{"id":479702,"date":"2023-08-09T10:43:36","date_gmt":"2023-08-09T10:43:36","guid":{"rendered":""},"modified":"2023-09-05T11:19:24","modified_gmt":"2023-09-05T11:19:24","slug":"word-embeddings-word2vec-glove-fasttext","status":"publish","type":"wiki","link":"https:\/\/oneproxy.pro\/ar\/wiki\/word-embeddings-word2vec-glove-fasttext\/","title":{"rendered":"\u062a\u0636\u0645\u064a\u0646\u0627\u062a \u0627\u0644\u0643\u0644\u0645\u0627\u062a (Word2Vec\u060c GloVe\u060c FastText)"},"content":{"rendered":"<p>\u062a\u0636\u0645\u064a\u0646\u0627\u062a \u0627\u0644\u0643\u0644\u0645\u0627\u062a \u0647\u064a \u062a\u0645\u062b\u064a\u0644\u0627\u062a \u0631\u064a\u0627\u0636\u064a\u0629 \u0644\u0644\u0643\u0644\u0645\u0627\u062a \u0641\u064a \u0645\u0633\u0627\u062d\u0627\u062a \u0645\u062a\u062c\u0647\u0629 \u0645\u0633\u062a\u0645\u0631\u0629. \u0625\u0646\u0647\u0627 \u0623\u062f\u0648\u0627\u062a \u0623\u0633\u0627\u0633\u064a\u0629 \u0641\u064a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 (NLP)\u060c \u0645\u0645\u0627 \u064a\u0633\u0645\u062d \u0644\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0628\u0627\u0644\u0639\u0645\u0644 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0646\u0635\u064a\u0629 \u0639\u0646 \u0637\u0631\u064a\u0642 \u062a\u0631\u062c\u0645\u0629 \u0627\u0644\u0643\u0644\u0645\u0627\u062a \u0625\u0644\u0649 \u0645\u062a\u062c\u0647\u0627\u062a \u0631\u0642\u0645\u064a\u0629. \u062a\u062a\u0636\u0645\u0646 \u0627\u0644\u0637\u0631\u0642 \u0627\u0644\u0634\u0627\u0626\u0639\u0629 \u0644\u062a\u0636\u0645\u064a\u0646 \u0627\u0644\u0643\u0644\u0645\u0627\u062a Word2Vec \u0648GloVe \u0648FastText.<\/p>\n<h2>\u062a\u0627\u0631\u064a\u062e \u0623\u0635\u0644 \u062a\u0636\u0645\u064a\u0646\u0627\u062a \u0627\u0644\u0643\u0644\u0645\u0627\u062a (Word2Vec\u060c GloVe\u060c FastText)<\/h2>\n<p>\u064a\u0645\u0643\u0646 \u0625\u0631\u062c\u0627\u0639 \u062c\u0630\u0648\u0631 \u062a\u0636\u0645\u064a\u0646 \u0627\u0644\u0643\u0644\u0645\u0627\u062a \u0625\u0644\u0649 \u0623\u0648\u0627\u062e\u0631 \u0627\u0644\u062b\u0645\u0627\u0646\u064a\u0646\u064a\u0627\u062a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0642\u0646\u064a\u0627\u062a \u0645\u062b\u0644 \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062f\u0644\u0627\u0644\u064a \u0627\u0644\u0643\u0627\u0645\u0646. \u0648\u0645\u0639 \u0630\u0644\u0643\u060c \u062c\u0627\u0621 \u0627\u0644\u0627\u062e\u062a\u0631\u0627\u0642 \u0627\u0644\u062d\u0642\u064a\u0642\u064a \u0641\u064a \u0623\u0648\u0627\u0626\u0644 \u0639\u0627\u0645 2010.<\/p>\n<ul>\n<li><strong>Word2Vec<\/strong>: \u062a\u0645 \u0625\u0646\u0634\u0627\u0621 Word2Vec \u0628\u0648\u0627\u0633\u0637\u0629 \u0641\u0631\u064a\u0642 \u0628\u0642\u064a\u0627\u062f\u0629 \u062a\u0648\u0645\u0627\u0633 \u0645\u064a\u0643\u0648\u0644\u0648\u0641 \u0641\u064a Google \u0641\u064a \u0639\u0627\u0645 2013\u060c \u0648\u0642\u062f \u0623\u062d\u062f\u062b \u062b\u0648\u0631\u0629 \u0641\u064a \u0645\u062c\u0627\u0644 \u062a\u0636\u0645\u064a\u0646 \u0627\u0644\u0643\u0644\u0645\u0627\u062a.<\/li>\n<li><strong>\u0642\u0641\u0627\u0632<\/strong>: \u0642\u062f\u0645 \u062c\u064a\u0641\u0631\u064a \u0628\u0646\u064a\u0646\u062c\u062a\u0648\u0646\u060c \u0648\u0631\u064a\u062a\u0634\u0627\u0631\u062f \u0633\u0648\u0634\u0631\u060c \u0648\u0643\u0631\u064a\u0633\u062a\u0648\u0641\u0631 \u0645\u0627\u0646\u064a\u0646\u063a \u0645\u0646 \u062c\u0627\u0645\u0639\u0629 \u0633\u062a\u0627\u0646\u0641\u0648\u0631\u062f\u060c \u0627\u0644\u0645\u062a\u062c\u0647\u0627\u062a \u0627\u0644\u0639\u0627\u0644\u0645\u064a\u0629 \u0644\u062a\u0645\u062b\u064a\u0644 \u0627\u0644\u0643\u0644\u0645\u0627\u062a (GloVe) \u0641\u064a \u0639\u0627\u0645 2014.<\/li>\n<li><strong>\u0646\u0635 \u0633\u0631\u064a\u0639<\/strong>: \u062a\u0645 \u062a\u0637\u0648\u064a\u0631 FastText \u0628\u0648\u0627\u0633\u0637\u0629 \u0645\u062e\u062a\u0628\u0631 \u0623\u0628\u062d\u0627\u062b \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062a\u0627\u0628\u0639 \u0644\u0641\u064a\u0633\u0628\u0648\u0643 \u0641\u064a \u0639\u0627\u0645 2016\u060c \u0648\u0647\u0648 \u064a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0646\u0647\u062c Word2Vec \u0648\u0644\u0643\u0646\u0647 \u0623\u0636\u0627\u0641 \u062a\u062d\u0633\u064a\u0646\u0627\u062a\u060c \u062e\u0627\u0635\u0629 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0644\u0643\u0644\u0645\u0627\u062a \u0627\u0644\u0646\u0627\u062f\u0631\u0629.<\/li>\n<\/ul>\n<h2>\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u062a\u0641\u0635\u064a\u0644\u064a\u0629 \u062d\u0648\u0644 \u062a\u0636\u0645\u064a\u0646\u0627\u062a Word (Word2Vec\u060c \u0648GloVe\u060c \u0648FastText)<\/h2>\n<p>\u062a\u0639\u062f \u0639\u0645\u0644\u064a\u0627\u062a \u062a\u0636\u0645\u064a\u0646 \u0627\u0644\u0643\u0644\u0645\u0627\u062a \u062c\u0632\u0621\u064b\u0627 \u0645\u0646 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0627\u0644\u062a\u064a \u062a\u0648\u0641\u0631 \u062a\u0645\u062b\u064a\u0644\u064b\u0627 \u0645\u062a\u062c\u0647\u064b\u0627 \u0643\u062b\u064a\u0641\u064b\u0627 \u0644\u0644\u0643\u0644\u0645\u0627\u062a. \u0625\u0646\u0647\u0627 \u062a\u062d\u0627\u0641\u0638 \u0639\u0644\u0649 \u0627\u0644\u0645\u0639\u0646\u0649 \u0627\u0644\u062f\u0644\u0627\u0644\u064a \u0648\u0627\u0644\u0639\u0644\u0627\u0642\u0629 \u0628\u064a\u0646 \u0627\u0644\u0643\u0644\u0645\u0627\u062a\u060c \u0648\u0628\u0627\u0644\u062a\u0627\u0644\u064a \u062a\u0633\u0627\u0639\u062f \u0641\u064a \u0645\u0647\u0627\u0645 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629.<\/p>\n<ul>\n<li><strong>Word2Vec<\/strong>: \u064a\u0633\u062a\u062e\u062f\u0645 \u0628\u0646\u064a\u062a\u064a\u0646\u060c \u062d\u0642\u064a\u0628\u0629 \u0627\u0644\u0643\u0644\u0645\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0645\u0631\u0629 (CBOW) \u0648Skip-Gram. \u064a\u062a\u0646\u0628\u0623 \u0628\u0627\u062d\u062a\u0645\u0627\u0644\u064a\u0629 \u0627\u0644\u0643\u0644\u0645\u0629 \u0628\u0627\u0644\u0646\u0638\u0631 \u0625\u0644\u0649 \u0633\u064a\u0627\u0642\u0647\u0627.<\/li>\n<li><strong>\u0642\u0641\u0627\u0632<\/strong>: \u064a\u0639\u0645\u0644 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u0627\u0633\u062a\u0641\u0627\u062f\u0629 \u0645\u0646 \u0625\u062d\u0635\u0627\u0626\u064a\u0627\u062a \u0627\u0644\u062a\u0643\u0631\u0627\u0631 \u0627\u0644\u0639\u0627\u0644\u0645\u064a \u0644\u0644\u0643\u0644\u0645\u0627\u062a \u0648\u0627\u0644\u0643\u0644\u0645\u0627\u062a \u0648\u062f\u0645\u062c\u0647\u0627 \u0645\u0639 \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0633\u064a\u0627\u0642 \u0627\u0644\u0645\u062d\u0644\u064a.<\/li>\n<li><strong>\u0646\u0635 \u0633\u0631\u064a\u0639<\/strong>: \u064a\u0648\u0633\u0639 Word2Vec \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u0646\u0638\u0631 \u0641\u064a \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0643\u0644\u0645\u0627\u062a \u0627\u0644\u0641\u0631\u0639\u064a\u0629 \u0648\u0627\u0644\u0633\u0645\u0627\u062d \u0628\u062a\u0645\u062b\u064a\u0644\u0627\u062a \u0623\u0643\u062b\u0631 \u062f\u0642\u0629\u060c \u062e\u0627\u0635\u0629 \u0644\u0644\u063a\u0627\u062a \u0627\u0644\u063a\u0646\u064a\u0629 \u0634\u0643\u0644\u064a\u0627\u064b.<\/li>\n<\/ul>\n<h2>\u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062f\u0627\u062e\u0644\u064a\u0629 \u0644\u062a\u0636\u0645\u064a\u0646 \u0627\u0644\u0643\u0644\u0645\u0627\u062a (Word2Vec\u060c GloVe\u060c FastText)<\/h2>\n<p>\u062a\u0642\u0648\u0645 \u0639\u0645\u0644\u064a\u0627\u062a \u062a\u0636\u0645\u064a\u0646 \u0627\u0644\u0643\u0644\u0645\u0627\u062a \u0628\u062a\u0631\u062c\u0645\u0629 \u0627\u0644\u0643\u0644\u0645\u0627\u062a \u0625\u0644\u0649 \u0646\u0648\u0627\u0642\u0644 \u0645\u0633\u062a\u0645\u0631\u0629 \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0623\u0628\u0639\u0627\u062f.<\/p>\n<ul>\n<li><strong>Word2Vec<\/strong>: \u064a\u0634\u062a\u0645\u0644 \u0639\u0644\u0649 \u0646\u0645\u0648\u0630\u062c\u064a\u0646 - CBOW\u060c \u0627\u0644\u0630\u064a \u064a\u062a\u0646\u0628\u0623 \u0628\u0627\u0644\u0643\u0644\u0645\u0629 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0633\u064a\u0627\u0642\u0647\u0627\u060c \u0648Skip-Gram\u060c \u0627\u0644\u0630\u064a \u064a\u0641\u0639\u0644 \u0627\u0644\u0639\u0643\u0633. \u0643\u0644\u0627\u0647\u0645\u0627 \u064a\u062a\u0636\u0645\u0646 \u0637\u0628\u0642\u0627\u062a \u0645\u062e\u0641\u064a\u0629.<\/li>\n<li><strong>\u0642\u0641\u0627\u0632<\/strong>: \u0625\u0646\u0634\u0627\u0621 \u0645\u0635\u0641\u0648\u0641\u0629 \u0627\u0644\u062a\u0648\u0627\u062c\u062f \u0627\u0644\u0645\u0634\u062a\u0631\u0643 \u0648\u062a\u062d\u0644\u064a\u0644\u0647\u0627 \u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0645\u062a\u062c\u0647\u0627\u062a \u0627\u0644\u0643\u0644\u0645\u0627\u062a.<\/li>\n<li><strong>\u0646\u0635 \u0633\u0631\u064a\u0639<\/strong>: \u064a\u0636\u064a\u0641 \u0645\u0641\u0647\u0648\u0645 \u0627\u0644\u062d\u0631\u0641 n-gram\u060c \u0648\u0628\u0627\u0644\u062a\u0627\u0644\u064a \u062a\u0645\u0643\u064a\u0646 \u062a\u0645\u062b\u064a\u0644 \u0647\u064a\u0627\u0643\u0644 \u0627\u0644\u0643\u0644\u0645\u0627\u062a \u0627\u0644\u0641\u0631\u0639\u064a\u0629.<\/li>\n<\/ul>\n<h2>\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0644\u062a\u0636\u0645\u064a\u0646 \u0627\u0644\u0643\u0644\u0645\u0627\u062a (Word2Vec\u060c GloVe\u060c FastText)<\/h2>\n<ul>\n<li><strong>\u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0644\u062a\u0648\u0633\u0639<\/strong>: \u062c\u0645\u064a\u0639 \u0627\u0644\u0637\u0631\u0642 \u0627\u0644\u062b\u0644\u0627\u062b\u0629 \u062a\u062a\u0646\u0627\u0633\u0628 \u0628\u0634\u0643\u0644 \u062c\u064a\u062f \u0645\u0639 \u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0643\u0628\u064a\u0631\u0629.<\/li>\n<li><strong>\u0627\u0644\u0639\u0644\u0627\u0642\u0627\u062a \u0627\u0644\u062f\u0644\u0627\u0644\u064a\u0629<\/strong>: \u0625\u0646\u0647\u0645 \u0642\u0627\u062f\u0631\u0648\u0646 \u0639\u0644\u0649 \u0627\u0644\u062a\u0642\u0627\u0637 \u0639\u0644\u0627\u0642\u0627\u062a \u0645\u062b\u0644 &quot;\u0627\u0644\u0631\u062c\u0644 \u0645\u0644\u0643 \u0643\u0645\u0627 \u0627\u0644\u0645\u0631\u0623\u0629 \u0645\u0644\u0643\u0629.&quot;<\/li>\n<li><strong>\u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628<\/strong>: \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0643\u0648\u0646 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0645\u0643\u062b\u0641\u064b\u0627 \u0645\u0646 \u0627\u0644\u0646\u0627\u062d\u064a\u0629 \u0627\u0644\u062d\u0633\u0627\u0628\u064a\u0629 \u0648\u0644\u0643\u0646\u0647 \u0636\u0631\u0648\u0631\u064a \u0644\u0627\u0644\u062a\u0642\u0627\u0637 \u0627\u0644\u0641\u0631\u0648\u0642 \u0627\u0644\u062f\u0642\u064a\u0642\u0629 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0627\u0644\u0645\u062c\u0627\u0644.<\/li>\n<\/ul>\n<h2>\u0623\u0646\u0648\u0627\u0639 \u062a\u0636\u0645\u064a\u0646\u0627\u062a \u0627\u0644\u0643\u0644\u0645\u0627\u062a (Word2Vec\u060c GloVe\u060c FastText)<\/h2>\n<p>\u0647\u0646\u0627\u0643 \u0623\u0646\u0648\u0627\u0639 \u0645\u062e\u062a\u0644\u0641\u0629\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643:<\/p>\n<table>\n<thead>\n<tr>\n<th><strong>\u064a\u0643\u062a\u0628<\/strong><\/th>\n<th><strong>\u0646\u0645\u0648\u0630\u062c<\/strong><\/th>\n<th><strong>\u0648\u0635\u0641<\/strong><\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u062b\u0627\u0628\u062a\u0629<\/td>\n<td>Word2Vec<\/td>\n<td>\u062a\u062f\u0631\u0628 \u0639\u0644\u0649 \u0627\u0644\u0647\u064a\u0626\u0627\u062a \u0627\u0644\u0643\u0628\u064a\u0631\u0629<\/td>\n<\/tr>\n<tr>\n<td>\u062b\u0627\u0628\u062a\u0629<\/td>\n<td>\u0642\u0641\u0627\u0632<\/td>\n<td>\u0639\u0644\u0649 \u0623\u0633\u0627\u0633 \u062d\u062f\u0648\u062b \u0643\u0644\u0645\u0629 \u0645\u0634\u062a\u0631\u0643\u0629<\/td>\n<\/tr>\n<tr>\n<td>\u0627\u0644\u0645\u062e\u0635\u0628<\/td>\n<td>\u0646\u0635 \u0633\u0631\u064a\u0639<\/td>\n<td>\u064a\u062a\u0636\u0645\u0646 \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0643\u0644\u0645\u0627\u062a \u0627\u0644\u0641\u0631\u0639\u064a\u0629<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u0637\u0631\u0642 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0636\u0645\u064a\u0646\u0627\u062a \u0627\u0644\u0643\u0644\u0645\u0627\u062a \u0648\u0627\u0644\u0645\u0634\u0643\u0644\u0627\u062a \u0648\u0627\u0644\u062d\u0644\u0648\u0644<\/h2>\n<ul>\n<li><strong>\u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645<\/strong>: \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0646\u0635\u060c \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0634\u0627\u0639\u0631\u060c \u0627\u0644\u062a\u0631\u062c\u0645\u0629\u060c \u0627\u0644\u062e.<\/li>\n<li><strong>\u0645\u0634\u0627\u0643\u0644<\/strong>: \u0642\u0636\u0627\u064a\u0627 \u0645\u062b\u0644 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0643\u0644\u0645\u0627\u062a \u062e\u0627\u0631\u062c \u0627\u0644\u0645\u0641\u0631\u062f\u0627\u062a.<\/li>\n<li><strong>\u062d\u0644\u0648\u0644<\/strong>: \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0643\u0644\u0645\u0627\u062a \u0627\u0644\u0641\u0631\u0639\u064a\u0629 \u0644\u0640 FastText\u060c \u0648\u0646\u0642\u0644 \u0627\u0644\u062a\u0639\u0644\u0645\u060c \u0648\u0645\u0627 \u0625\u0644\u0649 \u0630\u0644\u0643.<\/li>\n<\/ul>\n<h2>\u0627\u0644\u062e\u0635\u0627\u0626\u0635 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0648\u0627\u0644\u0645\u0642\u0627\u0631\u0646\u0627\u062a<\/h2>\n<p>\u0627\u0644\u0645\u0642\u0627\u0631\u0646\u0629 \u0628\u064a\u0646 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629:<\/p>\n<table>\n<thead>\n<tr>\n<th><strong>\u0645\u064a\u0632\u0629<\/strong><\/th>\n<th><strong>Word2Vec<\/strong><\/th>\n<th><strong>\u0642\u0641\u0627\u0632<\/strong><\/th>\n<th><strong>\u0646\u0635 \u0633\u0631\u064a\u0639<\/strong><\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0643\u0644\u0645\u0629 \u0627\u0644\u0641\u0631\u0639\u064a\u0629<\/td>\n<td>\u0644\u0627<\/td>\n<td>\u0644\u0627<\/td>\n<td>\u0646\u0639\u0645<\/td>\n<\/tr>\n<tr>\n<td>\u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0644\u062a\u0648\u0633\u0639<\/td>\n<td>\u0639\u0627\u0644\u064a<\/td>\n<td>\u0645\u0639\u062a\u062f\u0644<\/td>\n<td>\u0639\u0627\u0644\u064a<\/td>\n<\/tr>\n<tr>\n<td>\u062a\u0639\u0642\u064a\u062f \u0627\u0644\u062a\u062f\u0631\u064a\u0628<\/td>\n<td>\u0645\u0639\u062a\u062f\u0644<\/td>\n<td>\u0639\u0627\u0644\u064a<\/td>\n<td>\u0645\u0639\u062a\u062f\u0644<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u0648\u062c\u0647\u0627\u062a \u0646\u0638\u0631 \u0648\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644<\/h2>\n<p>\u0642\u062f \u062a\u0634\u0645\u0644 \u0627\u0644\u062a\u0637\u0648\u0631\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644\u064a\u0629 \u0645\u0627 \u064a\u0644\u064a:<\/p>\n<ul>\n<li>\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0643\u0641\u0627\u0621\u0629 \u0641\u064a \u0627\u0644\u062a\u062f\u0631\u064a\u0628.<\/li>\n<li>\u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0628\u0634\u0643\u0644 \u0623\u0641\u0636\u0644 \u0645\u0639 \u0627\u0644\u0633\u064a\u0627\u0642\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0644\u063a\u0627\u062a.<\/li>\n<li>\u0627\u0644\u062a\u0643\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629 \u0645\u062b\u0644 \u0627\u0644\u0645\u062d\u0648\u0644\u0627\u062a.<\/li>\n<\/ul>\n<h2>\u0643\u064a\u0641 \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u0645\u0639 \u062a\u0636\u0645\u064a\u0646\u0627\u062a Word (Word2Vec\u060c GloVe\u060c FastText)<\/h2>\n<p>\u064a\u0645\u0643\u0646 \u0644\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u0645\u062b\u0644 \u062a\u0644\u0643 \u0627\u0644\u062a\u064a \u064a\u0648\u0641\u0631\u0647\u0627 OneProxy \u062a\u0633\u0647\u064a\u0644 \u0645\u0647\u0627\u0645 \u062a\u0636\u0645\u064a\u0646 \u0627\u0644\u0643\u0644\u0645\u0627\u062a \u0628\u0637\u0631\u0642 \u0645\u062e\u062a\u0644\u0641\u0629:<\/p>\n<ul>\n<li>\u062a\u0639\u0632\u064a\u0632 \u0623\u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u062a\u062f\u0631\u064a\u0628.<\/li>\n<li>\u062a\u0645\u0643\u064a\u0646 \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0645\u0642\u064a\u062f\u0629 \u062c\u063a\u0631\u0627\u0641\u064a\u0627.<\/li>\n<li>\u0627\u0644\u0645\u0633\u0627\u0639\u062f\u0629 \u0641\u064a \u062a\u062c\u0631\u064a\u0641 \u0627\u0644\u0648\u064a\u0628 \u0644\u062c\u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/li>\n<\/ul>\n<h2>\u0631\u0648\u0627\u0628\u0637 \u0630\u0627\u062a \u0639\u0644\u0627\u0642\u0629<\/h2>\n<ul>\n<li><a href=\"https:\/\/papers.nips.cc\/paper\/2013\/hash\/9aa42b31882ec039965f3c4923ce901b-Abstract.html\" target=\"_new\" rel=\"noopener nofollow\">\u0648\u0631\u0642\u0629 Word2Vec<\/a><\/li>\n<li><a href=\"https:\/\/nlp.stanford.edu\/projects\/glove\/\" target=\"_new\" rel=\"noopener nofollow\">\u0645\u0634\u0631\u0648\u0639 \u0627\u0644\u0642\u0641\u0627\u0632\u0627\u062a<\/a><\/li>\n<li><a href=\"https:\/\/fasttext.cc\/\" target=\"_new\" rel=\"noopener nofollow\">\u0645\u0643\u062a\u0628\u0629 \u0627\u0644\u0646\u0635\u0648\u0635 \u0627\u0644\u0633\u0631\u064a\u0639\u0629<\/a><\/li>\n<li><a href=\"https:\/\/oneproxy.pro\/ar\/\" target=\"_new\" rel=\"noopener\">\u062e\u062f\u0645\u0627\u062a OneProxy<\/a><\/li>\n<\/ul>\n<p>\u062a\u064f\u0644\u062e\u0635 \u0647\u0630\u0647 \u0627\u0644\u0645\u0642\u0627\u0644\u0629 \u0627\u0644\u062c\u0648\u0627\u0646\u0628 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0644\u062a\u0636\u0645\u064a\u0646 \u0627\u0644\u0643\u0644\u0645\u0627\u062a\u060c \u0648\u062a\u0648\u0641\u0631 \u0631\u0624\u064a\u0629 \u0634\u0627\u0645\u0644\u0629 \u0644\u0644\u0646\u0645\u0627\u0630\u062c \u0648\u062a\u0637\u0628\u064a\u0642\u0627\u062a\u0647\u0627\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u0627\u0633\u062a\u0641\u0627\u062f\u0629 \u0645\u0646\u0647\u0627 \u0645\u0646 \u062e\u0644\u0627\u0644 \u062e\u062f\u0645\u0627\u062a \u0645\u062b\u0644 OneProxy.<\/p>","protected":false},"featured_media":0,"menu_order":0,"template":"","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"class_list":["post-479702","wiki","type-wiki","status-publish","hentry"],"acf":{"faq_title":"Frequently Asked Questions about <mark>Word Embeddings: Understanding Word2Vec, GloVe, FastText<\/mark>","faq_items":[{"question":"What are Word Embeddings, and which models are commonly used?","answer":"<p>Word embeddings are mathematical representations of words in continuous vector spaces. They translate words into numerical vectors, preserving their semantic meaning and relationships. The commonly used models for word embeddings include Word2Vec, GloVe, and FastText.<\/p>"},{"question":"How did the concept of Word Embeddings originate?","answer":"<p>The roots of word embeddings date back to the late 1980s, but the significant advancements occurred in the early 2010s with the introduction of Word2Vec by Google in 2013, GloVe by Stanford in 2014, and FastText by Facebook in 2016.<\/p>"},{"question":"What is the internal structure of Word Embeddings like Word2Vec, GloVe, FastText?","answer":"<p>The internal structures of these embeddings vary:<\/p><ul><li>Word2Vec uses two architectures called Continuous Bag of Words (CBOW) and Skip-Gram.<\/li><li>GloVe builds a co-occurrence matrix and factorizes it.<\/li><li>FastText considers subword information using character n-grams.<\/li><\/ul>"},{"question":"What are the key features of Word Embeddings?","answer":"<p>Key features include scalability, the ability to capture semantic relationships between words, and computational training requirements. They are also able to express complex relationships and analogies between words.<\/p>"},{"question":"What types of Word Embeddings exist?","answer":"<p>There are mainly static types represented by models like Word2Vec and GloVe, and enriched types like FastText that include additional information such as subword data.<\/p>"},{"question":"How can Word Embeddings be used, and what are some common problems?","answer":"<p>Word embeddings can be used in text classification, sentiment analysis, translation, and other NLP tasks. Common problems include handling out-of-vocabulary words, which can be mitigated by approaches like FastText's subword information.<\/p>"},{"question":"What are the future prospects for Word Embeddings technology?","answer":"<p>Future prospects include improved efficiency in training, better handling of multilingual contexts, and integration with more advanced models like transformers.<\/p>"},{"question":"How can proxy servers be associated with Word Embeddings?","answer":"<p>Proxy servers like those from OneProxy can enhance data security during training, enable access to geographically restricted data, and assist in web scraping for data collection related to word embeddings.<\/p>"},{"question":"Where can I find more information about Word Embeddings like Word2Vec, GloVe, FastText?","answer":"<p>You can find detailed information and resources at the following links:<\/p><ul><li><a href=\"https:\/\/papers.nips.cc\/paper\/2013\/hash\/9aa42b31882ec039965f3c4923ce901b-Abstract.html\" target=\"_new\">Word2Vec Paper<\/a><\/li><li><a href=\"https:\/\/nlp.stanford.edu\/projects\/glove\/\" target=\"_new\">GloVe Project<\/a><\/li><li><a href=\"https:\/\/fasttext.cc\/\" target=\"_new\">FastText Library<\/a><\/li><li><a href=\"https:\/\/oneproxy.pro\" target=\"_new\">OneProxy Services<\/a><\/li><\/ul>"}]},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/wiki\/479702","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/wiki"}],"about":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/types\/wiki"}],"version-history":[{"count":0,"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/wiki\/479702\/revisions"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/media?parent=479702"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}