{"id":7616,"date":"2020-11-30T08:16:43","date_gmt":"2020-11-30T08:16:43","guid":{"rendered":"https:\/\/www.thegioimaychu.vn\/blog\/?p=7616"},"modified":"2020-11-30T08:16:43","modified_gmt":"2020-11-30T08:16:43","slug":"iot-van-hanh-bang-ai-nhung-dieu-doanh-nghiep-can-biet-ve-mat-tran-tiep-theo","status":"publish","type":"post","link":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/iot-van-hanh-bang-ai-nhung-dieu-doanh-nghiep-can-biet-ve-mat-tran-tiep-theo-p7616\/","title":{"rendered":"IoT v\u1eadn h\u00e0nh b\u1eb1ng AI: Nh\u1eefng \u0111i\u1ec1u doanh nghi\u1ec7p c\u1ea7n bi\u1ebft v\u1ec1 m\u1eb7t tr\u1eadn ti\u1ebfp theo"},"content":{"rendered":"<style>.iblink{color:#975!important;}.iblink:hover{color:orange!important;}<\/style><p>S\u1ef1 ti\u1ebfn b\u1ed9 nhanh ch\u00f3ng c\u1ee7a <a class=\"iblink\" href=\"\/blog\/tag\/ai\/\">tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o<\/a> (AI) \u0111ang thay \u0111\u1ed5i \u0111\u00e1ng k\u1ec3 h\u1ea7u nh\u01b0 m\u1ecdi ng\u00e0nh c\u00f4ng nghi\u1ec7p, m\u1ecdi l\u0129nh v\u1ef1c ch\u00fang ta c\u00f3 th\u1ec3 ngh\u0129 \u0111\u1ebfn.\u00a0Khi c\u00e1c doanh nghi\u1ec7p c\u1ed1 g\u1eafng thu th\u1eadp c\u00e0ng nhi\u1ec1u d\u1eef li\u1ec7u t\u1eeb c\u00e0ng nhi\u1ec1u ngu\u1ed3n c\u00e0ng t\u1ed1t, vi\u1ec7c k\u1ebft h\u1ee3p AI v\u00e0o c\u00e1c quy tr\u00ecnh kinh doanh c\u1ee7a h\u1ecd cho ph\u00e9p h\u1ecd n\u00e2ng cao hi\u1ec7u su\u1ea5t t\u1ed5ng th\u1ec3 v\u00e0 \u0111\u1ea1t \u0111\u01b0\u1ee3c l\u1ee3i th\u1ebf c\u1ea1nh tranh.<\/p>\n<p>V\u1edbi th\u1ebf gi\u1edbi \u0111ang \u0111\u01b0\u1ee3c k\u1ebft n\u1ed1i m\u1ea1nh m\u1ebd c\u1ee7a ch\u00fang ta hi\u1ec7n nay &#8211; \u0111\u01b0\u1ee3c d\u1ef1 \u0111o\u00e1n s\u1ebd t\u1ea1o ra m\u1ed9t l\u01b0\u1ee3ng d\u1eef li\u1ec7u kh\u1ed5ng l\u1ed3 l\u00ean \u0111\u1ebfn 175 zettabyte (!) v\u00e0o n\u0103m 2025, theo\u00a0Forrester\u00a0&#8211; AI c\u0169ng \u0111ang t\u1ea1o ra l\u00e0n s\u00f3ng nh\u01b0 m\u1ed9t s\u1ef1 b\u1ed5 tr\u1ee3 t\u1ef1 nhi\u00ean cho Internet of Things (IoT).\u00a0S\u1ef1 k\u1ebft h\u1ee3p c\u1ee7a c\u1ea3 hai c\u00f4ng ngh\u1ec7 n\u00e0y cho ph\u00e9p c\u00e1c doanh nghi\u1ec7p ti\u1ebfp c\u1eadn \u0111\u01b0\u1ee3c nh\u1eefng hi\u1ec3u bi\u1ebft s\u00e2u s\u1eafc h\u01a1n t\u1eeb kh\u1ed1i l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c t\u1ea1o ra b\u1edfi m\u1ed9t lo\u1ea1t c\u00e1c \u1ee9ng d\u1ee5ng, c\u1ea3m bi\u1ebfn v\u00e0 thi\u1ebft b\u1ecb IoT.<\/p>\n<p>Tuy nhi\u00ean, trong khi IoT do AI v\u1eadn h\u00e0nh \u0111\u00e3 t\u1ea1o \u0111\u01b0\u1ee3c d\u1ea5u \u1ea5n, ch\u00fang ta m\u1edbi ch\u1ec9 \u1edf giai \u0111o\u1ea1n \u0111\u1ea7u c\u1ee7a s\u1ef1 h\u1ee3p nh\u1ea5t th\u00fa v\u1ecb n\u00e0y v\u00e0 c\u00f3 th\u1ec3 nh\u1eadn ra m\u1ee9c \u0111\u1ed9 t\u00e1c \u0111\u1ed9ng ti\u1ec1m n\u0103ng c\u1ee7a n\u00f3.<\/p>\r\n\t\t\t\t<div class=\"tgmcad hor\" style=\"text-align:center;margin:30px 0; padding: 10px 0; border-radius:5px; border-top:solid 1px #ccc; border-bottom:solid 1px #ccc; \">\r\n\t\t\t\t<a href=\"https:\/\/thegioimaychu.vn\/giai-phap\/deep-learning\/\"><img decoding=\"async\" alt=\"Gi\u1ea3i ph\u00e1p h\u1ea1 t\u1ea7ng Deep Learning, Tr\u00ed tu\u1ec7 Nh\u00e2n t\u1ea1o - AI\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2019\/11\/tgmc-deep-learning.jpg\" \/><\/a>\r\n\t\t\t\t<\/div>\n<p><strong>Ti\u1ec1m n\u0103ng c\u1ee7a AIoT (AI-driven IoT)<\/strong><\/p>\n<p>AIoT \u0111\u01b0\u1ee3c \u0111\u1eb7t ra nh\u01b0 m\u1ed9t s\u1ef1 h\u1ee3p nh\u1ea5t gi\u1eefa hai c\u00f4ng ngh\u1ec7 r\u1ea5t quan tr\u1ecdng c\u1ee7a th\u1eddi \u0111\u1ea1i ch\u00fang ta &#8211; AI v\u00e0 IoT &#8211; mang l\u1ea1i tr\u00ed th\u00f4ng minh cho c\u00e1c thi\u1ebft b\u1ecb nh\u01b0 c\u1ea3m bi\u1ebfn v\u00e0 camera.\u00a0Trong khi c\u1ea3 hai c\u00f4ng ngh\u1ec7 \u0111\u1ec1u quan tr\u1ecdng v\u00e0 \u0111\u1ed9c l\u1eadp l\u1eabn nhau, ch\u00fang c\u0169ng l\u00e0 nh\u1eefng s\u1ef1 b\u1ed5 tr\u1ee3 t\u1ef1 nhi\u00ean cho nhau.\u00a0Khai th\u00e1c s\u1ef1 phong ph\u00fa c\u1ee7a d\u1eef li\u1ec7u IoT \u0111\u01b0\u1ee3c t\u1ea1o ra cung c\u1ea5p cho c\u00e1c doanh nghi\u1ec7p kh\u1ea3 n\u0103ng thu th\u1eadp th\u00f4ng tin chi ti\u1ebft h\u1eefu \u00edch \u0111\u1ec3 t\u0103ng hi\u1ec7u qu\u1ea3 ho\u1ea1t \u0111\u1ed9ng, tr\u00e1nh th\u1eddi gian ch\u1ebft v\u00e0 t\u0103ng t\u1ed1c hi\u1ec7u su\u1ea5t c\u0169ng nh\u01b0 c\u1ea3i thi\u1ec7n vi\u1ec7c ra quy\u1ebft \u0111\u1ecbnh.<\/p>\n<p>Do \u0111\u00f3, kh\u00f4ng c\u00f3 g\u00ec ng\u1ea1c nhi\u00ean khi c\u00e1c doanh nghi\u1ec7p ng\u00e0y c\u00e0ng \u00e1p d\u1ee5ng AIoT c\u00e0ng nhi\u1ec1u.\u00a0Tr\u00ean th\u1ef1c t\u1ebf,\u00a0Gartner\u00a0d\u1ef1 \u0111o\u00e1n r\u1eb1ng h\u01a1n 80% c\u00e1c d\u1ef1 \u00e1n IoT s\u1ebd bao g\u1ed3m m\u1ed9t th\u00e0nh ph\u1ea7n AI v\u00e0o n\u0103m 2022, t\u0103ng t\u1eeb m\u1ee9c ch\u1ec9 10% hi\u1ec7n nay.\u00a0Xe \u00f4 t\u00f4 t\u1ef1 l\u00e1i c\u00f3 l\u1ebd l\u00e0 v\u00ed d\u1ee5 n\u1ed5i b\u1eadt nh\u1ea5t cho th\u1ea5y c\u00f4ng ngh\u1ec7 n\u00e0y \u0111ang \u0111\u01b0\u1ee3c t\u00edch h\u1ee3p v\u00e0o h\u1ec7 sinh th\u00e1i hi\u1ec7n t\u1ea1i c\u1ee7a ch\u00fang ta nhanh nh\u01b0 th\u1ebf n\u00e0o.<\/p>\n<p>\u0110\u1eb7c bi\u1ec7t, ch\u00fang t\u00f4i \u0111ang th\u1ea5y nhi\u1ec1u tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng h\u1ea5p d\u1eabn cho AIoT xu\u1ea5t hi\u1ec7n trong \u0111\u1ea1i d\u1ecbch COVID-19.\u00a0T\u1eeb l\u0129nh v\u1ef1c ch\u0103m s\u00f3c s\u1ee9c kh\u1ecfe \u0111\u1ebfn s\u1ea3n xu\u1ea5t, \u0111\u1ebfn b\u00e1n l\u1ebb, c\u00e1c doanh nghi\u1ec7p trong nhi\u1ec1u ng\u00e0nh v\u00e0 l\u0129nh v\u1ef1c kh\u00e1c nhau \u0111ang ho\u00e0n to\u00e0n thay \u0111\u1ed5i c\u00e1ch h\u1ecd t\u1eadn d\u1ee5ng l\u01b0\u1ee3ng d\u1eef li\u1ec7u phong ph\u00fa m\u00e0 h\u1ecd c\u00f3 trong tay.\u00a0\u0110\u1ed1i m\u1eb7t v\u1edbi quy m\u00f4 v\u00e0 \u0111\u1ed9 ph\u1ee9c t\u1ea1p ng\u00e0y c\u00e0ng t\u0103ng c\u1ee7a c\u00e1c quy\u1ebft \u0111\u1ecbnh kinh doanh, AI \u0111\u01b0\u1ee3c \u0111\u01b0a v\u00e0o IoT c\u00f3 th\u1ec3 cung c\u1ea5p tr\u00ed tu\u1ec7 t\u0103ng c\u01b0\u1eddng v\u00e0 c\u1ea3i thi\u1ec7n vi\u1ec7c ra quy\u1ebft \u0111\u1ecbnh c\u1ee7a con ng\u01b0\u1eddi.<\/p>\n<p>V\u00ed d\u1ee5, vi\u1ec7c \u00e1p d\u1ee5ng AIoT trong l\u0129nh v\u1ef1c ch\u0103m s\u00f3c s\u1ee9c kh\u1ecfe \u0111\u00e3 ch\u1ee9ng minh gi\u00e1 tr\u1ecb v\u00e0ng c\u1ee7a n\u00f3 b\u1eb1ng c\u00e1ch cho ph\u00e9p ch\u00ednh quy\u1ec1n \u0111\u1ecba ph\u01b0\u01a1ng v\u00e0 c\u00e1c s\u1edf y t\u1ebf theo d\u00f5i hi\u1ec7u qu\u1ea3 chuy\u1ec3n \u0111\u1ed9ng c\u1ee7a ng\u01b0\u1eddi d\u00e2n \u0111\u1ec3 ti\u1ebfn h\u00e0nh theo d\u00f5i li\u00ean l\u1ea1c v\u00e0 x\u00e1c \u0111\u1ecbnh c\u00e1c nh\u00f3m ti\u1ec1m n\u0103ng, c\u0169ng nh\u01b0 s\u00e0ng l\u1ecdc tr\u01b0\u1edbc nh\u1eefng kh\u00e1ch truy c\u1eadp b\u1ec7nh vi\u1ec7n \u0111\u1ec3 gi\u1ea3m t\u1eafc ngh\u1ebdn.\u00a0\u0110i\u1ec1u n\u00e0y r\u1ea5t c\u00f3 l\u1ee3i cho ng\u00e0nh trong vi\u1ec7c qu\u1ea3n l\u00fd nhu c\u1ea7u v\u1ec1 c\u00e1c d\u1ecbch v\u1ee5 ch\u0103m s\u00f3c s\u1ee9c kh\u1ecfe trong m\u1ed9t kho\u1ea3ng th\u1eddi gian quan tr\u1ecdng nh\u01b0 v\u1eady.<\/p>\n<p>Tuy nhi\u00ean, b\u1ea5t ch\u1ea5p v\u00f4 s\u1ed1 l\u1ee3i \u00edch v\u00e0 \u01b0u \u0111i\u1ec3m m\u00e0 AIoT mang l\u1ea1i, nhi\u1ec1u doanh nghi\u1ec7p v\u1eabn ti\u1ebfp t\u1ee5c b\u1ecb k\u00ecm h\u00e3m b\u1edfi nh\u1eefng ph\u1ee9c t\u1ea1p nh\u01b0 b\u1ea3o m\u1eadt, c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng ho\u1eb7c th\u00e1ch th\u1ee9c v\u1ec1 m\u1eb7t tri\u1ec3n khai, m\u00e0 h\u1ecd ph\u1ea3i gi\u1ea3i quy\u1ebft tr\u01b0\u1edbc ti\u00ean \u0111\u1ec3 khai th\u00e1c h\u1ebft ti\u1ec1m n\u0103ng c\u1ee7a AIoT.<\/p>\n<p><strong>Ch\u00eca kh\u00f3a th\u00e0nh c\u00f4ng v\u1edbi AIoT<\/strong><\/p>\n<p>Theo m\u1ed9t\u00a0b\u00e1o c\u00e1o\u00a0g\u1ea7n \u0111\u00e2y\u00a0, g\u1ea7n 3\/4 doanh nghi\u1ec7p tr\u00ean to\u00e0n th\u1ebf gi\u1edbi \u00e1p d\u1ee5ng AI v\u00e0o c\u00e1c s\u00e1ng ki\u1ebfn \u200b\u200bIoT c\u1ee7a h\u1ecd \u0111\u00e3 b\u00e1o c\u00e1o c\u00e1c gi\u00e1 tr\u1ecb v\u01b0\u1ee3t qu\u00e1 mong \u0111\u1ee3i c\u1ee7a h\u1ecd.\u00a0V\u00ec v\u1eady, khi c\u00e1c doanh nghi\u1ec7p ti\u1ebfp t\u1ee5c kh\u00e1m ph\u00e1 ti\u1ec1m n\u0103ng c\u1ee7a AIoT, h\u1ecd c\u00f3 th\u1ec3 th\u1ef1c hi\u1ec7n nh\u1eefng b\u01b0\u1edbc n\u00e0o \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o th\u00e0nh c\u00f4ng?<\/p>\n<ul>\n<li><strong>L\u1ef1a ch\u1ecdn c\u00f4ng ngh\u1ec7 ph\u00f9 h\u1ee3p.\u00a0<\/strong>\u0110\u1ed1i v\u1edbi nhi\u1ec1u t\u1ed5 ch\u1ee9c, \u0111\u1eb7c bi\u1ec7t l\u00e0 nh\u1eefng t\u1ed5 ch\u1ee9c c\u00f3 quy m\u00f4 ho\u1ea1t \u0111\u1ed9ng l\u1edb, IoT y\u00eau c\u1ea7u c\u00e1c th\u00e0nh ph\u1ea7n c\u00f3 kh\u1ea3 n\u0103ng ch\u1ecbu \u0111\u01b0\u1ee3c c\u00e1c \u0111i\u1ec1u ki\u1ec7n kh\u00e1c nhau v\u00e0 \u0111\u1ea7y th\u00e1ch th\u1ee9c g\u1eb7p ph\u1ea3i \u1edf r\u00eca m\u1ea1ng (edge).\u00a0Nh\u1eefng v\u1ecb tr\u00ed n\u00e0y c\u00f3 th\u1ec3 l\u00e0 b\u1ea5t c\u1ee9 th\u1ee9 g\u00ec, t\u1eeb ph\u01b0\u01a1ng ti\u1ec7n v\u1eadn chuy\u1ec3n, m\u00e1y bay, \u0111\u1ebfn c\u00e1c nh\u00e0 m\u00e1y, \u0111\u00f2i h\u1ecfi c\u00e1ch ti\u1ebfp c\u1eadn linh ho\u1ea1t v\u00e0 th\u00edch \u1ee9ng \u0111\u1ec3 ch\u1ebf t\u1ea1o c\u00e1c th\u00e0nh ph\u1ea7n cu\u1ee5 th\u1ec3.<\/li>\n<\/ul>\n<ul>\n<li><strong>\u0110\u1ea3m b\u1ea3o k\u1ebft n\u1ed1i m\u1ea1ng nhanh ch\u00f3ng v\u00e0 \u0111\u00e1ng tin c\u1eady.\u00a0<\/strong>V\u00ec c\u00e1c tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng AIoT y\u00eau c\u1ea7u k\u1ebft n\u1ed1i li\u00ean t\u1ee5c, c\u00e1c c\u00f4ng ty ph\u1ea3i tri\u1ec3n khai h\u1ec7 th\u1ed1ng v\u00e0 c\u00e1p m\u1ea1ng ph\u00f9 h\u1ee3p \u0111\u1ea3m b\u1ea3o kh\u00f4ng m\u1ea5t d\u1eef li\u1ec7u, ngay c\u1ea3 trong tr\u01b0\u1eddng h\u1ee3p k\u1ebft n\u1ed1i b\u1ecb h\u1ea1n ch\u1ebf.<\/li>\n<\/ul>\n<ul>\n<li><strong>Qu\u1ea3n l\u00fd c\u00e1c m\u1ed1i \u0111e d\u1ecda b\u1ea3o m\u1eadt.\u00a0<\/strong>M\u1ed7i thi\u1ebft b\u1ecb IoT ch\u1ee9a v\u00f4 s\u1ed1 d\u1eef li\u1ec7u, khi\u1ebfn ch\u00fang d\u1ec5 b\u1ecb \u1ea3nh h\u01b0\u1edfng b\u1edfi c\u00e1c m\u1ed1i \u0111e d\u1ecda b\u1ea3o m\u1eadt.\u00a0V\u1edbi s\u1ef1 gia t\u0103ng c\u1ee7a c\u00e1c cu\u1ed9c t\u1ea5n c\u00f4ng m\u1ea1ng trong nh\u1eefng n\u0103m g\u1ea7n \u0111\u00e2y, c\u00e1c t\u1ed5 ch\u1ee9c ph\u1ea3i nh\u1eadn th\u1ee9c \u0111\u1ea7y \u0111\u1ee7 v\u1ec1 c\u00e1c m\u1ed1i \u0111e d\u1ecda ti\u1ec1m \u1ea9n v\u00e0 \u01b0u ti\u00ean b\u1ea3o v\u1ec7 d\u1eef li\u1ec7u c\u1ee7a h\u1ecd h\u01a1n l\u00e0 duy tr\u00ec c\u00e1c m\u1ea1ng \u0111i\u1ec3n h\u00ecnh.\u00a0\u0110i\u1ec1u n\u00e0y \u0111\u00f2i h\u1ecfi ph\u1ea3i s\u1eed d\u1ee5ng c\u00e1c c\u00f4ng c\u1ee5 b\u1ea3o m\u1eadt m\u1edbi v\u00e0 ti\u1ebfn h\u00e0nh ki\u1ec3m tra th\u01b0\u1eddng xuy\u00ean tr\u00ean t\u1ea5t c\u1ea3 c\u00e1c h\u1ec7 th\u1ed1ng CNTT.<\/li>\n<\/ul>\n<ul>\n<li><strong>T\u00edch h\u1ee3p d\u1eef li\u1ec7u \u0111\u1ec3 \u0111\u1ea1t hi\u1ec7u qu\u1ea3 t\u1ed1i \u01b0u<\/strong>\u00a0.\u00a0C\u00e1c thi\u1ebft b\u1ecb AI v\u00e0 IoT thu th\u1eadp v\u00e0 chuy\u1ec3n \u0111\u1ed5i kh\u1ed1i l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u m\u1ed7i ng\u00e0y.\u00a0\u0110\u1ec3 c\u00e1c h\u1ec7 th\u1ed1ng AI ph\u00e2n t\u00edch hi\u1ec7u qu\u1ea3 t\u1ea5t c\u1ea3 d\u1eef li\u1ec7u v\u00e0 \u0111\u01b0a ra d\u1ef1 \u0111o\u00e1n ch\u00ednh x\u00e1c trong th\u1eddi gian th\u1ef1c, kh\u1ea3 n\u0103ng t\u00edch h\u1ee3p d\u1eef li\u1ec7u m\u1ea1nh m\u1ebd l\u00e0 \u0111i\u1ec1u quan tr\u1ecdng h\u00e0ng \u0111\u1ea7u.<\/li>\n<\/ul>\n<ul>\n<li><strong>Th\u1ef1c hi\u1ec7n m\u1ed9t c\u00e1ch ti\u1ebfp c\u1eadn to\u00e0n di\u1ec7n.\u00a0<\/strong>Chuy\u1ec3n \u0111\u1ed5i AIoT y\u00eau c\u1ea7u l\u1eadp k\u1ebf ho\u1ea1ch cho to\u00e0n b\u1ed9 v\u00f2ng \u0111\u1eddi &#8211; bao g\u1ed3m tri\u1ec3n khai, qu\u1ea3n l\u00fd ho\u1ea1t \u0111\u1ed9ng, duy tr\u00ec v\u00e0 h\u1ed7 tr\u1ee3 &#8211; \u0111\u1ec3 \u0111\u1ea1t \u0111\u01b0\u1ee3c hi\u1ec7u su\u1ea5t t\u1ed1i \u01b0u v\u00e0 t\u1ea1o ra ROI l\u1edbn nh\u1ea5t.\u00a0C\u00e1c c\u00f4ng c\u1ee5 b\u00e1o c\u00e1o v\u00e0 ph\u00e2n t\u00edch r\u1ea5t quan tr\u1ecdng \u0111\u1ec3 cung c\u1ea5p c\u00e1i nh\u00ecn t\u1ed5ng h\u1ee3p v\u1ec1 d\u1eef li\u1ec7u hi\u1ec7u su\u1ea5t v\u00e0 t\u1ed1i \u0111a h\u00f3a hi\u1ec7u qu\u1ea3 v\u00e0 n\u0103ng su\u1ea5t.<\/li>\n<\/ul>\n<p><strong>K\u1ef9 n\u0103ng c\u00e2n b\u1eb1ng v\u1edbi C\u00f4ng ngh\u1ec7<\/strong><\/p>\n<p>AIoT mang l\u1ea1i nhi\u1ec1u l\u1ee3i \u00edch bao g\u1ed3m n\u00e2ng cao hi\u1ec7u su\u1ea5t ho\u1ea1t \u0111\u1ed9ng, n\u00e2ng cao qu\u1ea3n l\u00fd r\u1ee7i ro, c\u1ea3i thi\u1ec7n tr\u1ea3i nghi\u1ec7m kh\u00e1ch h\u00e0ng, kh\u1edfi x\u01b0\u1edbng c\u00e1c s\u1ea3n ph\u1ea9m v\u00e0 d\u1ecbch v\u1ee5 m\u1edbi, s\u00e1ng t\u1ea1o v\u00e0 gi\u1ea3m chi ph\u00ed li\u00ean quan \u0111\u1ebfn th\u1eddi gian ng\u1eebng ho\u1ea1t \u0111\u1ed9ng.<\/p>\n<p>Tuy nhi\u00ean, ngo\u00e0i nh\u1eefng c\u00e2n nh\u1eafc k\u1ef9 thu\u1eadt \u1edf tr\u00ean, th\u00e0nh c\u00f4ng khi tri\u1ec3n khai AIoT c\u00f2n ph\u1ee5 thu\u1ed9c r\u1ea5t nhi\u1ec1u v\u00e0o c\u00e1c k\u1ef9 n\u0103ng v\u00e0 chuy\u00ean m\u00f4n ph\u00f9 h\u1ee3p.\u00a0\u0110i\u1ec1u n\u00e0y c\u00f3 ngh\u0129a l\u00e0 c\u00e1c t\u1ed5 ch\u1ee9c c\u1ea7n tuy\u1ec3n d\u1ee5ng nh\u1eefng ng\u01b0\u1eddi c\u00f3 ki\u1ebfn \u200b\u200bth\u1ee9c chuy\u00ean m\u00f4n \u0111\u1ec3 qu\u1ea3n l\u00fd hi\u1ec7u qu\u1ea3 m\u1ea1ng v\u00e0 ch\u1ea1y c\u00e1c thu\u1eadt to\u00e1n AI.\u00a0N\u1ebfu kh\u00f4ng c\u00f3 m\u1ed9t nh\u00f3m \u0111\u01b0\u1ee3c trang b\u1ecb \u0111\u1ea7y \u0111\u1ee7 &#8211; \u0111\u01b0\u1ee3c h\u1ed7 tr\u1ee3 b\u1edfi m\u1ed9t ch\u01b0\u01a1ng tr\u00ecnh l\u00e0m vi\u1ec7c \u0111\u01b0\u1ee3c x\u00e1c \u0111\u1ecbnh r\u00f5 r\u00e0ng v\u00e0 tr\u00e1ch nhi\u1ec7m gi\u1ea3i tr\u00ecnh \u1edf c\u1ea5p cao nh\u1ea5t &#8211; vi\u1ec7c tri\u1ec3n khai AIoT c\u00f3 nguy c\u01a1 th\u1ea5t b\u1ea1i.<\/p>\n<p>C\u00e1c t\u1ed5 ch\u1ee9c ph\u1ea3i xem x\u00e9t kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng v\u00e0 t\u00e1c \u0111\u1ed9ng l\u00e2u d\u00e0i c\u1ee7a c\u00e1c s\u00e1ng ki\u1ebfn \u200b\u200bAIoT, c\u00f3 t\u00ednh \u0111\u1ebfn t\u1ea5t c\u1ea3 c\u00e1c kh\u00eda c\u1ea1nh c\u1ee7a kinh doanh, c\u00f4ng ngh\u1ec7 v\u00e0 con ng\u01b0\u1eddi.\u00a0Khi h\u1ecd t\u0103ng c\u01b0\u1eddng tri\u1ec3n khai, AIoT ch\u1eafc ch\u1eafn s\u1ebd ti\u1ebfp t\u1ee5c lan r\u1ed9ng kh\u1eafp c\u00e1c ng\u00e0nh v\u00e0 cung c\u1ea5p c\u00e1c tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng m\u1edbi th\u00fa v\u1ecb.<\/p>\n<p>Tuy nhi\u00ean, trong khi AI v\u00e0 IoT \u0111\u01b0\u1ee3c ch\u1ee9ng minh l\u00e0 &#8220;c\u1eb7p b\u00e0i tr\u00f9ng&#8221; m\u1ed9t c\u00e1ch t\u1ef1 nhi\u00ean, th\u00ec vi\u1ec7c c\u00e2n b\u1eb1ng kh\u00eda c\u1ea1nh con ng\u01b0\u1eddi gi\u1eefa t\u00e1c \u0111\u1ed9ng v\u00e0 kh\u1ea3 n\u0103ng ch\u1ea5p nh\u1eadn c\u1ee7a n\u00f3 l\u00e0 \u0111i\u1ec1u quan tr\u1ecdng kh\u00f4ng k\u00e9m \u0111\u1ec3 hi\u1ec7n th\u1ef1c h\u00f3a ti\u1ec1m n\u0103ng c\u1ee7a AIoT.<\/p>\n<p>Xem th\u00eam:<br \/>\n\u2192 <a href=\"https:\/\/thegioimaychu.vn\/blog\/tong-hop\/aiot-khi-ai-ket-duyen-cung-internet-of-things-p6902\/\" rel=\"bookmark\">AIoT: Khi AI \u201ck\u1ebft duy\u00ean\u201d c\u00f9ng Internet of Things<\/a><br \/>\n\u2192 <a href=\"https:\/\/thegioimaychu.vn\/blog\/ai-deep-learning\/artificial-intelligence-of-things-aiot-la-gi-p3314\/\" rel=\"bookmark\">Artificial Intelligence of Things (AIoT) l\u00e0 g\u00ec?<\/a><br \/>\n\u2192\u00a0<a href=\"https:\/\/thegioimaychu.vn\/blog\/tong-hop\/iot-gateway-la-gi-y-nghia-va-chuc-nang-van-hanh-cua-thiet-bi-nay-p2134\/\" rel=\"bookmark\">IoT Gateway l\u00e0 g\u00ec? \u00dd ngh\u0129a v\u00e0 ch\u1ee9c n\u0103ng v\u1eadn h\u00e0nh c\u1ee7a thi\u1ebft b\u1ecb n\u00e0y?<\/a><\/p>\n<div>____<br \/><b>B\u00e0i vi\u1ebft li\u00ean quan<\/b><\/div>\n<ul>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=22728\">Hu\u1ea5n luy\u1ec7n m\u00f4 h\u00ecnh h\u00e0ng tr\u0103m t\u1ef7 tham s\u1ed1 ngay t\u1ea1i b\u00e0n v\u1edbi MSI EdgeXpert<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=22612\">NVIDIA Merlin: T\u1ed5ng quan v\u1ec1 toolkit cho h\u1ec7 th\u1ed1ng g\u1ee3i \u00fd quy m\u00f4 l\u1edbn<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=22376\">OpenAI l\u1ea7n \u0111\u1ea7u ph\u00e1t h\u00e0nh mi\u1ec5n ph\u00ed m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef m\u1edbi v\u1edbi t\u00ean g\u1ecdi l\u00e0 GPT-OSS<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=21466\">5 \u0111i\u1ec1u b\u1ea1n c\u1ea7n bi\u1ebft v\u1ec1 NVIDIA DGX Spark &#8211; Chi\u1ebfc m\u00e1y t\u00ednh m\u01a1 \u01b0\u1edbc c\u1ee7a c\u00e1c nh\u00e0 ph\u00e1t tri\u1ec3n AI<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=21557\">SLM v\u00e0 AI t\u1ea1i bi\u00ean: B\u00ecnh minh c\u1ee7a m\u1ed9t k\u1ef7 nguy\u00ean m\u1edbi hay ch\u1ec9 l\u00e0 c\u01a1n s\u1ed1t nh\u1ea5t th\u1eddi?<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=21405\">NVIDIA t\u1ea1i Computex 2025: &#8220;G\u00e3 kh\u1ed5ng l\u1ed3 xanh&#8221; \u0111\u1eb7t c\u01b0\u1ee3c t\u1ea5t c\u1ea3 v\u00e0o AI, GeForce li\u1ec7u c\u00f3 b\u1ecb ra r\u00eca?<\/a><\/li>\n<\/ul>\n<\/p>","protected":false},"excerpt":{"rendered":"<p>S&#7921; ti&#7871;n b&#7897; nhanh ch&oacute;ng c&#7911;a tr&iacute; tu&#7879; nh&acirc;n t&#7841;o (AI) &#273;ang thay &#273;&#7893;i &#273;&aacute;ng k&#7875; h&#7847;u nh&#432; m&#7885;i ng&agrave;nh c&ocirc;ng nghi&#7879;p, m&#7885;i l&#297;nh v&#7921;c ch&uacute;ng ta c&oacute; th&#7875; ngh&#297; &#273;&#7871;n.&nbsp;Khi c&aacute;c doanh nghi&#7879;p c&#7889; g&#7855;ng thu th&#7853;p c&agrave;ng nhi&#7873;u d&#7919; li&#7879;u t&#7915; c&agrave;ng nhi&#7873;u ngu&#7891;n c&agrave;ng t&#7889;t, vi&#7879;c k&#7871;t h&#7907;p AI v&agrave;o c&aacute;c quy&#8230;<\/p>\n","protected":false},"author":2,"featured_media":7617,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[3,1],"tags":[7,677,676],"class_list":["post-7616","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-hpc","category-tong-hop","tag-ai","tag-big-data","tag-iot"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>IoT v\u1eadn h\u00e0nh b\u1eb1ng AI: Nh\u1eefng \u0111i\u1ec1u doanh nghi\u1ec7p c\u1ea7n bi\u1ebft v\u1ec1 m\u1eb7t tr\u1eadn ti\u1ebfp theo - Blog | TheGioiMayChu<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/iot-van-hanh-bang-ai-nhung-dieu-doanh-nghiep-can-biet-ve-mat-tran-tiep-theo-p7616\/\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:title\" content=\"IoT v\u1eadn h\u00e0nh b\u1eb1ng AI: Nh\u1eefng \u0111i\u1ec1u doanh nghi\u1ec7p c\u1ea7n bi\u1ebft v\u1ec1 m\u1eb7t tr\u1eadn ti\u1ebfp theo - Blog | TheGioiMayChu\" \/>\n<meta name=\"twitter:description\" content=\"S&#7921; ti&#7871;n b&#7897; nhanh ch&oacute;ng c&#7911;a tr&iacute; tu&#7879; nh&acirc;n t&#7841;o (AI) &#273;ang thay &#273;&#7893;i &#273;&aacute;ng k&#7875; h&#7847;u nh&#432; m&#7885;i ng&agrave;nh c&ocirc;ng nghi&#7879;p, m&#7885;i l&#297;nh v&#7921;c ch&uacute;ng ta c&oacute; th&#7875; ngh&#297; &#273;&#7871;n.&nbsp;Khi c&aacute;c doanh nghi&#7879;p c&#7889; g&#7855;ng thu th&#7853;p c&agrave;ng nhi&#7873;u d&#7919; li&#7879;u t&#7915; c&agrave;ng nhi&#7873;u ngu&#7891;n c&agrave;ng t&#7889;t, vi&#7879;c k&#7871;t h&#7907;p AI v&agrave;o c&aacute;c quy...\" \/>\n<meta name=\"twitter:image\" content=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2020\/11\/TheGioiMayChu-Blog-AIoT-AI-IoT.jpg\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Vanito Hoang\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"11 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/iot-van-hanh-bang-ai-nhung-dieu-doanh-nghiep-can-biet-ve-mat-tran-tiep-theo-p7616\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/iot-van-hanh-bang-ai-nhung-dieu-doanh-nghiep-can-biet-ve-mat-tran-tiep-theo-p7616\\\/\"},\"author\":{\"name\":\"Vanito 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