627\u0635\u0644 \u06a9\u0647 \u0622\u0628\u06cc \u0627\u0633\u062a\u060c \u0631\u0646\u06af \u0632\u0631\u062f \u0631\u0627 \u0627\u0636\u0627\u0641\u0647 \u06a9\u0646\u06cc\u0645 \u0646\u062a\u06cc\u062c\u0647 \u0633\u0628\u0632 \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u062a\u062d\u0644\u06cc\u0644 \u0627\u062d\u0633\u0627\u0633 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0628\u0631\u062f\u0627\u0647\u0627\u06cc \u062a\u0639\u0628\u06cc\u0647 \u06a9\u0644\u0645\u0647 GloVe<\/h2>\n\n\n\n<p>\u06cc\u06a9\u06cc \u0627\u0632 \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0645\u0631\u0633\u0648\u0645 \u062d\u0648\u0632\u0647 NLP \u062a\u0634\u062e\u06cc\u0635 \u0627\u062d\u0633\u0627\u0633 \u06a9\u0627\u0628\u0631\u0627\u0646 \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0627\u0633\u062a. \u0628\u0631\u0627\u06cc \u0645\u062b\u0627\u0644 \u0645\u0627 \u062f\u0631 \u0627\u06cc\u0646 \u0642\u0633\u0645\u062a \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062c\u0645\u0648\u0639\u0647\u200c\u062f\u0627\u062f\u0647 \u0646\u0638\u0631\u0627\u062a \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u062f\u0631 \u0633\u0627\u06cc\u062a IMDB \u0628\u0627 \u062f\u0648 \u0645\u062f\u0644 KNN \u0648 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0628\u0627\u0632\u06af\u0634\u062a\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0645\u06cc\u200c\u062f\u0647\u06cc\u0645 \u06a9\u0647 \u06cc\u06a9 \u06a9\u0627\u0631\u0628\u0631 \u0646\u0638\u0631\u0634 \u0646\u0633\u0628\u062a \u0628\u0647 \u0641\u06cc\u0644\u0645 \u0645\u0648\u0631\u062f \u0646\u0638\u0631 \u0645\u062b\u0628\u062a \u0628\u0648\u062f\u0647 \u06cc\u0627 \u0645\u0646\u0641\u06cc.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u062f\u0627\u0646\u0644\u0648\u062f \u0648 \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u0645\u062c\u0645\u0648\u0639\u0647\u200c\u062f\u0627\u062f\u0647 \u0646\u0638\u0631\u0627\u062a<\/h3>\n\n\n\n<p>\u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0627\u0628\u062a\u062f\u0627 \u0628\u0627 \u06a9\u062f \u0632\u06cc\u0631 \u0648 API \u062d\u0633\u0627\u0628 \u06a9\u0627\u0631\u0628\u0631\u06cc Kaggle \u062e\u0648\u062f\u060c \u0645\u062c\u0645\u0648\u0639\u0647\u200c\u062f\u0627\u062f\u0647 \u0646\u0638\u0631\u0627\u062a \u0631\u0627 \u0627\u0632 \u0627\u06cc\u0646 \u0633\u0627\u06cc\u062a \u062f\u0627\u0646\u0644\u0648\u062f \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645:<\/p>\n\n\n<p style=\"direction:ltr;text-align:left!important\">\n<code><span style=\"color:green\"># request to kaggle<\/span><\/code><br \/>\n<code>! pip install -q kaggle<\/code><br \/>\n<code>files.upload()<\/code><br \/>\n<code>! mkdir ~\/.kaggle<\/code><br \/>\n<code>! cp kaggle.json ~\/.kaggle\/<\/code><br \/>\n<code>! chmod 600 ~\/.kaggle\/kaggle.json<\/code>\n<\/p>\n<p style=\"direction:ltr;text-align:left!important\">\n<code><span style=\"color:green\"># download dataset<\/span><\/code><br \/>\n<code>! kaggle datasets download -d lakshmi25npathi\/imdb-dataset-of-50k-movie-reviews<\/code><\/p>\n\n\n\n<p>\u062d\u0627\u0644 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0631\u0627 unzip \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645:<\/p>\n\n\n<p style=\"direction:ltr;text-align:left!important\">\n<code><span style=\"color:green\"># unzipping downloaded dataset<\/span><\/code><br \/>\n<code>! unzip \/content\/imdb-dataset-of-50k-movie-reviews.zip<\/code><\/p>\n\n\n\n<p>\u0633\u067e\u0633 \u0628\u0627\u06cc\u062f \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 pandas \u0627\u06cc\u0646 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0631\u0627 \u0628\u062e\u0648\u0627\u0646\u06cc\u0645:<\/p>\n\n\n<p style=\"direction:ltr;text-align:left!important\">\n<code><span style=\"color:green\"># Load the IMDB dataset from a CSV file<\/span><\/code><br \/>\n<code>imdb = pd.read_csv('IMDB Dataset.csv')<\/code>\n<\/p>\n<p style=\"direction:ltr;text-align:left!important\">\n<code><span style=\"color:green\"># Convert the sentiment column to binary values: 1 for positive, 0 for negative<\/span><\/code><br \/>\n<code>imdb['sentiment'] = [1 if i == 'positive' else 0 for i in imdb['sentiment']]<\/code><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u067e\u06cc\u0634 \u067e\u0631\u062f\u0627\u0632\u0634<\/h3>\n\n\n\n<p>\u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u0645\u0631\u062d\u0644\u0647 \u067e\u06cc\u0634\u200c\u067e\u0631\u062f\u0627\u0632\u0634\u060c \u062d\u0631\u0648\u0641 \u063a\u06cc\u0631 \u0627\u0646\u06af\u0644\u06cc\u0633\u06cc \u0631\u0627 \u06a9\u0647 \u062a\u0627\u062b\u06cc\u0631 \u0686\u0646\u062f\u0627\u0646\u06cc \u062f\u0631 \u0627\u0644\u0642\u0627\u06cc \u062d\u0633 \u0628\u06cc\u0646\u0646\u062f\u0647 \u0646\u062f\u0627\u0631\u062f\u060c \u062d\u0630\u0641 \u0648 \u06a9\u0644\u0645\u0627\u062a \u0645\u062a\u062f\u0627\u0648\u0644 (\u0647\u0645\u0627\u0646 stop words) \u0631\u0627 \u067e\u0627\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645. \u0647\u0645\u0686\u0646\u06cc\u0646 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0631\u06cc\u0634\u0647\u200c\u06cc\u0627\u0628\u06cc Lemmatization \u06a9\u0644\u0645\u0627\u062a \u0645\u0634\u062a\u0642 \u0631\u0627 \u0628\u0647 \u0631\u06cc\u0634\u0647\u200c\u0634\u0627\u0646 \u0628\u0627\u0632\u0645\u06cc\u200c\u06af\u0631\u062f\u0627\u0646\u06cc\u0645:<\/p>\n\n\n<p style=\"direction:ltr;text-align:left!important\">\n<code><span style=\"color:green\"># Load the list of stopwords<\/span><\/code><br \/>\n<code>stop_lst = stopwords.words('english')<\/code>\n<\/p>\n<p style=\"direction:ltr;text-align:left!important\">\n<code><span style=\"color:green\"># Function to normalize the sentence<\/span><\/code><br \/>\n<code>def normalize(sentence):<\/code><br \/>\n<code>&nbsp;&nbsp;sentence = re.sub('^http', ' ', sentence)<\/code><br \/>\n<code>&nbsp;&nbsp;sentence = re.sub('[^a-zA-Z]', ' ', sentence)<\/code><br \/>\n<code>&nbsp;&nbsp;sentence = str(sentence).lower()<\/code><br \/>\n<code>&nbsp;&nbsp;return sentence<\/code>\n<\/p>\n<p style=\"direction:ltr;text-align:left!important\">\n<code><span style=\"color:green\"># Function to tokenize the sentence<\/span><\/code><br \/>\n<code>def tokenize(sentence):<\/code><br \/>\n<code>&nbsp;&nbsp;sentence = word_tokenize(sentence)<\/code><br \/>\n<code>&nbsp;&nbsp;sentence = [token for token in sentence if len(token) &gt; 2]<\/code><br \/>\n<code>&nbsp;&nbsp;return sentence<\/code>\n<\/p>\n<p style=\"direction:ltr;text-align:left!important\">\n<code><span style=\"color:green\"># Function to remove stop words from the sentence<\/span><\/code><br \/>\n<code>def stop_words(sentence):<\/code><br \/>\n<code>&nbsp;&nbsp;sentence = [token for token in sentence if token not in stop_lst]<\/code><br \/>\n<code>&nbsp;&nbsp;return sentence<\/code>\n<\/p>\n<p style=\"direction:ltr;text-align:left!important\">\n<code><span style=\"color:green\"># Function to lemmatize the tokens in the sentence<\/span><\/code><br \/>\n<code>def lemmatize(sentence):<\/code><br \/>\n<code>&nbsp;&nbsp;sentence = [WordNetLemmatizer().lemmatize(token) for token in sentence]<\/code><br \/>\n<code>&nbsp;&nbsp;return sentence<\/code><\/p>\n\n\n\n<p>\u0628\u0631\u0627\u06cc \u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u06cc\u0634\u200c\u062a\u0631 \u0628\u0627 \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc \u0648 \u0641\u0647\u0645 \u0628\u0647\u062a\u0631 \u0627\u06cc\u0646 \u0645\u0631\u0627\u062d\u0644\u060c \u067e\u06cc\u0634\u0646\u0647\u0627\u062f \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645 \u0645\u0642\u0627\u0644\u0647 <a href=\"https:\/\/cafetadris.com\/blog\/%D9%BE%D8%B1%D8%AF%D8%A7%D8%B2%D8%B4-%D8%B2%D8%A8%D8%A7%D9%86-%D8%B7%D8%A8%DB%8C%D8%B9%DB%8C-%D8%A8%D8%A7-%D9%BE%D8%A7%DB%8C%D8%AA%D9%88%D9%86-%DA%86%DA%AF%D9%88%D9%86%D9%87-%D8%A7%D9%86%D8%AC%D8%A7\/\" target=\"_blank\" rel=\"noreferrer noopener\"><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\">\u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc \u0628\u0627 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0686\u06af\u0648\u0646\u0647 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc\u200c\u0634\u0648\u062f \u0648 \u0686\u0647 \u0645\u0631\u0627\u062d\u0644\u06cc \u062f\u0627\u0631\u062f\u061f<\/mark><\/a> \u0631\u0627 \u0645\u0637\u0627\u0644\u0639\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n\n\n\n<p>\u062d\u0627\u0644 \u062a\u0648\u0627\u0628\u0639 \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u067e\u06cc\u0634\u200c\u067e\u0631\u062f\u0627\u0632\u0634 \u0631\u0627 \u0631\u0648\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0627\u0639\u0645\u0627\u0644 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645:<\/p>\n\n\n<p style=\"direction:ltr;text-align:left!important\">\n<code><span style=\"color:green\"># Apply the normalization function to the 'review' column<\/span><\/code><br \/>\n<code>imdb['review'] = imdb['review'].progress_apply(normalize)<\/code><br \/>\n<code><span style=\"color:green\"># Apply the tokenization function to the 'review' column<\/span><\/code><br \/>\n<code>imdb['review'] = imdb['review'].progress_apply(tokenize)<\/code><br \/>\n<code><span style=\"color:green\"># Apply the stop words removal function to the 'review' column<\/span><\/code><br \/>\n<code>imdb['review'] = imdb['review'].progress_apply(stop_words)<\/code><br \/>\n<code><span style=\"color:green\"># Apply the lemmatization function to the 'review' column<\/span><\/code><br \/>\n<code>imdb['review'] = imdb['review'].progress_apply(lemmatize)<\/code><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0633\u0627\u062e\u062a \u0645\u0627\u062a\u0631\u06cc\u0633 \u062a\u0639\u0628\u06cc\u0647 \u06a9\u0644\u0645\u0627\u062a GloVe<\/h3>\n\n\n\n<p>\u0627\u06af\u0631\u0686\u0647 \u06cc\u06a9 \u0628\u0627\u0631 \u067e\u06cc\u0634 \u0627\u0632 \u0627\u06cc\u0646 \u062f\u06cc\u06a9\u0634\u0646\u0631\u06cc \u062a\u0639\u0628\u06cc\u0647 \u06a9\u0644\u0645\u0627\u062a GloVe \u0631\u0627 \u0633\u0627\u062e\u062a\u06cc\u0645 \u0627\u0645\u0627 \u0686\u0648\u0646 \u062a\u0646\u0647\u0627 \u06f2\u06f2\u06f0\u06f0 \u062a\u0627 \u0627\u0632 \u06a9\u0644\u0645\u0627\u062a \u0622\u0646 \u0631\u0627 \u062f\u0631 \u0622\u0646 \u0630\u062e\u06cc\u0631\u0647 \u06a9\u0631\u062f\u06cc\u0645\u060c \u0644\u0627\u0632\u0645 \u0627\u0633\u062a \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u067e\u0631\u0648\u0698\u0647 \u062a\u062d\u0644\u06cc\u0644 \u0627\u062d\u0633\u0627\u0633 \u062d\u062a\u0645\u0627 \u062a\u0645\u0627\u0645\u06cc \u06a9\u0644\u0645\u0627\u062a \u0631\u0627 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u0645:<\/p>\n\n\n<p style=\"direction:ltr;text-align:left!important\">\n<code><span style=\"color:green\"># Extract the GloVe embeddings from the zip file<\/span><\/code><br \/>\n<code>with zipfile.ZipFile('\/tmp\/glove.6B.zip', 'r') as zip_ref:<\/code><br \/>\n<code>&nbsp;&nbsp;zip_ref.extractall('\/tmp\/glove')<\/code>\n<\/p>\n<p style=\"direction:ltr;text-align:left!important\">\n<code><span style=\"color:green\"># Open the extracted GloVe file<\/span><\/code><br \/>\n<code>with open('\/tmp\/glove\/glove.6B.100d.txt', 'r') as f:<\/code><br \/>\n<code>&nbsp;&nbsp;glove_embedding = {}<\/code><br \/>\n<code>&nbsp;&nbsp;<\/code><br \/>\n<code>&nbsp;&nbsp;<span style=\"color:green\"># Read each line in the file and parse the word and its vector<\/span><\/code><br \/>\n<code>&nbsp;&nbsp;for line in f:<\/code><br \/>\n<code>&nbsp;&nbsp;&nbsp;&nbsp;values = line.split()<\/code><br \/>\n<code>&nbsp;&nbsp;&nbsp;&nbsp;word = values[0]<\/code><br \/>\n<code>&nbsp;&nbsp;&nbsp;&nbsp;vec = np.asarray(values[1:], dtype=\"float32\")<\/code><br \/>\n<code>&nbsp;&nbsp;&nbsp;&nbsp;glove_embedding[word] = vec<\/code><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u062a\u0642\u0633\u06cc\u0645 \u0645\u062c\u0645\u0648\u0639\u0647\u200c\u062f\u0627\u062f\u0647<\/h3>\n\n\n\n<p>\u062d\u0627\u0644 \u0628\u0627\u06cc\u062f \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0631\u0627 \u0628\u0647 \u0645\u062c\u0645\u0648\u0639\u0647\u200c\u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u0648 \u0622\u0632\u0645\u0627\u06cc\u0634\u06cc \u062a\u0642\u0633\u06cc\u0645 \u06a9\u0646\u06cc\u0645\u060c \u0633\u067e\u0633 \u06a9\u0644\u0645\u0627\u062a \u06cc\u06a9\u062a\u0627\u06cc \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u0646\u0638\u0631\u0627\u062a \u0631\u0627 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0648 \u0630\u062e\u06cc\u0631\u0647 \u0646\u0645\u0627\u06cc\u06cc\u0645. \u062f\u0631 \u0646\u0647\u0627\u06cc\u062a\u060c \u0628\u06cc\u0634\u06cc\u0646\u0647 \u0637\u0648\u0644 \u0647\u0631 \u0646\u0638\u0631 \u0627\u0632 \u0646\u0638\u0631 \u062a\u0639\u062f\u0627\u062f \u06a9\u0644\u0645\u0627\u062a \u0628\u0647\u200c\u06a9\u0627\u0631\u0631\u0641\u062a\u0647 \u062f\u0631 \u0622\u0646 \u0648 \u0627\u0646\u062f\u0627\u0632\u0647 \u0648\u0627\u0698\u06af\u0627\u0646 \u0631\u0627 \u062a\u0639\u06cc\u06cc\u0646 \u06a9\u0646\u06cc\u0645:<\/p>\n\n\n<p style=\"direction:ltr;text-align:left!important\">\n<code><span style=\"color:green\"># Split the dataset into training and test sets<\/span><\/code><br \/>\n<code>X_train, X_test, y_train, y_test = train_test_split(imdb['review'], imdb['sentiment'], random_state=12)<\/code>\n<\/p>\n<p style=\"direction:ltr;text-align:left!important\">\n<code><span style=\"color:green\"># Initialize an empty set to store unique words<\/span><\/code><br \/>\n<code>unique_words = set()<\/code>\n<\/p>\n<p style=\"direction:ltr;text-align:left!important\">\n<code><span style=\"color:green\"># Tokenize the sentence and add each word to the set of unique words<\/span><\/code><br \/>\n<code>for sent in X_train:<\/code><br \/>\n<code>&nbsp;&nbsp;unique_words.add(word for word in sent)<\/code>\n<\/p>\n<p style=\"direction:ltr;text-align:left!important\">\n<code><span style=\"color:green\"># Define the maximum length of sequences<\/span><\/code><br \/>\n<code>maxlen = 100<\/code>\n<\/p>\n<p style=\"direction:ltr;text-align:left!important\">\n<code><span style=\"color:green\"># Determine the vocabulary size based on the number of unique words<\/span><\/code><br \/>\n<code>vocab_size = len(unique_words)<\/code><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0627\u06cc\u062c\u0627\u062f Tokenizer<\/h3>\n\n\n\n<p>\u062f\u0631 \u0642\u0633\u0645\u062a \u0628\u0639\u062f \u06cc\u06a9 Tokenizer \u0628\u0627 \u0627\u0646\u062f\u0627\u0632\u0647 \u0648\u0627\u0698\u06af\u0627\u0646 \u0645\u0634\u062e\u0635 \u0645\u0642\u062f\u0627\u0631\u062f\u0647\u06cc \u0627\u0648\u0644\u06cc\u0647 \u0648 \u0633\u067e\u0633 \u0628\u0631 \u0631\u0648\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0645\u062a\u0646\u06cc \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f \u062a\u0627 \u0628\u0647\u200c\u06a9\u0645\u06a9 \u0622\u0646 \u062c\u0645\u0644\u0627\u062a \u0631\u0627 \u0628\u0647 \u062a\u0648\u06a9\u0646\u200c\u0647\u0627 \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0646\u06cc\u0645. \u062f\u0631\u0627\u062f\u0627\u0645\u0647\u060c \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0645\u062a\u0646\u06cc \u0622\u0645\u0648\u0632\u0634 \u0648 \u0622\u0632\u0645\u0648\u0646 \u0628\u0647 \u062a\u0648\u0627\u0644\u06cc\u200c\u0647\u0627\u06cc\u06cc \u0627\u0632 \u0627\u0639\u062f\u0627\u062f \u0635\u062d\u06cc\u062d \u062a\u0628\u062f\u06cc\u0644 \u0634\u062f\u0647 \u0648 \u0627\u06cc\u0646 \u062a\u0648\u0627\u0644\u06cc\u200c\u0647\u0627 \u067e\u062f \u0645\u06cc\u200c\u0634\u0648\u0646\u062f \u062a\u0627 \u0637\u0648\u0644 \u06cc\u06a9\u0633\u0627\u0646\u06cc \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u0646\u062f:<\/p>\n\n\n<p style=\"direction:ltr;text-align:left!important\">\n<code><span style=\"color:green\"># Initialize and fit the tokenizer<\/span><\/code><br \/>\n<code>tokenizer = Tokenizer(num_words=vocab_size)<\/code><br \/>\n<code>tokenizer.fit_on_texts(X_train)<\/code>\n<\/p>\n<p style=\"direction:ltr;text-align:left!important\">\n<code><span style=\"color:green\"># Convert text data to sequences<\/span><\/code><br \/>\n<code>X_train_sequences = tokenizer.texts_to_sequences(X_train)<\/code><br \/>\n<code>X_train_padded = pad_sequences(X_train_sequences, maxlen=maxlen, padding='post')<\/code>\n<\/p>\n<p style=\"direction:ltr;text-align:left!important\">\n<code>X_test_sequences = tokenizer.texts_to_sequences(X_test)<\/code><br \/>\n<code>X_test_padded = pad_sequences(X_test_sequences, maxlen=maxlen, padding='post')<\/code><\/p>\n\n\n\n<p>\u062f\u0642\u062a \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u0634\u06cc Tokenizer \u06a9\u0647 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 tokenizer.fit_on_texts(X_train) \u0628\u0631 \u0631\u0648\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0645\u062a\u0646\u06cc \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a\u060c \u06cc\u06a9 \u0648\u0627\u0698\u0647\u200c\u0646\u0627\u0645\u0647 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc\u200c\u06a9\u0646\u062f \u06a9\u0647 \u0647\u0631 \u06a9\u0644\u0645\u0647\u200c\u06cc \u0645\u0646\u062d\u0635\u0631\u0628\u0647\u200c\u0641\u0631\u062f \u0631\u0627 \u0628\u0647 \u06cc\u06a9 \u0639\u062f\u062f \u0645\u0646\u062d\u0635\u0631\u0628\u0647\u200c\u0641\u0631\u062f \u0646\u06af\u0627\u0634\u062a \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0648\u0642\u062a\u06cc tokenizer.texts_to_sequences(X_train) \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u0645\u06cc\u200c\u0634\u0648\u062f\u060c \u0647\u0631 \u06a9\u0644\u0645\u0647 \u062f\u0631 \u0647\u0631 \u062c\u0645\u0644\u0647 \u0627\u0632 \u0645\u062c\u0645\u0648\u0639\u0647 \u0646\u0638\u0631\u0627\u062a X_train \u0628\u0627 \u0634\u0627\u062e\u0635 \u0639\u062f\u062f\u06cc \u062e\u0648\u062f \u0627\u0632 \u0648\u0627\u0698\u0647\u200c\u0646\u0627\u0645\u0647\u200c\u06cc Tokenizer \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646 \u0645\u06cc\u200c\u0634\u0648\u062f. \u0627\u06cc\u0646 \u0645\u0646\u062c\u0631 \u0628\u0647 \u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 \u0644\u06cc\u0633\u062a \u0627\u0632 \u062a\u0648\u0627\u0644\u06cc\u200c\u0647\u0627 \u0645\u06cc\u200c\u0634\u0648\u062f \u06a9\u0647 \u0647\u0631 \u062a\u0648\u0627\u0644\u06cc \u06cc\u06a9 \u0644\u06cc\u0633\u062a \u0627\u0632 \u0627\u0639\u062f\u0627\u062f \u0627\u0633\u062a \u06a9\u0647 \u06a9\u0644\u0645\u0627\u062a \u0631\u0627 \u062f\u0631 \u0633\u0646\u062f \u0645\u062a\u0646\u0627\u0638\u0631 \u062e\u0648\u062f \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u062a\u0628\u062f\u06cc\u0644 \u062c\u0645\u0644\u0627\u062a \u0628\u0647 \u0644\u06cc\u0633\u062a\u06cc \u0627\u0632 \u0628\u0631\u062f\u0627\u0631\u0647\u0627\u06cc \u062a\u0639\u0628\u06cc\u0647 \u06a9\u0644\u0645\u0627\u062a<\/h3>\n\n\n\n<p>\u062f\u0631 \u0627\u062f\u0627\u0645\u0647 \u0627\u0632 \u0628\u0631\u062f\u0627\u0631\u0647\u0627\u06cc \u0622\u0645\u0627\u062f\u0647 GloVe \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 \u0645\u0627\u062a\u0631\u06cc\u0633 \u062a\u0639\u0628\u06cc\u0647 \u0628\u0631\u0627\u06cc \u06a9\u0644\u0645\u0627\u062a \u0628\u0647\u200c\u06a9\u0627\u0631\u0631\u0641\u062a\u0647 \u062f\u0631 \u0646\u0638\u0631\u0627\u062a \u0645\u062e\u0627\u0637\u0628\u0627\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u062a\u0639\u062f\u0627\u062f \u0633\u0637\u0631\u0647\u0627\u06cc \u0622\u0646 \u0628\u0631\u0627\u0628\u0631 \u0628\u0627 \u062a\u0639\u062f\u0627\u062f \u06a9\u0644\u0645\u0627\u062a \u0645\u0646\u062d\u0635\u0631\u0628\u0647\u200c\u0641\u0631\u062f \u0648 \u062a\u0639\u062f\u0627\u062f \u0633\u062a\u0648\u0646\u200c\u0647\u0627\u06cc \u0622\u0646 \u0628\u0631\u0627\u0628\u0631 \u0628\u0627 \u0628\u06cc\u0634\u06cc\u0646\u0647 \u0637\u0648\u0644 \u06a9\u0644\u0645\u0627\u062a \u06cc\u06a9 \u062c\u0645\u0644\u0647 \u062f\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u0646\u0638\u0631\u0627\u062a \u0627\u0633\u062a. \u0647\u0631 \u06a9\u0644\u0645\u0647 \u062f\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u0648\u0627\u0698\u06af\u0627\u0646 \u0628\u0647 \u06cc\u06a9 \u0628\u0631\u062f\u0627\u0631 \u062a\u0639\u0628\u06cc\u0647 \u0646\u06af\u0627\u0634\u062a \u0645\u06cc\u200c\u0634\u0648\u062f \u06a9\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0648\u0631\u0648\u062f\u06cc \u0628\u0631\u0627\u06cc \u06cc\u06a9 \u0645\u062f\u0644 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0645\u0627\u0646\u0646\u062f \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0642\u0631\u0627\u0631 \u06af\u06cc\u0631\u062f:<\/p>\n\n\n<p style=\"direction:ltr;text-align:left!important\">\n<code><span style=\"color:green\"># Define word index and embedding dimension<\/span><\/code><br \/>\n<code>word_index = tokenizer.word_index<\/code><br \/>\n<code>embedding_dim = 100<\/code>\n<\/p>\n<p style=\"direction:ltr;text-align:left!important\">\n<code><span style=\"color:green\"># Create an embedding matrix for the words in the IMDb dataset<\/span><\/code><br \/>\n<code>embedding_matrix = np.zeros((vocab_size, embedding_dim))<\/code><br \/>\n<code>for word, i in word_index.items():<\/code><br \/>\n<code>&nbsp;&nbsp;if i &lt; vocab_size:<\/code><br \/>\n<code>&nbsp;&nbsp;&nbsp;&nbsp;embedding_vector = glove_embedding.get(word)<\/code><br \/>\n<code>&nbsp;&nbsp;&nbsp;&nbsp;if embedding_vector is not None:<\/code><br \/>\n<code>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;embedding_matrix[i] = embedding_vector<\/code><\/p>\n\n\n\n<p>\u062a\u0648\u062c\u0647 \u06a9\u0646\u06cc\u062f \u06a9\u0647 word_index \u06cc\u06a9 \u062f\u06cc\u06a9\u0634\u0646\u0631\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0647\u0631 \u06a9\u0644\u0645\u0647 \u0631\u0627 \u0628\u0647 \u06cc\u06a9 \u0639\u062f\u062f \u0645\u0646\u062d\u0635\u0631\u0628\u0647\u200c\u0641\u0631\u062f \u062f\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u0646\u0638\u0631\u0627\u062a \u0646\u06af\u0627\u0634\u062a \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>\n\n\n\n<p>\u062f\u0631 \u0627\u062f\u0627\u0645\u0647 \u062a\u0627\u0628\u0639\u06cc \u0628\u0647 \u0646\u0627\u0645 get_average_embedding \u062a\u0639\u0631\u06cc\u0641 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 \u0628\u0631\u062f\u0627\u0631\u0647\u0627\u06cc \u062a\u0639\u0628\u06cc\u0647\u200c\u0634\u062f\u0647 \u0628\u0631\u0627\u06cc \u06a9\u0644\u0645\u0627\u062a \u0647\u0631 \u062c\u0645\u0644\u0647 (\u06a9\u0647 \u0627\u06a9\u0646\u0648\u0646 \u0628\u0647 \u062a\u0648\u0627\u0644\u06cc\u200c\u0627\u06cc \u0627\u0632 \u0627\u0639\u062f\u0627\u062f \u062a\u0628\u062f\u06cc\u0644 \u0634\u062f\u0647 \u0627\u0633\u062a) \u062f\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0631\u0627 \u0645\u062d\u0627\u0633\u0628\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f. \u062e\u0631\u0648\u062c\u06cc \u0627\u06cc\u0646 \u0642\u0633\u0645\u062a \u0641\u0642\u0637 \u0628\u0631\u0627\u06cc <a href=\"https:\/\/cafetadris.com\/blog\/%D8%A7%D9%84%DA%AF%D9%88%D8%B1%DB%8C%D8%AA%D9%85-k-%D9%86%D8%B2%D8%AF%DB%8C%DA%A9-%D8%AA%D8%B1%DB%8C%D9%86-%D9%87%D9%85%D8%B3%D8%A7%DB%8C%D9%87\/\" data-type=\"URL\" data-id=\"https:\/\/cafetadris.com\/blog\/%D8%A7%D9%84%DA%AF%D9%88%D8%B1%DB%8C%D8%AA%D9%85-k-%D9%86%D8%B2%D8%AF%DB%8C%DA%A9-%D8%AA%D8%B1%DB%8C%D9%86-%D9%87%D9%85%D8%B3%D8%A7%DB%8C%D9%87\/\" target=\"_blank\" rel=\"noreferrer noopener\"><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\">\u0645\u062f\u0644 KNN<\/mark><\/a> \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f:<\/p>\n\n\n<p style=\"direction:ltr;text-align:left!important\">\n<code><span style=\"color:green\"># Define a function to get the average embedding for sequences<\/span><\/code><br \/>\n<code>def get_average_embedding(sequences, embedding_matrix):<\/code><br \/>\n<code>&nbsp;&nbsp;embeddings = []<\/code><br \/>\n<code>&nbsp;&nbsp;for seq in sequences:<\/code><br \/>\n<code>&nbsp;&nbsp;&nbsp;&nbsp;# Filter out words not in the embedding matrix and zero padding<\/code><br \/>\n<code>&nbsp;&nbsp;&nbsp;&nbsp;embedded_seq = [embedding_matrix[word] for word in seq if word &lt; embedding_matrix.shape[0] and word != 0]<\/code><br \/>\n<code>&nbsp;&nbsp;&nbsp;&nbsp;if embedded_seq:<\/code><br \/>\n<code>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;# Calculate the average embedding for the sequence<\/code><br \/>\n<code>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;avg_embedding = np.mean(embedded_seq, axis=0)<\/code><br \/>\n<code>&nbsp;&nbsp;&nbsp;&nbsp;else:<\/code><br \/>\n<code>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;# If no valid words, use a zero vector of the same dimension as embeddings<\/code><br \/>\n<code>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;avg_embedding = np.zeros(embedding_matrix.shape[1])<\/code><br \/>\n<code>&nbsp;&nbsp;embeddings.append(avg_embedding)<\/code><br \/>\n<code>return np.array(embeddings)<\/code>\n<\/p>\n<p style=\"direction:ltr;text-align:left!important\">\n<code><span style=\"color:green\"># Assuming X_train_padded and X_test_padded are the tokenized and padded versions of X_train and X_test<\/span><\/code><br \/>\n<code>X_train_embed = get_average_embedding(X_train_padded, embedding_matrix)<\/code><br \/>\n<code>X_test_embed = get_average_embedding(X_test_padded, embedding_matrix)<\/code><\/p>\n\n\n\n<p>\u0628\u0647\u200c\u0627\u06cc\u0646\u200c\u062a\u0631\u062a\u06cc\u0628 \u0647\u0631 \u062c\u0645\u0644\u0647 \u0628\u0647 \u0644\u06cc\u0633\u062a \u0648\u0627\u062d\u062f\u06cc \u0627\u0632 \u0628\u0631\u062f\u0627\u0631\u0647\u0627\u06cc \u0645\u062a\u0646\u0627\u0638\u0631 \u0628\u0627 \u06a9\u0644\u0645\u0627\u062a\u0634 \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc\u200c\u0634\u0648\u062f. \u062d\u0627\u0644 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0627\u0632 \u0627\u06cc\u0646 \u062a\u0639\u0628\u06cc\u0647 \u06a9\u0644\u0645\u0627\u062a \u0628\u0647\u200c\u0639\u0646\u0648\u0627\u0646 \u0648\u0631\u0648\u062f\u06cc \u06cc\u06a9 \u0645\u062f\u0644 \u0645\u0627\u0634\u06cc\u0646 \u0644\u0631\u0646\u06cc\u0646\u06af \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644 \u0648 \u0628\u0631\u0631\u0633\u06cc \u062f\u0642\u062a \u0622\u0646<\/h3>\n\n\n\n<p>KNN \u0645\u062f\u0644 \u0645\u0648\u0631\u062f\u0646\u0638\u0631 \u0645\u0627 \u062f\u0631 \u0627\u06cc\u0646 \u067e\u0631\u0648\u0698\u0647 \u0627\u0633\u062a \u062a\u0627 \u0628\u062a\u0648\u0627\u0646\u062f \u0628\u0631\u0627\u0633\u0627\u0633 \u0646\u0638\u0631\u0627\u062a \u0647\u0631 \u06a9\u0627\u0631\u0628\u0631\u060c \u0627\u062d\u0633\u0627\u0633 \u0645\u062b\u0628\u062a \u06cc\u0627 \u0645\u0646\u0641\u06cc\u200c \u0628\u0648\u062f\u0646 \u0627\u062d\u0633\u0627\u0633\u0634 \u0631\u0627 \u0646\u0633\u0628\u062a \u0628\u0647 \u0641\u06cc\u0644\u0645 \u062a\u0639\u06cc\u06cc\u0646 \u06a9\u0646\u062f:<\/p>\n\n\n<p style=\"direction:ltr;text-align:left!important\">\n<code><span style=\"color:green\"># Initialize the K-Nearest Neighbors classifier with 10 neighbors<\/span><\/code><br \/>\n<code>knn = KNeighborsClassifier(n_neighbors=10)<\/code>\n<\/p>\n<p style=\"direction:ltr;text-align:left!important\">\n<code><span style=\"color:green\"># Fit the classifier on the training data<\/span><\/code><br \/>\n<code>knn.fit(X_train_embed, y_train)<\/code>\n<\/p>\n<p style=\"direction:ltr;text-align:left!important\">\n<code><span style=\"color:green\"># Predict the labels for the test data<\/span><\/code><br \/>\n<code>y_pred = knn.predict(X_test_embed)<\/code>\n<\/p>\n<p style=\"direction:ltr;text-align:left!important\">\n<code><span style=\"color:green\"># Calculate and print the accuracy of the model<\/span><\/code><br \/>\n<code>accuracy = accuracy_score(y_test, y_pred)<\/code><br \/>\n<code>print(f'Accuracy: {accuracy}')<\/code>\n<\/p>\n<p style=\"direction:ltr;text-align:left!important\">\n<code>Accuracy: 0.73064<\/code><\/p>\n\n\n\n<p>\u0647\u0645\u0627\u0646\u200c\u0637\u0648\u0631 \u06a9\u0647 \u0645\u06cc\u200c\u0628\u06cc\u0646\u06cc\u062f \u062f\u0642\u062a \u0645\u062f\u0644 \u0645\u0630\u06a9\u0648\u0631 \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u06a9\u0644\u0627\u0633 \u0645\u062b\u0628\u062a \u06cc\u0627 \u0645\u0646\u0641\u06cc \u06f7\u06f3 \u062f\u0631\u0635\u062f \u0634\u062f\u0647 \u06a9\u0647 \u0646\u0633\u0628\u062a\u0627 \u0642\u0627\u0628\u0644 \u0642\u0628\u0648\u0644 \u0627\u0633\u062a. \u0627\u0645\u0627 \u0627\u06af\u0631 \u062f\u0642\u062a \u0628\u0647\u062a\u0631\u06cc \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u06cc\u0645 \u0628\u0627\u06cc\u062f \u0627\u0632 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0628\u0627\u0632\u06af\u0634\u062a\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645:<\/p>\n\n\n\n<p>\u0628\u0627 \u06a9\u0645\u06a9 \u06a9\u062f \u0628\u0627\u0644\u0627 \u06cc\u06a9 \u0645\u062f\u0644 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc Sequential \u0631\u0627 \u062a\u0639\u0631\u06cc\u0641 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u0634\u0627\u0645\u0644 \u0644\u0627\u06cc\u0647\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641\u06cc \u0627\u0632 \u062c\u0645\u0644\u0647 \u0644\u0627\u06cc\u0647 \u062a\u0639\u0628\u06cc\u0647\u200c\u0633\u0627\u0632\u06cc\u060c LSTM \u062f\u0648 \u062c\u0647\u062a\u0647\u060c \u0644\u0627\u06cc\u0647\u200c\u0647\u0627\u06cc \u0686\u06af\u0627\u0644 (Dense)\u060c \u0644\u0627\u06cc\u0647 Dropout \u0648 \u0644\u0627\u06cc\u0647 \u062e\u0631\u0648\u062c\u06cc \u0628\u0627 \u062a\u0627\u0628\u0639 \u0641\u0639\u0627\u0644\u200c\u0633\u0627\u0632\u06cc \u0633\u06cc\u06af\u0645\u0648\u0626\u06cc\u062f \u0627\u0633\u062a.<\/p>\n\n\n\n<p>\u0633\u067e\u0633 \u0645\u062f\u0644 \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u0648 \u0627\u0632 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0622\u0632\u0645\u0627\u06cc\u0634\u06cc \u0628\u0631\u0627\u06cc \u0627\u0639\u062a\u0628\u0627\u0631\u0633\u0646\u062c\u06cc \u0648 \u0628\u0631\u0631\u0633\u06cc \u0645\u06cc\u0632\u0627\u0646 \u062f\u0642\u062a \u0622\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645:<\/p>\n\n\n<p style=\"direction:ltr;text-align:left!important\">\n<code><span style=\"color:green\"># Define the Sequential model<\/span><\/code><br \/>\n<code>model = Sequential()<\/code>\n<\/p>\n<p style=\"direction:ltr;text-align:left!important\">\n<code><span style=\"color:green\"># Add an embedding layer using the pre-trained embedding matrix<\/span><\/code><br \/>\n<code>model.add(layers.Embedding(input_dim=embedding_matrix.shape[0],<\/code><br \/>\n<code>&nbsp;&nbsp;&nbsp;&nbsp;output_dim=embedding_matrix.shape[1],<\/code><br \/>\n<code>&nbsp;&nbsp;&nbsp;&nbsp;input_length=100,<\/code><br \/>\n<code>&nbsp;&nbsp;&nbsp;&nbsp;weights=[embedding_matrix],<\/code><br \/>\n<code>&nbsp;&nbsp;&nbsp;&nbsp;trainable=False))<\/code>\n<\/p>\n<p style=\"direction:ltr;text-align:left!important\">\n<code><span style=\"color:green\"># Add a bidirectional LSTM layer with 128 units<\/span><\/code><br \/>\n<code>model.add(layers.Bidirectional(layers.LSTM(128, recurrent_dropout=0.1)))<\/code><br \/>\n<code>model.add(layers.Dense(128))<\/code><br \/>\n<code>model.add(layers.Reshape((1, 128)))<\/code><br \/>\n<code><span style=\"color:green\"># Add a bidirectional LSTM layer with 256 units<\/span><\/code><br \/>\n<code>model.add(layers.Bidirectional(layers.LSTM(256, recurrent_dropout=0.1)))<\/code><br \/>\n<code>model.add(layers.Dense(64))<\/code><br \/>\n<code>model.add(layers.Dropout(0.25))<\/code><br \/>\n<code>model.add(layers.Dense(128))<\/code><br \/>\n<code>model.add(layers.Dropout(0.3))<\/code><br \/>\n<code>model.add(layers.Dense(256))<\/code><br \/>\n<code>model.add(layers.Dense(1, activation='sigmoid'))<\/code><\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/07\/image-232-1024x193.png\" alt=\"\" class=\"wp-image-19074\" width=\"765\" height=\"143\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/07\/image-232-1024x193.png 1024w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/07\/image-232-300x56.png 300w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/07\/image-232-768x145.png 768w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/07\/image-232-585x110.png 585w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/07\/image-232.png 1068w\" sizes=\"(max-width: 765px) 100vw, 765px\" \/><\/figure><\/div>\n\n\n<p>\u0647\u0645\u0627\u0646\u200c\u0637\u0648\u0631 \u06a9\u0647 \u0645\u06cc\u200c\u0628\u06cc\u0646\u06cc\u062f \u062f\u0642\u062a \u0627\u06cc\u0646 \u0645\u062f\u0644 \u0631\u0648\u06cc \u062f\u0627\u062f\u0647 \u0622\u0632\u0645\u0627\u06cc\u0634\u06cc \u062e\u06cc\u0644\u06cc \u0628\u0647\u062a\u0631 \u0627\u0632 \u062f\u0642\u062a KNN \u0627\u0633\u062a. \u0627\u0644\u0628\u062a\u0647 \u0627\u06cc\u0646 \u062f\u0642\u062a \u062a\u0646\u0647\u0627 \u0628\u0627 \u06f5 \u0627\u06cc\u067e\u0648\u06a9 \u0628\u062f\u0633\u062a \u0622\u0645\u062f\u0647 \u0648 \u0637\u0628\u06cc\u0639\u062a\u0627 \u0628\u0627 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0622\u0646\u060c \u0645\u062f\u0644 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u0647\u062a\u0631 \u06cc\u0627\u062f \u0628\u06af\u06cc\u0631\u062f \u0648 \u0628\u0647 \u062f\u0642\u062a \u0628\u0627\u0644\u0627\u062a\u0631\u06cc \u0628\u0631\u0633\u062f.<\/p>\n\n\n\n<p>\u0645\u062c\u0645\u0648\u0639\u0647 \u06a9\u0627\u0645\u0644 \u06a9\u062f\u0647\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u062f\u0647 \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0637\u0644\u0628\u060c \u0627\u0632 \u06af\u06cc\u062a\u200c\u0647\u0627\u0628 \u0631\u06cc\u067e\u0648\u0632\u06cc\u062a\u0648\u0631\u06cc&nbsp;<a href=\"https:\/\/github.com\/MobinaPoulaei\/GloVe_Embedding\" data-type=\"URL\" data-id=\"https:\/\/github.com\/MobinaPoulaei\/GloVe_Embedding\" target=\"_blank\" rel=\"noreferrer noopener\"><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\">GloVe Embedding<\/mark><\/a><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\">&nbsp;<\/mark>\u0642\u0627\u0628\u0644 \u062f\u0633\u062a\u0631\u0633\u06cc \u0627\u0633\u062a.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u0645\u0632\u0627\u06cc\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u0639\u0628\u06cc\u0647 \u06a9\u0644\u0645\u0627\u062a GloVe<\/h2>\n\n\n\n<p>\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u0639\u0628\u06cc\u0647 \u06a9\u0644\u0645\u0627\u062a GloVe \u0645\u0632\u0627\u06cc\u0627\u06cc \u0645\u062a\u0639\u062f\u062f\u06cc \u062f\u0627\u0631\u062f \u06a9\u0647 \u0634\u0627\u0645\u0644 \u062f\u0642\u062a \u0628\u0627\u0644\u0627\u060c \u06a9\u0627\u0631\u0627\u06cc\u06cc \u0628\u06cc\u0634\u062a\u0631 \u0646\u0633\u0628\u062a \u0628\u0647 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u062f\u06cc\u06af\u0631 \u0648 \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc \u062f\u0631\u06a9 \u0631\u0648\u0627\u0628\u0637 \u0645\u0639\u0646\u0627\u06cc\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f. \u0627\u06cc\u0646 \u0645\u0632\u0627\u06cc\u0627 GloVe \u0631\u0627 \u0628\u0647 \u06cc\u06a9\u06cc \u0627\u0632 \u0645\u062d\u0628\u0648\u0628\u200c\u062a\u0631\u06cc\u0646 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u062a\u0639\u0628\u06cc\u0647 \u06a9\u0644\u0645\u0627\u062a \u062f\u0631 NLP \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0631\u062f\u0647\u200c\u0627\u0646\u062f.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u062f\u0642\u062a \u0628\u0627\u0644\u0627 \u062f\u0631 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0632\u0628\u0627\u0646\u06cc<\/h3>\n\n\n\n<p>\u06cc\u06a9\u06cc \u0627\u0632 \u0645\u0647\u0645\u200c\u062a\u0631\u06cc\u0646 \u0645\u0632\u0627\u06cc\u0627\u06cc Glove\u060c \u062f\u0642\u062a \u0628\u0627\u0644\u0627\u06cc \u0622\u0646 \u062f\u0631 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0632\u0628\u0627\u0646\u06cc \u0627\u0633\u062a. \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u0627\u062a\u0631\u06cc\u0633 \u0647\u0645\u200c\u0648\u0642\u0648\u0639\u06cc \u06a9\u0644\u0645\u0627\u062a \u0648 \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u062e\u0627\u0635 \u062e\u0648\u062f\u060c Glove \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0631\u0648\u0627\u0628\u0637 \u0645\u0639\u0646\u0627\u06cc\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647\u200c\u0627\u06cc \u0628\u06cc\u0646 \u06a9\u0644\u0645\u0627\u062a \u0631\u0627 \u0628\u0647 \u062e\u0648\u0628\u06cc \u0628\u0627\u0632\u0646\u0645\u0627\u06cc\u06cc \u06a9\u0646\u062f. \u0627\u06cc\u0646 \u0648\u06cc\u0698\u06af\u06cc \u0628\u0627\u0639\u062b \u0645\u06cc\u200c\u0634\u0648\u062f \u06a9\u0647 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0632\u0628\u0627\u0646\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 Glove \u062f\u0631 \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u0648\u0638\u0627\u06cc\u0641 \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc \u0645\u0627\u0646\u0646\u062f \u062a\u0631\u062c\u0645\u0647 \u0645\u0627\u0634\u06cc\u0646\u06cc \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0627\u062d\u0633\u0627\u0633\u0627\u062a \u0639\u0645\u0644\u06a9\u0631\u062f \u0628\u0647\u062a\u0631\u06cc \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u0646\u062f.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u062a\u0648\u0627\u0646\u0627\u06cc\u06cc \u062f\u0631\u06a9 \u0631\u0648\u0627\u0628\u0637 \u0645\u0639\u0646\u0627\u06cc\u06cc \u0648 \u0642\u0627\u0628\u0644\u06cc\u062a \u062a\u0641\u06a9\u06cc\u06a9 \u0645\u0639\u0646\u0627\u06cc\u06cc \u0628\u0647\u062a\u0631<\/h3>\n\n\n\n<p>\u06cc\u06a9\u06cc \u0627\u0632 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u0628\u0631\u062c\u0633\u062a\u0647 GloVe\u060c \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc \u0622\u0646 \u062f\u0631 \u062f\u0631\u06a9 \u0631\u0648\u0627\u0628\u0637 \u0645\u0639\u0646\u0627\u06cc\u06cc \u0628\u06cc\u0646 \u06a9\u0644\u0645\u0627\u062a \u0627\u0633\u062a \u06a9\u0647 \u0628\u0627\u0639\u062b \u0645\u06cc\u200c\u0634\u0648\u062f \u0646\u062a\u0627\u06cc\u062c \u0628\u0647\u062a\u0631\u06cc \u062f\u0631 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 NLP \u0627\u0631\u0627\u0626\u0647 \u062f\u0647\u062f. \u0647\u0645\u0686\u0646\u06cc\u0646 \u062a\u0639\u0628\u06cc\u0647 \u06a9\u0644\u0645\u0627\u062a Glove \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc \u0628\u0627\u0644\u0627\u06cc\u06cc \u062f\u0631 \u062a\u0641\u06a9\u06cc\u06a9 \u0645\u0639\u0646\u0627\u06cc\u06cc \u06a9\u0644\u0645\u0627\u062a \u062f\u0627\u0631\u062f. \u0627\u06cc\u0646 \u0648\u06cc\u0698\u06af\u06cc \u0628\u0647 \u062f\u0644\u06cc\u0644 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0647\u0645\u200c\u0631\u062e\u062f\u0627\u062f\u06cc \u06a9\u0644\u0645\u0627\u062a \u062f\u0631 \u06a9\u0644 \u0645\u062c\u0645\u0648\u0639\u0647 \u0645\u062a\u0646\u06cc \u0627\u0633\u062a. \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u06cc\u0646 \u0627\u0637\u0644\u0627\u0639\u0627\u062a\u060c Glove \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u0631\u062f\u0627\u0631\u0647\u0627\u06cc\u06cc \u062a\u0648\u0644\u06cc\u062f \u06a9\u0646\u062f \u06a9\u0647 \u0628\u0647 \u0637\u0648\u0631 \u062f\u0642\u06cc\u0642 \u0645\u0639\u0627\u0646\u06cc \u0645\u062e\u062a\u0644\u0641 \u06a9\u0644\u0645\u0627\u062a \u0631\u0627 \u0628\u0627\u0632\u0646\u0645\u0627\u06cc\u06cc \u06a9\u0646\u0646\u062f \u0648 \u062f\u0631 \u0646\u062a\u06cc\u062c\u0647 \u062a\u0641\u06a9\u06cc\u06a9 \u0645\u0639\u0646\u0627\u06cc\u06cc \u0628\u0647\u062a\u0631\u06cc \u0627\u0631\u0627\u0626\u0647 \u062f\u0647\u0646\u062f.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u0645\u062d\u062f\u0648\u062f\u06cc\u062a\u200c\u0647\u0627 \u0648 \u0686\u0627\u0644\u0634\u200c\u0647\u0627\u06cc \u062a\u0639\u0628\u06cc\u0647 \u06a9\u0644\u0645\u0627\u062a GloVe<\/h2>\n\n\n\n<p>\u0628\u0627 \u0648\u062c\u0648\u062f \u0645\u0632\u0627\u06cc\u0627\u06cc \u0632\u06cc\u0627\u062f\u060c \u062a\u0639\u0628\u06cc\u0647 \u06a9\u0644\u0645\u0627\u062a GloVe \u0646\u06cc\u0632 \u0645\u062d\u062f\u0648\u062f\u06cc\u062a\u200c\u0647\u0627 \u0648 \u0686\u0627\u0644\u0634\u200c\u0647\u0627\u06cc\u06cc \u062f\u0627\u0631\u062f \u06a9\u0647 \u0634\u0627\u0645\u0644 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u062d\u0627\u0641\u0638\u0647 \u0628\u0627\u0644\u0627 \u0648 \u067e\u06cc\u0686\u06cc\u062f\u06af\u06cc \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u0645\u06cc\u200c\u0634\u0648\u062f. \u0627\u06cc\u0646 \u0686\u0627\u0644\u0634\u200c\u0647\u0627 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u062f\u0631 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u0639\u0645\u0644\u06cc \u0645\u0634\u06a9\u0644\u0627\u062a\u06cc \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u0646\u062f.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0646\u06cc\u0627\u0632 \u0628\u0647 \u062d\u0627\u0641\u0638\u0647 \u0648 \u062d\u062c\u0645 \u0628\u0627\u0644\u0627\u06cc \u062f\u0627\u062f\u0647<\/h3>\n\n\n\n<p>\u06cc\u06a9\u06cc \u0627\u0632 \u0645\u062d\u062f\u0648\u062f\u06cc\u062a\u200c\u0647\u0627\u06ccGlove \u060c \u0646\u06cc\u0627\u0632 \u0628\u0647 \u062d\u062c\u0645 \u0628\u0627\u0644\u0627\u06cc \u062f\u0627\u062f\u0647 \u0628\u0631\u0627\u06cc \u0633\u0627\u062e\u062a \u0645\u0627\u062a\u0631\u06cc\u0633 \u0647\u0645\u200c\u0648\u0642\u0648\u0639\u06cc \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0645\u0627\u062a\u0631\u06cc\u0633 \u0628\u0627\u06cc\u062f \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u06a9\u0627\u0645\u0644\u06cc \u0627\u0632 \u0647\u0645\u200c\u0631\u062e\u062f\u0627\u062f\u06cc \u06a9\u0644\u0645\u0627\u062a \u062f\u0631 \u06a9\u0644 \u0645\u062c\u0645\u0648\u0639\u0647 \u0645\u062a\u0646\u06cc \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f \u062a\u0627 \u0628\u062a\u0648\u0627\u0646\u062f \u0628\u0631\u062f\u0627\u0631\u0647\u0627\u06cc \u062f\u0642\u06cc\u0642\u06cc \u062a\u0648\u0644\u06cc\u062f \u06a9\u0646\u062f. \u0628\u0647 \u0647\u0645\u06cc\u0646 \u062f\u0644\u06cc\u0644\u060c \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc Glove \u0646\u06cc\u0627\u0632 \u0628\u0647 \u062d\u0627\u0641\u0638\u0647 \u0628\u0627\u0644\u0627\u06cc\u06cc \u062f\u0627\u0631\u062f \u0648 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0628\u0631\u0627\u06cc \u0645\u062c\u0645\u0648\u0639\u0647\u200c\u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u06a9\u0648\u0686\u06a9 \u0645\u0646\u0627\u0633\u0628 \u0646\u0628\u0627\u0634\u062f.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u067e\u06cc\u0686\u06cc\u062f\u06af\u06cc \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc<\/h3>\n\n\n\n<p>\u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0648 \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644 GloVe \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u067e\u06cc\u0686\u06cc\u062f\u0647\u200c\u0627\u06cc 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\u0646\u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u062e\u0648\u0628\u06cc \u0628\u0627 \u06a9\u0644\u0645\u0627\u062a \u062c\u062f\u06cc\u062f\u06cc \u06a9\u0647 \u062f\u0631 \u062f\u0627\u062f\u0647 \u0622\u0645\u0648\u0632\u0634\u06cc \u0648\u062c\u0648\u062f \u0646\u062f\u0627\u0631\u0646\u062f\u060c \u06a9\u0627\u0631 \u06a9\u0646\u062f. \u0627\u06cc\u0646 \u0645\u062d\u062f\u0648\u062f\u06cc\u062a \u0628\u0647 \u062f\u0644\u06cc\u0644 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u0627\u062a\u0631\u06cc\u0633 \u0647\u0645\u200c\u0648\u0642\u0648\u0639\u06cc \u06a9\u0644\u0645\u0627\u062a \u0627\u0633\u062a \u06a9\u0647 \u0641\u0642\u0637 \u0634\u0627\u0645\u0644 \u06a9\u0644\u0645\u0627\u062a \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u062f\u0627\u062f\u0647 \u0622\u0645\u0648\u0632\u0634\u06cc \u0627\u0633\u062a. \u062f\u0631 \u0646\u062a\u06cc\u062c\u0647\u060c \u062f\u0631 \u0645\u0648\u0627\u062c\u0647\u0647 \u0628\u0627 \u06a9\u0644\u0645\u0627\u062a \u062c\u062f\u06cc\u062f\u060c Glove \u0646\u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u0631\u062f\u0627\u0631\u0647\u0627\u06cc \u062f\u0642\u06cc\u0642\u06cc \u062a\u0648\u0644\u06cc\u062f \u06a9\u0646\u062f \u0648 \u0639\u0645\u0644\u06a9\u0631\u062f \u0622\u0646 \u06a9\u0627\u0647\u0634 \u0645\u06cc\u200c\u06cc\u0627\u0628\u062f.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u0639\u0645\u0644\u06cc GloVe<\/h2>\n\n\n\n<p>\u062a\u0639\u0628\u06cc\u0647 \u06a9\u0644\u0645\u0627\u062a GloVe \u062f\u0631 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641\u06cc \u0627\u0632 \u062c\u0645\u0644\u0647 \u062a\u062d\u0644\u06cc\u0644 \u0645\u062a\u0646\u060c \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u062a\u0648\u0635\u06cc\u0647\u200c\u06af\u0631 \u0648 \u0628\u0647\u0628\u0648\u062f \u0646\u062a\u0627\u06cc\u062c \u062c\u0633\u062a\u062c\u0648\u06cc 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\u0628\u0631\u062f\u0627\u0631\u0647\u0627\u06cc \u06a9\u0644\u0645\u0647\u200c\u0627\u06cc Glove\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u062a\u0631\u062c\u0645\u0647 \u0645\u0627\u0634\u06cc\u0646\u06cc \u0633\u0627\u062e\u062a \u06a9\u0647 \u062f\u0642\u062a \u0628\u0627\u0644\u0627\u062a\u0631\u06cc \u062f\u0631 \u062a\u0631\u062c\u0645\u0647 \u0645\u062a\u0646\u200c\u0647\u0627 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u0646\u062f. \u0627\u06cc\u0646 \u0645\u062f\u0644\u200c\u0647\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u0631\u0648\u0627\u0628\u0637 \u0645\u0639\u0646\u0627\u06cc\u06cc \u0628\u06cc\u0646 \u06a9\u0644\u0645\u0627\u062a \u062f\u0631 \u0632\u0628\u0622\u0646\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0631\u0627 \u0628\u0647 \u062e\u0648\u0628\u06cc \u0628\u0627\u0632\u0646\u0645\u0627\u06cc\u06cc \u06a9\u0646\u0646\u062f \u0648 \u062a\u0631\u062c\u0645\u0647\u200c\u0647\u0627\u06cc \u062f\u0642\u06cc\u0642\u200c\u062a\u0631\u06cc \u0627\u0631\u0627\u0626\u0647 \u062f\u0647\u0646\u062f.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u062e\u0644\u0627\u0635\u0647\u200c\u0633\u0627\u0632\u06cc \u0645\u062a\u0646<\/h4>\n\n\n\n<p>Glove \u062f\u0631 \u062e\u0644\u0627\u0635\u0647\u200c\u0633\u0627\u0632\u06cc \u0645\u062a\u0646 \u0646\u06cc\u0632 \u06a9\u0627\u0631\u0628\u0631\u062f \u062f\u0627\u0631\u062f. \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0628\u0631\u062f\u0627\u0631\u0647\u0627\u06cc \u06a9\u0644\u0645\u0647\u200c\u0627\u06cc Glove\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u062e\u0644\u0627\u0635\u0647\u200c\u0633\u0627\u0632\u06cc \u0633\u0627\u062e\u062a \u06a9\u0647 \u062f\u0642\u062a \u0628\u0627\u0644\u0627\u062a\u0631\u06cc \u062f\u0631 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u06a9\u0644\u06cc\u062f\u06cc \u0627\u0632 \u0645\u062a\u0648\u0646 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u0646\u062f. \u0627\u06cc\u0646 \u0645\u062f\u0644\u200c\u0647\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0627 \u062a\u062d\u0644\u06cc\u0644 \u0631\u0648\u0627\u0628\u0637 \u0645\u0639\u0646\u0627\u06cc\u06cc \u0628\u06cc\u0646 \u06a9\u0644\u0645\u0627\u062a\u060c \u062c\u0645\u0644\u0627\u062a \u0645\u0647\u0645 \u0631\u0627 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u06a9\u0631\u062f\u0647 \u0648 \u0646\u0633\u062e\u0647\u200c\u0647\u0627\u06cc \u062e\u0644\u0627\u0635\u0647 \u0648 \u0645\u0641\u06cc\u062f\u062a\u0631\u06cc \u0627\u0632 \u0645\u062a\u0646 \u0627\u0635\u0644\u06cc \u0627\u0631\u0627\u0626\u0647 \u062f\u0647\u0646\u062f.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u0645\u062a\u0646<\/h4>\n\n\n\n<p>Glove \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u062f\u0631 \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u0645\u062a\u0646 \u0646\u06cc\u0632 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u0648\u062f \u062a\u0627 \u062f\u0642\u062a \u0648 \u06a9\u0627\u0631\u0627\u06cc\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u0631\u0627 \u0627\u0641\u0632\u0627\u06cc\u0634 \u062f\u0647\u062f. \u0627\u06cc\u0646 \u0645\u062f\u0644\u200c\u0647\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0628\u0631\u062f\u0627\u0631\u0647\u0627\u06cc \u06a9\u0644\u0645\u0647\u200c\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 Glove\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u0631\u0648\u0627\u0628\u0637 \u0645\u0639\u0646\u0627\u06cc\u06cc \u0628\u06cc\u0646 \u06a9\u0644\u0645\u0627\u062a \u0631\u0627 \u0628\u0647\u062a\u0631 \u062f\u0631\u06a9 \u06a9\u0631\u062f\u0647 \u0648 \u0645\u062a\u0648\u0646 \u0631\u0627 \u0628\u0627 \u062f\u0642\u062a \u0628\u06cc\u0634\u062a\u0631\u06cc \u062f\u0631 \u062f\u0633\u062a\u0647\u200c\u0628\u0646\u062f\u06cc\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0642\u0631\u0627\u0631 \u062f\u0647\u0646\u062f. \u0627\u06cc\u0646 \u0642\u0627\u0628\u0644\u06cc\u062a \u062f\u0631 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f \u0641\u06cc\u0644\u062a\u0631 \u06a9\u0631\u062f\u0646 \u0627\u06cc\u0645\u06cc\u0644\u200c\u0647\u0627\u06cc \u0627\u0633\u067e\u0645\u060c \u062a\u0634\u062e\u06cc\u0635 \u0646\u0638\u0631\u0627\u062a \u0645\u062b\u0628\u062a \u0648 \u0645\u0646\u0641\u06cc\u060c \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0645\u062d\u062a\u0648\u0627 \u0628\u0633\u06cc\u0627\u0631 \u0645\u0641\u06cc\u062f \u0627\u0633\u062a.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u062a\u0648\u0635\u06cc\u0647\u200c\u06af\u0631<\/h3>\n\n\n\n<p>GloVe \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u062f\u0631 <a rel=\"noreferrer noopener\" href=\"https:\/\/cafetadris.com\/blog\/%d8%b3%db%8c%d8%b3%d8%aa%d9%85%d9%87%d8%a7%db%8c-%d8%aa%d9%88%d8%b5%db%8c%d9%87%da%af%d8%b1-%d9%88-%da%86%da%af%d9%88%d9%86%da%af%db%8c-%d8%aa%d8%a7%d8%ab%db%8c%d8%b1%da%af\/\" data-type=\"URL\" data-id=\"https:\/\/cafetadris.com\/blog\/%d8%b3%db%8c%d8%b3%d8%aa%d9%85%d9%87%d8%a7%db%8c-%d8%aa%d9%88%d8%b5%db%8c%d9%87%da%af%d8%b1-%d9%88-%da%86%da%af%d9%88%d9%86%da%af%db%8c-%d8%aa%d8%a7%d8%ab%db%8c%d8%b1%da%af\/\" target=\"_blank\"><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\">\u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u062a\u0648\u0635\u06cc\u0647\u200c\u06af\u0631<\/mark><\/a> \u0646\u06cc\u0632 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u0648\u062f \u062a\u0627 \u067e\u06cc\u0634\u0646\u0647\u0627\u062f\u0627\u062a \u062f\u0642\u06cc\u0642\u200c\u062a\u0631\u06cc \u0628\u0647 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0627\u0631\u0627\u0626\u0647 \u062f\u0647\u062f. \u0627\u06cc\u0646 \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0628\u0631\u062f\u0627\u0631\u0647\u0627\u06cc \u06a9\u0644\u0645\u0647\u200c\u0627\u06cc \u06a9\u0647 GloVe \u062a\u0648\u0644\u06cc\u062f \u0645\u06cc\u200c\u06a9\u0646\u062f\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u0639\u0644\u0627\u0642\u0647\u200c\u0645\u0646\u062f\u06cc\u200c\u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0631\u0627 \u0628\u0647\u062a\u0631 \u062f\u0631\u06a9 \u06a9\u0631\u062f\u0647 \u0648 \u067e\u06cc\u0634\u0646\u0647\u0627\u062f\u0627\u062a \u0634\u062e\u0635\u06cc\u200c\u0633\u0627\u0632\u06cc\u200c\u0634\u062f\u0647\u200c\u062a\u0631\u06cc \u0627\u0631\u0627\u0626\u0647 \u062f\u0647\u0646\u062f.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0628\u0647\u0628\u0648\u062f \u0646\u062a\u0627\u06cc\u062c \u062c\u0633\u062a\u062c\u0648\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a<\/h3>\n\n\n\n<p>\u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 GloVe\u060c \u0646\u062a\u0627\u06cc\u062c \u062c\u0633\u062a\u062c\u0648\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u0647\u0628\u0648\u062f \u06cc\u0627\u0628\u062f \u0632\u06cc\u0631\u0627 \u0627\u06cc\u0646 \u0631\u0648\u0634 \u0642\u0627\u062f\u0631 \u0628\u0647 \u062f\u0631\u06a9 \u0631\u0648\u0627\u0628\u0637 \u0645\u0639\u0646\u0627\u06cc\u06cc \u0628\u06cc\u0646 \u06a9\u0644\u0645\u0627\u062a \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0648\u06cc\u0698\u06af\u06cc \u0628\u0627\u0639\u062b \u0645\u06cc\u200c\u0634\u0648\u062f \u06a9\u0647 \u0645\u0648\u062a\u0648\u0631\u0647\u0627\u06cc \u062c\u0633\u062a\u062c\u0648 \u0646\u062a\u0627\u06cc\u062c \u0645\u0631\u062a\u0628\u0637\u200c\u062a\u0631\u06cc \u0627\u0631\u0627\u0626\u0647 \u062f\u0647\u0646\u062f \u0648 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0628\u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0647 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0645\u0648\u0631\u062f \u0646\u0638\u0631 \u062e\u0648\u062f \u0633\u0631\u06cc\u0639\u200c\u062a\u0631 \u062f\u0633\u062a \u06cc\u0627\u0628\u0646\u062f.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u062a\u0641\u0627\u0648\u062a \u062a\u0639\u0628\u06cc\u0647 \u06a9\u0644\u0645\u0627\u062a \u062f\u0631 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc Word2Vec \u0648 GloVe<\/h2>\n\n\n\n<p>\u0628\u0631\u062e\u0644\u0627\u0641 \u0645\u062f\u0644 <a href=\"https:\/\/cafetadris.com\/blog\/%d8%aa%d8%b9%d8%a8%db%8c%d9%87-%da%a9%d9%84%d9%85%d8%a7%d8%aa-word2vec-%d8%b1%d9%88%d8%b4%db%8c-%d8%a8%d8%b1%d8%a7%db%8c-%d8%aa%d8%a8%d8%af%db%8c%d9%84-%d9%85%d8%b9%d9%86%d8%a7%d8%af%d8%a7%d8%b1\/\" data-type=\"URL\" data-id=\"https:\/\/cafetadris.com\/blog\/%d8%aa%d8%b9%d8%a8%db%8c%d9%87-%da%a9%d9%84%d9%85%d8%a7%d8%aa-word2vec-%d8%b1%d9%88%d8%b4%db%8c-%d8%a8%d8%b1%d8%a7%db%8c-%d8%aa%d8%a8%d8%af%db%8c%d9%84-%d9%85%d8%b9%d9%86%d8%a7%d8%af%d8%a7%d8%b1\/\" target=\"_blank\" rel=\"noreferrer noopener\"><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\">Word2Vec<\/mark><\/a>\u060c \u0645\u062f\u0644 GloVe \u06cc\u06a9 \u0645\u062f\u0644 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0646\u06cc\u0633\u062a. \u062f\u0631 \u0648\u0627\u0642\u0639 Word2Vec \u0627\u0632 \u06cc\u06a9 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0633\u0627\u062f\u0647\u200c \u0628\u0631\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062a\u0639\u0628\u06cc\u0647\u200c\u0647\u0627\u06cc \u06a9\u0644\u0645\u0647 \u0628\u0627 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u06a9\u0644\u0645\u0627\u062a \u0632\u0645\u06cc\u0646\u0647 (Context words) \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0627\u0645\u0627 GloVe \u06cc\u06a9 \u0645\u0627\u062a\u0631\u06cc\u0633 \u0628\u0632\u0631\u06af \u0647\u0645\u200c\u0648\u0642\u0648\u0639\u06cc \u06a9\u0644\u0645\u0627\u062a \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0631\u062f\u0647 \u0648 \u0633\u067e\u0633 \u0627\u0632 \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc \u0631\u06af\u0631\u0633\u06cc\u0648\u0646 \u0628\u0631\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062a\u0639\u0628\u06cc\u0647\u200c\u0647\u0627\u06cc \u06a9\u0644\u0645\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>\n\n\n\n<p>\u0628\u0631\u0627\u06cc \u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 \u0645\u062f\u0644 Word2Vec \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0631\u0627 \u0628\u062e\u0648\u0627\u0646\u06cc\u062f: \u062a\u0639\u0628\u06cc\u0647 \u06a9\u0644\u0645\u0627\u062a Word2Vec: \u0631\u0648\u0634\u06cc \u0628\u0631\u0627\u06cc \u062a\u0628\u062f\u06cc\u0644 \u0645\u0639\u0646\u0627\u062f\u0627\u0631 \u06a9\u0644\u0645\u0627\u062a \u0628\u0647 \u0628\u0631\u062f\u0627\u0631<\/p>\n\n\n\n<p>\u0628\u0627 \u0648\u062c\u0648\u062f \u0627\u06cc\u0646 \u062a\u0641\u0627\u0648\u062a\u200c\u0647\u0627\u060c \u062f\u0631 \u0647\u0631 \u062f\u0648 \u0645\u062f\u0644 Word2Vec \u0648 GloVe\u060c \u0645\u0627 \u062a\u0639\u0628\u06cc\u0647\u200c\u0647\u0627\u06cc \u06a9\u0644\u0645\u0627\u062a\u06cc \u0631\u0627 \u0637\u0631\u0627\u062d\u06cc \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u0646\u0634\u0627\u0646\u200c\u062f\u0647\u0646\u062f\u0647 \u0627\u062d\u062a\u0645\u0627\u0644 \u062f\u06cc\u062f\u0647\u200c\u0634\u062f\u0646 \u0632\u0648\u062c\u200c \u06a9\u0644\u0645\u0627\u062a \u0628\u0627\u06cc\u06a9\u062f\u06cc\u06af\u0631 \u0647\u0633\u062a\u0646\u062f. Word2Vec \u0628\u0631 \u0627\u0633\u0627\u0633 \u062d\u0636\u0648\u0631 \u06a9\u0644\u0645\u0627\u062a \u0647\u0645\u0633\u0627\u06cc\u0647 \u062f\u0631 \u06cc\u06a9 \u067e\u0646\u062c\u0631\u0647 \u0645\u062a\u062d\u0631\u06a9 \u0639\u0645\u0644 \u0645\u06cc\u200c\u06a9\u0646\u062f. \u062f\u0631 \u0631\u0648\u0634 Skipgram\u060c \u0645\u0627 \u0645\u0634\u0627\u0647\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u0686\u0647 \u06a9\u0644\u0645\u0627\u062a\u06cc \u062f\u0631 \u0647\u0645\u0633\u0627\u06cc\u06af\u06cc \u06cc\u06a9 \u06a9\u0644\u0645\u0647 \u0645\u0639\u06cc\u0646 \u062f\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u0638\u0627\u0647\u0631 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f \u0648 \u062f\u0631CBOW &nbsp;\u06a9\u0644\u0645\u0647 \u0645\u0631\u06a9\u0632\u06cc \u0631\u0627 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0647\u0645\u0633\u0627\u06cc\u06af\u0627\u0646\u0634 \u067e\u06cc\u062f\u0627 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645. \u0646\u06a9\u062a\u0647 \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647 \u062f\u0631 Word2Vec \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u06a9\u0644\u0645\u0627\u062a \u0647\u0645\u0633\u0627\u06cc\u0647 \u0631\u0627 \u0686\u0646\u062f\u06cc\u0646 \u0628\u0627\u0631 \u0645\u06cc\u200c\u0628\u06cc\u0646\u06cc\u0645 \u0632\u06cc\u0631\u0627 \u0628\u0631\u0627\u06cc \u0647\u0631 \u06a9\u0644\u0645\u0647 \u0645\u0631\u06a9\u0632\u06cc \u062c\u062f\u06cc\u062f\u060c \u0628\u0627\u06cc\u062f \u06a9\u0644\u0645\u0627\u062a \u0647\u0645\u0633\u0627\u06cc\u0647 \u0631\u0627 \u0645\u062c\u062f\u062f\u0627\u064b \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u06cc\u0645. \u0627\u06cc\u0646 \u0627\u0645\u0631 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0645\u0646\u062c\u0631 \u0628\u0647 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0632\u0645\u0627\u0646 \u0648 \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u0634\u0648\u062f.<\/p>\n\n\n\n<p>\u0628\u0627 \u0647\u062f\u0641 \u06a9\u0627\u0647\u0634 \u0627\u06cc\u0646 \u0628\u0627\u0632\u0628\u06cc\u0646\u06cc\u200c\u0647\u0627\u060c \u0622\u0645\u0648\u0632\u0634 \u062a\u0639\u0628\u06cc\u0647 \u06a9\u0644\u0645\u0627\u062a GloVe \u0628\u0627 \u062a\u0634\u06a9\u06cc\u0644 \u06cc\u06a9 \u0645\u0627\u062a\u0631\u06cc\u0633 \u0647\u0645\u200c\u0648\u0642\u0648\u0639\u06cc X \u0634\u0631\u0648\u0639 \u0645\u06cc\u200c\u0634\u0648\u062f \u06a9\u0647 \u0648\u0631\u0648\u062f\u06cc ij\u0627\u0645 \u0622\u0646 \u062a\u0639\u062f\u0627\u062f \u062f\u0641\u0639\u0627\u062a\u06cc \u0627\u0633\u062a \u06a9\u0647 \u06a9\u0644\u0645\u0627\u062a \u062f\u0631 \u0631\u062f\u06cc\u0641 i \u0648 \u0633\u062a\u0648\u0646 j \u0628\u0627 \u0647\u0645 \u0638\u0627\u0647\u0631 \u0634\u062f\u0647\u200c\u0627\u0646\u062f. \u0628\u0647 \u0637\u0648\u0631 \u062e\u0644\u0627\u0635\u0647\u060c \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 Word2Vec \u0628\u0647 \u062f\u0641\u0639\u0627\u062a \u06a9\u0644\u0645\u0627\u062a \u0647\u0645\u0633\u0627\u06cc\u0647 \u0631\u0627 \u062f\u0631 \u06cc\u06a9 \u067e\u0646\u062c\u0631\u0647 \u0645\u062a\u062d\u0631\u06a9 \u067e\u0631\u062f\u0627\u0632\u0634 \u0645\u06cc\u200c\u06a9\u0646\u062f\u060c GloVe \u0627\u0632 \u06cc\u06a9 \u0645\u0627\u062a\u0631\u06cc\u0633 \u0647\u0645\u200c\u0648\u0642\u0648\u0639\u06cc \u06a9\u0647 \u06cc\u06a9 \u0628\u0627\u0631 \u062f\u0631 \u06a9\u0644 \u0645\u062c\u0645\u0648\u0639\u0647 \u0645\u062d\u0627\u0633\u0628\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f\u060c \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f \u062a\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0622\u0646\u060c \u062d\u06cc\u0646 \u0622\u0645\u0648\u0632\u0634 \u0628\u0631\u062f\u0627\u0631\u0647\u0627\u06cc \u06a9\u0644\u0645\u0647 \u0631\u0627 \u0628\u0633\u0627\u0632\u062f.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0645\u0642\u0627\u06cc\u0633\u0647 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u062a\u0639\u0628\u06cc\u0647 \u06a9\u0644\u0645\u0627\u062a Word2Vec \u0648 GloVe<\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-black-color has-text-color has-background\" style=\"background:linear-gradient(135deg,rgba(222,149,149,0.81) 0%,rgb(182,227,212) 50%,rgb(51,167,181) 100%)\"><tbody><tr><td class=\"has-text-align-center\" data-align=\"center\"><strong>\u0645\u062f\u0644<\/strong><\/td><td class=\"has-text-align-center\" data-align=\"center\"><strong>Word2vec<\/strong><\/td><td class=\"has-text-align-center\" data-align=\"center\"><strong>GloVe<\/strong><\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\"><strong>\u0646\u0627\u0645 \u06a9\u0627\u0645\u0644<\/strong><\/td><td class=\"has-text-align-center\" data-align=\"center\">Word to Vector<\/td><td class=\"has-text-align-center\" data-align=\"center\">Global Vectors for Word Representation<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\"><strong>\u0631\u0648\u0634 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc<\/strong><\/td><td class=\"has-text-align-center\" data-align=\"center\">\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642<\/td><td class=\"has-text-align-center\" data-align=\"center\">\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\"><strong>\u0645\u0628\u062a\u0646\u06cc \u0628\u0631<\/strong><\/td><td class=\"has-text-align-center\" data-align=\"center\">\u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0639\u0635\u0628\u06cc Cbow \u0648 Skip-gram<\/td><td class=\"has-text-align-center\" data-align=\"center\">\u0645\u0627\u062a\u0631\u06cc\u0633 \u0647\u0645\u200c\u0648\u0642\u0648\u0639\u06cc \u0648 \u06af\u0631\u0627\u062f\u06cc\u0627\u0646 \u0646\u0632\u0648\u0644\u06cc<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\"><strong>\u067e\u06cc\u0686\u06cc\u062f\u06af\u06cc \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc<\/strong><\/td><td class=\"has-text-align-center\" data-align=\"center\">\u06a9\u0645\u062a\u0631<\/td><td class=\"has-text-align-center\" data-align=\"center\">\u0628\u06cc\u0634\u062a\u0631<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\"><strong>\u062a\u0641\u0633\u06cc\u0631\u067e\u0630\u06cc\u0631\u06cc<\/strong><\/td><td class=\"has-text-align-center\" data-align=\"center\">\u06a9\u0645\u062a\u0631<\/td><td class=\"has-text-align-center\" data-align=\"center\">\u0628\u06cc\u0634\u062a\u0631<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\"><strong>\u062f\u0642\u062a<\/strong><\/td><td class=\"has-text-align-center\" data-align=\"center\">\u0628\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062e\u0627\u0635 \u062d\u0633\u0627\u0633\u200c\u062a\u0631<\/td><td class=\"has-text-align-center\" data-align=\"center\">\u0628\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u06af\u0633\u062a\u0631\u062f\u0647\u200c\u062a\u0631 \u062d\u0633\u0627\u0633\u200c\u062a\u0631<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\"><strong>\u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u0627\u0635\u0644\u06cc<\/strong><\/td><td class=\"has-text-align-center\" data-align=\"center\">\u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc\u060c \u062a\u062d\u0644\u06cc\u0644 \u0627\u062d\u0633\u0627\u0633\u0627\u062a<\/td><td class=\"has-text-align-center\" data-align=\"center\">\u062a\u062d\u0644\u06cc\u0644 \u0645\u0639\u0646\u0627\u06cc\u06cc\u060c \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u062c\u0645\u0639\u200c\u0628\u0646\u062f\u06cc<\/h2>\n\n\n\n<p>\u0645\u062f\u0644 GloVe (\u0646\u0645\u0627\u06cc\u0647\u200c\u0647\u0627\u06cc \u062c\u0647\u0627\u0646\u06cc \u0628\u0631\u0627\u06cc \u0646\u0645\u0627\u06cc\u0634 \u06a9\u0644\u0645\u0627\u062a) \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9\u06cc \u0627\u0632 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0648 \u06a9\u0627\u0631\u0622\u0645\u062f \u062f\u0631 \u062a\u0639\u0628\u06cc\u0647 \u06a9\u0644\u0645\u0627\u062a \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc (NLP) \u0634\u0646\u0627\u062e\u062a\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f. \u0627\u06cc\u0646 \u0645\u062f\u0644 \u062a\u0648\u0633\u0637 \u0645\u062d\u0642\u0642\u0627\u0646 \u062f\u0627\u0646\u0634\u06af\u0627\u0647 \u0627\u0633\u062a\u0646\u0641\u0648\u0631\u062f \u062a\u0648\u0633\u0639\u0647 \u06cc\u0627\u0641\u062a\u0647 \u0627\u0633\u062a \u0648 \u0628\u0647 \u062f\u0644\u06cc\u0644 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u0627\u062a\u0631\u06cc\u0633 \u0647\u0645\u200c\u0648\u0642\u0648\u0639\u06cc \u06a9\u0644\u0645\u0627\u062a \u0648 \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u0645\u0646\u062d\u0635\u0631 \u0628\u0647 \u0641\u0631\u062f\u060c \u062a\u0648\u0627\u0646\u0633\u062a\u0647 \u0627\u0633\u062a \u0628\u0647 \u062f\u0642\u062a \u0628\u0627\u0644\u0627\u06cc\u06cc \u062f\u0631 \u062a\u0639\u0628\u06cc\u0647 \u06a9\u0644\u0645\u0627\u062a \u062f\u0633\u062a \u06cc\u0627\u0628\u062f.<\/p>\n\n\n\n<p>GloVe \u0628\u0627 \u0628\u0647\u0631\u0647\u200c\u06af\u06cc\u0631\u06cc \u0627\u0632 \u0631\u0648\u06cc\u06a9\u0631\u062f \u0622\u0645\u0627\u0631\u06cc \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0647\u0645\u200c\u0648\u0642\u0648\u0639\u06cc \u06a9\u0644\u0645\u0627\u062a \u062f\u0631 \u0645\u062a\u0648\u0646 \u0628\u0632\u0631\u06af\u060c \u0642\u0627\u062f\u0631 \u0627\u0633\u062a \u0628\u0631\u062f\u0627\u0631\u0647\u0627\u06cc \u0639\u062f\u062f\u06cc \u062f\u0642\u06cc\u0642\u06cc \u0628\u0631\u0627\u06cc \u06a9\u0644\u0645\u0627\u062a \u062a\u0648\u0644\u06cc\u062f \u06a9\u0646\u062f \u06a9\u0647 \u0646\u0634\u0627\u0646\u200c\u062f\u0647\u0646\u062f\u0647 \u0631\u0648\u0627\u0628\u0637 \u0645\u0639\u0646\u0627\u06cc\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0628\u06cc\u0646 \u06a9\u0644\u0645\u0627\u062a \u0647\u0633\u062a\u0646\u062f. \u0627\u06cc\u0646 \u0648\u06cc\u0698\u06af\u06cc \u0628\u0627\u0639\u062b \u0634\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 GloVe \u062f\u0631 \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc NLP \u0645\u0627\u0646\u0646\u062f \u062a\u062d\u0644\u06cc\u0644 \u0627\u062d\u0633\u0627\u0633\u0627\u062a\u060c \u062a\u0631\u062c\u0645\u0647 \u0645\u0627\u0634\u06cc\u0646\u06cc\u060c \u062e\u0644\u0627\u0635\u0647\u200c\u0633\u0627\u0632\u06cc \u0645\u062a\u0646\u060c \u0648 \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u062a\u0648\u0635\u06cc\u0647\u200c\u06af\u0631 \u0639\u0645\u0644\u06a9\u0631\u062f \u0628\u0633\u06cc\u0627\u0631 \u062e\u0648\u0628\u06cc \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f.<\/p>\n\n\n\n<p>\u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u0645\u062f\u0644 GloVe \u0646\u06cc\u0632 \u062f\u0627\u0631\u0627\u06cc \u0686\u0627\u0644\u0634\u200c\u0647\u0627 \u0648 \u0645\u062d\u062f\u0648\u062f\u06cc\u062a\u200c\u0647\u0627\u06cc\u06cc \u0627\u0633\u062a. \u0646\u06cc\u0627\u0632 \u0628\u0647 \u062d\u0627\u0641\u0638\u0647 \u0628\u0627\u0644\u0627 \u0648 \u067e\u06cc\u0686\u06cc\u062f\u06af\u06cc \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u0627\u0632 \u062c\u0645\u0644\u0647 \u0645\u0634\u06a9\u0644\u0627\u062a \u0627\u06cc\u0646 \u0631\u0648\u0634 \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u062f\u0631 \u0628\u0631\u062e\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u0639\u0645\u0644\u06cc \u0645\u062d\u062f\u0648\u062f\u06cc\u062a\u200c\u0647\u0627\u06cc\u06cc \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u0646\u062f. \u0647\u0645\u0686\u0646\u06cc\u0646\u060c GloVe \u0646\u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u062e\u0648\u0628\u06cc \u0628\u0627 \u06a9\u0644\u0645\u0627\u062a \u062c\u062f\u06cc\u062f\u06cc \u06a9\u0647 \u062f\u0631 \u062f\u0627\u062f\u0647 \u0622\u0645\u0648\u0632\u0634\u06cc \u0648\u062c\u0648\u062f \u0646\u062f\u0627\u0631\u0646\u062f\u060c \u06a9\u0627\u0631 \u06a9\u0646\u062f \u06a9\u0647 \u0627\u06cc\u0646 \u0646\u06cc\u0632 \u06cc\u06a9\u06cc \u0627\u0632 \u0645\u062d\u062f\u0648\u062f\u06cc\u062a\u200c\u0647\u0627\u06cc \u0627\u0635\u0644\u06cc \u0622\u0646 \u0645\u062d\u0633\u0648\u0628 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"307\" src=\"http:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/FAQs-2-2-1024x307.jpg\" alt=\"\u067e\u0631\u0633\u0634\u200c\u0647\u0627\u06cc \u0645\u062a\u062f\u0627\u0648\u0644\" class=\"wp-image-15747\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/FAQs-2-2-1024x307.jpg 1024w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/FAQs-2-2-300x90.jpg 300w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/FAQs-2-2-768x230.jpg 768w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/FAQs-2-2-1536x461.jpg 1536w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/FAQs-2-2-585x176.jpg 585w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/FAQs-2-2.jpg 2000w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading\">\u0633\u0648\u0627\u0644\u0627\u062a \u0645\u062a\u062f\u0627\u0648\u0644<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">GloVe \u0686\u06cc\u0633\u062a\u061f<\/h3>\n\n\n\n<p>\u062a\u0639\u0628\u06cc\u0647 \u06a9\u0644\u0645\u0627\u062a GloVe \u06cc\u06a9 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u062a\u0639\u0628\u06cc\u0647 \u06a9\u0644\u0645\u0627\u062a \u0627\u0633\u062a \u06a9\u0647 \u06a9\u0644\u0645\u0627\u062a \u0631\u0627 \u0628\u0647 \u0628\u0631\u062f\u0627\u0631\u0647\u0627\u06cc \u0639\u062f\u062f\u06cc \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u0628\u0631\u0627\u06cc \u062a\u062d\u0644\u06cc\u0644 \u0645\u062a\u0646 \u0648 \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f. \u0627\u06cc\u0646 \u0631\u0648\u0634 \u0628\u0647 \u062f\u0644\u06cc\u0644 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u0627\u062a\u0631\u06cc\u0633 \u0647\u0645\u200c\u0648\u0642\u0648\u0639\u06cc \u0648 \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u0645\u0646\u062d\u0635\u0631 \u0628\u0647 \u0641\u0631\u062f\u060c \u062a\u0648\u0627\u0646\u0633\u062a\u0647 \u0627\u0633\u062a \u0628\u0647 \u062f\u0642\u062a \u0628\u0627\u0644\u0627\u06cc\u06cc \u062f\u0633\u062a \u06cc\u0627\u0628\u062f.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">GloVe \u0686\u0647 \u0645\u0632\u0627\u06cc\u0627\u06cc\u06cc \u062f\u0627\u0631\u062f\u061f<\/h3>\n\n\n\n<p>\u062a\u0639\u0628\u06cc\u0647 \u06a9\u0644\u0645\u0627\u062a GloVe \u062f\u0642\u062a \u0628\u0627\u0644\u0627\u060c \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc \u062f\u0631\u06a9 \u0631\u0648\u0627\u0628\u0637 \u0645\u0639\u0646\u0627\u06cc\u06cc \u0648 \u06a9\u0627\u0631\u0627\u06cc\u06cc \u0628\u0647\u062a\u0631 \u0646\u0633\u0628\u062a \u0628\u0647 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u062f\u06cc\u06af\u0631 \u0631\u0627 \u062f\u0627\u0631\u062f. \u0627\u06cc\u0646 \u0645\u0632\u0627\u06cc\u0627 GloVe \u0631\u0627 \u0628\u0647 \u06cc\u06a9\u06cc \u0627\u0632 \u0645\u062d\u0628\u0648\u0628\u200c\u062a\u0631\u06cc\u0646 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u062a\u0639\u0628\u06cc\u0647 \u06a9\u0644\u0645\u0627\u062a \u062f\u0631 NLP \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0631\u062f\u0647\u200c\u0627\u0646\u062f.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0645\u062d\u062f\u0648\u062f\u06cc\u062a\u200c\u0647\u0627\u06cc GloVe \u0686\u06cc\u0633\u062a\u061f<\/h3>\n\n\n\n<p>\u0646\u06cc\u0627\u0632 \u0628\u0647 \u062d\u0627\u0641\u0638\u0647 \u0628\u0627\u0644\u0627 \u0648 \u067e\u06cc\u0686\u06cc\u062f\u06af\u06cc \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u0627\u0632 \u0645\u062d\u062f\u0648\u062f\u06cc\u062a\u200c\u0647\u0627\u06cc \u062a\u0639\u0628\u06cc\u0647 \u06a9\u0644\u0645\u0627\u062a GloVe \u0647\u0633\u062a\u0646\u062f. \u0627\u06cc\u0646 \u0645\u062d\u062f\u0648\u062f\u06cc\u062a\u200c\u0647\u0627 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u062f\u0631 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u0639\u0645\u0644\u06cc \u0645\u0634\u06a9\u0644\u0627\u062a\u06cc \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u0646\u062f.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u0639\u0645\u0644\u06cc GloVe \u0686\u06cc\u0633\u062a\u061f<\/h3>\n\n\n\n<p>\u062a\u0639\u0628\u06cc\u0647 \u06a9\u0644\u0645\u0627\u062a GloVe \u062f\u0631 \u062a\u062d\u0644\u06cc\u0644 \u0645\u062a\u0646\u060c \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u062a\u0648\u0635\u06cc\u0647\u200c\u06af\u0631 \u0648 \u0628\u0647\u0628\u0648\u062f \u0646\u062a\u0627\u06cc\u062c \u062c\u0633\u062a\u062c\u0648\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0642\u0631\u0627\u0631 \u0645\u06cc\u200c\u06af\u06cc\u0631\u062f. \u0627\u06cc\u0646 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627 \u0646\u0634\u0627\u0646\u200c\u062f\u0647\u0646\u062f\u0647 \u06af\u0633\u062a\u0631\u062f\u06af\u06cc \u0648 \u062a\u0646\u0648\u0639 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 GloVe \u062f\u0631 \u062d\u0648\u0632\u0647\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0647\u0633\u062a\u0646\u062f.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0644\u0631\u0646\u06cc\u0646\u06af \u0631\u0627 \u0627\u0632 \u0627\u0645\u0631\u0648\u0632 \u0634\u0631\u0648\u0639 \u06a9\u0646\u06cc\u062f!<\/h2>\n\n\n\n<p>\u062f\u0646\u06cc\u0627\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u062c\u0630\u0627\u0628 \u0627\u0633\u062a \u0648 \u062f\u0627\u0646\u0633\u062a\u0646 \u0639\u0644\u0645 \u062f\u0627\u062f\u0647\u060c \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647\u200c\u060c \u06cc\u0627 \u0628\u0627\u0632\u0627\u0631\u06cc\u0627\u0628\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u062f\u0627\u062f\u0647\u060c \u0634\u0645\u0627 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0641\u0631\u0635\u062a\u200c\u0647\u0627\u06cc \u0634\u063a\u0644\u06cc \u0628\u0633\u06cc\u0627\u0631\u06cc \u0645\u0646\u0627\u0633\u0628 \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0641\u0627\u0631\u063a \u0627\u0632 \u0631\u0634\u062a\u0647\u200c \u0648 \u067e\u06cc\u0634\u200c\u0632\u0645\u06cc\u0646\u0647\u200c\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u062d\u0627\u0644\u0627 \u0634\u0631\u0648\u0639 \u06a9\u0646\u06cc\u062f \u0648 \u0627\u0632 \u0633\u0637\u062d \u0645\u0642\u062f\u0645\u0627\u062a\u06cc \u062a\u0627 \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u0628\u06cc\u0627\u0645\u0648\u0632\u06cc\u062f. \u0627\u06af\u0631 \u062f\u0648\u0633\u062a \u062f\u0627\u0631\u06cc\u062f \u0628\u0647 \u0627\u06cc\u0646 \u062d\u0648\u0632\u0647 \u0648\u0627\u0631\u062f \u0634\u0648\u06cc\u062f\u060c \u067e\u06cc\u0634\u0646\u0647\u0627\u062f \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645 \u0628\u0627 \u06a9\u0644\u06cc\u06a9 \u0631\u0648\u06cc \u0627\u06cc\u0646 \u0644\u06cc\u0646\u06a9 \u0642\u062f\u0645 \u0627\u0648\u0644 \u0631\u0627 \u0647\u0645\u06cc\u0646 \u062d\u0627\u0644\u0627 \u0628\u0631\u062f\u0627\u0631\u06cc\u062f.<\/p>\n\n\n\n<p>\u0645\u0634\u0627\u0648\u0631\u0627\u0646 \u06a9\u0627\u0641\u0647\u200c\u062a\u062f\u0631\u06cc\u0633 \u0628\u0647 \u0634\u0645\u0627 \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f \u0645\u0633\u06cc\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0628\u0631\u0627\u06cc \u0648\u0631\u0648\u062f \u0628\u0647 \u0627\u06cc\u0646 \u062d\u0648\u0632\u0647 \u0631\u0627 \u0634\u0631\u0648\u0639 \u06a9\u0646\u06cc\u062f:<\/p>\n\n\n<p><a class=\"call-to-btn\" href=\"https:\/\/cafetadris.com\/datascience\" target=\"_blank\" rel=\"noopener noreferrer\" data-wplink-edit=\"true\">\u062f\u0648\u0631\u0647 \u062c\u0627\u0645\u0639 \u062f\u06cc\u062a\u0627 \u0633\u0627\u06cc\u0646\u0633 \u0648 \u0645\u0627\u0634\u06cc\u0646 \u0644\u0631\u0646\u06cc\u0646\u06af<\/a><\/p>","protected":false},"excerpt":{"rendered":"<p>\u062a\u0639\u0628\u06cc\u0647 \u06a9\u0644\u0645\u0627\u062a GloVe \u06cc\u06a9\u06cc \u0627\u0632 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u0645\u062d\u0628\u0648\u0628 \u0648 \u06a9\u0627\u0631\u0622\u0645\u062f \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc (NLP) \u0627\u0633\u062a \u06a9\u0647 \u0628\u0631\u0627\u06cc \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0644\u0645\u0627\u062a \u0628\u0647 \u0628\u0631\u062f\u0627\u0631\u0647\u0627\u06cc \u0639\u062f\u062f\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f. \u0627\u06cc\u0646 \u0631\u0648\u0634 \u062a\u0648\u0633\u0637 \u0645\u062d\u0642\u0642\u0627\u0646 \u062f\u0627\u0646\u0634\u06af\u0627\u0647 \u0627\u0633\u062a\u0646\u0641\u0648\u0631\u062f \u062a\u0648\u0633\u0639\u0647 \u06cc\u0627\u0641\u062a\u0647 \u0648 \u0628\u0647 \u062f\u0644\u06cc\u0644 \u062f\u0642\u062a \u0648 \u06a9\u0627\u0631\u0627\u06cc\u06cc \u0628\u0627\u0644\u0627\u060c \u062a\u0648\u062c\u0647 \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u067e\u0698\u0648\u0647\u0634\u200c\u06af\u0631\u0627\u0646 \u0648&#8230;<\/p>\n","protected":false},"author":11,"featured_media":17570,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[558],"tags":[1210,572,1209],"yst_prominent_words":[],"class_list":["post-17523","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-558","tag-glove","tag-572","tag-1209"],"amp_enabled":true,"_links":{"self":[{"href":"https:\/\/cafetadris.com\/blog\/wp-json\/wp\/v2\/posts\/17523","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/cafetadris.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/cafetadris.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/cafetadris.com\/blog\/wp-json\/wp\/v2\/users\/11"}],"replies":[{"embeddable":true,"href":"https:\/\/cafetadris.com\/blog\/wp-json\/wp\/v2\/comments?post=17523"}],"version-history":[{"count":83,"href":"https:\/\/cafetadris.com\/blog\/wp-json\/wp\/v2\/posts\/17523\/revisions"}],"predecessor-version":[{"id":19206,"href":"https:\/\/cafetadris.com\/blog\/wp-json\/wp\/v2\/posts\/17523\/revisions\/19206"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/cafetadris.com\/blog\/wp-json\/wp\/v2\/media\/17570"}],"wp:attachment":[{"href":"https:\/\/cafetadris.com\/blog\/wp-json\/wp\/v2\/media?parent=17523"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/cafetadris.com\/blog\/wp-json\/wp\/v2\/categories?post=17523"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/cafetadris.com\/blog\/wp-json\/wp\/v2\/tags?post=17523"},{"taxonomy":"yst_prominent_words","embeddable":true,"href":"https:\/\/cafetadris.com\/blog\/wp-json\/wp\/v2\/yst_prominent_words?post=17523"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}