{"id":1266,"date":"2020-09-07T07:31:44","date_gmt":"2020-09-07T07:31:44","guid":{"rendered":"http:\/\/emandai.net\/blog\/?p=1266"},"modified":"2021-09-22T08:32:47","modified_gmt":"2021-09-22T08:32:47","slug":"ung-dung-xu-ly-ngon-ngu-tu-nhien-tieng-viet-pho-bien","status":"publish","type":"post","link":"https:\/\/emandai.net\/blog\/vi\/ung-dung-xu-ly-ngon-ngu-tu-nhien-tieng-viet-pho-bien\/","title":{"rendered":"\u1ee8ng d\u1ee5ng x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean ti\u1ebfng Vi\u1ec7t ph\u1ed5 bi\u1ebfn"},"content":{"rendered":"<p><em><b>\u1ee8ng d\u1ee5ng x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean <\/b><span style=\"font-weight: 400;\">v\u00e0o th\u1ef1c t\u1ebf \u0111\u1ec3 gi\u1ea3m t\u1ea3i c\u00f4ng vi\u1ec7c cho con ng\u01b0\u1eddi, t\u1ea1o ra c\u01a1 h\u1ed9i cho c\u00e1c ng\u00e0nh ngh\u1ec1 m\u1edbi \u0111ang l\u00e0 xu h\u01b0\u1edbng c\u1ee7a c\u1ea3 th\u1ebf gi\u1edbi. T\u1ea1i Vi\u1ec7t Nam, x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean ti\u1ebfng Vi\u1ec7t c\u0169ng \u0111ang \u0111\u01b0\u1ee3c \u00e1p d\u1ee5ng r\u1ed9ng r\u00e3i v\u00e0 mang l\u1ea1i nh\u1eefng gi\u00e1 tr\u1ecb nh\u1ea5t \u0111\u1ecbnh.<\/span><\/em><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-1267 aligncenter\" src=\"http:\/\/emandai.net\/blog\/wp-content\/uploads\/2020\/09\/https___blogs-images.forbes.com_bernardmarr_files_2019_06_5-Amazing-Examples-Of-Natural-Language-Processing-NLP-In-Practice-1200x639-1.jpeg\" alt=\"\" width=\"600\" height=\"320\" srcset=\"https:\/\/emandai.net\/blog\/wp-content\/uploads\/2020\/09\/https___blogs-images.forbes.com_bernardmarr_files_2019_06_5-Amazing-Examples-Of-Natural-Language-Processing-NLP-In-Practice-1200x639-1.jpeg 1200w, https:\/\/emandai.net\/blog\/wp-content\/uploads\/2020\/09\/https___blogs-images.forbes.com_bernardmarr_files_2019_06_5-Amazing-Examples-Of-Natural-Language-Processing-NLP-In-Practice-1200x639-1-300x160.jpeg 300w, https:\/\/emandai.net\/blog\/wp-content\/uploads\/2020\/09\/https___blogs-images.forbes.com_bernardmarr_files_2019_06_5-Amazing-Examples-Of-Natural-Language-Processing-NLP-In-Practice-1200x639-1-1024x545.jpeg 1024w, https:\/\/emandai.net\/blog\/wp-content\/uploads\/2020\/09\/https___blogs-images.forbes.com_bernardmarr_files_2019_06_5-Amazing-Examples-Of-Natural-Language-Processing-NLP-In-Practice-1200x639-1-768x409.jpeg 768w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/p>\n<div id=\"toc_container\" class=\"toc_white no_bullets\"><p class=\"toc_title\">Contents<\/p><ul class=\"toc_list\"><li><a href=\"#Nhung_dieu_can_biet_ve_xu_ly_ngon_ngu_tu_nhien_NLP\"><span class=\"toc_number toc_depth_1\">1<\/span> Nh\u1eefng \u0111i\u1ec1u c\u1ea7n bi\u1ebft v\u1ec1 x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean (NLP)<\/a><\/li><li><a href=\"#Xu_ly_ngon_ngu_tu_nhien_duoc_ung_dung_nhu_the_nao_tren_the_gioi\"><span class=\"toc_number toc_depth_1\">2<\/span> X\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean \u0111\u01b0\u1ee3c \u1ee9ng d\u1ee5ng nh\u01b0 th\u1ebf n\u00e0o tr\u00ean th\u1ebf gi\u1edbi<\/a><ul><li><ul><li><a href=\"#Truy_xuat_thong_tin\"><span class=\"toc_number toc_depth_3\">2.0.1<\/span> Truy xu\u1ea5t th\u00f4ng tin<\/a><\/li><li><a href=\"#Trich_xuat_thong_tin_chon_loc\"><span class=\"toc_number toc_depth_3\">2.0.2<\/span> Tr\u00edch xu\u1ea5t th\u00f4ng tin ch\u1ecdn l\u1ecdc<\/a><\/li><li><a href=\"#Phan_hoi_cau_hoi\"><span class=\"toc_number toc_depth_3\">2.0.3<\/span> Ph\u1ea3n h\u1ed3i c\u00e2u h\u1ecfi<\/a><\/li><li><a href=\"#Tom_tat_van_ban\"><span class=\"toc_number toc_depth_3\">2.0.4<\/span> T\u00f3m t\u1eaft v\u0103n b\u1ea3n<\/a><\/li><li><a href=\"#Dich_may\"><span class=\"toc_number toc_depth_3\">2.0.5<\/span> D\u1ecbch m\u00e1y<\/a><\/li><\/ul><\/li><\/ul><\/li><li><a href=\"#Cac_ung_dung_xu_ly_ngon_ngu_tu_nhien_tieng_Viet\"><span class=\"toc_number toc_depth_1\">3<\/span> C\u00e1c \u1ee9ng d\u1ee5ng x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean ti\u1ebfng Vi\u1ec7t\u00a0<\/a><ul><li><a href=\"#Xu_ly_ngon_ngu_tu_nhien_trong_Social_Listening\"><span class=\"toc_number toc_depth_2\">3.1<\/span> X\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean trong Social Listening<\/a><\/li><li><a href=\"#Xu_ly_ngon_ngu_tu_nhien_cho_nen_tang_tao_tro_ly_ao\"><span class=\"toc_number toc_depth_2\">3.2<\/span> X\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean cho n\u1ec1n t\u1ea3ng t\u1ea1o tr\u1ee3 l\u00fd \u1ea3o<\/a><\/li><\/ul><\/li><\/ul><\/div>\n<h2><span id=\"Nhung_dieu_can_biet_ve_xu_ly_ngon_ngu_tu_nhien_NLP\"><b>Nh\u1eefng \u0111i\u1ec1u c\u1ea7n bi\u1ebft v\u1ec1 x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean (NLP)<\/b><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">X\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean (Natural Language Processing) l\u00e0 m\u1ed9t nh\u00e1nh c\u1ee7a tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o. N\u00f3 t\u1eadp trung v\u00e0o vi\u1ec7c nghi\u00ean c\u1ee9u s\u1ef1 t\u01b0\u01a1ng t\u00e1c gi\u1eefa m\u00e1y t\u00ednh v\u00e0 ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean c\u1ee7a con ng\u01b0\u1eddi. M\u1ee5c ti\u00eau c\u1ee7a x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean l\u00e0 gi\u00fap m\u00e1y t\u00ednh hi\u1ec3u v\u00e0 x\u1eed l\u00fd \u0111\u01b0\u1ee3c nh\u1eefng nhi\u1ec7m v\u1ee5 li\u00ean quan \u0111\u1ebfn ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean c\u1ee7a con ng\u01b0\u1eddi th\u01b0\u1eddng kh\u00f4ng tu\u00e2n theo m\u1ed9t quy lu\u1eadt nh\u1ea5t \u0111\u1ecbnh, k\u1ec3 c\u1ea3 v\u1ec1 m\u1eb7t ng\u1eef ph\u00e1p, ng\u00f4n t\u1eeb l\u1eabn ng\u1eef ngh\u0129a. V\u00ec th\u1ebf x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean v\u00e0 m\u1ed9t c\u00f4ng vi\u1ec7c kh\u00f3 kh\u0103n.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Th\u00f4ng th\u01b0\u1eddng, c\u00e1c nh\u00e0 nghi\u00ean c\u1ee9u ph\u1ea3i ti\u1ebfn h\u00e0nh h\u00e0ng lo\u1ea1t c\u00e1c b\u01b0\u1edbc ph\u1ee9c t\u1ea1p \u0111\u1ec3 x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean. M\u1ed7i ng\u00f4n ng\u1eef kh\u00e1c nhau s\u1ebd c\u00f3 nh\u1eefng c\u00e1ch x\u1eed l\u00fd t\u01b0\u01a1ng \u0111\u1ed1i kh\u00e1c nhau. V\u00e0 k\u1ebft qu\u1ea3 x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean c\u0169ng kh\u00f4ng gi\u1ed1ng nhau gi\u1eefa c\u00e1c ng\u00f4n ng\u1eef.<\/span><\/p>\n<h2><\/h2>\n<h2><span id=\"Xu_ly_ngon_ngu_tu_nhien_duoc_ung_dung_nhu_the_nao_tren_the_gioi\"><b>X\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean \u0111\u01b0\u1ee3c \u1ee9ng d\u1ee5ng nh\u01b0 th\u1ebf n\u00e0o tr\u00ean th\u1ebf gi\u1edbi<\/b><\/span><\/h2>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-1268\" src=\"http:\/\/emandai.net\/blog\/wp-content\/uploads\/2020\/09\/NLP-\u1ee9ng-d\u1ee5ng.jpg\" alt=\"\" width=\"600\" height=\"278\" srcset=\"https:\/\/emandai.net\/blog\/wp-content\/uploads\/2020\/09\/NLP-\u1ee9ng-d\u1ee5ng.jpg 768w, https:\/\/emandai.net\/blog\/wp-content\/uploads\/2020\/09\/NLP-\u1ee9ng-d\u1ee5ng-300x139.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/p>\n<h4><\/h4>\n<h4><span id=\"Truy_xuat_thong_tin\"><b><i>Truy xu\u1ea5t th\u00f4ng tin<\/i><\/b><\/span><\/h4>\n<p><span style=\"font-weight: 400;\">X\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean \u0111\u01b0\u1ee3c \u1ee9ng d\u1ee5ng \u0111\u1ec3 t\u00ecm ki\u1ebfm c\u00e1c t\u00e0i li\u1ec7u (th\u01b0\u1eddng l\u00e0 v\u0103n b\u1ea3n) \u0111\u1ec3 \u0111\u00e1p \u1ee9ng nhu c\u1ea7u th\u00f4ng tin t\u1eeb m\u1ed9t ngu\u1ed3n t\u1ed5ng h\u1ee3p kh\u1ed5ng l\u1ed3. Nh\u1eefng h\u1ec7 th\u1ed1ng truy xu\u1ea5t th\u00f4ng tin l\u1edbn hi\u1ec7n nay nh\u01b0 Google, Yahoo, Bing\u2026\u00a0<\/span><\/p>\n<h4><\/h4>\n<h4><span id=\"Trich_xuat_thong_tin_chon_loc\"><b><i>Tr\u00edch xu\u1ea5t th\u00f4ng tin ch\u1ecdn l\u1ecdc<\/i><\/b><\/span><\/h4>\n<p><span style=\"font-weight: 400;\">Kh\u00e1ch v\u1edbi truy xu\u1ea5t th\u00f4ng tin, tr\u00edch xu\u1ea5t th\u00f4ng tin ch\u1ec9 tr\u1ea3 v\u1ec1 ch\u00ednh x\u00e1c d\u1eef li\u1ec7u m\u00e0 ng\u01b0\u1eddi d\u00f9ng c\u1ea7n. Nh\u1eefng th\u00f4ng tin n\u00e0y th\u01b0\u1eddng l\u00e0 c\u00e1c th\u1ef1c th\u1ec3 \u0111\u01b0\u1ee3c x\u00e1c \u0111\u1ecbnh tr\u01b0\u1edbc nh\u01b0: \u0111\u1ecba \u0111i\u1ec3m, ng\u00e0y th\u00e1ng, s\u1ed1 \u0111i\u1ec7n tho\u1ea1i\u2026<\/span><\/p>\n<h4><\/h4>\n<h4><span id=\"Phan_hoi_cau_hoi\"><b><i>Ph\u1ea3n h\u1ed3i c\u00e2u h\u1ecfi<\/i><\/b><\/span><\/h4>\n<p><span style=\"font-weight: 400;\">X\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean c\u00f3 kh\u1ea3 n\u0103ng t\u1ef1 \u0111\u1ed9ng tr\u1ea3 l\u1eddi c\u00e1c c\u00e2u h\u1ecfi d\u01b0\u1edbi d\u1ea1ng ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean c\u1ee7a con ng\u01b0\u1eddi b\u1eb1ng c\u00e1ch ph\u00e2n t\u00edch \u00fd ngh\u0129a c\u00e2u h\u1ecfi v\u00e0 truy xu\u1ea5t th\u00f4ng tin t\u1eeb c\u01a1 s\u1edf d\u1eef li\u1ec7u.\u00a0<\/span><\/p>\n<h4><\/h4>\n<h4><span id=\"Tom_tat_van_ban\"><b><i>T\u00f3m t\u1eaft v\u0103n b\u1ea3n<\/i><\/b><\/span><\/h4>\n<p><span style=\"font-weight: 400;\">X\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean c\u00f3 th\u1ec3 r\u00fat g\u1ecdn n\u1ed9i dung c\u1ee7a m\u1ed9t v\u0103n b\u1ea3n, t\u00e0i li\u1ec7u th\u00e0nh m\u1ed9t b\u1ea3n t\u00f3m t\u1eaft ng\u1eafn g\u1ecdn ch\u1ec9 bao g\u1ed3m c\u00e1c n\u1ed9i dung c\u1ed1t l\u00f5i c\u1ee7a v\u0103n b\u1ea3n g\u1ed1c.<\/span><\/p>\n<h4><\/h4>\n<h4><span id=\"Dich_may\"><b><i>D\u1ecbch m\u00e1y<\/i><\/b><\/span><\/h4>\n<p><span style=\"font-weight: 400;\">M\u1ed9t \u1ee9ng d\u1ee5ng ph\u1ed5 bi\u1ebfn n\u1eefa c\u1ee7a x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean ch\u00ednh l\u00e0 d\u1ecbch m\u00e1y. \u1ee8ng d\u1ee5ng n\u00e0y \u0111\u1ec3 c\u1eadp \u0111\u1ebfn vi\u1ec7c s\u1eed d\u1ee5ng m\u00e1y t\u00ednh \u0111\u1ec3 t\u1ef1 \u0111\u1ed9ng h\u00f3a vi\u1ec7c d\u1ecbch m\u1ed9t v\u0103n b\u1ea3n, t\u00e0i li\u1ec7u t\u1eeb ng\u00f4n ng\u1eef n\u00e0y sang ng\u00f4n ng\u1eef kh\u00e1c.\u00a0<\/span><\/p>\n<h2><\/h2>\n<h2><span id=\"Cac_ung_dung_xu_ly_ngon_ngu_tu_nhien_tieng_Viet\"><b>C\u00e1c \u1ee9ng d\u1ee5ng x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean ti\u1ebfng Vi\u1ec7t\u00a0<\/b><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Qu\u00e1 tr\u00ecnh nghi\u00ean c\u1ee9u v\u00e0 k\u1ebft qu\u1ea3 x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean ti\u1ebfng Vi\u1ec7t c\u00f3 s\u1ef1 kh\u00e1c bi\u1ec7t nh\u1ea5t \u0111\u1ecbnh so v\u1edbi x\u1eed l\u00fd c\u00e1c ng\u00f4n ng\u1eef kh\u00e1c. V\u00ec th\u1ebf c\u00e1c tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean ti\u1ebfng Vi\u1ec7t c\u0169ng h\u1ea1n ch\u1ebf h\u01a1n.\u00a0<\/span><\/p>\n<h3><\/h3>\n<h3><span id=\"Xu_ly_ngon_ngu_tu_nhien_trong_Social_Listening\"><b><i>X\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean trong Social Listening<\/i><\/b><\/span><\/h3>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-1269\" src=\"http:\/\/emandai.net\/blog\/wp-content\/uploads\/2020\/09\/a1.png\" alt=\"\" width=\"600\" height=\"399\" srcset=\"https:\/\/emandai.net\/blog\/wp-content\/uploads\/2020\/09\/a1.png 803w, https:\/\/emandai.net\/blog\/wp-content\/uploads\/2020\/09\/a1-300x200.png 300w, https:\/\/emandai.net\/blog\/wp-content\/uploads\/2020\/09\/a1-768x511.png 768w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/p>\n<p><span style=\"font-weight: 400;\">Social Listening ra \u0111\u1eddi v\u1edbi m\u1ee5c \u0111\u00edch l\u1eafng nghe \u00fd ki\u1ebfn c\u1ee7a ng\u01b0\u1eddi d\u00f9ng tr\u00ean m\u1ea1ng x\u00e3 h\u1ed9i v\u1ec1 s\u1ea3n ph\u1ea9m, d\u1ecbch v\u1ee5. N\u1ec1n t\u1ea3ng Social Listening \u1ee9ng d\u1ee5ng c\u00f4ng ngh\u1ec7 x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean \u0111\u1ec3 gi\u00fap doanh nghi\u1ec7p th\u1ef1c hi\u1ec7n \u0111\u01b0\u1ee3c \u0111i\u1ec1u n\u00e0y. C\u1ee5 th\u1ec3 \u0111\u1ed9ng c\u01a1 x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean s\u1ebd thu th\u1eadp c\u00e1c b\u00ecnh lu\u1eadn, \u00fd ki\u1ebfn c\u1ee7a ng\u01b0\u1eddi d\u00f9ng v\u1ec1 s\u1ea3n ph\u1ea9m d\u1ecbch v\u1ee5 qua c\u00e1c k\u00eanh x\u00e3 h\u1ed9i nh\u01b0 Facebook, Zalo, website\u2026 Sau \u0111\u00f3 ti\u1ebfn h\u00e0nh ph\u00e2n lo\u1ea1i v\u00e0 x\u1eed l\u00fd c\u00e1c d\u1eef li\u1ec7u \u0111\u00f3. V\u1edbi m\u1ed7i b\u00e0i \u0111\u0103ng hay b\u00ecnh lu\u1eadn, x\u00e1c \u0111\u1ecbnh xem n\u00f3 l\u00e0 t\u00edch c\u1ef1c, ti\u00eau c\u1ef1c hay trung l\u1eadp. V\u00e0 ng\u01b0\u1eddi d\u00f9ng \u0111ang c\u00f3 \u00fd ki\u1ebfn v\u1ec1 kh\u00eda c\u1ea1nh n\u00e0o c\u1ee7a s\u1ea3n ph\u1ea9m.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Th\u00f4ng qua x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean, doanh nghi\u1ec7p s\u1ebd d\u1ec5 d\u00e0ng bi\u1ebft \u0111\u01b0\u1ee3c kh\u00e1ch h\u00e0ng c\u00f3 h\u00e0i l\u00f2ng v\u1ec1 s\u1ea3n ph\u1ea9m hay kh\u00f4ng. H\u1ecd \u0111ang b\u00e0n lu\u1eadn v\u1ec1 chuy\u1ec7n g\u00ec, h\u1ecd quan t\u00e2m, kh\u00f4ng quan t\u00e2m \u0111\u1ebfn \u0111i\u1ec3m n\u00e0o c\u1ee7a s\u1ea3n ph\u1ea9m.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Nh\u1eefng th\u00f4ng tin n\u00e0y s\u1ebd gi\u00fap c\u00e1c nh\u00e0 l\u00e3nh \u0111\u1ea1o hi\u1ec3u \u0111\u01b0\u1ee3c h\u00e0nh vi v\u00e0 nhu c\u1ea7u c\u1ee7a kh\u00e1ch h\u00e0ng. T\u1eeb \u0111\u00f3 c\u00f3 chi\u1ebfn l\u01b0\u1ee3c \u0111i\u1ec1u ch\u1ec9nh s\u1ea3n ph\u1ea9m\/d\u1ecbch v\u1ee5 \u0111\u00e1p \u1ee9ng nhu c\u1ea7u c\u1ee7a h\u1ecd.\u00a0<\/span><\/p>\n<h3><\/h3>\n<h3><span id=\"Xu_ly_ngon_ngu_tu_nhien_cho_nen_tang_tao_tro_ly_ao\"><b><i>X\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean cho n\u1ec1n t\u1ea3ng t\u1ea1o tr\u1ee3 l\u00fd \u1ea3o<\/i><\/b><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u1ee8ng d\u1ee5ng ph\u1ed5 bi\u1ebfn nh\u1ea5t c\u1ee7a x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean ti\u1ebfng Vi\u1ec7t l\u00e0 h\u1ed7 tr\u1ee3 x\u00e2y d\u1ef1ng c\u00e1c tr\u1ee3 l\u00fd \u1ea3o th\u00f4ng minh. Th\u00f4ng qua vi\u1ec7c ph\u00e2n t\u00edch ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean \u0111\u1ec3 hi\u1ec3u \u00fd \u0111\u1ecbnh c\u1ee7a kh\u00e1ch h\u00e0ng, tr\u1ee3 l\u00fd \u1ea3o s\u1ebd \u0111\u01b0a ra c\u00e1c ph\u1ea3n h\u1ed3i ch\u00ednh x\u00e1c h\u01a1n.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">C\u00e1c tr\u1ee3 l\u00fd \u1ea3o tr\u00ean n\u1ec1n t\u1ea3ng x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean s\u1ebd gi\u00fap gi\u1ea3i quy\u1ebft \u0111\u1ecbnh nh\u1eefng tr\u01b0\u1eddng h\u1ee3p ph\u1ee9c t\u1ea1p c\u1ee7a ng\u00f4n ng\u1eef ti\u1ebfng Vi\u1ec7t. V\u00ed d\u1ee5 nh\u01b0: c\u00e2u ph\u1ee9c, c\u00e2u ph\u1ee7 \u0111\u1ecbnh, c\u00e2u ch\u1ee9a nhi\u1ec1u th\u00f4ng tin\u2026<\/span><\/p>\n<p><span style=\"font-weight: 400;\">M\u1ee9c \u0111\u1ed9 th\u00f4ng minh c\u1ee7a c\u00e1c tr\u1ee3 l\u00fd \u1ea3o ph\u1ee5 thu\u1ed9c n\u00e0o \u0111\u1ed9ng c\u01a1 x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean c\u1ee7a c\u00e1c n\u1ec1n t\u1ea3ng t\u1ea1o tr\u1ee3 l\u00fd \u1ea3o.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Tr\u00ean \u0111\u00e2y l\u00e0 2 tr\u01b0\u1eddng h\u1ee3p <\/span><b>\u1ee9ng d\u1ee5ng x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean<\/b><span style=\"font-weight: 400;\"> ti\u1ebfng Vi\u1ec7t ph\u1ed5 bi\u1ebfn nh\u1ea5t. Hi\u1ec7n t\u1ea1i, c\u00f4ng ngh\u1ec7 n\u00e0y v\u1eabn \u0111ang \u0111\u01b0\u1ee3c c\u00e1c doanh nghi\u1ec7p nghi\u00ean c\u1ee9u \u0111\u1ec3 t\u00edch h\u1ee3p v\u00e0o quy tr\u00ecnh kinh doanh \u0111\u1ec3 gia t\u0103ng n\u0103ng l\u1ef1c c\u1ea1nh tranh.\u00a0<\/span><\/p>\n<p><a href=\"https:\/\/emandai.net\/virtual-agent-vn\/\"><i><span style=\"font-weight: 400;\">&gt;&gt; T\u00ecm hi\u1ec3u th\u00eam v\u1ec1 c\u00f4ng ngh\u1ec7 x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean c\u1ee7a EM&amp;AI.<\/span><\/i><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u1ee8ng d\u1ee5ng x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean v\u00e0o th\u1ef1c t\u1ebf \u0111\u1ec3 gi\u1ea3m t\u1ea3i c\u00f4ng&#8230;<\/p>\n","protected":false},"author":2,"featured_media":1295,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[104,108],"tags":[],"_links":{"self":[{"href":"https:\/\/emandai.net\/blog\/wp-json\/wp\/v2\/posts\/1266"}],"collection":[{"href":"https:\/\/emandai.net\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/emandai.net\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/emandai.net\/blog\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/emandai.net\/blog\/wp-json\/wp\/v2\/comments?post=1266"}],"version-history":[{"count":2,"href":"https:\/\/emandai.net\/blog\/wp-json\/wp\/v2\/posts\/1266\/revisions"}],"predecessor-version":[{"id":1271,"href":"https:\/\/emandai.net\/blog\/wp-json\/wp\/v2\/posts\/1266\/revisions\/1271"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/emandai.net\/blog\/wp-json\/wp\/v2\/media\/1295"}],"wp:attachment":[{"href":"https:\/\/emandai.net\/blog\/wp-json\/wp\/v2\/media?parent=1266"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/emandai.net\/blog\/wp-json\/wp\/v2\/categories?post=1266"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/emandai.net\/blog\/wp-json\/wp\/v2\/tags?post=1266"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}