{"id":42048,"date":"2024-11-25T15:11:31","date_gmt":"2024-11-25T08:11:31","guid":{"rendered":"https:\/\/lacviet.vn\/?p=42048"},"modified":"2025-04-15T09:48:19","modified_gmt":"2025-04-15T02:48:19","slug":"data-augmentation","status":"publish","type":"post","link":"https:\/\/lacviet.vn\/en\/data-augmentation\/","title":{"rendered":"Data augmentation is what? The application areas most effective"},"content":{"rendered":"<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">T\u00e0i li\u1ec7u \u0111\u01b0\u1ee3c m\u1ec7nh danh l\u00e0 t\u00e0i s\u1ea3n qu\u00fd gi\u00e1 nh\u1ea5t c\u1ee7a doanh nghi\u1ec7p, vi\u1ec7c l\u00e0m gi\u00e0u v\u00e0 t\u1ed1i \u01b0u h\u00f3a d\u1eef li\u1ec7u \u0111\u1ec3 t\u0103ng hi\u1ec7u qu\u1ea3 khai th\u00e1c tr\u1edf th\u00e0nh m\u1ed9t y\u1ebfu t\u1ed1 then ch\u1ed1t. <\/span><b>Data augmentation <\/b><span style=\"font-weight: 400;\">\u0111\u01b0\u1ee3c t\u1eadn d\u1ee5ng nh\u01b0 m\u1ed9t k\u1ef9 thu\u1eadt m\u1ea1nh m\u1ebd gi\u00fap c\u1ea3i thi\u1ec7n ch\u1ea5t l\u01b0\u1ee3ng v\u00e0 s\u1ed1 l\u01b0\u1ee3ng d\u1eef li\u1ec7u m\u00e0 kh\u00f4ng c\u1ea7n ph\u1ea3i thu th\u1eadp th\u00eam. \u0110\u00e2y kh\u00f4ng ch\u1ec9 l\u00e0 gi\u1ea3i ph\u00e1p cho c\u00e1c v\u1ea5n \u0111\u1ec1 nh\u01b0 thi\u1ebfu h\u1ee5t d\u1eef li\u1ec7u, m\u00e0 c\u00f2n m\u1edf ra nhi\u1ec1u c\u01a1 h\u1ed9i cho c\u00e1c doanh nghi\u1ec7p trong vi\u1ec7c \u1ee9ng d\u1ee5ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) c\u00f9ng h\u1ecdc m\u00e1y (ML).<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">L\u1ea1c Vi\u1ec7t s\u1ebd gi\u00fap doanh nghi\u1ec7p hi\u1ec3u r\u00f5 Data augmentation l\u00e0 g\u00ec, c\u00e1ch th\u1ee9c ho\u1ea1t \u0111\u1ed9ng, c\u00e1c k\u1ef9 thu\u1eadt ph\u1ed5 bi\u1ebfn nh\u1ea5t v\u00e0 nh\u1eefng l\u0129nh v\u1ef1c \u1ee9ng d\u1ee5ng hi\u1ec7u qu\u1ea3.\u00a0<\/span><\/p>\n<h2 style=\"text-align: left;\">1. Data augmentation l\u00e0 g\u00ec?<\/h2>\n<blockquote>\n<p style=\"text-align: justify;\"><b><i>Data augmentation<\/i><\/b><i><span style=\"font-weight: 400;\"> l\u00e0 k\u1ef9 thu\u1eadt t\u1ea1o ra d\u1eef li\u1ec7u m\u1edbi b\u1eb1ng c\u00e1ch bi\u1ebfn \u0111\u1ed5i, sao ch\u00e9p ho\u1eb7c m\u00f4 ph\u1ecfng d\u1eef li\u1ec7u hi\u1ec7n c\u00f3, nh\u1eb1m t\u0103ng t\u00ednh \u0111a d\u1ea1ng v\u00e0 ch\u1ea5t l\u01b0\u1ee3ng cho t\u1eadp d\u1eef li\u1ec7u \u0111\u1ea7u v\u00e0o c\u1ee7a c\u00e1c m\u00f4 h\u00ecnh AI\/ML.<\/span><\/i><\/p>\n<\/blockquote>\n<figure id=\"attachment_42051\" aria-describedby=\"caption-attachment-42051\" style=\"width: 800px\" class=\"wp-caption aligncenter\"><img fetchpriority=\"high\" decoding=\"async\" class=\"wp-image-42051 size-full\" src=\"https:\/\/lacviet.vn\/wp-content\/uploads\/2024\/11\/data-augmentation2.jpg\" alt=\"Data augmentation l\u00e0 g\u00ec\" width=\"800\" height=\"500\" srcset=\"https:\/\/lacviet.vn\/wp-content\/uploads\/2024\/11\/data-augmentation2.jpg 800w, https:\/\/lacviet.vn\/wp-content\/uploads\/2024\/11\/data-augmentation2-768x480.jpg 768w, https:\/\/lacviet.vn\/wp-content\/uploads\/2024\/11\/data-augmentation2-18x12.jpg 18w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><figcaption id=\"caption-attachment-42051\" class=\"wp-caption-text\">K\u1ef9 thu\u1eadt t\u1ea1o ra d\u1eef li\u1ec7u m\u1edbi b\u1eb1ng c\u00e1ch bi\u1ebfn \u0111\u1ed5i, sao ch\u00e9p ho\u1eb7c m\u00f4 ph\u1ecfng d\u1eef li\u1ec7u hi\u1ec7n c\u00f3<\/figcaption><\/figure>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">\u0110\u1ec3 c\u00e1c m\u00f4 h\u00ecnh ML ho\u1ea1t \u0111\u1ed9ng hi\u1ec7u qu\u1ea3, ch\u00fang c\u1ea7n c\u00e1c t\u1eadp d\u1eef li\u1ec7u l\u1edbn, \u0111a d\u1ea1ng \u0111\u1ec3 hu\u1ea5n luy\u1ec7n. Tuy nhi\u00ean, vi\u1ec7c thu th\u1eadp d\u1eef li\u1ec7u th\u1ef1c t\u1ebf v\u1edbi \u0111\u1ed9 \u0111a d\u1ea1ng v\u00e0 quy m\u00f4 \u0111\u1ee7 l\u1edbn th\u01b0\u1eddng g\u1eb7p kh\u00f3 kh\u0103n do h\u1ea1n ch\u1ebf v\u1ec1 ngu\u1ed3n d\u1eef li\u1ec7u, quy \u0111\u1ecbnh ph\u00e1p l\u00fd ho\u1eb7c c\u00e1c y\u1ebfu t\u1ed1 k\u1ef9 thu\u1eadt.<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">Th\u00f4ng qua c\u00e1c thay \u0111\u1ed5i nh\u1ecf tr\u00ean d\u1eef li\u1ec7u g\u1ed1c, k\u1ef9 thu\u1eadt t\u0103ng c\u01b0\u1eddng d\u1eef li\u1ec7u kh\u00f4ng ch\u1ec9 m\u1edf r\u1ed9ng t\u1eadp d\u1eef li\u1ec7u m\u00e0 c\u00f2n \u0111\u1ea3m b\u1ea3o ch\u1ea5t l\u01b0\u1ee3ng \u0111\u1ea7u v\u00e0o. Hi\u1ec7n nay, c\u00e1c gi\u1ea3i ph\u00e1p tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) t\u1ea1o sinh \u0111ang \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 t\u0103ng c\u01b0\u1eddng d\u1eef li\u1ec7u m\u1ed9t c\u00e1ch nhanh ch\u00f3ng, ch\u00ednh x\u00e1c, tr\u1edf th\u00e0nh c\u00f4ng c\u1ee5 h\u1eefu \u00edch trong nhi\u1ec1u ng\u00e0nh c\u00f4ng nghi\u1ec7p, t\u1eeb t\u00e0i ch\u00ednh, s\u1ea3n xu\u1ea5t \u0111\u1ebfn ch\u0103m s\u00f3c s\u1ee9c kh\u1ecfe, qu\u1ea3n l\u00fd t\u00e0i li\u1ec7u.<\/span><\/p>\n<h2 style=\"text-align: left;\">2. C\u00e1ch th\u1ee9c ho\u1ea1t \u0111\u1ed9ng c\u1ee7a Data augmentation<\/h2>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">Data augmentation kh\u00f4ng ch\u1ec9 l\u00e0 vi\u1ec7c t\u0103ng s\u1ed1 l\u01b0\u1ee3ng d\u1eef li\u1ec7u m\u00e0 c\u00f2n l\u00e0 qu\u00e1 tr\u00ecnh t\u1ed5 ch\u1ee9c, t\u1ed1i \u01b0u h\u00f3a d\u1eef li\u1ec7u nh\u1eb1m ph\u1ee5c v\u1ee5 nh\u1eefng m\u1ee5c \u0111\u00edch c\u1ee5 th\u1ec3, ch\u1eb3ng h\u1ea1n nh\u01b0 hu\u1ea5n luy\u1ec7n c\u00e1c m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y (ML) hay qu\u1ea3n l\u00fd d\u1eef li\u1ec7u doanh nghi\u1ec7p.\u00a0<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">Qu\u00e1 tr\u00ecnh ho\u1ea1t \u0111\u1ed9ng t\u0103ng c\u01b0\u1eddng d\u1eef li\u1ec7u th\u01b0\u1eddng bao g\u1ed3m 3 b\u01b0\u1edbc ch\u00ednh:\u00a0<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">Kh\u00e1m ph\u00e1 t\u1eadp d\u1eef li\u1ec7u<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">T\u0103ng c\u01b0\u1eddng d\u1eef li\u1ec7u hi\u1ec7n c\u00f3<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">T\u00edch h\u1ee3p c\u00e1c bi\u1ec3u m\u1eabu d\u1eef li\u1ec7u<\/span><\/p>\n<h3 style=\"text-align: left;\">2.1 Kh\u00e1m ph\u00e1 t\u1eadp d\u1eef li\u1ec7u<\/h3>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">\u0110\u00e2y l\u00e0 b\u01b0\u1edbc \u0111\u1ea7u ti\u00ean v\u00e0 quan tr\u1ecdng nh\u1eb1m \u0111\u1ea3m b\u1ea3o r\u1eb1ng d\u1eef li\u1ec7u \u0111\u1ea7u v\u00e0o \u0111\u01b0\u1ee3c hi\u1ec3u, \u0111\u00e1nh gi\u00e1 to\u00e0n di\u1ec7n tr\u01b0\u1edbc khi th\u1ef1c hi\u1ec7n b\u1ea5t k\u1ef3 thao t\u00e1c n\u00e0o. M\u1ee5c \u0111\u00edch l\u00e0 \u0111\u1ec3 hi\u1ec3u r\u00f5 b\u1ed1i c\u1ea3nh v\u00e0 gi\u1edbi h\u1ea1n c\u1ee7a d\u1eef li\u1ec7u hi\u1ec7n t\u1ea1i \u0111\u1ec3 x\u00e2y d\u1ef1ng chi\u1ebfn l\u01b0\u1ee3c t\u0103ng c\u01b0\u1eddng ph\u00f9 h\u1ee3p, t\u1eeb \u0111\u00f3 \u0111\u1ea3m b\u1ea3o r\u1eb1ng d\u1eef li\u1ec7u \u0111\u1ea7u v\u00e0o \u0111\u00e1p \u1ee9ng c\u00e1c ti\u00eau chu\u1ea9n c\u1ee7a h\u1ec7 th\u1ed1ng qu\u1ea3n l\u00fd t\u00e0i li\u1ec7u chuy\u00ean nghi\u1ec7p.<\/span><\/p>\n<p style=\"text-align: justify;\"><b>Ph\u00e2n t\u00edch d\u1eef li\u1ec7u hi\u1ec7n c\u00f3:<\/b><\/p>\n<ul style=\"text-align: justify;\">\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u0110\u00e1nh gi\u00e1 ch\u1ea5t l\u01b0\u1ee3ng<\/b><span style=\"font-weight: 400;\">: T\u00ecm ki\u1ebfm d\u1eef li\u1ec7u b\u1ecb l\u1ed7i, thi\u1ebfu ho\u1eb7c kh\u00f4ng \u0111\u1ed3ng nh\u1ea5t.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>X\u00e1c \u0111\u1ecbnh s\u1ef1 \u0111a d\u1ea1ng v\u00e0 \u0111\u1ed9 bao ph\u1ee7<\/b><span style=\"font-weight: 400;\">: Ki\u1ec3m tra xem d\u1eef li\u1ec7u c\u00f3 \u0111\u1ee7 \u0111\u1ea1i di\u1ec7n cho c\u00e1c tr\u01b0\u1eddng h\u1ee3p c\u1ea7n thi\u1ebft kh\u00f4ng.<\/span><\/li>\n<\/ul>\n<p style=\"text-align: justify;\"><b>T\u00ecm ki\u1ebfm l\u1ed7 h\u1ed5ng trong t\u1eadp d\u1eef li\u1ec7u:<\/b><\/p>\n<ul style=\"text-align: justify;\">\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Ph\u00e1t hi\u1ec7n s\u1ef1 thi\u00ean l\u1ec7ch<\/b><span style=\"font-weight: 400;\">: Xem x\u00e9t li\u1ec7u d\u1eef li\u1ec7u c\u00f3 t\u1eadp trung qu\u00e1 nhi\u1ec1u v\u00e0o m\u1ed9t nh\u00f3m \u0111\u1eb7c \u0111i\u1ec3m n\u00e0o kh\u00f4ng, ch\u1eb3ng h\u1ea1n nh\u01b0 ch\u1ec9 t\u1eadp trung v\u00e0o m\u1ed9t lo\u1ea1i t\u00e0i li\u1ec7u ho\u1eb7c ng\u00f4n ng\u1eef nh\u1ea5t \u0111\u1ecbnh.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>B\u1ed5 sung c\u00e1c bi\u1ebfn th\u1ec3 b\u1ecb thi\u1ebfu s\u00f3t<\/b><span style=\"font-weight: 400;\">: V\u00ed d\u1ee5, \u0111\u1ed1i v\u1edbi doanh nghi\u1ec7p qu\u1ea3n l\u00fd t\u00e0i li\u1ec7u, c\u00e1c bi\u1ebfn th\u1ec3 c\u00f3 th\u1ec3 l\u00e0 c\u00e1c \u0111\u1ecbnh d\u1ea1ng h\u1ee3p \u0111\u1ed3ng, h\u00f3a \u0111\u01a1n t\u1eeb nhi\u1ec1u l\u0129nh v\u1ef1c kh\u00e1c nhau.<\/span><\/li>\n<\/ul>\n<figure id=\"attachment_42052\" aria-describedby=\"caption-attachment-42052\" style=\"width: 800px\" class=\"wp-caption aligncenter\"><img decoding=\"async\" class=\"wp-image-42052 size-full\" src=\"https:\/\/lacviet.vn\/wp-content\/uploads\/2024\/11\/data-augmentation-3.jpg\" alt=\"Data augmentation\" width=\"800\" height=\"500\" srcset=\"https:\/\/lacviet.vn\/wp-content\/uploads\/2024\/11\/data-augmentation-3.jpg 800w, https:\/\/lacviet.vn\/wp-content\/uploads\/2024\/11\/data-augmentation-3-768x480.jpg 768w, https:\/\/lacviet.vn\/wp-content\/uploads\/2024\/11\/data-augmentation-3-18x12.jpg 18w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><figcaption id=\"caption-attachment-42052\" class=\"wp-caption-text\">T\u00ecm ki\u1ebfm d\u1eef li\u1ec7u b\u1ecb l\u1ed7i, thi\u1ebfu ho\u1eb7c kh\u00f4ng \u0111\u1ed3ng nh\u1ea5t<\/figcaption><\/figure>\n<h3 style=\"text-align: left;\">2.2 T\u0103ng c\u01b0\u1eddng d\u1eef li\u1ec7u hi\u1ec7n c\u00f3<\/h3>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">Data augmentation th\u1ef1c ch\u1ea5t l\u00e0 vi\u1ec7c bi\u1ebfn \u0111\u1ed5i c\u00e1c y\u1ebfu t\u1ed1 trong d\u1eef li\u1ec7u hi\u1ec7n t\u1ea1i \u0111\u1ec3 t\u1ea1o ra c\u00e1c m\u1eabu d\u1eef li\u1ec7u m\u1edbi v\u1edbi n\u1ed9i dung \u0111a d\u1ea1ng nh\u01b0ng v\u1eabn gi\u1eef \u0111\u01b0\u1ee3c t\u00ednh h\u1ee3p l\u1ec7, gi\u00e1 tr\u1ecb th\u00f4ng tin.<\/span><\/p>\n<p style=\"text-align: justify;\"><b>Th\u1ef1c hi\u1ec7n c\u00e1c thao t\u00e1c bi\u1ebfn \u0111\u1ed5i:<\/b><\/p>\n<ul style=\"text-align: justify;\">\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>H\u00ecnh \u1ea3nh: <\/b><span style=\"font-weight: 400;\">Xoay, l\u1eadt, c\u1eaft, thay \u0111\u1ed5i \u00e1nh s\u00e1ng, ho\u1eb7c th\u00eam nhi\u1ec5u \u0111\u1ec3 t\u1ea1o ra c\u00e1c phi\u00ean b\u1ea3n t\u00e0i li\u1ec7u s\u1ed1 h\u00f3a \u0111a d\u1ea1ng, gi\u00fap h\u1ec7 th\u1ed1ng nh\u1eadn di\u1ec7n h\u00ecnh \u1ea3nh ch\u00ednh x\u00e1c h\u01a1n.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>V\u0103n b\u1ea3n: <\/b><span style=\"font-weight: 400;\">Thay th\u1ebf t\u1eeb \u0111\u1ed3ng ngh\u0129a, thay \u0111\u1ed5i c\u1ea5u tr\u00fac c\u00e2u, ho\u1eb7c m\u1edf r\u1ed9ng b\u1ed1i c\u1ea3nh \u0111\u1ec3 h\u1ec7 th\u1ed1ng hi\u1ec3u, x\u1eed l\u00fd \u0111\u01b0\u1ee3c nhi\u1ec1u d\u1ea1ng t\u00e0i li\u1ec7u h\u01a1n, t\u1eeb bi\u00ean b\u1ea3n h\u1ecdp \u0111\u1ebfn h\u1ee3p \u0111\u1ed3ng th\u01b0\u01a1ng m\u1ea1i.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u00c2m thanh (n\u1ebfu \u00e1p d\u1ee5ng): <\/b><span style=\"font-weight: 400;\">Thay \u0111\u1ed5i t\u1ea7n s\u1ed1, th\u00eam nhi\u1ec5u n\u1ec1n, ho\u1eb7c \u0111i\u1ec1u ch\u1ec9nh t\u1ed1c \u0111\u1ed9 ph\u00e1t nh\u1eb1m c\u1ea3i thi\u1ec7n kh\u1ea3 n\u0103ng x\u1eed l\u00fd, nh\u1eadn d\u1ea1ng gi\u1ecdng n\u00f3i trong t\u00e0i li\u1ec7u ghi \u00e2m.<\/span><\/li>\n<\/ul>\n<figure id=\"attachment_42053\" aria-describedby=\"caption-attachment-42053\" style=\"width: 800px\" class=\"wp-caption aligncenter\"><img decoding=\"async\" class=\"wp-image-42053 size-full\" src=\"https:\/\/lacviet.vn\/wp-content\/uploads\/2024\/11\/data-augmentation-4.jpg\" alt=\"Data augmentation\" width=\"800\" height=\"500\" srcset=\"https:\/\/lacviet.vn\/wp-content\/uploads\/2024\/11\/data-augmentation-4.jpg 800w, https:\/\/lacviet.vn\/wp-content\/uploads\/2024\/11\/data-augmentation-4-768x480.jpg 768w, https:\/\/lacviet.vn\/wp-content\/uploads\/2024\/11\/data-augmentation-4-18x12.jpg 18w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><figcaption id=\"caption-attachment-42053\" class=\"wp-caption-text\">T\u1ea1o ra c\u00e1c phi\u00ean b\u1ea3n t\u00e0i li\u1ec7u s\u1ed1 h\u00f3a \u0111a d\u1ea1ng<\/figcaption><\/figure>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">C\u00e1c t\u00e1c v\u1ee5 n\u00e0y gi\u00fap t\u0103ng t\u00ednh \u0111a d\u1ea1ng c\u1ee7a d\u1eef li\u1ec7u, t\u1ea1o \u0111i\u1ec1u ki\u1ec7n cho c\u00e1c m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y ho\u1eb7c h\u1ec7 th\u1ed1ng qu\u1ea3n l\u00fd t\u00e0i li\u1ec7u th\u00edch nghi v\u1edbi nhi\u1ec1u k\u1ecbch b\u1ea3n th\u1ef1c t\u1ebf. \u0110i\u1ec1u n\u00e0y \u0111\u1eb7c bi\u1ec7t h\u1eefu \u00edch trong vi\u1ec7c s\u1ed1 h\u00f3a t\u00e0i li\u1ec7u doanh nghi\u1ec7p khi ph\u1ea3i x\u1eed l\u00fd kh\u1ed1i l\u01b0\u1ee3ng l\u1edbn t\u00e0i li\u1ec7u v\u1edbi \u0111\u1ecbnh d\u1ea1ng v\u00e0 n\u1ed9i dung kh\u00f4ng \u0111\u1ed3ng nh\u1ea5t.<\/span><\/p>\n<h3 style=\"text-align: left;\">2.3 T\u00edch h\u1ee3p c\u00e1c bi\u1ec3u m\u1eabu d\u1eef li\u1ec7u<\/h3>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">Sau khi t\u0103ng c\u01b0\u1eddng, c\u00e1c m\u1eabu d\u1eef li\u1ec7u m\u1edbi c\u1ea7n \u0111\u01b0\u1ee3c chu\u1ea9n h\u00f3a v\u00e0 t\u00edch h\u1ee3p \u0111\u1ec3 ph\u1ee5c v\u1ee5 c\u00e1c m\u1ee5c ti\u00eau c\u1ee5 th\u1ec3, ch\u1eb3ng h\u1ea1n nh\u01b0 x\u00e2y d\u1ef1ng kho l\u01b0u tr\u1eef th\u00f4ng minh ho\u1eb7c hu\u1ea5n luy\u1ec7n m\u00f4 h\u00ecnh AI.<\/span><\/p>\n<ul style=\"text-align: justify;\">\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>K\u1ebft h\u1ee3p d\u1eef li\u1ec7u t\u1eeb nhi\u1ec1u ngu\u1ed3n: <\/b><span style=\"font-weight: 400;\">H\u1ee3p nh\u1ea5t d\u1eef li\u1ec7u t\u1eeb c\u00e1c \u0111\u1ecbnh d\u1ea1ng kh\u00e1c nhau nh\u01b0 h\u00ecnh \u1ea3nh, v\u0103n b\u1ea3n, \u00e2m thanh \u0111\u1ec3 t\u1ea1o ra m\u1ed9t h\u1ec7 th\u1ed1ng d\u1eef li\u1ec7u t\u1ed5ng h\u1ee3p, linh ho\u1ea1t.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Chu\u1ea9n h\u00f3a d\u1eef li\u1ec7u: <\/b><span style=\"font-weight: 400;\">\u0110\u1ea3m b\u1ea3o t\u1ea5t c\u1ea3 d\u1eef li\u1ec7u \u0111\u1ec1u tu\u00e2n th\u1ee7 m\u1ed9t \u0111\u1ecbnh d\u1ea1ng chung, gi\u00fap h\u1ec7 th\u1ed1ng qu\u1ea3n l\u00fd t\u00e0i li\u1ec7u d\u1ec5 d\u00e0ng ph\u00e2n lo\u1ea1i, x\u1eed l\u00fd.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u1ee8ng d\u1ee5ng trong qu\u1ea3n l\u00fd t\u00e0i li\u1ec7u: <\/b><span style=\"font-weight: 400;\">C\u00e1c bi\u1ec3u m\u1eabu gi\u1ea5y t\u1edd, ch\u1eb3ng h\u1ea1n nh\u01b0 h\u1ee3p \u0111\u1ed3ng, h\u00f3a \u0111\u01a1n, ho\u1eb7c t\u00e0i li\u1ec7u ph\u00e1p l\u00fd,&#8230;\u0111\u1ec1u c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c t\u0103ng c\u01b0\u1eddng v\u00e0 t\u00edch h\u1ee3p \u0111\u1ec3 t\u1ed1i \u01b0u h\u00f3a hi\u1ec7u qu\u1ea3 l\u01b0u tr\u1eef, tra c\u1ee9u trong c\u00e1c h\u1ec7 th\u1ed1ng nh\u01b0 <\/span>LV SureDMS<span style=\"font-weight: 400;\"> c\u1ee7a L\u1ea1c Vi\u1ec7t.\u00a0 \u0110i\u1ec1u n\u00e0y n\u00e0y t\u1ea1o ra m\u1ed9t n\u1ec1n t\u1ea3ng \u0111\u1ed3ng b\u1ed9, d\u1ec5 truy c\u1eadp, \u0111\u1ea3m b\u1ea3o t\u00ednh ch\u00ednh x\u00e1c cao khi khai th\u00e1c t\u00e0i li\u1ec7u.<\/span><\/li>\n<\/ul>\n<h2 style=\"text-align: left;\">3. 5 Lo\u1ea1i k\u1ef9 thu\u1eadt Data augmentation ph\u1ed5 bi\u1ebfn nh\u1ea5t<\/h2>\n<h3 style=\"text-align: left;\">3.1 Computer vision<\/h3>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">Data augmentation l\u00e0 m\u1ed9t k\u1ef9 thu\u1eadt trung t\u00e2m trong c\u00e1c t\u00e1c v\u1ee5 th\u1ecb gi\u00e1c m\u00e1y t\u00ednh. N\u00f3 gi\u00fap t\u1ea1o ra c\u00e1c bi\u1ec3u di\u1ec5n d\u1eef li\u1ec7u \u0111a d\u1ea1ng v\u00e0 gi\u1ea3i quy\u1ebft t\u00ecnh tr\u1ea1ng m\u1ea5t c\u00e2n b\u1eb1ng l\u1edbp trong t\u1eadp d\u1eef li\u1ec7u \u0111\u00e0o t\u1ea1o. \u00a0 \u1ee8ng d\u1ee5ng \u0111\u1ea7u ti\u00ean c\u1ee7a ph\u00e9p t\u0103ng c\u01b0\u1eddng trong th\u1ecb gi\u00e1c m\u00e1y t\u00ednh l\u00e0 th\u00f4ng qua ph\u00e9p t\u0103ng c\u01b0\u1eddng v\u1ecb tr\u00ed. C\u1ee5 th\u1ec3:<\/span><\/p>\n<ul style=\"text-align: justify;\">\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Bi\u1ebfn \u0111\u1ed5i h\u00ecnh \u1ea3nh:<\/b><span style=\"font-weight: 400;\"> S\u1eed d\u1ee5ng c\u00e1c k\u1ef9 thu\u1eadt nh\u01b0 xoay, l\u1eadt, thay \u0111\u1ed5i k\u00edch th\u01b0\u1edbc ho\u1eb7c c\u1eaft c\u00fap h\u00ecnh \u1ea3nh \u0111\u1ec3 t\u1ea1o ra c\u00e1c bi\u1ebfn th\u1ec3.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u0110i\u1ec1u ch\u1ec9nh m\u00e0u s\u1eafc:<\/b><span style=\"font-weight: 400;\"> Thay \u0111\u1ed5i \u0111\u1ed9 s\u00e1ng, \u0111\u1ed9 t\u01b0\u01a1ng ph\u1ea3n ho\u1eb7c \u0111\u1ed9 b\u00e3o h\u00f2a \u0111\u1ec3 c\u1ea3i thi\u1ec7n kh\u1ea3 n\u0103ng nh\u1eadn di\u1ec7n, \u0111a d\u1ea1ng h\u00f3a d\u1eef li\u1ec7u \u0111\u1ea7u v\u00e0o.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Th\u00eam nhi\u1ec5u:<\/b><span style=\"font-weight: 400;\"> T\u1ea1o ra c\u00e1c m\u1eabu \u1ea3nh c\u00f3 nhi\u1ec5u nh\u1eb1m gi\u00fap m\u00f4 h\u00ecnh nh\u1eadn di\u1ec7n t\u1ed1t h\u01a1n trong m\u00f4i tr\u01b0\u1eddng th\u1ef1c t\u1ebf.<\/span><\/li>\n<\/ul>\n<figure id=\"attachment_42054\" aria-describedby=\"caption-attachment-42054\" style=\"width: 800px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-42054 size-full\" src=\"https:\/\/lacviet.vn\/wp-content\/uploads\/2024\/11\/data-augmentation-5.jpg\" alt=\"Data augmentation\" width=\"800\" height=\"500\" srcset=\"https:\/\/lacviet.vn\/wp-content\/uploads\/2024\/11\/data-augmentation-5.jpg 800w, https:\/\/lacviet.vn\/wp-content\/uploads\/2024\/11\/data-augmentation-5-768x480.jpg 768w, https:\/\/lacviet.vn\/wp-content\/uploads\/2024\/11\/data-augmentation-5-18x12.jpg 18w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><figcaption id=\"caption-attachment-42054\" class=\"wp-caption-text\">Thay \u0111\u1ed5i \u0111\u1ed9 s\u00e1ng, \u0111\u1ed9 t\u01b0\u01a1ng ph\u1ea3n ho\u1eb7c \u0111\u1ed9 b\u00e3o h\u00f2a \u0111\u1ec3 c\u1ea3i thi\u1ec7n kh\u1ea3 n\u0103ng nh\u1eadn di\u1ec7n h\u00ecnh \u1ea3nh<\/figcaption><\/figure>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">Trong doanh nghi\u1ec7p, k\u1ef9 thu\u1eadt n\u00e0y gi\u00fap s\u1ed1 h\u00f3a t\u00e0i li\u1ec7u nh\u01b0 h\u00f3a \u0111\u01a1n, h\u1ee3p \u0111\u1ed3ng v\u00e0 bi\u00ean b\u1ea3n v\u1edbi kh\u1ea3 n\u0103ng x\u1eed l\u00fd c\u00e1c bi\u1ebfn th\u1ec3 v\u1ec1 \u0111\u1ed9 n\u00e9t, g\u00f3c ch\u1ee5p ho\u1eb7c \u00e1nh s\u00e1ng.<\/span><\/p>\n<h3 style=\"text-align: left;\">3.2 T\u0103ng c\u01b0\u1eddng d\u1eef li\u1ec7u \u00e2m thanh<\/h3>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">C\u00e1c t\u1ec7p \u00e2m thanh, ch\u1eb3ng h\u1ea1n nh\u01b0 b\u1ea3n ghi \u00e2m gi\u1ecdng n\u00f3i, c\u0169ng l\u00e0 m\u1ed9t l\u0129nh v\u1ef1c ph\u1ed5 bi\u1ebfn m\u00e0 doanh nghi\u1ec7p c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng t\u0103ng c\u01b0\u1eddng d\u1eef li\u1ec7u. Data augmentation th\u01b0\u1eddng \u00e1p d\u1ee5ng cho c\u00e1c t\u1ec7p \u00e2m thanh nh\u01b0 ghi \u00e2m gi\u1ecdng n\u00f3i, th\u00f4ng b\u00e1o ho\u1eb7c d\u1eef li\u1ec7u t\u1eeb c\u1ea3m bi\u1ebfn \u00e2m thanh.<\/span><\/p>\n<ul style=\"text-align: justify;\">\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Thay \u0111\u1ed5i t\u1ed1c \u0111\u1ed9 v\u00e0 cao \u0111\u1ed9:<\/b><span style=\"font-weight: 400;\"> \u0110i\u1ec1u ch\u1ec9nh \u0111\u1ec3 t\u1ea1o ra c\u00e1c bi\u1ebfn th\u1ec3 \u00e2m thanh, gi\u00fap m\u00f4 h\u00ecnh x\u1eed l\u00fd \u0111a d\u1ea1ng c\u00e1c gi\u1ecdng \u0111i\u1ec7u v\u00e0 c\u00e1ch ph\u00e1t \u00e2m.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Th\u00eam nhi\u1ec5u:<\/b><span style=\"font-weight: 400;\"> T\u1ea1o c\u00e1c b\u1ea3n ghi \u00e2m v\u1edbi ti\u1ebfng \u1ed3n n\u1ec1n ho\u1eb7c \u00e2m thanh m\u00f4i tr\u01b0\u1eddng \u0111\u1ec3 t\u0103ng kh\u1ea3 n\u0103ng x\u1eed l\u00fd d\u1eef li\u1ec7u trong \u0111i\u1ec1u ki\u1ec7n th\u1ef1c t\u1ebf.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Ch\u00e8n c\u00e1c \u0111o\u1ea1n ng\u1eaft:<\/b><span style=\"font-weight: 400;\"> Chuy\u1ec3n ti\u1ebfp ho\u1eb7c c\u1eaft b\u1edbt c\u00e1c \u0111o\u1ea1n \u00e2m thanh \u0111\u1ec3 hu\u1ea5n luy\u1ec7n m\u00f4 h\u00ecnh x\u1eed l\u00fd d\u1eef li\u1ec7u kh\u00f4ng \u0111\u1ed3ng nh\u1ea5t.<\/span><\/li>\n<\/ul>\n<figure id=\"attachment_42055\" aria-describedby=\"caption-attachment-42055\" style=\"width: 800px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-42055 size-full\" src=\"https:\/\/lacviet.vn\/wp-content\/uploads\/2024\/11\/data-augmentation-6.jpg\" alt=\"Data augmentation\" width=\"800\" height=\"500\" srcset=\"https:\/\/lacviet.vn\/wp-content\/uploads\/2024\/11\/data-augmentation-6.jpg 800w, https:\/\/lacviet.vn\/wp-content\/uploads\/2024\/11\/data-augmentation-6-768x480.jpg 768w, https:\/\/lacviet.vn\/wp-content\/uploads\/2024\/11\/data-augmentation-6-18x12.jpg 18w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><figcaption id=\"caption-attachment-42055\" class=\"wp-caption-text\">T\u0103ng c\u01b0\u1eddng d\u1eef li\u1ec7u \u00e2m thanh v\u1edbi nhi\u1ec1u phi\u00ean b\u1ea3n kh\u00e1c nhau<\/figcaption><\/figure>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">Trong doanh nghi\u1ec7p, c\u00e1c tr\u1ee3 l\u00fd \u1ea3o ho\u1eb7c h\u1ec7 th\u1ed1ng ch\u0103m s\u00f3c kh\u00e1ch h\u00e0ng s\u1eed d\u1ee5ng k\u1ef9 thu\u1eadt n\u00e0y \u0111\u1ec3 nh\u1eadn di\u1ec7n, ph\u1ea3n h\u1ed3i ch\u00ednh x\u00e1c trong nhi\u1ec1u t\u00ecnh hu\u1ed1ng kh\u00e1c nhau.<\/span><\/p>\n<h3 style=\"text-align: left;\">3.3 T\u0103ng c\u01b0\u1eddng d\u1eef li\u1ec7u v\u0103n b\u1ea3n<\/h3>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">\u0110\u00e2y l\u00e0 k\u1ef9 thu\u1eadt quan tr\u1ecdng trong x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean (NLP), \u1ee9ng d\u1ee5ng cho c\u00e1c t\u00e0i li\u1ec7u v\u0103n b\u1ea3n nh\u01b0 h\u1ee3p \u0111\u1ed3ng, email ho\u1eb7c n\u1ed9i dung t\u1eeb chatbot. C<\/span><span style=\"font-weight: 400;\">\u00e1c chuy\u1ec3n \u0111\u1ed5i d\u1eef li\u1ec7u v\u0103n b\u1ea3n bao g\u1ed3m:<\/span><\/p>\n<ul style=\"text-align: justify;\">\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Thay th\u1ebf t\u1eeb \u0111\u1ed3ng ngh\u0129a:<\/b><span style=\"font-weight: 400;\"> T\u1ea1o ra c\u00e1c bi\u1ebfn th\u1ec3 v\u0103n b\u1ea3n v\u1edbi t\u1eeb ng\u1eef kh\u00e1c nhau nh\u01b0ng v\u1eabn gi\u1eef nguy\u00ean \u00fd ngh\u0129a.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>X\u00e1o tr\u1ed9n th\u1ee9 t\u1ef1:<\/b><span style=\"font-weight: 400;\"> Thay \u0111\u1ed5i v\u1ecb tr\u00ed t\u1eeb ho\u1eb7c c\u00e2u \u0111\u1ec3 hu\u1ea5n luy\u1ec7n m\u00f4 h\u00ecnh hi\u1ec3u ng\u1eef c\u1ea3nh \u0111a d\u1ea1ng.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>X\u00f3a ho\u1eb7c ch\u00e8n t\u1eeb:<\/b><span style=\"font-weight: 400;\"> Lo\u1ea1i b\u1ecf c\u00e1c t\u1eeb kh\u00f4ng c\u1ea7n thi\u1ebft ho\u1eb7c th\u00eam t\u1eeb b\u1ed5 sung \u0111\u1ec3 t\u1ea1o ra c\u00e1c m\u1eabu v\u0103n b\u1ea3n kh\u00e1c bi\u1ec7t.<\/span><\/li>\n<\/ul>\n<figure id=\"attachment_42056\" aria-describedby=\"caption-attachment-42056\" style=\"width: 800px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-42056 size-full\" src=\"https:\/\/lacviet.vn\/wp-content\/uploads\/2024\/11\/data-augmentation-7.jpg\" alt=\"Data augmentation\" width=\"800\" height=\"500\" srcset=\"https:\/\/lacviet.vn\/wp-content\/uploads\/2024\/11\/data-augmentation-7.jpg 800w, https:\/\/lacviet.vn\/wp-content\/uploads\/2024\/11\/data-augmentation-7-768x480.jpg 768w, https:\/\/lacviet.vn\/wp-content\/uploads\/2024\/11\/data-augmentation-7-18x12.jpg 18w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><figcaption id=\"caption-attachment-42056\" class=\"wp-caption-text\">T\u1ea1o ra c\u00e1c bi\u1ebfn th\u1ec3 v\u0103n b\u1ea3n v\u1edbi t\u1eeb ng\u1eef kh\u00e1c nhau nh\u01b0ng v\u1eabn gi\u1eef nguy\u00ean \u00fd ngh\u0129a.<\/figcaption><\/figure>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">Trong h\u1ec7 th\u1ed1ng qu\u1ea3n l\u00fd t\u00e0i li\u1ec7u, k\u1ef9 thu\u1eadt n\u00e0y gi\u00fap x\u1eed l\u00fd v\u00e0 tr\u00edch xu\u1ea5t th\u00f4ng tin t\u1eeb nhi\u1ec1u \u0111\u1ecbnh d\u1ea1ng t\u00e0i li\u1ec7u kh\u00e1c nhau, ch\u1eb3ng h\u1ea1n nh\u01b0 email hay b\u00e1o c\u00e1o.<\/span><\/p>\n<h3 style=\"text-align: left;\">3.4 T\u1ea1o d\u1eef li\u1ec7u t\u1ed5ng h\u1ee3p<\/h3>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">T\u1ea1o d\u1eef li\u1ec7u t\u1ed5ng h\u1ee3p d\u1ef1a tr\u00ean c\u00e1c \u0111\u1eb7c \u0111i\u1ec3m c\u1ee7a t\u1eadp d\u1eef li\u1ec7u ban \u0111\u1ea7u, th\u01b0\u1eddng th\u00f4ng qua c\u00e1c thu\u1eadt to\u00e1n ti\u00ean ti\u1ebfn nh\u01b0 Generative Adversarial Networks (GAN). Data augmentation s\u1eed d\u1ee5ng c\u00e1c thu\u1eadt to\u00e1n \u0111\u1ec3 t\u1ea1o ra d\u1eef li\u1ec7u m\u1edbi c\u00f3 c\u1ea5u tr\u00fac t\u01b0\u01a1ng t\u1ef1 d\u1eef li\u1ec7u g\u1ed1c, v\u00ed d\u1ee5 nh\u01b0 h\u00ecnh \u1ea3nh gi\u1ea3 l\u1eadp ho\u1eb7c n\u1ed9i dung m\u00f4 ph\u1ecfng.<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">Doanh nghi\u1ec7p c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng d\u1eef li\u1ec7u t\u1ed5ng h\u1ee3p \u0111\u1ec3 ki\u1ec3m tra quy tr\u00ecnh ho\u1eb7c hu\u1ea5n luy\u1ec7n c\u00e1c m\u00f4 h\u00ecnh AI m\u00e0 kh\u00f4ng c\u1ea7n thu th\u1eadp d\u1eef li\u1ec7u th\u1ef1c t\u1ebf, gi\u00fap ti\u1ebft ki\u1ec7m th\u1eddi gian, chi ph\u00ed.<\/span><\/p>\n<h3 style=\"text-align: left;\">3.5 \u0110\u00e0o t\u1ea1o \u0111\u1ed1i ngh\u1ecbch<\/h3>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">Ph\u01b0\u01a1ng ph\u00e1p n\u00e0y t\u1eadp trung v\u00e0o vi\u1ec7c ki\u1ec3m tra, n\u00e2ng cao kh\u1ea3 n\u0103ng ch\u1ed1ng l\u1ea1i l\u1ed7i ho\u1eb7c t\u1ea5n c\u00f4ng c\u1ee7a m\u00f4 h\u00ecnh AI. T\u1eeb \u0111\u00f3 t\u1ea1o ra c\u00e1c bi\u1ebfn th\u1ec3 d\u1eef li\u1ec7u v\u1edbi nh\u1eefng thay \u0111\u1ed5i r\u1ea5t nh\u1ecf, ch\u1eb3ng h\u1ea1n nh\u01b0 nhi\u1ec5u kh\u00f4ng \u0111\u00e1ng k\u1ec3 tr\u00ean h\u00ecnh \u1ea3nh ho\u1eb7c v\u0103n b\u1ea3n, \u0111\u1ec3 m\u00f4 ph\u1ecfng c\u00e1c t\u00ecnh hu\u1ed1ng kh\u00f3.<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">Trong b\u1ea3o m\u1eadt doanh nghi\u1ec7p, \u0111\u00e0o t\u1ea1o \u0111\u1ed1i ngh\u1ecbch gi\u00fap ki\u1ec3m tra kh\u1ea3 n\u0103ng h\u1ec7 th\u1ed1ng x\u1eed l\u00fd c\u00e1c t\u1ea5n c\u00f4ng ho\u1eb7c l\u1ed7i d\u1eef li\u1ec7u.<\/span><\/p>\n<h2 style=\"text-align: left;\">4. V\u00ec sao doanh nghi\u1ec7p c\u1ea7n \u1ee9ng d\u1ee5ng k\u1ef9 thu\u1eadt t\u0103ng c\u01b0\u1eddng d\u1eef li\u1ec7u<\/h2>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">Trong m\u00f4i tr\u01b0\u1eddng hi\u1ec7n nay, doanh nghi\u1ec7p ng\u00e0y c\u00e0ng ph\u1ee5 thu\u1ed9c v\u00e0o c\u00e1c m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y (Machine Learning &#8211; ML) v\u00e0 h\u1ecdc s\u00e2u (Deep Learning &#8211; DL) \u0111\u1ec3 c\u1ea3i thi\u1ec7n kh\u1ea3 n\u0103ng ph\u00e2n t\u00edch, ra quy\u1ebft \u0111\u1ecbnh. Tuy nhi\u00ean, vi\u1ec7c x\u00e2y d\u1ef1ng v\u00e0 hu\u1ea5n luy\u1ec7n c\u00e1c m\u00f4 h\u00ecnh ML\/AI \u0111\u00f2i h\u1ecfi m\u1ed9t kh\u1ed1i l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u c\u00f3 ch\u1ea5t l\u01b0\u1ee3ng.\u00a0<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">Data Augmentation l\u00e0 m\u1ed9t k\u1ef9 thu\u1eadt quan tr\u1ecdng gi\u00fap c\u1ea3i thi\u1ec7n ch\u1ea5t l\u01b0\u1ee3ng, hi\u1ec7u qu\u1ea3 c\u1ee7a c\u00e1c m\u00f4 h\u00ecnh n\u00e0y m\u00e0 kh\u00f4ng c\u1ea7n ph\u1ea3i thu th\u1eadp th\u00eam qu\u00e1 nhi\u1ec1u d\u1eef li\u1ec7u m\u1edbi. C\u00f9ng t\u00ecm hi\u1ec3u v\u00ec sao k\u1ef9 thu\u1eadt t\u0103ng c\u01b0\u1eddng d\u1eef li\u1ec7u l\u1ea1i quan tr\u1ecdng \u0111\u1ed1i v\u1edbi doanh nghi\u1ec7p.<\/span><\/p>\n<h3 style=\"text-align: left;\">4.1 N\u00e2ng cao hi\u1ec7u su\u1ea5t m\u00f4 h\u00ecnh ML v\u00e0 DL<\/h3>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">C\u00e1c m\u00f4 h\u00ecnh Machine Learning v\u00e0 Deep Learning y\u00eau c\u1ea7u m\u1ed9t t\u1eadp d\u1eef li\u1ec7u \u0111a d\u1ea1ng \u0111\u1ec3 h\u1ecdc, \u0111\u01b0a ra d\u1ef1 \u0111o\u00e1n ch\u00ednh x\u00e1c. Vi\u1ec7c t\u0103ng c\u01b0\u1eddng d\u1eef li\u1ec7u gi\u00fap l\u00e0m gi\u00e0u c\u00e1c t\u1eadp d\u1eef li\u1ec7u ban \u0111\u1ea7u, t\u1ea1o ra nhi\u1ec1u bi\u1ebfn th\u1ec3 kh\u00e1c nhau t\u1eeb d\u1eef li\u1ec7u g\u1ed1c. Khi \u0111\u00f3, m\u00f4 h\u00ecnh s\u1ebd \u0111\u01b0\u1ee3c hu\u1ea5n luy\u1ec7n v\u1edbi c\u00e1c t\u00ednh n\u0103ng \u0111a d\u1ea1ng h\u01a1n, t\u1eeb \u0111\u00f3 n\u00e2ng cao kh\u1ea3 n\u0103ng t\u1ed5ng qu\u00e1t h\u00f3a, c\u1ea3i thi\u1ec7n hi\u1ec7u su\u1ea5t trong m\u00f4i tr\u01b0\u1eddng th\u1ef1c t\u1ebf.<\/span><\/p>\n<figure id=\"attachment_42057\" aria-describedby=\"caption-attachment-42057\" style=\"width: 800px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-42057 size-full\" src=\"https:\/\/lacviet.vn\/wp-content\/uploads\/2024\/11\/data-augmentation-8.jpg\" alt=\" t\u0103ng c\u01b0\u1eddng d\u1eef li\u1ec7u\" width=\"800\" height=\"500\" srcset=\"https:\/\/lacviet.vn\/wp-content\/uploads\/2024\/11\/data-augmentation-8.jpg 800w, https:\/\/lacviet.vn\/wp-content\/uploads\/2024\/11\/data-augmentation-8-768x480.jpg 768w, https:\/\/lacviet.vn\/wp-content\/uploads\/2024\/11\/data-augmentation-8-18x12.jpg 18w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><figcaption id=\"caption-attachment-42057\" class=\"wp-caption-text\">N\u00e2ng cao hi\u1ec7u su\u1ea5t m\u00f4 h\u00ecnh ML v\u00e0 DL<\/figcaption><\/figure>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">C\u1ee5 th\u1ec3, doanh nghi\u1ec7p c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng c\u00e1c k\u1ef9 thu\u1eadt nh\u01b0 xoay, thay \u0111\u1ed5i \u0111\u1ed9 s\u00e1ng, ho\u1eb7c thay \u0111\u1ed5i m\u00e0u s\u1eafc c\u1ee7a t\u00e0i li\u1ec7u \u0111\u1ec3 t\u1ea1o ra c\u00e1c bi\u1ebfn th\u1ec3 c\u1ee7a d\u1eef li\u1ec7u \u0111\u1ea7u v\u00e0o. \u0110i\u1ec1u n\u00e0y gi\u00fap m\u00f4 h\u00ecnh h\u1ecdc \u0111\u01b0\u1ee3c t\u1eeb nh\u1eefng t\u00ecnh hu\u1ed1ng kh\u00e1c nhau, kh\u00f4ng ch\u1ec9 d\u1eebng l\u1ea1i \u1edf d\u1eef li\u1ec7u hu\u1ea5n luy\u1ec7n ban \u0111\u1ea7u. Nh\u1edd v\u1eady m\u00f4 h\u00ecnh c\u00f3 th\u1ec3 d\u1ef1 \u0111o\u00e1n ch\u00ednh x\u00e1c h\u01a1n, \u0111\u00e1p \u1ee9ng linh ho\u1ea1t v\u1edbi nhi\u1ec1u t\u00ecnh hu\u1ed1ng th\u1ef1c t\u1ebf kh\u00e1c nhau trong qu\u00e1 tr\u00ecnh v\u1eadn h\u00e0nh doanh nghi\u1ec7p.<\/span><\/p>\n<h3 style=\"text-align: left;\">4.2 Gi\u1ea3m s\u1ef1 ph\u1ee5 thu\u1ed9c v\u00e0o d\u1eef li\u1ec7u<\/h3>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">M\u1ed9t trong nh\u1eefng v\u1ea5n \u0111\u1ec1 l\u1edbn trong vi\u1ec7c hu\u1ea5n luy\u1ec7n c\u00e1c m\u00f4 h\u00ecnh ML l\u00e0 vi\u1ec7c thu th\u1eadp v\u00e0 chu\u1ea9n b\u1ecb m\u1ed9t l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u. \u0110i\u1ec1u n\u00e0y kh\u00f4ng ch\u1ec9 t\u1ed1n k\u00e9m v\u1ec1 chi ph\u00ed m\u00e0 c\u00f2n m\u1ea5t th\u1eddi gian. Data Augmentation gi\u00fap doanh nghi\u1ec7p gi\u1ea3m thi\u1ec3u vi\u1ec7c thu th\u1eadp d\u1eef li\u1ec7u m\u1edbi b\u1eb1ng c\u00e1ch t\u1eadn d\u1ee5ng t\u1ed1i \u0111a d\u1eef li\u1ec7u s\u1eb5n c\u00f3.<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">Doanh nghi\u1ec7p c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng c\u00e1c k\u1ef9 thu\u1eadt t\u0103ng c\u01b0\u1eddng nh\u01b0 t\u1ea1o d\u1eef li\u1ec7u t\u1ed5ng h\u1ee3p ho\u1eb7c thay \u0111\u1ed5i c\u00e1c thu\u1ed9c t\u00ednh d\u1eef li\u1ec7u (ch\u1eb3ng h\u1ea1n nh\u01b0 \u00e1nh s\u00e1ng, g\u00f3c quay c\u1ee7a h\u00ecnh \u1ea3nh) \u0111\u1ec3 b\u1ed5 sung cho t\u1eadp d\u1eef li\u1ec7u hi\u1ec7n c\u00f3. \u0110i\u1ec1u n\u00e0y kh\u00f4ng ch\u1ec9 gi\u00fap ti\u1ebft ki\u1ec7m chi ph\u00ed m\u00e0 c\u00f2n gi\u00fap m\u00f4 h\u00ecnh h\u1ecdc \u0111\u01b0\u1ee3c t\u1eeb m\u1ed9t ngu\u1ed3n d\u1eef li\u1ec7u phong ph\u00fa h\u01a1n m\u00e0 kh\u00f4ng c\u1ea7n m\u1edf r\u1ed9ng quy m\u00f4 thu th\u1eadp.<\/span><\/p>\n<h3 style=\"text-align: left;\">4.3 Gi\u1ea3m thi\u1ec3u t\u00ecnh tr\u1ea1ng Overfitting<\/h3>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">Overfitting l\u00e0 hi\u1ec7n t\u01b0\u1ee3ng khi m\u1ed9t m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y ch\u1ec9 th\u00e0nh th\u1ea1o trong vi\u1ec7c d\u1ef1 \u0111o\u00e1n tr\u00ean d\u1eef li\u1ec7u hu\u1ea5n luy\u1ec7n nh\u01b0ng l\u1ea1i g\u1eb7p kh\u00f3 kh\u0103n trong vi\u1ec7c \u00e1p d\u1ee5ng ki\u1ebfn th\u1ee9c v\u00e0o d\u1eef li\u1ec7u m\u1edbi. T\u00ecnh tr\u1ea1ng n\u00e0y th\u01b0\u1eddng x\u1ea3y ra khi t\u1eadp d\u1eef li\u1ec7u hu\u1ea5n luy\u1ec7n qu\u00e1 h\u1eb9p v\u00e0 kh\u00f4ng \u0111\u1ea1i di\u1ec7n cho \u0111\u1ee7 c\u00e1c t\u00ecnh hu\u1ed1ng c\u00f3 th\u1ec3 g\u1eb7p ph\u1ea3i trong th\u1ef1c t\u1ebf. Vi\u1ec7c t\u0103ng c\u01b0\u1eddng d\u1eef li\u1ec7u gi\u00fap t\u1ea1o ra c\u00e1c bi\u1ebfn th\u1ec3 phong ph\u00fa, ng\u0103n ng\u1eeba vi\u1ec7c m\u00f4 h\u00ecnh qu\u00e1 kh\u1edbp v\u00e0o t\u1eadp d\u1eef li\u1ec7u hu\u1ea5n luy\u1ec7n.<\/span><\/p>\n<figure id=\"attachment_42058\" aria-describedby=\"caption-attachment-42058\" style=\"width: 800px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-42058 size-full\" src=\"https:\/\/lacviet.vn\/wp-content\/uploads\/2024\/11\/data-augmentation-9.jpg\" alt=\" t\u0103ng c\u01b0\u1eddng d\u1eef li\u1ec7u\" width=\"800\" height=\"500\" srcset=\"https:\/\/lacviet.vn\/wp-content\/uploads\/2024\/11\/data-augmentation-9.jpg 800w, https:\/\/lacviet.vn\/wp-content\/uploads\/2024\/11\/data-augmentation-9-768x480.jpg 768w, https:\/\/lacviet.vn\/wp-content\/uploads\/2024\/11\/data-augmentation-9-18x12.jpg 18w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><figcaption id=\"caption-attachment-42058\" class=\"wp-caption-text\">T\u1ea1o ra c\u00e1c bi\u1ebfn th\u1ec3 phong ph\u00fa, ng\u0103n ng\u1eeba vi\u1ec7c m\u00f4 h\u00ecnh qu\u00e1 kh\u1edbp v\u00e0o t\u1eadp d\u1eef li\u1ec7u hu\u1ea5n luy\u1ec7n<\/figcaption><\/figure>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">C\u00e1c doanh nghi\u1ec7p s\u1ebd nh\u1eadn th\u1ea5y hi\u1ec7u qu\u1ea3 r\u00f5 r\u1ec7t khi m\u00f4 h\u00ecnh kh\u00f4ng ch\u1ec9 ho\u1ea1t \u0111\u1ed9ng t\u1ed1t tr\u00ean d\u1eef li\u1ec7u hu\u1ea5n luy\u1ec7n m\u00e0 c\u00f2n c\u00f3 th\u1ec3 \u0111\u01b0a ra d\u1ef1 \u0111o\u00e1n ch\u00ednh x\u00e1c trong c\u00e1c t\u00ecnh hu\u1ed1ng th\u1ef1c t\u1ebf. Data augmentation gi\u00fap m\u00f4 h\u00ecnh h\u1ecdc \u0111\u01b0\u1ee3c t\u1eeb nhi\u1ec1u ki\u1ec3u d\u1eef li\u1ec7u kh\u00e1c nhau, gi\u1ea3m thi\u1ec3u kh\u1ea3 n\u0103ng qu\u00e1 kh\u1edbp v\u00e0 gi\u00fap h\u1ec7 th\u1ed1ng nh\u1eadn di\u1ec7n t\u00e0i li\u1ec7u, v\u0103n b\u1ea3n ho\u1eb7c h\u00ecnh \u1ea3nh ch\u00ednh x\u00e1c h\u01a1n khi \u00e1p d\u1ee5ng v\u00e0o c\u00f4ng vi\u1ec7c th\u1ef1c t\u1ebf.<\/span><\/p>\n<h3 style=\"text-align: left;\">4.4 C\u1ea3i thi\u1ec7n quy\u1ec1n ri\u00eang t\u01b0 d\u1eef li\u1ec7u<\/h3>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">Khi s\u1eed d\u1ee5ng d\u1eef li\u1ec7u nh\u1ea1y c\u1ea3m nh\u01b0 th\u00f4ng tin kh\u00e1ch h\u00e0ng, d\u1eef li\u1ec7u t\u00e0i ch\u00ednh hay t\u00e0i li\u1ec7u ph\u00e1p l\u00fd, vi\u1ec7c b\u1ea3o v\u1ec7 quy\u1ec1n ri\u00eang t\u01b0 c\u1ee7a d\u1eef li\u1ec7u tr\u1edf n\u00ean v\u00f4 c\u00f9ng quan tr\u1ecdng. C\u00e1c k\u1ef9 thu\u1eadt t\u0103ng c\u01b0\u1eddng d\u1eef li\u1ec7u gi\u00fap t\u1ea1o ra d\u1eef li\u1ec7u t\u1ed5ng h\u1ee3p m\u00e0 kh\u00f4ng l\u00e0m l\u1ed9 th\u00f4ng tin nh\u1ea1y c\u1ea3m. \u0110i\u1ec1u n\u00e0y \u0111\u1eb7c bi\u1ec7t h\u1eefu \u00edch trong c\u00e1c ng\u00e0nh y\u00eau c\u1ea7u b\u1ea3o m\u1eadt cao, nh\u01b0 t\u00e0i ch\u00ednh ho\u1eb7c y t\u1ebf.<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">Doanh nghi\u1ec7p c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng d\u1eef li\u1ec7u t\u1ed5ng h\u1ee3p thay v\u00ec s\u1eed d\u1ee5ng d\u1eef li\u1ec7u g\u1ed1c \u0111\u1ec3 hu\u1ea5n luy\u1ec7n c\u00e1c m\u00f4 h\u00ecnh h\u1ecdc s\u00e2u. \u0110i\u1ec1u n\u00e0y kh\u00f4ng ch\u1ec9 gi\u00fap b\u1ea3o v\u1ec7 quy\u1ec1n ri\u00eang t\u01b0 m\u00e0 c\u00f2n gi\u1ea3m thi\u1ec3u r\u1ee7i ro vi ph\u1ea1m b\u1ea3o m\u1eadt d\u1eef li\u1ec7u. M\u00f4 h\u00ecnh v\u1eabn c\u00f3 th\u1ec3 h\u1ecdc \u0111\u01b0\u1ee3c c\u00e1c \u0111\u1eb7c t\u00ednh quan tr\u1ecdng m\u00e0 kh\u00f4ng ti\u1ebfp x\u00fac tr\u1ef1c ti\u1ebfp v\u1edbi d\u1eef li\u1ec7u nh\u1ea1y c\u1ea3m.<\/span><\/p>\n<h2 style=\"text-align: left;\">5. Data augmentation \u0111\u01b0\u1ee3c \u1ee9ng d\u1ee5ng trong l\u0129nh v\u1ef1c n\u00e0o?<\/h2>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">Data Augmentation \u0111\u00e3 \u0111\u01b0\u1ee3c \u1ee9ng d\u1ee5ng r\u1ed9ng r\u00e3i trong nhi\u1ec1u ng\u00e0nh c\u00f4ng nghi\u1ec7p, gi\u00fap c\u1ea3i thi\u1ec7n hi\u1ec7u su\u1ea5t c\u1ee7a c\u00e1c m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y (ML) v\u00e0 h\u1ecdc s\u00e2u (DL). C\u00e1c \u1ee9ng d\u1ee5ng n\u00e0y kh\u00f4ng ch\u1ec9 t\u1ed1i \u01b0u h\u00f3a k\u1ebft qu\u1ea3 m\u00e0 c\u00f2n gi\u00fap doanh nghi\u1ec7p gi\u1ea3m thi\u1ec3u chi ph\u00ed, th\u1eddi gian thu th\u1eadp d\u1eef li\u1ec7u. D\u01b0\u1edbi \u0111\u00e2y l\u00e0 m\u1ed9t s\u1ed1 l\u0129nh v\u1ef1c \u0111i\u1ec3n h\u00ecnh m\u00e0 k\u1ef9 thu\u1eadt t\u0103ng c\u01b0\u1eddng d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c \u00e1p d\u1ee5ng:<\/span><\/p>\n<h3 style=\"text-align: left;\">5.1 T\u00e0i ch\u00ednh &#8211; K\u1ebf to\u00e1n<\/h3>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">Trong l\u0129nh v\u1ef1c t\u00e0i ch\u00ednh, t\u0103ng c\u01b0\u1eddng d\u1eef li\u1ec7u c\u00f3 th\u1ec3 t\u1ea1o ra c\u00e1c tr\u01b0\u1eddng h\u1ee3p gian l\u1eadn gi\u1ea3 l\u1eadp \u0111\u1ec3 hu\u1ea5n luy\u1ec7n c\u00e1c m\u00f4 h\u00ecnh ph\u00e1t hi\u1ec7n gian l\u1eadn, qua \u0111\u00f3 gi\u00fap c\u00e1c h\u1ec7 th\u1ed1ng ph\u00e2n t\u00edch v\u00e0 nh\u1eadn di\u1ec7n c\u00e1c giao d\u1ecbch b\u1ea5t th\u01b0\u1eddng, t\u1eeb \u0111\u00f3 gi\u1ea3m thi\u1ec3u r\u1ee7i ro cho doanh nghi\u1ec7p.<\/span><\/p>\n<figure id=\"attachment_42060\" aria-describedby=\"caption-attachment-42060\" style=\"width: 800px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-42060 size-full\" src=\"https:\/\/lacviet.vn\/wp-content\/uploads\/2024\/11\/data-augmentation-12.jpg\" alt=\" t\u0103ng c\u01b0\u1eddng d\u1eef li\u1ec7u\" width=\"800\" height=\"500\" srcset=\"https:\/\/lacviet.vn\/wp-content\/uploads\/2024\/11\/data-augmentation-12.jpg 800w, https:\/\/lacviet.vn\/wp-content\/uploads\/2024\/11\/data-augmentation-12-768x480.jpg 768w, https:\/\/lacviet.vn\/wp-content\/uploads\/2024\/11\/data-augmentation-12-18x12.jpg 18w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><figcaption id=\"caption-attachment-42060\" class=\"wp-caption-text\">H\u1ec7 th\u1ed1ng ph\u00e2n t\u00edch v\u00e0 nh\u1eadn di\u1ec7n c\u00e1c giao d\u1ecbch b\u1ea5t th\u01b0\u1eddng<\/figcaption><\/figure>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">Vi\u1ec7c t\u1ea1o ra c\u00e1c giao d\u1ecbch gi\u1ea3 l\u1eadp gi\u00fap m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y nh\u1eadn di\u1ec7n \u0111\u01b0\u1ee3c c\u00e1c m\u1eabu giao d\u1ecbch b\u1ea5t th\u01b0\u1eddng trong ng\u00e2n h\u00e0ng, th\u1ebb t\u00edn d\u1ee5ng, ho\u1eb7c c\u00e1c giao d\u1ecbch tr\u1ef1c tuy\u1ebfn. Ngo\u00e0i ra, k\u1ef9 thu\u1eadt n\u00e0y c\u0169ng h\u1ed7 tr\u1ee3 c\u1ea3i thi\u1ec7n d\u1ef1 \u0111o\u00e1n r\u1ee7i ro t\u00edn d\u1ee5ng, gi\u00fap c\u00e1c ng\u00e2n h\u00e0ng x\u00e1c \u0111\u1ecbnh kh\u00e1ch h\u00e0ng ti\u1ec1m \u1ea9n r\u1ee7i ro.<\/span><\/p>\n\t\t<div data-elementor-type=\"loop-item\" data-elementor-id=\"44166\" class=\"elementor elementor-44166 e-loop-item e-loop-item-42048 post-42048 post type-post status-publish format-standard has-post-thumbnail hentry category-du-lieu-va-ai tag-thuat-ngu-ai tag-thuat-ngu-data\" data-elementor-post-type=\"elementor_library\" data-custom-edit-handle=\"1\">\n\t\t\t<div class=\"elementor-element elementor-element-8f2ea98 e-flex e-con-boxed e-con e-parent\" data-id=\"8f2ea98\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-34ddd03 elementor-widget elementor-widget-text-editor\" data-id=\"34ddd03\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<blockquote><p style=\"color: #ec5e20;\"><b>L\u1ea1c Vi\u1ec7t Financial AI Agent gi\u1ea3i quy\u1ebft c\u00e1c &#8220;n\u1ed7i lo&#8221; c\u1ee7a doanh nghi\u1ec7p<\/b><\/p><p><b>\u0110\u1ed1i v\u1edbi ph\u00f2ng k\u1ebf to\u00e1n:<\/b><\/p><ul><li>Gi\u1ea3m t\u1ea3i c\u00f4ng vi\u1ec7c x\u1eed l\u00fd b\u00e1o c\u00e1o cu\u1ed1i k\u1ef3 nh\u01b0 t\u1ed5ng k\u1ebft, quy\u1ebft to\u00e1n thu\u1ebf, l\u1eadp ng\u00e2n s\u00e1ch.<\/li><li>T\u1ef1 \u0111\u1ed9ng t\u1ea1o c\u00e1c b\u00e1o c\u00e1o d\u00f2ng ti\u1ec1n, thu h\u1ed3i c\u00f4ng n\u1ee3, b\u00e1o c\u00e1o t\u00e0i ch\u00ednh chi ti\u1ebft trong th\u1eddi gian ng\u1eafn.<\/li><\/ul><p><b>\u0110\u1ed1i v\u1edbi l\u00e3nh \u0111\u1ea1o:<\/b><\/p><ul><li>Cung c\u1ea5p b\u1ee9c tranh t\u00e0i ch\u00ednh to\u00e0n di\u1ec7n theo th\u1eddi gian th\u1ef1c, gi\u00fap ra quy\u1ebft \u0111\u1ecbnh nhanh ch\u00f3ng.<\/li><li>H\u1ed7 tr\u1ee3 gi\u1ea3i \u0111\u00e1p th\u1eafc m\u1eafc t\u1ee9c th\u00ec v\u1ec1 c\u00e1c ch\u1ec9 s\u1ed1 t\u00e0i ch\u00ednh, cung c\u1ea5p d\u1ef1 b\u00e1o chi\u1ebfn l\u01b0\u1ee3c t\u00e0i ch\u00ednh m\u00e0 kh\u00f4ng c\u1ea7n ch\u1edd \u0111\u1ee3i t\u1eeb c\u00e1c b\u1ed9 ph\u1eadn li\u00ean quan.<\/li><li>C\u1ea3nh b\u00e1o r\u1ee7i ro t\u00e0i ch\u00ednh, g\u1ee3i \u00fd\u00a0 gi\u1ea3i ph\u00e1p t\u1ed1i \u01b0u h\u00f3a ngu\u1ed3n l\u1ef1c.<\/li><\/ul><div id=\"tuvan\" class=\"elementor-menu-anchor\">\u00a0<\/div><p><a href=\"https:\/\/lacviet.vn\/lac-viet-financial-ai-agent\/?utm_source=Blog-data-analytics&amp;utm_medium=content-sp\"><b>Financial AI Agent<\/b><\/a> c\u1ee7a L\u1ea1c Vi\u1ec7t kh\u00f4ng ch\u1ec9 l\u00e0 m\u1ed9t c\u00f4ng c\u1ee5 ph\u00e2n t\u00edch t\u00e0i ch\u00ednh m\u00e0 c\u00f2n l\u00e0 m\u1ed9t tr\u1ee3 l\u00fd th\u00f4ng minh, gi\u00fap doanh nghi\u1ec7p hi\u1ec3u r\u00f5, qu\u1ea3n l\u00fd \u201cs\u1ee9c kh\u1ecfe\u201d t\u00e0i ch\u00ednh m\u1ed9t c\u00e1ch to\u00e0n di\u1ec7n. V\u1edbi kh\u1ea3 n\u0103ng t\u1ef1 \u0111\u1ed9ng h\u00f3a, ph\u00e2n t\u00edch chuy\u00ean s\u00e2u, c\u1eadp nh\u1eadt real-time, \u0111\u00e2y l\u00e0 gi\u1ea3i ph\u00e1p l\u00fd t\u01b0\u1edfng \u0111\u1ec3 doanh nghi\u1ec7p Vi\u1ec7t Nam t\u1ed1i \u01b0u h\u00f3a quy tr\u00ecnh qu\u1ea3n tr\u1ecb t\u00e0i ch\u00ednh, t\u0103ng c\u01b0\u1eddng l\u1ee3i th\u1ebf c\u1ea1nh tranh tr\u00ean th\u1ecb tr\u01b0\u1eddng.<\/p><p style=\"text-align: center;\"><span style=\"color: #ec5e20;\"><strong>\u0110\u0102NG K\u00dd T\u01af V\u1ea4N V\u00c0 DEMO<\/strong><\/span><\/p><p><div class=\"frm_forms  with_frm_style frm_style_formidable-style\" id=\"frm_form_22_container\" data-token=\"29de8da02d79c1cbe05d77907c88e062\">\n<form enctype=\"multipart\/form-data\" method=\"post\" class=\"frm-show-form \" id=\"form_financial-ai-agent\" data-token=\"29de8da02d79c1cbe05d77907c88e062\">\n<div class=\"frm_form_fields \">\n<fieldset>\n<legend class=\"frm_screen_reader\">\u0110\u0103ng k\u00fd gi\u1ea3i ph\u00e1p Financial AI Agent<\/legend>\r\n\r\n<div class=\"frm_fields_container\">\n<input type=\"hidden\" name=\"frm_action\" value=\"create\" \/>\n<input type=\"hidden\" name=\"form_id\" value=\"22\" \/>\n<input type=\"hidden\" name=\"frm_hide_fields_22\" id=\"frm_hide_fields_22\" value=\"\" \/>\n<input type=\"hidden\" name=\"form_key\" value=\"financial-ai-agent\" \/>\n<input type=\"hidden\" name=\"item_meta[0]\" value=\"\" \/>\n<input type=\"hidden\" id=\"frm_submit_entry_22\" name=\"frm_submit_entry_22\" value=\"0014ff961a\" \/><input type=\"hidden\" name=\"_wp_http_referer\" value=\"\/en\/wp-json\/wp\/v2\/posts\/42048\" \/><div id=\"frm_field_168_container\" class=\"frm_form_field form-field  frm_required_field frm_top_container frm12 frm_first\">\r\n    <label for=\"field_k597l742\" id=\"field_k597l742_label\" class=\"frm_primary_label\">\r\n        <span class=\"frm_required\" aria-hidden=\"true\"><\/span>\r\n    <\/label>\r\n    <input type=\"text\" id=\"field_k597l742\" name=\"item_meta[168]\" value=\"\"  placeholder=\"H\u1ecd v\u00e0 t\u00ean*\" data-reqmsg=\"Th\u00f4ng tin n\u00e0y kh\u00f4ng \u0111\u01b0\u1ee3c \u0111\u1ec3 tr\u1ed1ng\" aria-required=\"true\" data-invmsg=\"Text is invalid\" aria-invalid=\"false\"  \/>\r\n    \r\n    \r\n<\/div>\n<div id=\"frm_field_169_container\" class=\"frm_form_field form-field  frm_required_field frm_top_container frm6 frm_first\">\r\n    <label for=\"field_k7d4c742\" id=\"field_k7d4c742_label\" class=\"frm_primary_label\">\r\n        <span class=\"frm_required\" aria-hidden=\"true\"><\/span>\r\n    <\/label>\r\n    <input type=\"tel\" id=\"field_k7d4c742\" name=\"item_meta[169]\" value=\"\"  placeholder=\"S\u1ed1 \u0111i\u1ec7n tho\u1ea1i*\" data-reqmsg=\"Th\u00f4ng tin n\u00e0y kh\u00f4ng \u0111\u01b0\u1ee3c \u0111\u1ec3 tr\u1ed1ng\" aria-required=\"true\" data-invmsg=\"This field kh\u00f4ng h\u1ee3p l\u1ec7\" aria-invalid=\"false\" pattern=\"((\\+\\d{1,3}(-|.| )?\\(?\\d\\)?(-| |.)?\\d{1,5})|(\\(?\\d{2,6}\\)?))(-|.| )?(\\d{3,4})(-|.| )?(\\d{4})(( x| ext)\\d{1,5}){0,1}$\"  \/>\r\n    \r\n    \r\n<\/div>\n<div id=\"frm_field_170_container\" class=\"frm_form_field form-field  frm_required_field frm_top_container frm6\">\r\n    <label for=\"field_qnbh4742\" id=\"field_qnbh4742_label\" class=\"frm_primary_label\">\r\n        <span class=\"frm_required\" aria-hidden=\"true\"><\/span>\r\n    <\/label>\r\n    <input type=\"email\" id=\"field_qnbh4742\" name=\"item_meta[170]\" value=\"\"  placeholder=\"Email*\" data-reqmsg=\"Th\u00f4ng tin n\u00e0y kh\u00f4ng \u0111\u01b0\u1ee3c \u0111\u1ec3 tr\u1ed1ng\" aria-required=\"true\" data-invmsg=\"This field kh\u00f4ng h\u1ee3p l\u1ec7\" aria-invalid=\"false\"  \/>\r\n    \r\n    \r\n<\/div>\n<div id=\"frm_field_238_container\" class=\"frm_form_field form-field  frm_top_container frm6 frm_first\">\r\n\t<label for=\"field_c6cjz\" id=\"field_c6cjz_label\" class=\"frm_primary_label\">\r\n\t\t<span class=\"frm_required\" aria-hidden=\"true\"><\/span>\r\n\t<\/label>\r\n\t\t\t<select name=\"item_meta[238]\" id=\"field_c6cjz\"  placeholder=\"Ch\u1ee9c v\u1ee5\" data-invmsg=\"This field kh\u00f4ng h\u1ee3p l\u1ec7\" aria-invalid=\"false\"  >\n\t\t<option  class=\"frm-select-placeholder\" value=\"\" data-placeholder=\"true\">Ch\u1ee9c v\u1ee5<\/option><option  value=\"Ch\u1ee7 doanh nghi\u1ec7p\">Ch\u1ee7 doanh nghi\u1ec7p<\/option><option  value=\"Gi\u00e1m \u0111\u1ed1c\/Ph\u00f3 gi\u00e1m \u0111\u1ed1c\">Gi\u00e1m \u0111\u1ed1c\/Ph\u00f3 gi\u00e1m \u0111\u1ed1c<\/option><option  value=\"Tr\u01b0\u1edfng ph\u00f2ng K\u00ea\u0301 toa\u0301n\">Tr\u01b0\u1edfng ph\u00f2ng K\u00ea\u0301 toa\u0301n<\/option><option  value=\"Tr\u01b0\u1edfng ph\u00f2ng Mua ha\u0300ng\">Tr\u01b0\u1edfng ph\u00f2ng Mua ha\u0300ng<\/option><option  value=\"Tr\u01b0\u1edfng ph\u00f2ng IT\">Tr\u01b0\u1edfng ph\u00f2ng IT<\/option><option  value=\"Tr\u01b0\u1edfng ph\u00f2ng Nh\u00e2n s\u1ef1\">Tr\u01b0\u1edfng ph\u00f2ng Nh\u00e2n s\u1ef1<\/option><option  value=\"Tr\u01b0\u1edfng ph\u00f2ng Marketing\">Tr\u01b0\u1edfng ph\u00f2ng Marketing<\/option><option  value=\"Tr\u01b0\u1edfng ph\u00f2ng Kinh doanh\">Tr\u01b0\u1edfng ph\u00f2ng Kinh doanh<\/option><option  value=\"Qu\u1ea3n l\u00fd d\u1ef1 \u00e1n\">Qu\u1ea3n l\u00fd d\u1ef1 \u00e1n<\/option><option  value=\"Nh\u00e2n vi\u00ean\">Nh\u00e2n vi\u00ean<\/option><option  value=\"Kh\u00e1c\">Kh\u00e1c<\/option>\t<\/select>\n\t\r\n\t\r\n\t\r\n<\/div>\n<div id=\"frm_field_172_container\" class=\"frm_form_field form-field  frm_required_field frm_top_container frm6\">\r\n    <label for=\"field_92h0d742\" id=\"field_92h0d742_label\" class=\"frm_primary_label\">\r\n        <span class=\"frm_required\" aria-hidden=\"true\"><\/span>\r\n    <\/label>\r\n    <input type=\"text\" id=\"field_92h0d742\" name=\"item_meta[172]\" value=\"\"  placeholder=\"T\u00ean doanh nghi\u1ec7p\/MST*\" data-reqmsg=\"Th\u00f4ng tin n\u00e0y kh\u00f4ng \u0111\u01b0\u1ee3c \u0111\u1ec3 tr\u1ed1ng\" aria-required=\"true\" data-invmsg=\"Text is invalid\" aria-invalid=\"false\"  \/>\r\n    \r\n    \r\n<\/div>\n<div id=\"frm_field_173_container\" class=\"frm_form_field form-field  frm_top_container frm6 frm_first\">\r\n\t<label for=\"field_tidhs2\" id=\"field_tidhs2_label\" class=\"frm_primary_label\">\r\n\t\t<span class=\"frm_required\" aria-hidden=\"true\"><\/span>\r\n\t<\/label>\r\n\t\t\t<select name=\"item_meta[173]\" id=\"field_tidhs2\"  placeholder=\"Quy m\u00f4 nh\u00e2n s\u1ef1\" data-invmsg=\"This field kh\u00f4ng h\u1ee3p l\u1ec7\" aria-invalid=\"false\"  >\n\t\t<option  class=\"frm-select-placeholder\" value=\"\" data-placeholder=\"true\">Quy m\u00f4 nh\u00e2n s\u1ef1<\/option><option  value=\"Si\u00eau Nho\u0309 (&lt;20)\">Si\u00eau Nho\u0309 (&lt;20)<\/option><option  value=\"Nho\u0309 (&lt;=100)\">Nho\u0309 (&lt;=100)<\/option><option  value=\"V\u01b0\u0300a (&lt;=500)\">V\u01b0\u0300a (&lt;=500)<\/option><option  value=\"L\u01a1\u0301n (&lt;=3000)\">L\u01a1\u0301n (&lt;=3000)<\/option><option  value=\"R\u00e2\u0301t L\u01a1\u0301n (&gt;3000)\">R\u00e2\u0301t L\u01a1\u0301n (&gt;3000)<\/option>\t<\/select>\n\t\r\n\t\r\n\t\r\n<\/div>\n<div id=\"frm_field_174_container\" class=\"frm_form_field form-field  frm_top_container frm6\">\r\n\t<label for=\"field_obq9c3\" id=\"field_obq9c3_label\" class=\"frm_primary_label\">\r\n\t\t<span class=\"frm_required\" aria-hidden=\"true\"><\/span>\r\n\t<\/label>\r\n\t\t\t<select name=\"item_meta[174]\" id=\"field_obq9c3\"  placeholder=\"Ng\u00e0nh ngh\u1ec1\" data-invmsg=\"This field kh\u00f4ng h\u1ee3p l\u1ec7\" aria-invalid=\"false\"  >\n\t\t<option  class=\"frm-select-placeholder\" value=\"\" data-placeholder=\"true\">Ng\u00e0nh ngh\u1ec1<\/option><option  value=\"D\u1ecbch v\u1ee5 c\u00f4ng\">D\u1ecbch v\u1ee5 c\u00f4ng<\/option><option  value=\"T\u00e0i ch\u00ednh\/ng\u00e2n h\u00e0ng\/ba\u0309o hi\u00ea\u0309m\">T\u00e0i ch\u00ednh\/ng\u00e2n h\u00e0ng\/ba\u0309o hi\u00ea\u0309m<\/option><option  value=\"X\u00e2y d\u1ef1ng\/b\u1ea5t \u0111\u1ed9ng s\u1ea3n\">X\u00e2y d\u1ef1ng\/b\u1ea5t \u0111\u1ed9ng s\u1ea3n<\/option><option  value=\"D\u00e2\u0300u khi\u0301\/n\u01b0\u01a1\u0301c\">D\u00e2\u0300u khi\u0301\/n\u01b0\u01a1\u0301c<\/option><option  value=\"Gi\u00e1o d\u1ee5c\/\u0111\u00e0o t\u1ea1o\">Gi\u00e1o d\u1ee5c\/\u0111\u00e0o t\u1ea1o<\/option><option  value=\"B\u00e1n l\u1ebb\">B\u00e1n l\u1ebb<\/option><option  value=\"Th\u1ef1c ph\u1ea9m\/ha\u0300ng ti\u00eau du\u0300ng\">Th\u1ef1c ph\u1ea9m\/ha\u0300ng ti\u00eau du\u0300ng<\/option><option  value=\"D\u01b0\u1ee3c ph\u1ea9m\/Y t\u1ebf\/CN sinh h\u1ecdc\">D\u01b0\u1ee3c ph\u1ea9m\/Y t\u1ebf\/CN sinh h\u1ecdc<\/option><option  value=\"D\u1ec7t\/may\">D\u1ec7t\/may<\/option><option  value=\"Sa\u0309n xu\u00e2\u0301t c\u00f4ng nghi\u00ea\u0323p n\u0103\u0323ng (c\u01a1 kh\u00ed, xi m\u0103ng, the\u0323\u0301p, \u0111i\u00ea\u0323n...)\">Sa\u0309n xu\u00e2\u0301t c\u00f4ng nghi\u00ea\u0323p n\u0103\u0323ng (c\u01a1 kh\u00ed, xi m\u0103ng, the\u0323\u0301p, \u0111i\u00ea\u0323n&#8230;)<\/option><option  value=\"S\u1ea3n xu\u00e2\u0301t gi\u00e2\u0301y\/bao bi\u0300\">S\u1ea3n xu\u00e2\u0301t gi\u00e2\u0301y\/bao bi\u0300<\/option><option  value=\"Sa\u0309n xu\u00e2\u0301t kha\u0301c\">Sa\u0309n xu\u00e2\u0301t kha\u0301c<\/option><option  value=\"C\u00f4ng ngh\u1ec7 cao (CNTT, \u0111i\u00ea\u0323n t\u01b0\u0309)\">C\u00f4ng ngh\u1ec7 cao (CNTT, \u0111i\u00ea\u0323n t\u01b0\u0309)<\/option><option  value=\"Di\u0323ch vu\u0323 T\u01b0 v\u1ea5n\/HR\/k\u00ea\u0301 toa\u0301n\">Di\u0323ch vu\u0323 T\u01b0 v\u1ea5n\/HR\/k\u00ea\u0301 toa\u0301n<\/option><option  value=\"L\u00e0m \u0111\u1eb9p\/spa\/th\u1ea9m m\u1ef9\">L\u00e0m \u0111\u1eb9p\/spa\/th\u1ea9m m\u1ef9<\/option><option  value=\"V\u1eadn t\u1ea3i\/kho b\u00e3i\">V\u1eadn t\u1ea3i\/kho b\u00e3i<\/option><option  value=\"\u00d4 t\u00f4\/xe ma\u0301y\/thi\u00ea\u0301t bi\u0323\">\u00d4 t\u00f4\/xe ma\u0301y\/thi\u00ea\u0301t bi\u0323<\/option><option  value=\"Di\u0323ch vu\u0323 l\u01b0u tru\u0301\">Di\u0323ch vu\u0323 l\u01b0u tru\u0301<\/option><option  value=\"Di\u0323ch vu\u0323 \u0103n u\u00f4\u0301ng\/gia\u0309i tri\u0301\">Di\u0323ch vu\u0323 \u0103n u\u00f4\u0301ng\/gia\u0309i tri\u0301<\/option><option  value=\"D\u1ecbch v\u1ee5 th\u01b0\u01a1ng ma\u0323i kha\u0301c\">D\u1ecbch v\u1ee5 th\u01b0\u01a1ng ma\u0323i kha\u0301c<\/option><option  value=\"Kh\u00e1c\">Kh\u00e1c<\/option>\t<\/select>\n\t\r\n\t\r\n\t\r\n<\/div>\n<div id=\"frm_field_177_container\" class=\"frm_form_field form-field  frm_none_container\">\r\n\t<label for=\"g-recaptcha-response\" id=\"field_vlud_label\" class=\"frm_primary_label\">\r\n\t\t<span class=\"frm_required\" aria-hidden=\"true\"><\/span>\r\n\t<\/label>\r\n\t<div  id=\"field_vlud\" class=\"frm-g-recaptcha\" data-sitekey=\"6LexPF8bAAAAABVTCNDuOGGhiBWMaQijt5r_RX_G\" data-size=\"normal\" data-theme=\"light\"><\/div>\r\n\t\r\n\t\r\n<\/div>\n<div id=\"frm_field_175_container\" class=\"frm_form_field  frm_html_container form-field\"><span style=\"font-size: 12px;\"><em>B\u1eb1ng c\u00e1ch nh\u1ea5n v\u00e0o n\u00fat <strong>G\u1eedi y\u00eau c\u1ea7u<\/strong>, b\u1ea1n \u0111\u00e3 \u0111\u1ed3ng \u00fd v\u1edbi <a href=\"https:\/\/lacviet.vn\/chinh-sach-bao-ve-du-lieu-ca-nhan\/\">Ch\u00ednh s\u00e1ch b\u1ea3o m\u1eadt th\u00f4ng tin<\/a> c\u1ee7a L\u1ea1c Vi\u1ec7t.<\/em><\/span><\/div>\n<div id=\"frm_field_176_container\" class=\"frm_form_field form-field \">\r\n\t<div class=\"frm_submit frm_flex\">\r\n<button class=\"frm_button_submit\" type=\"submit\"  >G\u1eedi y\u00eau c\u1ea7u<\/button>\r\n\r\n\r\n\r\n<\/div>\r\n<\/div>\n\t<input type=\"hidden\" name=\"item_key\" value=\"\" \/>\n\t<\/div>\n<\/fieldset>\n<\/div>\n\n<\/form>\n<\/div>\n<\/p><\/blockquote>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-615beca elementor-widget elementor-widget-html\" data-id=\"615beca\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<iframe width=\"800\" height=\"500\" src=\"https:\/\/www.youtube.com\/embed\/hWgoj4EzfOU?si=oAIV5mhtVVJHsDFW\" title=\"YouTube video player\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9094ef8 elementor-widget elementor-widget-html\" data-id=\"9094ef8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"wrapper\">\n  <div class=\"box-gradient\"><strong><span style=\"color: #ffffff;\"><a style=\"color: #ffffff;\" href=\"https:\/\/lacviet.vn\/lac-viet-financial-ai-agent\/?utm_source=Blog-data-analytics&utm_medium=xem-tinh-nang\">XEM CHI TI\u1ebeT T\u00cdNH N\u0102NG L\u1ea0C VI\u1ec6T FINANCIAL AI AGENT<\/a><\/span><\/strong><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\n<h3 style=\"text-align: left;\">5.2 S\u1ea3n xu\u1ea5t<\/h3>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">Trong ng\u00e0nh s\u1ea3n xu\u1ea5t, vi\u1ec7c s\u1eed d\u1ee5ng Data augmentation gi\u00fap c\u1ea3i thi\u1ec7n c\u00e1c m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y trong vi\u1ec7c ph\u00e1t hi\u1ec7n l\u1ed7i s\u1ea3n ph\u1ea9m. C\u00e1c m\u00f4 h\u00ecnh c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c hu\u1ea5n luy\u1ec7n v\u1edbi c\u00e1c bi\u1ebfn th\u1ec3 h\u00ecnh \u1ea3nh c\u1ee7a s\u1ea3n ph\u1ea9m \u0111\u1ec3 nh\u1eadn di\u1ec7n khi\u1ebfm khuy\u1ebft ho\u1eb7c l\u1ed7i trong qu\u00e1 tr\u00ecnh s\u1ea3n xu\u1ea5t.<\/span><\/p>\n<figure id=\"attachment_42061\" aria-describedby=\"caption-attachment-42061\" style=\"width: 800px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-42061 size-full\" src=\"https:\/\/lacviet.vn\/wp-content\/uploads\/2024\/11\/data-augmentation-11.jpg\" alt=\" t\u0103ng c\u01b0\u1eddng d\u1eef li\u1ec7u\" width=\"800\" height=\"500\" srcset=\"https:\/\/lacviet.vn\/wp-content\/uploads\/2024\/11\/data-augmentation-11.jpg 800w, https:\/\/lacviet.vn\/wp-content\/uploads\/2024\/11\/data-augmentation-11-768x480.jpg 768w, https:\/\/lacviet.vn\/wp-content\/uploads\/2024\/11\/data-augmentation-11-18x12.jpg 18w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><figcaption id=\"caption-attachment-42061\" class=\"wp-caption-text\">Nh\u1eadn di\u1ec7n khi\u1ebfm khuy\u1ebft ho\u1eb7c l\u1ed7i trong qu\u00e1 tr\u00ecnh s\u1ea3n xu\u1ea5t<\/figcaption><\/figure>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">C\u00e1c c\u00f4ng ty s\u1ea3n xu\u1ea5t c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng h\u00ecnh \u1ea3nh t\u0103ng c\u01b0\u1eddng \u0111\u1ec3 ph\u00e1t hi\u1ec7n c\u00e1c l\u1ed7i nh\u1ecf nh\u01b0 v\u1ebft tr\u1ea7y x\u01b0\u1edbc, n\u1ee9t v\u1ee1 tr\u00ean b\u1ec1 m\u1eb7t s\u1ea3n ph\u1ea9m, \u0111i\u1ec1u n\u00e0y gi\u00fap gi\u1ea3m thi\u1ec3u s\u1ed1 l\u01b0\u1ee3ng s\u1ea3n ph\u1ea9m b\u1ecb l\u1ed7i \u0111\u01b0a v\u00e0o d\u00e2y chuy\u1ec1n s\u1ea3n xu\u1ea5t v\u00e0 t\u0103ng n\u0103ng su\u1ea5t.<\/span><\/p>\n<h3 style=\"text-align: left;\">5.3 B\u00e1n l\u1ebb<\/h3>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">T\u0103ng c\u01b0\u1eddng d\u1eef li\u1ec7u \u0111\u00f3ng vai tr\u00f2 quan tr\u1ecdng trong ng\u00e0nh b\u00e1n l\u1ebb, n\u01a1i c\u00e1c m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 ph\u00e2n lo\u1ea1i s\u1ea3n ph\u1ea9m, t\u1ed1i \u01b0u h\u00f3a d\u1ef1 b\u00e1o nhu c\u1ea7u v\u00e0 c\u00e1 nh\u00e2n h\u00f3a tr\u1ea3i nghi\u1ec7m kh\u00e1ch h\u00e0ng.<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">T\u0103ng c\u01b0\u1eddng d\u1eef li\u1ec7u h\u00ecnh \u1ea3nh c\u1ee7a s\u1ea3n ph\u1ea9m c\u00f3 th\u1ec3 gi\u00fap c\u00e1c m\u00f4 h\u00ecnh nh\u1eadn di\u1ec7n s\u1ea3n ph\u1ea9m trong c\u00e1c \u0111i\u1ec1u ki\u1ec7n kh\u00e1c nhau nh\u01b0 \u00e1nh s\u00e1ng y\u1ebfu, g\u00f3c ch\u1ee5p kh\u00e1c nhau ho\u1eb7c n\u1ec1n ph\u1ee9c t\u1ea1p. \u0110i\u1ec1u n\u00e0y gi\u00fap n\u00e2ng cao kh\u1ea3 n\u0103ng nh\u1eadn d\u1ea1ng s\u1ea3n ph\u1ea9m, t\u1ea1o ra tr\u1ea3i nghi\u1ec7m mua s\u1eafm m\u01b0\u1ee3t m\u00e0 cho kh\u00e1ch h\u00e0ng.<\/span><\/p>\n<h3 style=\"text-align: left;\">5.4 Qu\u1ea3n l\u00fd t\u00e0i li\u1ec7u<\/h3>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">Data augmentation c\u0169ng c\u00f3 \u1ee9ng d\u1ee5ng quan tr\u1ecdng trong vi\u1ec7c qu\u1ea3n l\u00fd t\u00e0i li\u1ec7u, \u0111\u1eb7c bi\u1ec7t trong qu\u00e1 tr\u00ecnh s\u1ed1 h\u00f3a t\u00e0i li\u1ec7u t\u1eeb b\u1ea3n in ho\u1eb7c scan. C\u00e1c c\u00f4ng ngh\u1ec7 nh\u01b0 OCR k\u1ebft h\u1ee3p v\u1edbi k\u1ef9 thu\u1eadt t\u0103ng c\u01b0\u1eddng d\u1eef li\u1ec7u c\u00f3 th\u1ec3 gi\u00fap nh\u1eadn di\u1ec7n, x\u1eed l\u00fd c\u00e1c t\u00e0i li\u1ec7u ph\u1ee9c t\u1ea1p, t\u1eeb \u0111\u00f3 t\u1ed1i \u01b0u h\u00f3a qu\u00e1 tr\u00ecnh l\u01b0u tr\u1eef v\u00e0 t\u00ecm ki\u1ebfm th\u00f4ng tin.<\/span><\/p>\n<figure id=\"attachment_42059\" aria-describedby=\"caption-attachment-42059\" style=\"width: 800px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-42059 size-full\" src=\"https:\/\/lacviet.vn\/wp-content\/uploads\/2024\/11\/data-augmentation-10.jpg\" alt=\" t\u0103ng c\u01b0\u1eddng d\u1eef li\u1ec7u\" width=\"800\" height=\"500\" srcset=\"https:\/\/lacviet.vn\/wp-content\/uploads\/2024\/11\/data-augmentation-10.jpg 800w, https:\/\/lacviet.vn\/wp-content\/uploads\/2024\/11\/data-augmentation-10-768x480.jpg 768w, https:\/\/lacviet.vn\/wp-content\/uploads\/2024\/11\/data-augmentation-10-18x12.jpg 18w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><figcaption id=\"caption-attachment-42059\" class=\"wp-caption-text\">Nh\u1eadn di\u1ec7n, x\u1eed l\u00fd c\u00e1c t\u00e0i li\u1ec7u ph\u1ee9c t\u1ea1p v\u1edbi k\u1ef9 thu\u1eadt <span style=\"font-weight: 400;\">t\u0103ng c\u01b0\u1eddng d\u1eef li\u1ec7u <\/span><\/figcaption><\/figure>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">L\u1ea1c Vi\u1ec7t \u00e1p d\u1ee5ng k\u1ef9 thu\u1eadt t\u0103ng c\u01b0\u1eddng d\u1eef li\u1ec7u v\u00e0o c\u00e1c h\u1ec7 th\u1ed1ng qu\u1ea3n l\u00fd t\u00e0i li\u1ec7u nh\u01b0 <\/span>LV SureDMS<span style=\"font-weight: 400;\">. Vi\u1ec7c s\u1eed d\u1ee5ng OCR k\u1ebft h\u1ee3p v\u1edbi t\u0103ng c\u01b0\u1eddng d\u1eef li\u1ec7u gi\u00fap c\u1ea3i thi\u1ec7n kh\u1ea3 n\u0103ng nh\u1eadn d\u1ea1ng c\u00e1c t\u00e0i li\u1ec7u c\u00f3 \u0111\u1ecbnh d\u1ea1ng ph\u1ee9c t\u1ea1p ho\u1eb7c c\u00e1c v\u0103n b\u1ea3n trong ng\u00f4n ng\u1eef \u00edt ph\u1ed5 bi\u1ebfn. \u0110i\u1ec1u n\u00e0y gi\u00fap c\u1ea3i thi\u1ec7n \u0111\u1ed9 ch\u00ednh x\u00e1c khi ph\u00e2n lo\u1ea1i, t\u00ecm ki\u1ebfm, l\u01b0u tr\u1eef t\u00e0i li\u1ec7u.<\/span><\/p>\n\t\t<div data-elementor-type=\"page\" data-elementor-id=\"36002\" class=\"elementor elementor-36002\" data-elementor-post-type=\"elementor_library\">\n\t\t\t\t<div class=\"elementor-element elementor-element-aa3b6d0 e-flex e-con-boxed e-con e-parent\" data-id=\"aa3b6d0\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6c51883 elementor-widget elementor-widget-text-editor\" data-id=\"6c51883\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><strong>Gi\u1ea3i ph\u00e1p qu\u1ea3n l\u00fd\u00a0<span style=\"text-align: var(--text-align);\">h\u1ed3 s\u01a1 &#8211; t\u00e0i li\u1ec7u\u00a0<\/span><span style=\"font-family: inherit; text-align: var(--text-align);\">LV SureDMS chuy\u00ean nghi\u1ec7p<\/span><\/strong><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-ba7fb2a e-flex e-con-boxed e-con e-parent\" data-id=\"ba7fb2a\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-efbbea6 e-flex e-con-boxed e-con e-child\" data-id=\"efbbea6\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-097ac66 elementor-widget elementor-widget-text-editor\" data-id=\"097ac66\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-size: 14pt;\"><b>H\u1ed7 tr\u1ee3 t\u1ed5 ch\u1ee9c s\u1ed1 h\u00f3a 100% h\u1ed3 s\u01a1 l\u01b0u tr\u1eef<\/b><\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f574c4c elementor-widget elementor-widget-text-editor\" data-id=\"f574c4c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul>\n<li><span style=\"white-space-collapse: preserve;\">Cho ph\u00e9p t\u1ea1o m\u1edbi h\u1ed3 s\u01a1 l\u01b0u tr\u1eef v\u1edbi \u0111\u1ea7y \u0111\u1ee7 th\u00f4ng tin theo chu\u1ea9n Dublin core.<\/span><\/li>\n<li><span style=\"white-space-collapse: preserve;\">Cho ph\u00e9p l\u01b0u tr\u1eef nhi\u1ec1u lo\u1ea1i \u0111\u1ecbnh d\u1ea1ng (v\u0103n b\u1ea3n, h\u00ecnh \u1ea3nh, video, t\u1ec7p \u00e2m thanh,&#8230;) theo nhu c\u1ea7u c\u00f4ng vi\u1ec7c.<br><\/span><\/li>\n<li><span style=\"white-space-collapse: preserve;\">H\u1ed7 tr\u1ee3 qu\u1ea3n l\u00fd c\u1ea3 h\u1ed3 s\u01a1 gi\u1ea5y v\u00e0 h\u1ed3 s\u01a1 s\u1ed1 h\u00f3a, qu\u1ea3n l\u00fd th\u00f4ng tin v\u1ecb tr\u00ed l\u01b0u tr\u1eef, t\u00ecnh tr\u1ea1ng hi\u1ec7n c\u00f3 c\u1ee7a h\u1ed3 s\u01a1.<br><\/span><\/li>\n<li><span style=\"white-space-collapse: preserve;\">T\u00edch h\u1ee3p v\u1edbi thi\u1ebft b\u1ecb s\u1ed1 h\u00f3a h\u1ed3 s\u01a1 gi\u00fap s\u1ed1 h\u00f3a h\u1ed3 s\u01a1 trong 1 click chu\u1ed9t.<br><\/span><\/li>\n<\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-cd753e1 e-flex e-con-boxed e-con e-parent\" data-id=\"cd753e1\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-599d504 e-flex e-con-boxed e-con e-child\" data-id=\"599d504\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3799bb1 elementor-widget elementor-widget-text-editor\" data-id=\"3799bb1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-size: 14pt;\"><b>B\u1ea3o qu\u1ea3n h\u1ed3 s\u01a1 an to\u00e0n, ch\u1ec9nh l\u00fd d\u1ec5 d\u00e0ng<\/b><\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b1a4ac2 elementor-widget elementor-widget-text-editor\" data-id=\"b1a4ac2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul><li><span style=\"white-space-collapse: preserve;\">T\u1ed5 ch\u1ee9c d\u1eef li\u1ec7u \u0111a c\u1ea5p: Kho, c\u00e1c k\u1ec7 v\u00e0 h\u1ed9p h\u1ed3 s\u01a1 theo c\u1ea5u tr\u00fac ri\u00eang t\u1eebng m\u00f4 h\u00ecnh t\u1ed5 ch\u1ee9c.<\/span><\/li><li><span style=\"white-space-collapse: preserve;\">H\u1ed7 tr\u1ee3 t\u1ed5 ch\u1ee9c l\u01b0u tr\u1eef \u0111a kho \u1edf nhi\u1ec1u v\u1ecb tr\u00ed kh\u00e1c nhau v\u00e0 ph\u00e2n quy\u1ec1n qu\u1ea3n l\u00fd \u0111\u1ed9c l\u1eadp tr\u00ean t\u1eebng kho l\u01b0u tr\u1eef.<br \/><\/span><\/li><li><span style=\"white-space-collapse: preserve;\">T\u00edch h\u1ee3p c\u00f4ng ngh\u1ec7 Barcode\/ QRCode\/ RFID \u0111\u1ec3 qu\u1ea3n l\u00fd h\u1ed3 s\u01a1 v\u00e0 th\u00e0nh ph\u1ea7n h\u1ed3 s\u01a1.<\/span><\/li><li><span style=\"white-space-collapse: preserve;\">H\u1ed7 tr\u1ee3 in danh m\u1ee5c h\u1ed3 s\u01a1 n\u1ed9p l\u01b0u, m\u1eabu t\u1edd m\u1ee5c l\u1ee5c c\u1ee7a h\u1ed3 s\u01a1 theo \u0111\u00fang ti\u00eau chu\u1ea9n c\u1ee7a C\u1ee5c V\u0103n th\u01b0 L\u01b0u tr\u1eef.<br \/><\/span><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-535963f e-flex e-con-boxed e-con e-parent\" data-id=\"535963f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-738a359 e-flex e-con-boxed e-con e-child\" data-id=\"738a359\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2ee8b15 elementor-widget elementor-widget-text-editor\" data-id=\"2ee8b15\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-size: 14pt;\"><b>Khai th\u00e1c ti\u1ec7n l\u1ee3i, s\u1eed d\u1ee5ng m\u1ecdi l\u00fac m\u1ecdi n\u01a1i<\/b><\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-59406bd elementor-widget elementor-widget-text-editor\" data-id=\"59406bd\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul><li>Xem nhanh t\u00e0i li\u1ec7u tr\u1ef1c tuy\u1ebfn kh\u00f4ng c\u1ea7n t\u1ea3i v\u1ec1 m\u00e1y.<\/li><li><span style=\"white-space-collapse: preserve; background-color: #f4f8ff;\">\u00a0<\/span><span style=\"white-space-collapse: preserve;\">C\u00f3 c\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3: ch\u1ec9nh s\u1eeda, x\u00f3a, di chuy\u1ec3n, sao ch\u00e9p, t\u1ea3i t\u00e0i li\u1ec7u, \u0111\u00e1nh d\u1ea5u y\u00eau th\u00edch,&#8230;<\/span><\/li><li><span style=\"white-space-collapse: preserve;\">Cho ph\u00e9p t\u00ecm ki\u1ebfm theo t\u1eeb kh\u00f3a, lo\u1ea1i t\u00e0i li\u1ec7u, h\u1ed3 s\u01a1 v\u00e0 t\u00ecm ki\u1ebfm theo n\u1ed9i dung trong t\u00e0i li\u1ec7u.<br \/><\/span><\/li><li><span style=\"white-space-collapse: preserve;\">Cho ph\u00e9p m\u01b0\u1ee3n\/tr\u1ea3 h\u1ed3 s\u01a1 tr\u1ef1c tuy\u1ebfn th\u00f4ng qua ph\u1ea7n m\u1ec1m ho\u1eb7c \u1ee9ng d\u1ee5ng di \u0111\u1ed9ng.<br \/><\/span><\/li><li><span style=\"white-space-collapse: preserve;\">T\u00edch h\u1ee3p quy tr\u00ecnh ph\u00ea duy\u1ec7t y\u00eau c\u1ea7u m\u01b0\u1ee3n online v\u00e0 t\u1ef1 \u0111\u1ed9ng thu h\u1ed3i quy\u1ec1n truy c\u1eadp h\u1ed3 s\u01a1 khi h\u1ebft h\u1ea1n m\u01b0\u1ee3n.<br \/><\/span><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-968e56f e-flex e-con-boxed e-con e-parent\" data-id=\"968e56f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-69697e0 e-flex e-con-boxed e-con e-child\" data-id=\"69697e0\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c2b9c7b elementor-widget elementor-widget-text-editor\" data-id=\"c2b9c7b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-size: 14pt;\"><strong>Qu\u1ea3n tr\u1ecb linh ho\u1ea1t b\u1eb1ng c\u00f4ng c\u1ee5 tr\u1ef1c quan<\/strong><\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8d711e9 elementor-widget elementor-widget-text-editor\" data-id=\"8d711e9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul><li><span style=\"white-space-collapse: preserve;\">Qu\u1ea3n l\u00fd t\u00ecnh tr\u1ea1ng khai th\u00e1c kho t\u00e0i li\u1ec7u, qu\u1ea3n l\u00fd m\u01b0\u1ee3n \u2013 tr\u1ea3 v\u00e0 ch\u00ednh s\u00e1ch m\u01b0\u1ee3n tr\u1ea3.<\/span><\/li><li><span style=\"white-space-collapse: preserve;\">Cho ph\u00e9p ph\u00e2n quy\u1ec1n nhi\u1ec1u c\u1ea5p \u0111\u1ed9 v\u00e0 gi\u1edbi h\u1ea1n quy\u1ec1n c\u1ee7a ng\u01b0\u1eddi d\u00f9ng \u0111\u01b0\u1ee3c c\u1ea5p quy\u1ec1n truy c\u1eadp nh\u1eb1m ki\u1ec3m so\u00e1t vi\u1ec7c ti\u1ebfp c\u1eadn c\u00e1c t\u00e0i li\u1ec7u theo \u0111\u1ed9 m\u1eadt kh\u00e1c nhau.<br \/><\/span><\/li><li><span style=\"white-space-collapse: preserve;\">Cho ph\u00e9p chuy\u1ec3n d\u1eef li\u1ec7u t\u1eeb file excel bi\u00ean m\u1ee5c h\u1ed3 s\u01a1 l\u01b0u tr\u1eef v\u00e0o h\u1ec7 th\u1ed1ng.<br \/><\/span><\/li><li><span style=\"white-space-collapse: preserve;\">T\u00edch h\u1ee3p v\u1edbi c\u00e1c h\u1ec7 th\u1ed1ng kh\u00e1c \u0111\u1ec3 th\u1ed1ng nh\u1ea5t l\u01b0u tr\u1eef h\u1ed3 s\u01a1 t\u1eadp trung 1 n\u01a1i.<br \/><\/span><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-1705860 e-flex e-con-boxed e-con e-parent\" data-id=\"1705860\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0c87dd7 elementor-widget elementor-widget-image\" data-id=\"0c87dd7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"890\" height=\"722\" src=\"https:\/\/lacviet.vn\/wp-content\/uploads\/2024\/09\/phan-mem-quan-ly-ho-so-suredms-lac-viet.png\" class=\"attachment-large size-large wp-image-36004\" alt=\"ph\u1ea7n m\u1ec1m qu\u1ea3n l\u00fd h\u1ed3 s\u01a1 SureDMS L\u1ea1c Vi\u1ec7t\" srcset=\"https:\/\/lacviet.vn\/wp-content\/uploads\/2024\/09\/phan-mem-quan-ly-ho-so-suredms-lac-viet.png 890w, https:\/\/lacviet.vn\/wp-content\/uploads\/2024\/09\/phan-mem-quan-ly-ho-so-suredms-lac-viet-768x623.png 768w, https:\/\/lacviet.vn\/wp-content\/uploads\/2024\/09\/phan-mem-quan-ly-ho-so-suredms-lac-viet-15x12.png 15w\" sizes=\"(max-width: 890px) 100vw, 890px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-26ac0b7 elementor-mobile-align-center elementor-align-center elementor-widget elementor-widget-button\" data-id=\"26ac0b7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm elementor-animation-bob\" href=\"https:\/\/lacviet.vn\/lv-suredms\/?utm_source=blog&#038;utm_medium=nut-tinh-nang\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-icon\">\n\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-paper-plane\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M476 3.2L12.5 270.6c-18.1 10.4-15.8 35.6 2.2 43.2L121 358.4l287.3-253.2c5.5-4.9 13.3 2.6 8.6 8.3L176 407v80.5c0 23.6 28.5 32.9 42.5 15.8L282 426l124.6 52.2c14.2 6 30.4-2.9 33-18.2l72-432C515 7.8 493.3-6.8 476 3.2z\"><\/path><\/svg>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Xem chi ti\u1ebft t\u00ednh n\u0103ng LV SureDMS<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\n<h3 style=\"text-align: left;\">5.5 S\u1ee9c kh\u1ecfe &#8211; Y t\u1ebf<\/h3>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">Trong ng\u00e0nh y t\u1ebf, \u0111\u1eb7c bi\u1ec7t l\u00e0 ch\u1ea9n \u0111o\u00e1n h\u00ecnh \u1ea3nh, vi\u1ec7c t\u0103ng c\u01b0\u1eddng d\u1eef li\u1ec7u gi\u00fap c\u1ea3i thi\u1ec7n kh\u1ea3 n\u0103ng ph\u00e1t hi\u1ec7n v\u00e0 nh\u1eadn d\u1ea1ng c\u00e1c b\u1ec7nh l\u00fd t\u1eeb h\u00ecnh \u1ea3nh y t\u1ebf nh\u01b0 X-quang, CT scan hay MRI. Th\u00f4ng qua vi\u1ec7c t\u1ea1o ra c\u00e1c bi\u1ebfn th\u1ec3 c\u1ee7a h\u00ecnh \u1ea3nh (v\u00ed d\u1ee5 nh\u01b0 xoay, ph\u00f3ng to, thay \u0111\u1ed5i \u0111\u1ed9 s\u00e1ng), c\u00e1c m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y c\u00f3 th\u1ec3 nh\u1eadn di\u1ec7n b\u1ec7nh t\u1eadt nh\u01b0 ung th\u01b0, kh\u1ed1i u ho\u1eb7c c\u00e1c t\u1ed5n th\u01b0\u01a1ng m\u00e0 kh\u00f4ng g\u1eb7p ph\u1ea3i h\u1ea1n ch\u1ebf c\u1ee7a d\u1eef li\u1ec7u thi\u1ebfu h\u1ee5t.<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">Vi\u1ec7c t\u1ea1o ra c\u00e1c h\u00ecnh \u1ea3nh y t\u1ebf t\u1ed5ng h\u1ee3p gi\u00fap t\u0103ng c\u01b0\u1eddng d\u1eef li\u1ec7u cho nh\u1eefng b\u1ec7nh hi\u1ebfm g\u1eb7p, n\u01a1i m\u00e0 s\u1ed1 l\u01b0\u1ee3ng h\u00ecnh \u1ea3nh g\u1ed1c r\u1ea5t \u00edt. \u0110i\u1ec1u n\u00e0y kh\u00f4ng ch\u1ec9 c\u1ea3i thi\u1ec7n kh\u1ea3 n\u0103ng ch\u1ea9n \u0111o\u00e1n m\u00e0 c\u00f2n gi\u00fap b\u1ea3o v\u1ec7 quy\u1ec1n ri\u00eang t\u01b0 c\u1ee7a b\u1ec7nh nh\u00e2n khi s\u1eed d\u1ee5ng c\u00e1c d\u1eef li\u1ec7u t\u1ed5ng h\u1ee3p thay v\u00ec d\u1eef li\u1ec7u th\u1ef1c t\u1ebf.<\/span><\/p>\n<p style=\"text-align: justify;\"><b>Data augmentation <\/b><span style=\"font-weight: 400;\">kh\u00f4ng ch\u1ec9 l\u00e0 m\u1ed9t k\u1ef9 thu\u1eadt b\u1ed5 tr\u1ee3 trong qu\u00e1 tr\u00ecnh ph\u00e1t tri\u1ec3n AI\/ML, m\u00e0 c\u00f2n l\u00e0 gi\u1ea3i ph\u00e1p chi\u1ebfn l\u01b0\u1ee3c gi\u00fap c\u00e1c doanh nghi\u1ec7p t\u1ed1i \u01b0u h\u00f3a d\u1eef li\u1ec7u v\u00e0 n\u00e2ng cao hi\u1ec7u qu\u1ea3 ho\u1ea1t \u0111\u1ed9ng. V\u1edbi kh\u1ea3 n\u0103ng t\u1ea1o ra d\u1eef li\u1ec7u ch\u1ea5t l\u01b0\u1ee3ng cao, \u1ee9ng d\u1ee5ng r\u1ed9ng r\u00e3i trong nhi\u1ec1u ng\u00e0nh ngh\u1ec1, k\u1ef9 thu\u1eadt n\u00e0y mang \u0111\u1ebfn c\u01a1 h\u1ed9i l\u1edbn \u0111\u1ec3 doanh nghi\u1ec7p b\u1ee9t ph\u00e1 trong th\u1eddi \u0111\u1ea1i s\u1ed1.<\/span><\/p>\n<p style=\"text-align: justify;\"><strong>TH\u00d4NG TIN LI\u00caN H\u1ec6:<\/strong><\/p>\n<ul style=\"text-align: justify;\">\n<li style=\"text-align: justify;\" aria-level=\"1\">C\u00f4ng ty C\u1ed5 ph\u1ea7n Tin H\u1ecdc L\u1ea1c Vi\u1ec7t<\/li>\n<li style=\"text-align: justify;\" aria-level=\"1\">Hotline: 0901 555 063 | (+84.28) 3842 3333<\/li>\n<li style=\"text-align: justify;\" aria-level=\"1\">Email: info@lacviet.vn \u2013 Website:\u00a0<a href=\"https:\/\/lacviet.vn\/\">https:\/\/lacviet.vn<\/a><\/li>\n<li style=\"text-align: justify;\" aria-level=\"1\">Tr\u1ee5 s\u1edf ch\u00ednh: 23 Nguy\u1ec5n Th\u1ecb Hu\u1ef3nh, P. 8, Q. Ph\u00fa Nhu\u1eadn, TP. H\u1ed3 Ch\u00ed Minh<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>T\u00e0i li\u1ec7u \u0111\u01b0\u1ee3c m\u1ec7nh danh l\u00e0 t\u00e0i s\u1ea3n qu\u00fd gi\u00e1 nh\u1ea5t c\u1ee7a doanh nghi\u1ec7p, vi\u1ec7c l\u00e0m gi\u00e0u v\u00e0 t\u1ed1i \u01b0u h\u00f3a d\u1eef li\u1ec7u \u0111\u1ec3 t\u0103ng hi\u1ec7u qu\u1ea3 khai th\u00e1c tr\u1edf th\u00e0nh m\u1ed9t y\u1ebfu t\u1ed1 then ch\u1ed1t. Data augmentation \u0111\u01b0\u1ee3c t\u1eadn d\u1ee5ng nh\u01b0 m\u1ed9t k\u1ef9 thu\u1eadt m\u1ea1nh m\u1ebd gi\u00fap c\u1ea3i thi\u1ec7n ch\u1ea5t l\u01b0\u1ee3ng v\u00e0 s\u1ed1 l\u01b0\u1ee3ng [&hellip;]<\/p>\n","protected":false},"author":8,"featured_media":42050,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[99],"tags":[79,88],"class_list":["post-42048","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-du-lieu-va-ai","tag-thuat-ngu-ai","tag-thuat-ngu-data"],"_links":{"self":[{"href":"https:\/\/lacviet.vn\/en\/wp-json\/wp\/v2\/posts\/42048","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/lacviet.vn\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/lacviet.vn\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/lacviet.vn\/en\/wp-json\/wp\/v2\/users\/8"}],"replies":[{"embeddable":true,"href":"https:\/\/lacviet.vn\/en\/wp-json\/wp\/v2\/comments?post=42048"}],"version-history":[{"count":5,"href":"https:\/\/lacviet.vn\/en\/wp-json\/wp\/v2\/posts\/42048\/revisions"}],"predecessor-version":[{"id":45639,"href":"https:\/\/lacviet.vn\/en\/wp-json\/wp\/v2\/posts\/42048\/revisions\/45639"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/lacviet.vn\/en\/wp-json\/wp\/v2\/media\/42050"}],"wp:attachment":[{"href":"https:\/\/lacviet.vn\/en\/wp-json\/wp\/v2\/media?parent=42048"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/lacviet.vn\/en\/wp-json\/wp\/v2\/categories?post=42048"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/lacviet.vn\/en\/wp-json\/wp\/v2\/tags?post=42048"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}