{"id":5381,"date":"2020-07-01T10:08:09","date_gmt":"2020-07-01T03:08:09","guid":{"rendered":"https:\/\/bap-software.net\/?post_type=knowledge&#038;p=5381"},"modified":"2025-06-04T16:31:37","modified_gmt":"2025-06-04T09:31:37","slug":"ai-app-development","status":"publish","type":"knowledge","link":"https:\/\/bap-software.net\/vi\/knowledge\/ai-app-development\/","title":{"rendered":"Ph\u00e1t tri\u1ec3n \u1ee8ng d\u1ee5ng AI \u2013 Doanh nghi\u1ec7p c\u1ea7n chu\u1ea9n b\u1ecb nh\u1eefng g\u00ec?"},"content":{"rendered":"<p><strong><em>Ph\u00e1t tri\u1ec3n \u1ee9ng d\u1ee5ng AI l\u00e0 qu\u00e1 tr\u00ecnh t\u1ea1o ra c\u00e1c ph\u1ea7n m\u1ec1m t\u00edch h\u1ee3p tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o \u0111\u1ec3 t\u1ef1 \u0111\u1ed9ng h\u00f3a, ph\u00e2n t\u00edch v\u00e0 \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh th\u00f4ng minh. B\u00e0i vi\u1ebft n\u00e0y s\u1ebd gi\u00fap doanh nghi\u1ec7p hi\u1ec3u r\u00f5 c\u1ea7n chu\u1ea9n b\u1ecb g\u00ec \u2013 t\u1eeb d\u1eef li\u1ec7u, k\u1ef9 thu\u1eadt \u0111\u1ebfn chi ph\u00ed \u2013 tr\u01b0\u1edbc khi b\u1eaft \u0111\u1ea7u m\u1ed9t d\u1ef1 \u00e1n AI hi\u1ec7u qu\u1ea3.<\/em><\/strong><\/p>\n<h2><strong>1. Ph\u00e1t tri\u1ec3n \u1ee9ng d\u1ee5ng AI l\u00e0 g\u00ec?<\/strong><\/h2>\n<div id=\"attachment_5382\" style=\"width: 660px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-5382\" class=\"wp-image-5382 size-full\" src=\"https:\/\/cdn.bap-software.net\/2020\/07\/ai-app-development.jpg\" alt=\"ai app development\" width=\"650\" height=\"335\" \/><p id=\"caption-attachment-5382\" class=\"wp-caption-text\">What is AI app development? &#8211; Source: Becoming Human<\/p><\/div>\n<p data-start=\"439\" data-end=\"527\"><strong data-start=\"439\" data-end=\"465\">Ph\u00e1t tri\u1ec3n \u1ee9ng d\u1ee5ng AI<\/strong> cho ph\u00e9p b\u1ea1n t\u1ea1o ra nhi\u1ec1u lo\u1ea1i \u1ee9ng d\u1ee5ng c\u00f3 c\u00e1c ch\u1ee9c n\u0103ng nh\u01b0:<\/p>\n<ul data-start=\"529\" data-end=\"629\">\n<li data-start=\"529\" data-end=\"556\">\n<p data-start=\"531\" data-end=\"556\">T\u1ef1 \u0111\u1ed9ng nh\u1eadn di\u1ec7n k\u00fd t\u1ef1<\/p>\n<\/li>\n<li data-start=\"557\" data-end=\"580\">\n<p data-start=\"559\" data-end=\"580\">Nh\u1eadn di\u1ec7n khu\u00f4n m\u1eb7t<\/p>\n<\/li>\n<li data-start=\"581\" data-end=\"607\">\n<p data-start=\"583\" data-end=\"607\">Nh\u1eadn di\u1ec7n \u00e2m thanh n\u1ec1n<\/p>\n<\/li>\n<li data-start=\"608\" data-end=\"629\">\n<p data-start=\"610\" data-end=\"629\">Nh\u1eadn di\u1ec7n h\u00e0nh vi<\/p>\n<\/li>\n<\/ul>\n<p data-start=\"631\" data-end=\"822\"><em>V\u00ed d\u1ee5:<\/em> Nhi\u1ec1u \u1ee9ng d\u1ee5ng AI \u0111\u00e3 \u0111\u01b0\u1ee3c \u00e1p d\u1ee5ng trong ng\u00e0nh Y h\u1ecdc, nh\u01b0 Tr\u01b0\u1eddng \u0111\u1ea1i h\u1ecdc Stanford \u0111\u00e3 nghi\u00ean c\u1ee9u v\u00e0 th\u1eed nghi\u1ec7m c\u00e1c thu\u1eadt to\u00e1n AI \u0111\u1ec3 ph\u00e1t hi\u1ec7n ung th\u01b0 da v\u1edbi hi\u1ec7u qu\u1ea3 ngang m\u1ee9c con ng\u01b0\u1eddi.<\/p>\n<p data-start=\"824\" data-end=\"1016\">Ngo\u00e0i ra, <a href=\"https:\/\/bap-software.net\/\">c\u00f4ng ty ph\u00e1t tri\u1ec3n ph\u1ea7n m\u1ec1m<\/a> d\u1ef1a tr\u00ean AI t\u1ea1i \u0110an M\u1ea1ch \u0111\u00e3 th\u1eed nghi\u1ec7m ch\u01b0\u01a1ng tr\u00ecnh h\u1ecdc s\u00e2u, cho ph\u00e9p m\u00e1y t\u00ednh \u201cnghe l\u00e9n\u201d c\u00e1c cu\u1ed9c g\u1ecdi kh\u1ea9n c\u1ea5p. Thu\u1eadt to\u00e1n AI ph\u00e2n t\u00edch n\u1ed9i dung bao g\u1ed3m:<\/p>\n<ul data-start=\"1018\" data-end=\"1062\">\n<li data-start=\"1018\" data-end=\"1031\">\n<p data-start=\"1020\" data-end=\"1031\">Ng\u01b0\u1eddi n\u00f3i<\/p>\n<\/li>\n<li data-start=\"1032\" data-end=\"1045\">\n<p data-start=\"1034\" data-end=\"1045\">Gi\u1ecdng n\u00f3i<\/p>\n<\/li>\n<li data-start=\"1046\" data-end=\"1062\">\n<p data-start=\"1048\" data-end=\"1062\">\u00c2m thanh n\u1ec1n<\/p>\n<\/li>\n<\/ul>\n<p data-start=\"1064\" data-end=\"1179\">T\u1eeb \u0111\u00f3, ph\u00e1t hi\u1ec7n t\u00ecnh tr\u1ea1ng ng\u1eebng tim v\u1edbi <strong data-start=\"1106\" data-end=\"1138\">t\u1ef7 l\u1ec7 th\u00e0nh c\u00f4ng l\u00ean \u0111\u1ebfn 93%<\/strong>, cao h\u01a1n m\u1ee9c 73% do con ng\u01b0\u1eddi th\u1ef1c hi\u1ec7n.<\/p>\n<h2 data-start=\"1186\" data-end=\"1272\"><strong>2. Nhu c\u1ea7u ph\u00e1t tri\u1ec3n \u1ee9ng d\u1ee5ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI App development) trong th\u1ef1c t\u1ebf<\/strong><\/h2>\n<div id=\"attachment_5383\" style=\"width: 660px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-5383\" class=\"wp-image-5383 size-full\" src=\"https:\/\/cdn.bap-software.net\/2020\/07\/ai-app-development-cost-e1681975316197.jpg\" alt=\"ai app development cost\" width=\"650\" height=\"471\" \/><p id=\"caption-attachment-5383\" class=\"wp-caption-text\">Artificial Intelligence App development process &#8211; Source: Devteam.Space<\/p><\/div>\n<h3 data-start=\"1274\" data-end=\"1300\"><strong>2.1. Thu th\u1eadp d\u1eef li\u1ec7u<\/strong><\/h3>\n<p data-start=\"1302\" data-end=\"1472\">\u1ede giai \u0111o\u1ea1n n\u00e0y, b\u1ea1n c\u1ea7n thu th\u1eadp d\u1eef li\u1ec7u t\u1eeb nhi\u1ec1u ngu\u1ed3n kh\u00e1c nhau nh\u01b0 s\u1ed1 l\u01b0\u1ee3ng, m\u00e0u s\u1eafc, gi\u1edbi t\u00ednh, kh\u1ea3o s\u00e1t v\u0103n b\u1ea3n,&#8230; t\u00f9y theo v\u1ea5n \u0111\u1ec1 m\u00e0 doanh nghi\u1ec7p mu\u1ed1n gi\u1ea3i quy\u1ebft.<\/p>\n<p data-start=\"1474\" data-end=\"1674\">D\u1eef li\u1ec7u l\u00e0 y\u1ebfu t\u1ed1 r\u1ea5t quan tr\u1ecdng, v\u00ec n\u00f3 gi\u00fap doanh nghi\u1ec7p ph\u00e2n t\u00edch c\u00e1c hi\u1ec7n t\u01b0\u1ee3ng trong qu\u00e1 kh\u1ee9, t\u1eeb \u0111\u00f3 h\u00ecnh th\u00e0nh c\u00e1c <a href=\"https:\/\/bap-software.net\/vi\/programming-languages\/\">m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y<\/a> (machine learning) \u0111\u1ec3 chu\u1ea9n b\u1ecb cho c\u00e1c bi\u1ebfn \u0111\u1ed9ng trong t\u01b0\u01a1ng lai.<\/p>\n<p data-start=\"1676\" data-end=\"1719\"><strong data-start=\"1676\" data-end=\"1719\">M\u1ed9t s\u1ed1 ti\u00eau chu\u1ea9n khi thu th\u1eadp d\u1eef li\u1ec7u:<\/strong><\/p>\n<ul data-start=\"1721\" data-end=\"1786\">\n<li data-start=\"1721\" data-end=\"1737\">\n<p data-start=\"1723\" data-end=\"1737\">Kh\u00f4ng c\u00f3 l\u1ed7i<\/p>\n<\/li>\n<li data-start=\"1738\" data-end=\"1786\">\n<p data-start=\"1740\" data-end=\"1786\">D\u1eef li\u1ec7u ph\u1ea3i li\u00ean quan \u0111\u1ebfn b\u00e0i to\u00e1n c\u1ea7n gi\u1ea3i<\/p>\n<\/li>\n<\/ul>\n<h3 data-start=\"1793\" data-end=\"1821\"><strong>2.2. Ti\u1ec1n x\u1eed l\u00fd d\u1eef li\u1ec7u<\/strong><\/h3>\n<p data-start=\"1823\" data-end=\"1896\">Giai \u0111o\u1ea1n n\u00e0y r\u1ea5t quan tr\u1ecdng \u0111\u1ec3 lo\u1ea1i b\u1ecf l\u1ed7i ho\u1eb7c d\u1eef li\u1ec7u kh\u00f4ng li\u00ean quan.<\/p>\n<p data-start=\"1898\" data-end=\"2101\">V\u00ed d\u1ee5: Khi thu th\u1eadp d\u1eef li\u1ec7u \u0111\u1ec3 ph\u00e1t tri\u1ec3n nh\u1eadn di\u1ec7n khu\u00f4n m\u1eb7t, n\u1ebfu kh\u00f4ng x\u00e1c \u0111\u1ecbnh \u0111\u00fang d\u1eef li\u1ec7u ho\u1eb7c d\u1eef li\u1ec7u qu\u00e1 \u00edt, th\u00ec h\u1ecdc m\u00e1y s\u1ebd kh\u00f4ng th\u1ec3 ho\u1ea1t \u0111\u1ed9ng hi\u1ec7u qu\u1ea3. V\u00ec v\u1eady, giai \u0111o\u1ea1n ti\u1ec1n x\u1eed l\u00fd l\u00e0 c\u1ea7n thi\u1ebft.<\/p>\n<p data-start=\"2103\" data-end=\"2122\"><strong data-start=\"2103\" data-end=\"2122\">C\u00e1c b\u01b0\u1edbc x\u1eed l\u00fd:<\/strong><\/p>\n<ul data-start=\"2124\" data-end=\"2441\">\n<li data-start=\"2124\" data-end=\"2210\">\n<p data-start=\"2126\" data-end=\"2210\"><strong data-start=\"2126\" data-end=\"2150\">D\u1eef li\u1ec7u th\u00f4 ban \u0111\u1ea7u:<\/strong> th\u01b0\u1eddng \u0111\u01b0\u1ee3c l\u01b0u tr\u1eef \u1edf d\u1ea1ng data lake ho\u1eb7c data warehouse.<\/p>\n<\/li>\n<li data-start=\"2211\" data-end=\"2287\">\n<p data-start=\"2213\" data-end=\"2287\"><strong data-start=\"2213\" data-end=\"2234\">D\u1eef li\u1ec7u \u0111\u00e3 x\u1eed l\u00fd:<\/strong> chuy\u1ec3n v\u1ec1 d\u1ea1ng b\u1ea3ng ph\u1ee5c v\u1ee5 cho qu\u00e1 tr\u00ecnh h\u1ecdc m\u00e1y.<\/p>\n<\/li>\n<li data-start=\"2288\" data-end=\"2441\">\n<p data-start=\"2290\" data-end=\"2441\"><strong data-start=\"2290\" data-end=\"2339\">K\u1ef9 thu\u1eadt t\u1ea1o \u0111\u1eb7c tr\u01b0ng (Feature engineering):<\/strong> \u0111i\u1ec1u ch\u1ec9nh c\u00e1c \u0111\u1eb7c tr\u01b0ng \u0111\u1ea7u v\u00e0o ph\u00f9 h\u1ee3p v\u1edbi m\u00f4 h\u00ecnh, t\u1ea1o ra c\u00e1c \u0111\u1eb7c tr\u01b0ng m\u1edbi ph\u1ee5c v\u1ee5 cho d\u1ef1 \u0111o\u00e1n.<\/p>\n<\/li>\n<\/ul>\n<h3 data-start=\"2448\" data-end=\"2484\"><strong>2.3. H\u1ecdc m\u00e1y (Machine Learning)<\/strong><\/h3>\n<div id=\"attachment_5384\" style=\"width: 660px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-5384\" class=\"wp-image-5384 size-full\" src=\"https:\/\/cdn.bap-software.net\/2020\/07\/software-development-ai-utilization.jpg\" alt=\"Software development ai utilization\" width=\"650\" height=\"488\" \/><p id=\"caption-attachment-5384\" class=\"wp-caption-text\">Machine learning process &#8211; Source: Slideshare<\/p><\/div>\n<p data-start=\"2486\" data-end=\"2653\">Giai \u0111o\u1ea1n n\u00e0y doanh nghi\u1ec7p c\u1ea7n hu\u1ea5n luy\u1ec7n m\u00f4 h\u00ecnh b\u1eb1ng d\u1eef li\u1ec7u \u0111\u00e3 x\u1eed l\u00fd \u1edf b\u01b0\u1edbc tr\u01b0\u1edbc. Vi\u1ec7c hu\u1ea5n luy\u1ec7n n\u00e0y nh\u1eb1m t\u1ea1o ra m\u00f4 h\u00ecnh c\u00f3 kh\u1ea3 n\u0103ng gi\u1ea3i quy\u1ebft c\u00e1c t\u00e1c v\u1ee5 c\u1ee5 th\u1ec3.<\/p>\n<p data-start=\"2655\" data-end=\"2686\"><strong data-start=\"2655\" data-end=\"2686\">M\u1ed9t s\u1ed1 ch\u1ec9 s\u1ed1 c\u1ea7n theo d\u00f5i:<\/strong><\/p>\n<ul data-start=\"2688\" data-end=\"2885\">\n<li data-start=\"2688\" data-end=\"2739\">\n<p data-start=\"2690\" data-end=\"2739\">\u0110\u1ed9 ch\u00ednh x\u00e1c khi hu\u1ea5n luy\u1ec7n (Training accuracy)<\/p>\n<\/li>\n<li data-start=\"2740\" data-end=\"2792\">\n<p data-start=\"2742\" data-end=\"2792\">\u0110\u1ed9 ch\u00ednh x\u00e1c khi ki\u1ec3m \u0111\u1ecbnh (Validation accuracy)<\/p>\n<\/li>\n<li data-start=\"2793\" data-end=\"2838\">\n<p data-start=\"2795\" data-end=\"2838\">\u0110\u1ed9 m\u1ea5t m\u00e1t khi hu\u1ea5n luy\u1ec7n (Training Loss)<\/p>\n<\/li>\n<li data-start=\"2839\" data-end=\"2885\">\n<p data-start=\"2841\" data-end=\"2885\">\u0110\u1ed9 m\u1ea5t m\u00e1t khi ki\u1ec3m \u0111\u1ecbnh (Validation Loss)<\/p>\n<\/li>\n<\/ul>\n<p data-start=\"2887\" data-end=\"2930\"><strong data-start=\"2887\" data-end=\"2928\">C\u00e1c c\u00f4ng c\u1ee5 ph\u1ed5 bi\u1ebfn h\u1ed7 tr\u1ee3 theo d\u00f5i:<\/strong><\/p>\n<ul data-start=\"2931\" data-end=\"2961\">\n<li data-start=\"2931\" data-end=\"2945\">\n<p data-start=\"2933\" data-end=\"2945\">Matplotlib<\/p>\n<\/li>\n<li data-start=\"2946\" data-end=\"2961\">\n<p data-start=\"2948\" data-end=\"2961\">Tensorboard<\/p>\n<\/li>\n<\/ul>\n<h3 data-start=\"2968\" data-end=\"3022\"><strong>2.4. Tri\u1ec3n khai \u1ee9ng d\u1ee5ng (Deploy for Application)<\/strong><\/h3>\n<p data-start=\"3024\" data-end=\"3141\">\u0110\u00e2y l\u00e0 giai \u0111o\u1ea1n cu\u1ed1i c\u00f9ng, \u0111\u1ea3m b\u1ea3o <a href=\"https:\/\/bap-software.net\/vi\/services\/ai-iot\/\">m\u00f4 h\u00ecnh AI<\/a> ho\u1ea1t \u0111\u1ed9ng th\u1ef1c t\u1ebf th\u00f4ng qua c\u00e1c \u1ee9ng d\u1ee5ng web ho\u1eb7c ch\u01b0\u01a1ng tr\u00ecnh <a href=\"https:\/\/bap-software.net\/vi\/knowledge\/what-is-python-used-for\/\">Python<\/a>.<\/p>\n<p data-start=\"3143\" data-end=\"3273\">Ngo\u00e0i ra, quy tr\u00ecnh n\u00ean c\u00f3 th\u00eam b\u01b0\u1edbc <strong data-start=\"3180\" data-end=\"3200\">\u0111\u00e1nh gi\u00e1 m\u00f4 h\u00ecnh<\/strong> trong m\u00f4i tr\u01b0\u1eddng s\u1ea3n xu\u1ea5t nh\u1eb1m ki\u1ec3m tra \u0111\u1ed9 ph\u00f9 h\u1ee3p v\u1edbi m\u1ee5c ti\u00eau ban \u0111\u1ea7u.<\/p>\n<h2 data-start=\"3280\" data-end=\"3317\"><strong>3. Chi ph\u00ed ph\u00e1t tri\u1ec3n \u1ee9ng d\u1ee5ng AI<\/strong><\/h2>\n<p data-start=\"3319\" data-end=\"3448\">Hi\u1ec7n nay, th\u1ecb tr\u01b0\u1eddng ph\u00e1t tri\u1ec3n \u1ee9ng d\u1ee5ng AI \u0111ang t\u0103ng tr\u01b0\u1edfng nhanh, v\u00e0 <strong data-start=\"3390\" data-end=\"3447\">chi ph\u00ed l\u00e0 y\u1ebfu t\u1ed1 \u0111\u01b0\u1ee3c doanh nghi\u1ec7p quan t\u00e2m h\u00e0ng \u0111\u1ea7u<\/strong>.<\/p>\n<p data-start=\"3450\" data-end=\"3475\">Chi ph\u00ed s\u1ebd ph\u1ee5 thu\u1ed9c v\u00e0o:<\/p>\n<ul data-start=\"3477\" data-end=\"3605\">\n<li data-start=\"3477\" data-end=\"3504\">\n<p data-start=\"3479\" data-end=\"3504\">C\u00e1c ch\u1ee9c n\u0103ng mong mu\u1ed1n<\/p>\n<\/li>\n<li data-start=\"3505\" data-end=\"3524\">\n<p data-start=\"3507\" data-end=\"3524\">Quy m\u00f4 \u1ee9ng d\u1ee5ng<\/p>\n<\/li>\n<li data-start=\"3525\" data-end=\"3605\">\n<p data-start=\"3527\" data-end=\"3605\">T\u00edch h\u1ee3p c\u00f4ng ngh\u1ec7 cao c\u1ea5p (AI n\u00e2ng cao, x\u1eed l\u00fd \u1ea3nh, x\u1eed l\u00fd \u00e2m thanh, <a href=\"https:\/\/bap-software.net\/vi\/case-study\/using-nlp-to-discover-hot-topics-on-social-network\/\">NLP<\/a>, v.v.)<\/p>\n<\/li>\n<\/ul>\n<p data-start=\"3607\" data-end=\"3702\"><strong data-start=\"3607\" data-end=\"3630\">M\u1ee9c gi\u00e1 trung b\u00ecnh: <\/strong>T\u1eeb <strong data-start=\"3636\" data-end=\"3666\">30.000 USD \u0111\u1ebfn 100.000 USD<\/strong> \u0111\u1ed1i v\u1edbi c\u00e1c c\u00f4ng ty c\u00f3 kinh nghi\u1ec7m.<\/p>\n<h2 data-start=\"3709\" data-end=\"3721\"><strong>K\u1ebft lu\u1eadn<\/strong><\/h2>\n<p data-start=\"3723\" data-end=\"3923\">\u0110\u00e2y l\u00e0 nh\u1eefng ki\u1ebfn th\u1ee9c c\u01a1 b\u1ea3n m\u00e0 doanh nghi\u1ec7p n\u00ean xem x\u00e9t khi mu\u1ed1n ph\u00e1t tri\u1ec3n \u1ee9ng d\u1ee5ng AI. Kh\u00f4ng ch\u1ec9 c\u1ea7n \u0111\u1ed9i ng\u0169 k\u1ef9 s\u01b0 gi\u00e0u kinh nghi\u1ec7m, doanh nghi\u1ec7p c\u00f2n c\u1ea7n m\u1ed9t <strong data-start=\"3885\" data-end=\"3909\">\u0111\u1ed1i t\u00e1c \u0111\u00e1ng tin c\u1eady<\/strong> \u0111\u1ec3 \u0111\u1ed3ng h\u00e0nh.<\/p>\n<p data-start=\"3925\" data-end=\"4191\"><strong data-start=\"3925\" data-end=\"3965\">BAP t\u1ef1 tin c\u00f3 th\u1ec3 l\u00e0 \u0111\u1ed1i t\u00e1c ph\u00f9 h\u1ee3p<\/strong> trong h\u00e0nh tr\u00ecnh ph\u00e1t tri\u1ec3n \u1ee9ng d\u1ee5ng AI c\u1ee7a doanh nghi\u1ec7p. V\u1edbi \u0111\u1ed9i ng\u0169 k\u1ef9 thu\u1eadt chuy\u00ean nghi\u1ec7p, ch\u00fang t\u00f4i s\u1eb5n s\u00e0ng h\u1ed7 tr\u1ee3 doanh nghi\u1ec7p t\u1eeb giai \u0111o\u1ea1n thu th\u1eadp y\u00eau c\u1ea7u cho \u0111\u1ebfn khi ho\u00e0n thi\u1ec7n s\u1ea3n ph\u1ea9m \u0111\u1ea7u ra v\u1edbi hi\u1ec7u n\u0103ng cao nh\u1ea5t.<\/p>\n<p data-start=\"4193\" data-end=\"4242\" data-is-last-node=\"\" data-is-only-node=\"\"><strong data-start=\"4193\" data-end=\"4242\" data-is-last-node=\"\">H\u00e3y <a href=\"https:\/\/bap-software.net\/vi\/contact\/\">li\u00ean h\u1ec7 v\u1edbi ch\u00fang t\u00f4i<\/a> n\u1ebfu b\u1ea1n c\u00f3 nhu c\u1ea7u!<\/strong><\/p>\n<p><\/p>","protected":false},"author":10,"featured_media":5382,"template":"","meta":{"_acf_changed":false},"tags":[9249,9251,9250,9253],"blog-cat":[2058],"class_list":["post-5381","knowledge","type-knowledge","status-publish","has-post-thumbnail","hentry","tag-ai","tag-ai-services","tag-ai-technology","tag-software-development","blog-cat-technology"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v26.1 (Yoast SEO v27.3) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Ph\u00e1t tri\u1ec3n \u1ee8ng d\u1ee5ng AI \u2013 Doanh nghi\u1ec7p c\u1ea7n chu\u1ea9n b\u1ecb nh\u1eefng g\u00ec?<\/title>\n<meta name=\"description\" content=\"Ph\u00e1t tri\u1ec3n \u1ee9ng d\u1ee5ng AI l\u00e0 qu\u00e1 tr\u00ecnh t\u1ea1o ra c\u00e1c ph\u1ea7n m\u1ec1m t\u00edch h\u1ee3p tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o \u0111\u1ec3 t\u1ef1 \u0111\u1ed9ng h\u00f3a, ph\u00e2n t\u00edch v\u00e0 \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh th\u00f4ng minh. 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