{"id":21970,"date":"2026-07-07T15:24:39","date_gmt":"2026-07-07T08:24:39","guid":{"rendered":"https:\/\/bell24vietnam.vn\/?p=21970"},"modified":"2026-07-07T15:24:39","modified_gmt":"2026-07-07T08:24:39","slug":"data-annotation","status":"publish","type":"post","link":"https:\/\/bell24vietnam.vn\/en\/knowledge\/data-annotation\/","title":{"rendered":"Data Annotation l\u00e0 g\u00ec? \u1ee8ng d\u1ee5ng v\u00e0 ti\u00eau ch\u00ed ch\u1ecdn \u0111\u1ed1i t\u00e1c"},"content":{"rendered":"<p>M\u1ed9t m\u00f4 h\u00ecnh AI d\u00f9 \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf tinh vi \u0111\u1ebfn \u0111\u00e2u c\u0169ng kh\u00f4ng th\u1ec3 v\u1eadn h\u00e0nh ch\u00ednh x\u00e1c n\u1ebfu d\u1eef li\u1ec7u \u0111\u1ea7u v\u00e0o kh\u00f4ng \u0111\u01b0\u1ee3c x\u1eed l\u00fd \u0111\u00fang c\u00e1ch. Tr\u01b0\u1edbc khi thu\u1eadt to\u00e1n h\u1ecdc \u0111\u01b0\u1ee3c c\u00e1ch nh\u1eadn di\u1ec7n h\u00ecnh \u1ea3nh hay x\u00e1c \u0111\u1ecbnh ng\u1eef c\u1ea3nh, d\u1eef li\u1ec7u th\u00f4 ph\u1ea3i tr\u1ea3i qua m\u1ed9t b\u01b0\u1edbc trung gian b\u1eaft bu\u1ed9c: <strong>g\u00e1n nh\u00e3n<\/strong>. \u0110\u00e2y ch\u00ednh l\u00e0 data annotation, c\u00f4ng \u0111o\u1ea1n quy\u1ebft \u0111\u1ecbnh tr\u1ef1c ti\u1ebfp \u0111\u1ebfn \u0111\u1ed9 ch\u00ednh x\u00e1c c\u1ee7a m\u00f4 h\u00ecnh.<\/p>\n<blockquote><p>Theo Grand View Research, quy m\u00f4 th\u1ecb tr\u01b0\u1eddng data annotation to\u00e0n c\u1ea7u \u0111\u01b0\u1ee3c d\u1ef1 b\u00e1o v\u01b0\u1ee3t 12 t\u1ef7 USD v\u00e0o n\u0103m 2032, ph\u1ea3n \u00e1nh nhu c\u1ea7u ng\u00e0y c\u00e0ng l\u1edbn khi c\u00e1c doanh nghi\u1ec7p \u0111\u1ea9y m\u1ea1nh \u1ee9ng d\u1ee5ng AI v\u00e0o v\u1eadn h\u00e0nh.<\/p><\/blockquote>\n<p><img fetchpriority=\"high\" decoding=\"async\" class=\"aligncenter wp-image-21481 size-full\" src=\"https:\/\/bell24vietnam.vn\/wp-content\/uploads\/2025\/12\/data-labeling-la-gi.jpg\" alt=\"data labeling la gi\" width=\"800\" height=\"466\" srcset=\"https:\/\/bell24vietnam.vn\/wp-content\/uploads\/2025\/12\/data-labeling-la-gi.jpg 800w, https:\/\/bell24vietnam.vn\/wp-content\/uploads\/2025\/12\/data-labeling-la-gi-300x175.jpg 300w, https:\/\/bell24vietnam.vn\/wp-content\/uploads\/2025\/12\/data-labeling-la-gi-768x447.jpg 768w, https:\/\/bell24vietnam.vn\/wp-content\/uploads\/2025\/12\/data-labeling-la-gi-18x10.jpg 18w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><\/p>\n<h2>Data annotation l\u00e0 g\u00ec?<\/h2>\n<p>Data annotation (g\u00e1n nh\u00e3n v\u00e0 ch\u00fa th\u00edch d\u1eef li\u1ec7u) l\u00e0 qu\u00e1 tr\u00ecnh th\u00eam nh\u00e3n, ch\u00fa th\u00edch ho\u1eb7c si\u00eau d\u1eef li\u1ec7u (metadata) v\u00e0o d\u1eef li\u1ec7u th\u00f4 nh\u01b0 v\u0103n b\u1ea3n, h\u00ecnh \u1ea3nh, \u00e2m thanh ho\u1eb7c video, gi\u00fap m\u00f4 h\u00ecnh AI v\u00e0 machine learning hi\u1ec3u v\u00e0 h\u1ecdc \u0111\u01b0\u1ee3c t\u1eeb d\u1eef li\u1ec7u \u0111\u00f3. Nh\u1edd d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c g\u00e1n nh\u00e3n, h\u1ec7 th\u1ed1ng c\u00f3 th\u1ec3 nh\u1eadn di\u1ec7n \u0111\u1ed1i t\u01b0\u1ee3ng, ph\u00e2n lo\u1ea1i th\u00f4ng tin, ph\u00e1t hi\u1ec7n c\u1ea3m x\u00fac ho\u1eb7c d\u1ef1 \u0111o\u00e1n h\u00e0nh vi, t\u00f9y theo m\u1ee5c ti\u00eau hu\u1ea5n luy\u1ec7n.<\/p>\n<p>V\u1ec1 b\u1ea3n ch\u1ea5t, \u0111\u00e2y l\u00e0 b\u01b0\u1edbc chuy\u1ec3n \u0111\u1ed5i d\u1eef li\u1ec7u ch\u01b0a c\u00f3 c\u1ea5u tr\u00fac th\u00e0nh d\u1eef li\u1ec7u c\u00f3 c\u1ea5u tr\u00fac m\u00e0 m\u00e1y m\u00f3c c\u00f3 th\u1ec3 x\u1eed l\u00fd. Ch\u1ea5t l\u01b0\u1ee3ng c\u1ee7a b\u01b0\u1edbc n\u00e0y \u1ea3nh h\u01b0\u1edfng tr\u1ef1c ti\u1ebfp \u0111\u1ebfn \u0111\u1ed9 ch\u00ednh x\u00e1c v\u00e0 \u0111\u1ed9 tin c\u1eady c\u1ee7a m\u00f4 h\u00ecnh AI khi \u0111\u01b0a v\u00e0o v\u1eadn h\u00e0nh th\u1ef1c t\u1ebf. M\u1ed9t t\u1eadp d\u1eef li\u1ec7u g\u00e1n nh\u00e3n sai ho\u1eb7c thi\u1ebfu nh\u1ea5t qu\u00e1n c\u00f3 th\u1ec3 khi\u1ebfn m\u00f4 h\u00ecnh h\u1ecdc sai l\u1ec7ch, d\u1eabn \u0111\u1ebfn k\u1ebft qu\u1ea3 d\u1ef1 \u0111o\u00e1n kh\u00f4ng \u0111\u00e1ng tin c\u1eady d\u00f9 thu\u1eadt to\u00e1n c\u00f3 t\u1ed1i \u01b0u \u0111\u1ebfn \u0111\u00e2u.<\/p>\n<p>Doanh nghi\u1ec7p c\u00f3 th\u1ec3 t\u00ecm hi\u1ec3u s\u00e2u h\u01a1n v\u1ec1 quy tr\u00ecnh v\u00e0 ph\u01b0\u01a1ng ph\u00e1p th\u1ef1c hi\u1ec7n trong b\u00e0i <a href=\"https:\/\/bell24vietnam.vn\/en\/knowledge\/data-labeling-la-gi\/\">Data Labeling l\u00e0 g\u00ec? Quy tr\u00ecnh v\u00e0 ph\u01b0\u01a1ng ph\u00e1p th\u1ef1c hi\u1ec7n<\/a>.<\/p>\n<h2>C\u00e1c lo\u1ea1i d\u1eef li\u1ec7u annotation<\/h2>\n<p>M\u1ed7i lo\u1ea1i d\u1eef li\u1ec7u ph\u00f9 h\u1ee3p v\u1edbi m\u1ed9t nh\u00f3m b\u00e0i to\u00e1n AI kh\u00e1c nhau. Vi\u1ec7c x\u00e1c \u0111\u1ecbnh \u0111\u00fang lo\u1ea1i d\u1eef li\u1ec7u c\u1ea7n g\u00e1n nh\u00e3n ngay t\u1eeb \u0111\u1ea7u gi\u00fap doanh nghi\u1ec7p ti\u1ebft ki\u1ec7m th\u1eddi gian v\u00e0 chi ph\u00ed tri\u1ec3n khai.<\/p>\n<h3>Text annotation<\/h3>\n<p>Text annotation l\u00e0 qu\u00e1 tr\u00ecnh g\u00e1n nh\u00e3n c\u00e1c th\u00e0nh ph\u1ea7n trong v\u0103n b\u1ea3n nh\u01b0 th\u1ef1c th\u1ec3, \u00fd \u0111\u1ecbnh, c\u1ea3m x\u00fac ho\u1eb7c m\u1ed1i quan h\u1ec7 ng\u1eef ngh\u0129a, ph\u1ee5c v\u1ee5 c\u00e1c m\u00f4 h\u00ecnh x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean (NLP).<\/p>\n<p>Text annotation \u0111\u01b0\u1ee3c \u1ee9ng d\u1ee5ng ph\u1ed5 bi\u1ebfn trong ng\u00e0nh b\u00e1n l\u1ebb v\u00e0 th\u01b0\u01a1ng m\u1ea1i \u0111i\u1ec7n t\u1eed \u0111\u1ec3:<\/p>\n<ul>\n<li>G\u00e1n nh\u00e3n ph\u1ea3n h\u1ed3i kh\u00e1ch h\u00e0ng \u0111\u1ec3 ph\u00e2n t\u00edch c\u1ea3m x\u00fac (sentiment analysis)<\/li>\n<li>Hu\u1ea5n luy\u1ec7n chatbot hi\u1ec3u \u0111\u00fang c\u00e2u h\u1ecfi v\u00e0 t\u1ef1 \u0111\u1ed9ng ph\u00e2n lo\u1ea1i y\u00eau c\u1ea7u h\u1ed7 tr\u1ee3 theo m\u1ee9c \u0111\u1ed9 \u01b0u ti\u00ean.<\/li>\n<\/ul>\n<h3>Image annotation<\/h3>\n<p>Image annotation l\u00e0 vi\u1ec7c \u0111\u00e1nh d\u1ea5u, khoanh v\u00f9ng ho\u1eb7c g\u1eafn nh\u00e3n \u0111\u1ed1i t\u01b0\u1ee3ng trong h\u00ecnh \u1ea3nh \u0111\u1ec3 m\u00f4 h\u00ecnh nh\u1eadn di\u1ec7n ch\u00ednh x\u00e1c v\u1ecb tr\u00ed, lo\u1ea1i v\u00e0 \u0111\u1eb7c \u0111i\u1ec3m c\u1ee7a \u0111\u1ed1i t\u01b0\u1ee3ng \u0111\u00f3.<\/p>\n<p><img decoding=\"async\" class=\"size-full wp-image-18617\" src=\"https:\/\/bell24vietnam.vn\/wp-content\/uploads\/2024\/08\/data-labeling.webp\" alt=\"data-labeling\" width=\"1920\" height=\"1280\" \/><\/p>\n<p>Image annotation \u0111\u01b0\u1ee3c \u1ee9ng d\u1ee5ng ph\u1ed5 bi\u1ebfn trong ng\u00e0nh b\u00e1n l\u1ebb, logistics, y t\u1ebf v\u00e0 s\u1ea3n xu\u1ea5t:<\/p>\n<ul>\n<li>Nh\u1eadn di\u1ec7n s\u1ea3n ph\u1ea9m tr\u00ean k\u1ec7 h\u00e0ng<\/li>\n<li>\u0110\u1ebfm v\u00e0 ph\u00e2n lo\u1ea1i h\u00e0ng h\u00f3a trong kho<\/li>\n<li>Ki\u1ec3m tra l\u1ed7i tr\u00ean d\u00e2y chuy\u1ec1n s\u1ea3n xu\u1ea5t b\u1eb1ng camera AI.<\/li>\n<li>Nh\u1eadn di\u1ec7n lo\u1ea1i t\u1ebf b\u00e0o, kh\u1ed1i u, ch\u1ea9n \u0111o\u00e1n b\u1ec7nh trong y t\u1ebf.<\/li>\n<\/ul>\n<h3>Audio annotation<\/h3>\n<p>Audio annotation l\u00e0 qu\u00e1 tr\u00ecnh g\u00e1n nh\u00e3n c\u00e1c \u0111o\u1ea1n \u00e2m thanh, bao g\u1ed3m phi\u00ean \u00e2m l\u1eddi n\u00f3i, x\u00e1c \u0111\u1ecbnh ng\u01b0\u1eddi n\u00f3i, ng\u00f4n ng\u1eef, c\u1ea3m x\u00fac ho\u1eb7c c\u00e1c y\u1ebfu t\u1ed1 phi ng\u00f4n ng\u1eef nh\u01b0 ti\u1ebfng \u1ed3n n\u1ec1n.<\/p>\n<p>\u0110\u00e2y l\u00e0 lo\u1ea1i d\u1eef li\u1ec7u c\u00f3 li\u00ean h\u1ec7 tr\u1ef1c ti\u1ebfp v\u1edbi l\u0129nh v\u1ef1c Contact Center v\u00e0 ch\u0103m s\u00f3c kh\u00e1ch h\u00e0ng:<\/p>\n<ul>\n<li>C\u00e1c cu\u1ed9c g\u1ecdi \u0111\u01b0\u1ee3c g\u00e1n nh\u00e3n theo t\u1eeb kh\u00f3a khi\u1ebfu n\u1ea1i, m\u1ee9c \u0111\u1ed9 h\u00e0i l\u00f2ng ho\u1eb7c c\u1ea3m x\u00fac kh\u00e1ch h\u00e0ng gi\u00fap doanh nghi\u1ec7p \u0111\u00e1nh gi\u00e1 ch\u1ea5t l\u01b0\u1ee3ng d\u1ecbch v\u1ee5, r\u00fat ng\u1eafn th\u1eddi gian x\u1eed l\u00fd ph\u1ea3n h\u1ed3i v\u00e0 \u0111\u00e0o t\u1ea1o nh\u00e2n vi\u00ean t\u1ed5ng \u0111\u00e0i hi\u1ec7u qu\u1ea3 h\u01a1n.<\/li>\n<\/ul>\n<h3>Video annotation<\/h3>\n<p>Video annotation l\u00e0 vi\u1ec7c g\u00e1n nh\u00e3n \u1edf c\u1ea5p \u0111\u1ed9 khung h\u00ecnh \u0111\u1ec3 theo d\u00f5i chuy\u1ec3n \u0111\u1ed9ng c\u1ee7a \u0111\u1ed1i t\u01b0\u1ee3ng ho\u1eb7c b\u1ed5 sung th\u00f4ng tin m\u00f4 t\u1ea3 cho video theo th\u1eddi gian th\u1ef1c.<\/p>\n<p>Video annotation \u0111\u01b0\u1ee3c \u1ee9ng d\u1ee5ng ph\u1ed5 bi\u1ebfn trong ng\u00e0nh qu\u1ea3n l\u00fd giao th\u00f4ng, b\u00e1n l\u1ebb v\u00e0 s\u1ea3n xu\u1ea5t:<\/p>\n<ul>\n<li>Gi\u00e1m s\u00e1t t\u00ecnh tr\u1ea1ng an ninh, giao th\u00f4ng<\/li>\n<li>Ph\u00e2n t\u00edch h\u00e0nh vi kh\u00e1ch h\u00e0ng t\u1ea1i \u0111i\u1ec3m b\u00e1n<\/li>\n<li>Theo d\u00f5i quy tr\u00ecnh v\u1eadn h\u00e0nh tr\u00ean d\u00e2y chuy\u1ec1n.<\/li>\n<\/ul>\n<h2>V\u00ec sao nhi\u1ec1u doanh nghi\u1ec7p ch\u1ecdn thu\u00ea ngo\u00e0i data annotation?<\/h2>\n<p>M\u1ed9t d\u1ef1 \u00e1n g\u00e1n nh\u00e3n d\u1eef li\u1ec7u th\u01b0\u1eddng c\u00f3 kh\u1ed1i l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c v\u00e0 quy m\u00f4 nh\u00e2n s\u1ef1 r\u1ea5t l\u1edbn, \u0111i\u1ec1u n\u00e0y \u0111\u00f2i h\u1ecfi ngu\u1ed3n nh\u00e2n l\u1ef1c \u0111\u00f4ng \u0111\u1ea3o, quy tr\u00ecnh ki\u1ec3m so\u00e1t ch\u1ea5t l\u01b0\u1ee3ng ch\u1eb7t ch\u1ebd, nh\u1eefng y\u1ebfu t\u1ed1 m\u00e0 kh\u00f4ng ph\u1ea3i doanh nghi\u1ec7p n\u00e0o c\u0169ng s\u1eb5n s\u00e0ng \u0111\u1ea7u t\u01b0 n\u1ed9i b\u1ed9.<\/p>\n<p>X\u00e2y d\u1ef1ng m\u1ed9t \u0111\u1ed9i ng\u0169 annotation in-house \u0111\u1ed3ng ngh\u0129a v\u1edbi vi\u1ec7c ph\u1ea3i tuy\u1ec3n d\u1ee5ng, \u0111\u00e0o t\u1ea1o v\u00e0 duy tr\u00ec nh\u00e2n s\u1ef1 cho m\u1ed9t c\u00f4ng \u0111o\u1ea1n kh\u00f4ng thu\u1ed9c n\u0103ng l\u1ef1c c\u1ed1t l\u00f5i c\u1ee7a doanh nghi\u1ec7p.<\/p>\n<p>\u0110\u00e2y l\u00e0 l\u00fd do nhu c\u1ea7u thu\u00ea ngo\u00e0i data annotation t\u0103ng tr\u01b0\u1edfng nhanh tr\u00ean to\u00e0n c\u1ea7u, \u0111\u1eb7c bi\u1ec7t t\u1eeb c\u00e1c doanh nghi\u1ec7p t\u1ea1i Trung Qu\u1ed1c, B\u1eafc M\u1ef9 v\u00e0 ch\u00e2u \u00c2u t\u00ecm ki\u1ebfm gi\u1ea3i ph\u00e1p t\u1ed1i \u01b0u chi ph\u00ed m\u00e0 v\u1eabn \u0111\u1ea3m b\u1ea3o ch\u1ea5t l\u01b0\u1ee3ng d\u1eef li\u1ec7u. Vi\u1ec7c l\u1ef1a ch\u1ecdn thu\u00ea ngo\u00e0i gi\u00fap doanh nghi\u1ec7p:<\/p>\n<ul>\n<li>Chuy\u1ec3n chi ph\u00ed c\u1ed1 \u0111\u1ecbnh (tuy\u1ec3n d\u1ee5ng, \u0111\u00e0o t\u1ea1o, h\u1ea1 t\u1ea7ng) th\u00e0nh chi ph\u00ed bi\u1ebfn \u0111\u1ed5i theo quy m\u00f4 d\u1ef1 \u00e1n<\/li>\n<li>R\u00fat ng\u1eafn th\u1eddi gian tri\u1ec3n khai nh\u1edd \u0111\u1ed9i ng\u0169 annotator c\u00f3 s\u1eb5n kinh nghi\u1ec7m<\/li>\n<li>T\u1eadp trung ngu\u1ed3n l\u1ef1c n\u1ed9i b\u1ed9 v\u00e0o ph\u00e1t tri\u1ec3n m\u00f4 h\u00ecnh AI thay v\u00ec qu\u1ea3n l\u00fd quy tr\u00ecnh g\u00e1n nh\u00e3n<\/li>\n<li>D\u1ec5 d\u00e0ng m\u1edf r\u1ed9ng ho\u1eb7c thu h\u1eb9p quy m\u00f4 \u0111\u1ed9i ng\u0169 theo ti\u1ebfn \u0111\u1ed9 d\u1ef1 \u00e1n<\/li>\n<\/ul>\n<h2>V\u00ec sao Vi\u1ec7t Nam l\u00e0 \u0111i\u1ec3m \u0111\u1ebfn h\u1ea5p d\u1eabn cho data annotation?<\/h2>\n<p>Trong th\u1eddi k\u1ef3 AI b\u00f9ng n\u1ed7, Vi\u1ec7t Nam \u0111ang n\u1ed5i l\u00ean nh\u01b0 m\u1ed9t trong nh\u1eefng \u0111i\u1ec3m \u0111\u1ebfn <a href=\"https:\/\/bell24vietnam.vn\/en\/data-annotation-services\/\">outsourcing data annotation<\/a> \u0111\u01b0\u1ee3c \u01b0u ti\u00ean t\u1ea1i khu v\u1ef1c Ch\u00e2u \u00c1, nh\u1edd k\u1ebft h\u1ee3p gi\u1eefa chi ph\u00ed c\u1ea1nh tranh, ngu\u1ed3n nh\u00e2n l\u1ef1c k\u1ef9 thu\u1eadt v\u00e0 ch\u00ednh s\u00e1ch h\u1ed7 tr\u1ee3 t\u1eeb nh\u00e0 n\u01b0\u1edbc.<\/p>\n<p><img decoding=\"async\" class=\"aligncenter wp-image-21553 size-full\" src=\"https:\/\/bell24vietnam.vn\/wp-content\/uploads\/2025\/12\/Data-Annotation-company-in-Vietnam.jpg\" alt=\"Data Annotation company in Vietnam\" width=\"1200\" height=\"725\" srcset=\"https:\/\/bell24vietnam.vn\/wp-content\/uploads\/2025\/12\/Data-Annotation-company-in-Vietnam.jpg 1200w, https:\/\/bell24vietnam.vn\/wp-content\/uploads\/2025\/12\/Data-Annotation-company-in-Vietnam-300x181.jpg 300w, https:\/\/bell24vietnam.vn\/wp-content\/uploads\/2025\/12\/Data-Annotation-company-in-Vietnam-1024x619.jpg 1024w, https:\/\/bell24vietnam.vn\/wp-content\/uploads\/2025\/12\/Data-Annotation-company-in-Vietnam-768x464.jpg 768w, https:\/\/bell24vietnam.vn\/wp-content\/uploads\/2025\/12\/Data-Annotation-company-in-Vietnam-18x12.jpg 18w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" \/><\/p>\n<p><strong>V\u1ec1 nh\u00e2n l\u1ef1c<\/strong>, Vi\u1ec7t Nam hi\u1ec7n c\u00f3 h\u01a1n 650.000 k\u1ef9 s\u01b0 CNTT, c\u00f9ng kho\u1ea3ng 50.000 sinh vi\u00ean t\u1ed1t nghi\u1ec7p ng\u00e0nh CNTT m\u1ed7i n\u0103m.<\/p>\n<p><strong>V\u1ec1 chi ph\u00ed<\/strong>, v\u1edbi c\u00e1c d\u1ef1 \u00e1n c\u1ea7n huy \u0111\u1ed9ng s\u1ed1 l\u01b0\u1ee3ng l\u1edbn annotator, doanh nghi\u1ec7p c\u00f3 th\u1ec3 ti\u1ebft ki\u1ec7m 70 \u0111\u1ebfn 80% chi ph\u00ed so v\u1edbi v\u1eadn h\u00e0nh t\u1ea1i th\u1ecb tr\u01b0\u1eddng M\u1ef9, trong khi v\u1eabn duy tr\u00ec t\u1ef7 l\u1ec7 ch\u00ednh x\u00e1c tr\u00ean 99%. M\u00fai gi\u1edd GMT+7 c\u0169ng t\u1ea1o thu\u1eadn l\u1ee3i cho vi\u1ec7c ph\u1ed1i h\u1ee3p v\u1edbi c\u00e1c doanh nghi\u1ec7p kh\u00e1ch h\u00e0ng t\u1ea1i th\u1ecb tr\u01b0\u1eddng ph\u01b0\u01a1ng T\u00e2y.<\/p>\n<p>B\u00ean c\u1ea1nh \u0111\u00f3, \u0111\u1ecbnh h\u01b0\u1edbng ph\u00e1t tri\u1ec3n AI \u0111\u01b0\u1ee3c x\u00e1c \u0111\u1ecbnh l\u00e0 \u01b0u ti\u00ean qu\u1ed1c gia, v\u1edbi c\u00e1c ch\u00ednh s\u00e1ch h\u1ed7 tr\u1ee3 tr\u1ef1c ti\u1ebfp cho l\u0129nh v\u1ef1c d\u1eef li\u1ec7u v\u00e0 AI, t\u1ea1o \u0111i\u1ec1u ki\u1ec7n thu\u1eadn l\u1ee3i cho c\u00e1c doanh nghi\u1ec7p cung c\u1ea5p d\u1ecbch v\u1ee5 annotation m\u1edf r\u1ed9ng n\u0103ng l\u1ef1c. S\u1ef1 k\u1ebft h\u1ee3p gi\u1eefa ngu\u1ed3n l\u1ef1c, chi ph\u00ed v\u00e0 ch\u00ednh s\u00e1ch khi\u1ebfn Vi\u1ec7t Nam tr\u1edf th\u00e0nh l\u1ef1a ch\u1ecdn ng\u00e0y c\u00e0ng ph\u1ed5 bi\u1ebfn, kh\u00f4ng ch\u1ec9 v\u1edbi doanh nghi\u1ec7p n\u01b0\u1edbc ngo\u00e0i m\u00e0 c\u1ea3 doanh nghi\u1ec7p trong n\u01b0\u1edbc \u0111ang tri\u1ec3n khai c\u00e1c d\u1ef1 \u00e1n AI cho th\u1ecb tr\u01b0\u1eddng n\u1ed9i \u0111\u1ecba.<\/p>\n<h2>C\u00e1c ti\u00eau ch\u00ed ch\u1ecdn \u0111\u1ed1i t\u00e1c data annotation<\/h2>\n<p>B\u00ean c\u1ea1nh s\u1ef1 b\u00f9ng n\u1ed7 c\u1ee7a c\u00e1c d\u1ecbch v\u1ee5 AI, song kh\u00f4ng ph\u1ea3i \u0111\u1ed1i t\u00e1c annotation n\u00e0o c\u0169ng \u0111\u00e1p \u1ee9ng \u0111\u01b0\u1ee3c y\u00eau c\u1ea7u v\u1ec1 ch\u1ea5t l\u01b0\u1ee3ng v\u00e0 b\u1ea3o m\u1eadt d\u1eef li\u1ec7u \u1edf quy m\u00f4 doanh nghi\u1ec7p. Khi \u0111\u00e1nh gi\u00e1 v\u00e0 l\u1ef1a ch\u1ecdn, doanh nghi\u1ec7p n\u00ean xem x\u00e9t c\u00e1c ti\u00eau ch\u00ed sau:<\/p>\n<p><strong>N\u0103ng l\u1ef1c b\u1ea3o m\u1eadt d\u1eef li\u1ec7u.<\/strong> \u0110\u00e2y l\u00e0 \u01b0u ti\u00ean h\u00e0ng \u0111\u00e2u, v\u00ec d\u1eef li\u1ec7u hu\u1ea5n luy\u1ec7n AI th\u01b0\u1eddng g\u1eafn v\u1edbi th\u00f4ng tin kh\u00e1ch h\u00e0ng ho\u1eb7c d\u1eef li\u1ec7u n\u1ed9i b\u1ed9 nh\u1ea1y c\u1ea3m. \u0110\u1ed1i t\u00e1c n\u00ean c\u00f3 <a href=\"https:\/\/bell24vietnam.vn\/en\/van-hanh\/bellsystem24-vietnam-receives-iso-iec-270012022-certification-for-information-security\/\">ch\u1ee9ng ch\u1ec9 b\u1ea3o m\u1eadt qu\u1ed1c t\u1ebf nh\u01b0 ISO\/IEC 27001<\/a>, c\u00f9ng ch\u00ednh s\u00e1ch ph\u00e2n quy\u1ec1n truy c\u1eadp r\u00f5 r\u00e0ng theo t\u1eebng d\u1ef1 \u00e1n.<\/p>\n<p><strong>Quy tr\u00ecnh ki\u1ec3m so\u00e1t ch\u1ea5t l\u01b0\u1ee3ng.<\/strong> \u0110\u1ed1i t\u00e1c c\u1ea7n c\u00f3 quy tr\u00ecnh review v\u00e0 validation nh\u00e3n r\u00f5 r\u00e0ng, v\u1edbi t\u1ef7 l\u1ec7 l\u1ed7i (error rate) \u0111\u01b0\u1ee3c \u0111o l\u01b0\u1eddng v\u00e0 b\u00e1o c\u00e1o minh b\u1ea1ch, m\u1ecdi cam k\u1ebft \u0111\u01b0\u1ee3c \u0111o l\u01b0\u1eddng b\u1eb1ng ch\u1ec9 s\u1ed1 th\u1ecfa thu\u1eadn tr\u00ean h\u1ee3p \u0111\u1ed3ng, thay v\u00ec ch\u1ec9 cam k\u1ebft chung chung v\u1ec1 \u0111\u1ed9 ch\u00ednh x\u00e1c.<\/p>\n<p><strong>Kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng quy m\u00f4.<\/strong> D\u1ef1 \u00e1n AI th\u01b0\u1eddng thay \u0111\u1ed5i kh\u1ed1i l\u01b0\u1ee3ng d\u1eef li\u1ec7u theo t\u1eebng giai \u0111o\u1ea1n. \u0110\u1ed1i t\u00e1c c\u1ea7n c\u00f3 n\u0103ng l\u1ef1c tuy\u1ec3n d\u1ee5ng v\u00e0 \u0111\u00e0o t\u1ea1o nh\u00e2n s\u1ef1 nhanh \u0111\u1ec3 \u0111\u00e1p \u1ee9ng khi kh\u1ed1i l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c t\u0103ng \u0111\u1ed9t bi\u1ebfn, ho\u1eb7c c\u1eaft gi\u1ea3m nhanh ch\u00f3ng trong th\u1eddi gian th\u1ea5p \u0111i\u1ec3m m\u00e0 kh\u00f4ng l\u00e0m \u1ea3nh h\u01b0\u1edfng \u0111\u1ebfn ti\u1ebfn \u0111\u1ed9 ho\u1eb7c ch\u1ea5t l\u01b0\u1ee3ng.<\/p>\n<p><strong>Kinh nghi\u1ec7m v\u1eadn h\u00e0nh chuy\u00ean ng\u00e0nh.<\/strong> M\u1ed7i ng\u00e0nh c\u00f3 y\u00eau c\u1ea7u g\u00e1n nh\u00e3n kh\u00e1c nhau, t\u1eeb d\u1eef li\u1ec7u h\u00ecnh \u1ea3nh s\u1ea3n ph\u1ea9m trong b\u00e1n l\u1ebb \u0111\u1ebfn d\u1eef li\u1ec7u y t\u1ebf ho\u1eb7c d\u1eef li\u1ec7u h\u1ed9i tho\u1ea1i trong ch\u0103m s\u00f3c kh\u00e1ch h\u00e0ng. \u0110\u1ed1i t\u00e1c c\u00f3 kinh nghi\u1ec7m tri\u1ec3n khai chuy\u00ean tr\u00e1ch cho l\u0129nh v\u1ef1c s\u1ebd hi\u1ec3u r\u00f5 h\u01a1n ng\u1eef c\u1ea3nh v\u00e0 ti\u00eau chu\u1ea9n g\u00e1n nh\u00e3n ph\u00f9 h\u1ee3p cho t\u1eebng lo\u1ea1i d\u1eef li\u1ec7u.<\/p>\n<p><strong>Kh\u1ea3 n\u0103ng t\u00edch h\u1ee3p c\u00f4ng ngh\u1ec7.<\/strong> \u0110\u1ed1i t\u00e1c l\u00fd t\u01b0\u1edfng l\u00e0 \u0111\u1ed1i t\u00e1c c\u00f3 n\u1ec1n t\u1ea3ng ho\u1eb7c c\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3 quy tr\u00ecnh annotation, gi\u00fap \u0111\u1ed3ng b\u1ed9 h\u00f3a d\u1eef li\u1ec7u gi\u1eefa c\u00e1c b\u00ean, qu\u1ea3n l\u00fd ti\u1ebfn \u0111\u1ed9 v\u00e0 b\u00e1o c\u00e1o theo th\u1eddi gian th\u1ef1c, gi\u00fap doanh nghi\u1ec7p gi\u00e1m s\u00e1t d\u1ef1 \u00e1n minh b\u1ea1ch thay v\u00ec ph\u1ee5 thu\u1ed9c ho\u00e0n to\u00e0n v\u00e0o b\u00e1o c\u00e1o th\u1ee7 c\u00f4ng.<\/p>\n<h2>Conclusion<\/h2>\n<p>Data annotation l\u00e0 b\u01b0\u1edbc n\u1ec1n t\u1ea3ng quy\u1ebft \u0111\u1ecbnh \u0111\u1ed9 ch\u00ednh x\u00e1c c\u1ee7a m\u1ecdi m\u00f4 h\u00ecnh AI, nh\u01b0ng \u0111\u1ed3ng th\u1eddi c\u0169ng l\u00e0 c\u00f4ng \u0111o\u1ea1n t\u1ed1n nhi\u1ec1u ngu\u1ed3n l\u1ef1c nh\u1ea5t n\u1ebfu tri\u1ec3n khai n\u1ed9i b\u1ed9. V\u1edbi nhu c\u1ea7u ng\u00e0y c\u00e0ng t\u0103ng v\u00e0 l\u1ee3i th\u1ebf s\u1eb5n c\u00f3, thu\u00ea ngo\u00e0i data annotation t\u1ea1i Vi\u1ec7t Nam \u0111ang tr\u1edf th\u00e0nh l\u1ef1a ch\u1ecdn \u0111\u01b0\u1ee3c nhi\u1ec1u doanh nghi\u1ec7p trong v\u00e0 ngo\u00e0i n\u01b0\u1edbc c\u00e2n nh\u1eafc.<\/p>\n<p>V\u1edbi h\u01a1n 20 n\u0103m kinh nghi\u1ec7m v\u1eadn h\u00e0nh BPO, c\u00f9ng \u0111\u1ed9i ng\u0169 h\u01a1n 3.000 nh\u00e2n s\u1ef1, Bellsystem24 Vietnam t\u1ef1 tin l\u00e0 \u0111\u01a1n v\u1ecb c\u00f3 \u0111\u1ee7 n\u0103ng l\u1ef1c tri\u1ec3n khai c\u00e1c d\u1ef1 \u00e1n data labeling t\u1eeb \u0111\u01a1n gi\u1ea3n \u0111\u1ebfn ph\u1ee9c t\u1ea1p cho doanh nghi\u1ec7p, v\u1edbi quy tr\u00ecnh ki\u1ec3m so\u00e1t ch\u1ea5t l\u01b0\u1ee3ng d\u1eef li\u1ec7u b\u00e0i b\u1ea3n.<\/p>\n<p>Bellsystem24 Vietnam c\u00f3 th\u1ec3 h\u1ed7 tr\u1ee3 doanh nghi\u1ec7p x\u00e2y d\u1ef1ng d\u1ef1 \u00e1n data annotation ph\u00f9 h\u1ee3p v\u1edbi m\u1ee5c ti\u00eau v\u00e0 ng\u00e2n s\u00e1ch. Li\u00ean h\u1ec7 \u0111\u1ed9i ng\u0169 t\u01b0 v\u1ea5n:<\/p>\n<ul>\n<li>Hotline: 1900 1739<\/li>\n<li>Email: contact@bs24vietnam.vn<\/li>\n<li><a href=\"https:\/\/bell24vietnam.vn\/en\/contact-us\/\">Form nh\u1eadn t\u01b0 v\u1ea5n<\/a><\/li>\n<\/ul>","protected":false},"excerpt":{"rendered":"<p>M\u1ed9t m\u00f4 h\u00ecnh AI d\u00f9 \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf tinh vi \u0111\u1ebfn \u0111\u00e2u c\u0169ng kh\u00f4ng th\u1ec3 v\u1eadn h\u00e0nh ch\u00ednh x\u00e1c n\u1ebfu [&hellip;]<\/p>","protected":false},"author":13,"featured_media":18617,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"default","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[12],"tags":[171,163],"class_list":["post-21970","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-kien-thuc","tag-ai-training","tag-bpo"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v23.0 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Data Annotation l\u00e0 g\u00ec? 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