{"id":6362,"date":"2020-08-11T08:52:44","date_gmt":"2020-08-11T08:52:44","guid":{"rendered":"https:\/\/www.thegioimaychu.vn\/blog\/?p=6362"},"modified":"2022-08-29T16:00:21","modified_gmt":"2022-08-29T09:00:21","slug":"ai-co-the-tao-ra-cac-trung-tam-du-lieu-tu-van-hanh-nhu-the-nao","status":"publish","type":"post","link":"https:\/\/thegioimaychu.vn\/blog\/tong-hop\/ai-co-the-tao-ra-cac-trung-tam-du-lieu-tu-van-hanh-nhu-the-nao-p6362\/","title":{"rendered":"AI c\u00f3 th\u1ec3 t\u1ea1o ra c\u00e1c trung t\u00e2m d\u1eef li\u1ec7u t\u1ef1 v\u1eadn h\u00e0nh nh\u01b0 th\u1ebf n\u00e0o?"},"content":{"rendered":"<style>.iblink{color:#975!important;}.iblink:hover{color:orange!important;}<\/style><p>V\u1edbi s\u1ee9c h\u00fat c\u1ee7a <a class=\"iblink\" href=\"\/blog\/tag\/ai\/\">Tr\u00ed tu\u1ec7 Nh\u00e2n t\u1ea1o<\/a> (AI), ph\u1ea7n l\u1edbn c\u00e1c ch\u1ee7 \u0111\u1ec1 b\u00e0n t\u00e1n th\u01b0\u1eddng l\u00e0 t\u1eadp trung v\u00e0o ph\u01b0\u01a1ng ti\u1ec7n t\u1ef1 l\u00e1i, chatbots,\u00a0c\u00f4ng ngh\u1ec7 nh\u00e2n b\u1ea3n k\u1ef9 thu\u1eadt s\u1ed1 (digital-twin), robot v\u00e0 vi\u1ec7c s\u1eed d\u1ee5ng c\u00e1c h\u1ec7 th\u1ed1ng th\u00f4ng minh d\u1ef1a tr\u00ean AI \u0111\u1ec3 tr\u00edch xu\u1ea5t th\u00f4ng tin h\u1eefu \u00edch t\u1eeb c\u00e1c t\u1eadp d\u1eef li\u1ec7u l\u1edbn.\u00a0Nh\u01b0ng AI v\u00e0 h\u1ecdc m\u00e1y (ML) m\u1ed9t ng\u00e0y n\u00e0o \u0111\u00f3 s\u1ebd \u0111\u00f3ng m\u1ed9t vai tr\u00f2 quan tr\u1ecdng v\u1edbi ch\u00ednh c\u00e1c t\u1ee7 rack m\u00e1y ch\u1ee7 b\u00ean trong trung t\u00e2m d\u1eef li\u1ec7u doanh nghi\u1ec7p.<\/p>\n<p>C\u00e1c trung t\u00e2m d\u1eef li\u1ec7u ti\u00ean phong trong \u1ee9ng d\u1ee5ng AI \u0111\u00e3 \u0111\u1ea9y m\u1ea1nh vi\u1ec7c t\u1ed1i \u01b0u h\u00f3a m\u1ee9c ti\u00eau th\u1ee5 \u0111i\u1ec7n v\u00e0 h\u1ec7 th\u1ed1ng l\u00e0m m\u00e1t, t\u1ef1 \u0111\u1ed9ng h\u00f3a c\u00e1c ho\u1ea1t \u0111\u1ed9ng b\u1ea3o tr\u00ec theo k\u1ebf ho\u1ea1ch v\u00e0 c\u1ea3i thi\u1ec7n hi\u1ec7u qu\u1ea3 ph\u00e2n ph\u1ed1i c\u00e1c workload trong c\u00e1c trung t\u00e2m d\u1eef li\u1ec7u doanh nghi\u1ec7p.<\/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>Ti\u1ec1m n\u0103ng c\u1ee7a AI trong vi\u1ec7c t\u0103ng c\u01b0\u1eddng\u00a0hi\u1ec7u qu\u1ea3 c\u1ee7a\u00a0trung t\u00e2m d\u1eef li\u1ec7u\u00a0&#8211; c\u0169ng nh\u01b0 trong vi\u1ec7c m\u1edf r\u1ed9ng v\u00e0 c\u1ea3i thi\u1ec7n ho\u1ea1t \u0111\u1ed9ng kinh doanh &#8211; thu\u1ed9c b\u1ed1n lo\u1ea1i ch\u00ednh:<\/p>\n<ul>\n<li><strong>Qu\u1ea3n l\u00fd \u0111i\u1ec7n n\u0103ng<\/strong>:\u00a0Qu\u1ea3n l\u00fd\u00a0\u0111i\u1ec7n n\u0103ng d\u1ef1a tr\u00ean AI c\u00f3 th\u1ec3 gi\u00fap t\u1ed1i \u01b0u h\u00f3a h\u1ec7 th\u1ed1ng l\u00e0m m\u00e1t, c\u00f3 th\u1ec3 c\u1eaft gi\u1ea3m chi ph\u00ed \u0111i\u1ec7n n\u0103ng, gi\u1ea3m s\u1ed1 l\u01b0\u1ee3ng nh\u00e2n vi\u00ean v\u00e0 n\u00e2ng cao hi\u1ec7u qu\u1ea3 ho\u1ea1t \u0111\u1ed9ng.\u00a0C\u00e1c nh\u00e0 cung c\u1ea5p \u0111\u1ea1i di\u1ec7n trong l\u0129nh v\u1ef1c n\u00e0y bao g\u1ed3m Schneider Electric, Siemens, Vertiv v\u00e0 Eaton Corp.<\/li>\n<li><strong>Qu\u1ea3n l\u00fd thi\u1ebft b\u1ecb:<\/strong>\u00a0H\u1ec7 th\u1ed1ng AI c\u00f3 th\u1ec3 theo d\u00f5i t\u00ecnh tr\u1ea1ng c\u1ee7a m\u00e1y ch\u1ee7,\u00a0b\u1ed9 l\u01b0u tr\u1eef\u00a0v\u00e0 thi\u1ebft b\u1ecb m\u1ea1ng, ki\u1ec3m tra xem h\u1ec7 th\u1ed1ng c\u00f3 \u0111\u01b0\u1ee3c c\u1ea5u h\u00ecnh \u0111\u00fang hay kh\u00f4ng v\u00e0 d\u1ef1 \u0111o\u00e1n khi n\u00e0o thi\u1ebft b\u1ecb s\u1eafp h\u01b0 h\u1ecfng.\u00a0Theo Gartner, c\u00e1c nh\u00e0 cung c\u1ea5p trong danh m\u1ee5c qu\u1ea3n l\u00fd c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng CNTT AIOps (ITIM) bao g\u1ed3m OpsRamp, Datadog, Virtana, ScienceLogic v\u00e0 Zenoss.<\/li>\n<li><strong>Qu\u1ea3n l\u00fd kh\u1ed1i l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c (workload):<\/strong>\u00a0H\u1ec7 th\u1ed1ng AI c\u00f3 th\u1ec3 t\u1ef1 \u0111\u1ed9ng h\u00f3a vi\u1ec7c di chuy\u1ec3n c\u00e1c workload t\u1edbi c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng hi\u1ec7u qu\u1ea3 nh\u1ea5t trong th\u1eddi gian th\u1ef1c, c\u1ea3 b\u00ean trong trung t\u00e2m d\u1eef li\u1ec7u v\u00e0 trong\u00a0m\u00f4i tr\u01b0\u1eddng\u00a0\u0111\u00e1m m\u00e2y lai (hybrid cloud), gi\u1eefa m\u00f4i tr\u01b0\u1eddng t\u1ea1i ch\u1ed7, \u0111\u00e1m m\u00e2y v\u00e0\u00a0m\u00f4i tr\u01b0\u1eddng ngo\u00e0i r\u00eca m\u1ea1ng.\u00a0Ng\u00e0y c\u00e0ng c\u00f3 nhi\u1ec1u c\u00f4ng ty nh\u1ecf h\u01a1n cung c\u1ea5p t\u00ednh n\u0103ng t\u1ed1i \u01b0u h\u00f3a workload d\u1ef1a tr\u00ean AI, bao g\u1ed3m Redwood, Tidal Automation v\u00e0 Ignio.\u00a0C\u00e1c \u0111\u1ed1i th\u1ee7 l\u1edbn nh\u01b0 Cisco, IBM v\u00e0 VMware c\u0169ng c\u00f3 c\u00e1c d\u1ecbch v\u1ee5 t\u01b0\u01a1ng t\u1ef1.<\/li>\n<li><strong>B\u1ea3o m\u1eadt: <\/strong>C\u00e1c\u00a0c\u00f4ng c\u1ee5 AI c\u00f3 th\u1ec3 &#8216;t\u00ecm hi\u1ec3u&#8217; l\u01b0u l\u01b0\u1ee3ng m\u1ea1ng b\u00ecnh th\u01b0\u1eddng tr\u00f4ng nh\u01b0 th\u1ebf n\u00e0o, ph\u00e1t hi\u1ec7n nh\u1eefng \u0111i\u1ec3m b\u1ea5t th\u01b0\u1eddng, \u01b0u ti\u00ean nh\u1eefng c\u1ea3nh b\u00e1o n\u00e0o c\u1ea7n s\u1ef1 ch\u00fa \u00fd c\u1ee7a c\u00e1c nh\u00e0 b\u1ea3o m\u1eadt, gi\u00fap ph\u00e2n t\u00edch sau s\u1ef1 c\u1ed1 v\u1ec1 nh\u1eefng g\u00ec \u0111\u00e3 x\u1ea3y ra v\u00e0 \u0111\u01b0a ra c\u00e1c khuy\u1ebfn ngh\u1ecb \u0111\u1ec3 b\u1ed5 sung c\u00e1c l\u1ed7 h\u1ed5ng b\u1ea3o v\u1ec7 an ninh cho doanh nghi\u1ec7p.\u00a0C\u00e1c nh\u00e0 cung c\u1ea5p cung c\u1ea5p kh\u1ea3 n\u0103ng n\u00e0y bao g\u1ed3m VectraAI, Darktrace, ExtraHop v\u00e0 Cisco.<\/li>\n<\/ul>\n<p>T\u1ed5ng h\u1ee3p t\u1ea5t c\u1ea3 l\u1ea1i v\u1edbi nhau v\u00e0 v\u1edbi t\u1ea7m nh\u00ecn l\u00e0 AI c\u00f3 th\u1ec3 gi\u00fap c\u00e1c doanh nghi\u1ec7p t\u1ea1o ra c\u00e1c trung t\u00e2m d\u1eef li\u1ec7u t\u1ef1 \u0111\u1ed9ng h\u00f3a, an to\u00e0n, t\u1ef1 ph\u1ee5c h\u1ed3i cao, y\u00eau c\u1ea7u r\u1ea5t \u00edt s\u1ef1 can thi\u1ec7p c\u1ee7a con ng\u01b0\u1eddi v\u00e0 ch\u1ec9 c\u1ea7n ch\u1ea1y \u1edf m\u1ee9c hi\u1ec7u qu\u1ea3, trong khi kh\u1ea3 n\u0103ng ph\u1ee5c h\u1ed3i t\u1ed1t nh\u1ea5t.<\/p>\n<p>&#8220;T\u1ef1 \u0111\u1ed9ng h\u00f3a b\u1eb1ng AI, hay AI automation, c\u00f3 th\u1ec3 m\u1edf r\u1ed9ng quy m\u00f4 \u0111\u1ec3 tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u \u1edf c\u00e1c c\u1ea5p \u0111\u1ed9 v\u01b0\u1ee3t qu\u00e1 kh\u1ea3 n\u0103ng c\u1ee7a con ng\u01b0\u1eddi, thu th\u1eadp th\u00f4ng tin c\u1ea7n thi\u1ebft \u0111\u1ec3 t\u1ed1i \u01b0u h\u00f3a vi\u1ec7c s\u1eed d\u1ee5ng n\u0103ng l\u01b0\u1ee3ng, ph\u00e2n ph\u1ed1i workload v\u00e0 t\u1ed1i \u0111a h\u00f3a hi\u1ec7u qu\u1ea3 \u0111\u1ec3 \u0111\u1ea1t \u0111\u01b0\u1ee3c m\u1ee9c s\u1eed d\u1ee5ng t\u00e0i s\u1ea3n trung t\u00e2m d\u1eef li\u1ec7u cao h\u01a1n&#8221;, Said Tabet, k\u1ef9 s\u01b0 chuy\u00ean tr\u00e1ch c\u1ee7a Dell Technologies.<\/p>\n<p>T\u1ea5t nhi\u00ean, c\u0169ng nh\u01b0 nh\u1eefng h\u1ee9a h\u1eb9n v\u1ec1 \u00f4 t\u00f4 t\u1ef1 l\u00e1i, trung t\u00e2m d\u1eef li\u1ec7u t\u1ef1 l\u00e1i v\u1eabn ch\u01b0a hi\u1ec7n di\u1ec7n m\u1ed9t c\u00e1ch ch\u00ednh th\u1ee9c.\u00a0C\u00f3 nh\u1eefng r\u00e0o c\u1ea3n \u0111\u00e1ng k\u1ec3 v\u1ec1 k\u1ef9 thu\u1eadt, v\u1eadn h\u00e0nh v\u00e0 nh\u00e2n s\u1ef1 \u0111ang c\u1ea3n tr\u1edf s\u1ef1 b\u1ee9t ph\u00e1 c\u1ee7a AI trong trung t\u00e2m d\u1eef li\u1ec7u.\u00a0Ng\u00e0y nay vi\u1ec7c \u00e1p d\u1ee5ng c\u00f2n nh\u1ecf gi\u1ecdt, nh\u01b0ng nh\u1eefng l\u1ee3i \u00edch ti\u1ec1m n\u0103ng s\u1ebd khi\u1ebfn c\u00e1c doanh nghi\u1ec7p ph\u1ea3i t\u00ecm ki\u1ebfm c\u01a1 h\u1ed9i \u0111\u1ec3 d\u1ecbch chuy\u1ec3n.<\/p>\n<h2>T\u1eeb Qu\u1ea3n l\u00fd ngu\u1ed3n \u0111i\u1ec7n chuy\u1ec3n qua Qu\u1ea3n l\u00fd workload c\u1ee7a m\u00e1y ch\u1ee7<\/h2>\n<p>C\u00e1c trung t\u00e2m d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c \u01b0\u1edbc t\u00ednh ti\u00eau th\u1ee5 3% ngu\u1ed3n cung c\u1ea5p \u0111i\u1ec7n to\u00e0n c\u1ea7u v\u00e0 g\u00e2y ra kho\u1ea3ng 2% l\u01b0\u1ee3ng kh\u00ed th\u1ea3i nh\u00e0 k\u00ednh, v\u00ec v\u1eady kh\u00f4ng c\u00f3 g\u00ec ng\u1ea1c nhi\u00ean khi r\u1ea5t nhi\u1ec1u doanh nghi\u1ec7p \u0111ang xem x\u00e9t k\u1ef9 l\u01b0\u1ee1ng vi\u1ec7c qu\u1ea3n l\u00fd \u0111i\u1ec7n n\u0103ng c\u1ee7a trung t\u00e2m d\u1eef li\u1ec7u, \u0111\u1ec3 ti\u1ebft ki\u1ec7m ti\u1ec1n v\u00e0 th\u1ec3 hi\u1ec7n tr\u00e1ch nhi\u1ec7m v\u1edbi m\u00f4i tr\u01b0\u1eddng.<\/p>\n<p>Daniel Bizo, nh\u00e0 ph\u00e2n t\u00edch c\u1ea5p cao t\u1ea1i\u00a0451 Research, cho bi\u1ebft c\u00e1c h\u1ec7 th\u1ed1ng d\u1ef1a tr\u00ean AI c\u00f3 th\u1ec3 gi\u00fap c\u00e1c nh\u00e0 \u0111i\u1ec1u h\u00e0nh trung t\u00e2m d\u1eef li\u1ec7u hi\u1ec3u \u0111\u01b0\u1ee3c c\u00e1c v\u1ea5n \u0111\u1ec1 l\u00e0m m\u00e1t hi\u1ec7n t\u1ea1i ho\u1eb7c ti\u1ec1m \u1ea9n, ch\u1eb3ng h\u1ea1n nh\u01b0 ph\u00e2n ph\u1ed1i kh\u00f4ng kh\u00ed l\u1ea1nh kh\u00f4ng \u0111\u1ee7, ch\u1eb3ng h\u1ea1n nh\u01b0 m\u1ed9t t\u1ee7 rack m\u1eadt \u0111\u1ed9 cao ch\u1eb7n lu\u1ed3ng kh\u00f4ng kh\u00ed, thi\u1ebft b\u1ecb HVAC ho\u1ea1t \u0111\u1ed9ng k\u00e9m hi\u1ec7u qu\u1ea3, ho\u1eb7c kh\u00f4ng \u0111\u1ee7 kh\u00ed ng\u0103n gi\u1eefa l\u1ed1i \u0111i n\u00f3ng v\u00e0 l\u1ea1nh.<\/p>\n<p>Bizo n\u00f3i r\u1eb1ng AI h\u1ee9a h\u1eb9n s\u1ebd mang l\u1ea1i nh\u1eefng l\u1ee3i \u00edch &#8220;v\u01b0\u1ee3t xa nh\u1eefng g\u00ec c\u00f3 th\u1ec3 v\u1edbi thi\u1ebft k\u1ebf c\u01a1 s\u1edf v\u1eadt ch\u1ea5t t\u1ed1t h\u01a1n&#8221;.\u00a0H\u1ec7 th\u1ed1ng AI &#8220;c\u00f3 th\u1ec3 t\u00ecm hi\u1ec3u to\u00e0n b\u1ed9 c\u01a1 s\u1edf v\u1eadt ch\u1ea5t b\u1eb1ng c\u00e1ch \u0111\u1ed1i chi\u1ebfu d\u1eef li\u1ec7u h\u1ec7 th\u1ed1ng HVAC v\u00e0 c\u00e1c ch\u1ec9 s\u1ed1 c\u1ea3m quan v\u1ec1 m\u00f4i tr\u01b0\u1eddng&#8221; tr\u00ean t\u1ea7ng trung t\u00e2m d\u1eef li\u1ec7u.<\/p>\n<p>Greg Schulz, ng\u01b0\u1eddi s\u00e1ng l\u1eadp c\u00f4ng ty t\u01b0 v\u1ea5n v\u00e0 c\u1ed1 v\u1ea5n CNTT\u00a0StorageIO, cho bi\u1ebft th\u00eam: Qu\u1ea3n l\u00fd ngu\u1ed3n \u0111i\u1ec7n \u0111\u01a1n thu\u1ea7n th\u00ec ch\u1ec9 nh\u1eadn \u0111\u01b0\u1ee3c th\u00e0nh qu\u1ea3 th\u1ea5p.\u00a0&#8220;Ng\u00e0y nay, n\u00f3 ph\u1ea3i l\u00e0 v\u1ec1 vi\u1ec7c qu\u1ea3n l\u00fd n\u0103ng su\u1ea5t, v\u1ec1 vi\u1ec7c ho\u00e0n th\u00e0nh nhi\u1ec1u c\u00f4ng vi\u1ec7c h\u01a1n tr\u00ean m\u1ed7i BTU, ho\u00e0n th\u00e0nh nhi\u1ec1u c\u00f4ng vi\u1ec7c h\u01a1n tr\u00ean m\u1ed7i watt \u0111i\u1ec7n n\u0103ng, ngh\u0129a l\u00e0 l\u00e0m vi\u1ec7c th\u00f4ng minh h\u01a1n v\u00e0 thi\u1ebft b\u1ecb ho\u1ea1t \u0111\u1ed9ng th\u00f4ng minh h\u01a1n&#8221;.<\/p>\n<p>Ngo\u00e0i ra c\u00f2n \u1edf g\u00f3c \u0111\u1ed9 l\u1eadp k\u1ebf ho\u1ea1ch v\u1ec1 s\u1ee9c ch\u1ee9a, kh\u00f4ng gian tr\u1ed1ng.\u00a0Ngo\u00e0i vi\u1ec7c t\u00ecm ki\u1ebfm c\u00e1c \u0111i\u1ec3m n\u00f3ng v\u00e0 \u0111i\u1ec3m m\u00e1t, h\u1ec7 th\u1ed1ng AI c\u00f3 th\u1ec3 \u0111\u1ea3m b\u1ea3o c\u00e1c trung t\u00e2m d\u1eef li\u1ec7u \u0111ang c\u1ea5p ngu\u1ed3n cho s\u1ed1 l\u01b0\u1ee3ng m\u00e1y ch\u1ee7 v\u1eadt l\u00fd ph\u00f9 h\u1ee3p v\u00e0 c\u00f3 kh\u1ea3 n\u0103ng s\u1eb5n s\u00e0ng \u0111\u1ec3 l\u1eafp th\u00eam c\u00e1c m\u00e1y ch\u1ee7 v\u1eadt l\u00fd m\u1edbi n\u1ebfu c\u00f3 nhu c\u1ea7u \u0111\u1ed9t bi\u1ebfn t\u1ea1m th\u1eddi. .<\/p>\n<p>Schulz cho bi\u1ebft th\u00eam r\u1eb1ng c\u00e1c c\u00f4ng c\u1ee5 qu\u1ea3n l\u00fd \u0111i\u1ec7n n\u0103ng \u0111ang ph\u00e1t tri\u1ec3n k\u1ebft n\u1ed1i v\u1edbi c\u00e1c h\u1ec7 th\u1ed1ng qu\u1ea3n l\u00fd thi\u1ebft b\u1ecb v\u00e0 workload.\u00a0V\u00ed d\u1ee5: n\u1ebfu c\u00e1c c\u1ea3m bi\u1ebfn ph\u00e1t hi\u1ec7n m\u00e1y ch\u1ee7 \u0111ang ch\u1ea1y qu\u00e1 n\u00f3ng, h\u1ec7 th\u1ed1ng c\u00f3 th\u1ec3 nhanh ch\u00f3ng v\u00e0 t\u1ef1 \u0111\u1ed9ng di chuy\u1ec3n workload sang m\u1ed9t m\u00e1y ch\u1ee7 ho\u1ea1t \u0111\u1ed9ng \u00edt h\u01a1n \u0111\u1ec3 tr\u00e1nh t\u00ecnh tr\u1ea1ng ng\u1eebng ho\u1ea1t \u0111\u1ed9ng ti\u1ec1m \u1ea9n c\u00f3 th\u1ec3 \u1ea3nh h\u01b0\u1edfng \u0111\u1ebfn c\u00e1c \u1ee9ng d\u1ee5ng quan tr\u1ecdng.\u00a0Sau \u0111\u00f3, h\u1ec7 th\u1ed1ng c\u00f3 th\u1ec3 \u0111i\u1ec1u tra nguy\u00ean nh\u00e2n khi\u1ebfn m\u00e1y ch\u1ee7 qu\u00e1 n\u00f3ng &#8211; \u0111\u00f3 c\u00f3 th\u1ec3 l\u00e0 qu\u1ea1t b\u1ecb l\u1ed7i (s\u1ef1 c\u1ed1 HVAC), m\u1ed9t th\u00e0nh ph\u1ea7n v\u1eadt l\u00fd s\u1eafp h\u1ecfng (s\u1ef1 c\u1ed1 thi\u1ebft b\u1ecb) ho\u1eb7c c\u00f3 th\u1ec3 m\u00e1y ch\u1ee7 v\u1eeba b\u1ecb qu\u00e1 t\u1ea3i (m\u1ed9t v\u1ea5n \u0111\u1ec1 c\u1ee7a workload).<\/p>\n<h2>Gi\u00e1m s\u00e1t s\u1ee9c kh\u1ecfe thi\u1ebft b\u1ecb d\u1ef1a tr\u00ean AI, gi\u00e1m s\u00e1t qu\u1ea3n l\u00fd c\u1ea5u h\u00ecnh<\/h2>\n<p>Trung t\u00e2m d\u1eef li\u1ec7u c\u00f3 \u0111\u1ea7y c\u00e1c thi\u1ebft b\u1ecb v\u1eadt l\u00fd c\u1ea7n \u0111\u01b0\u1ee3c b\u1ea3o tr\u00ec th\u01b0\u1eddng xuy\u00ean.\u00a0H\u1ec7 th\u1ed1ng AI c\u00f3 th\u1ec3 v\u01b0\u1ee3t xa h\u01a1n v\u1ea5n \u0111\u1ec1 b\u1ea3o tr\u00ec theo l\u1ecbch tr\u00ecnh \u0111\u1ec3 h\u1ed7 tr\u1ee3 thu th\u1eadp, ph\u00e2n t\u00edch d\u1eef li\u1ec7u telemetry, c\u00f3 th\u1ec3 x\u00e1c \u0111\u1ecbnh c\u00e1c khu v\u1ef1c c\u1ee5 th\u1ec3 c\u1ea7n \u0111\u01b0\u1ee3c ch\u00fa \u00fd ngay l\u1eadp t\u1ee9c.\u00a0Schulz cho bi\u1ebft: \u201cC\u00e1c c\u00f4ng c\u1ee5 AI c\u00f3 th\u1ec3 qu\u00e9t qua t\u1ea5t c\u1ea3 d\u1eef li\u1ec7u \u0111\u00f3 v\u00e0 x\u00e1c \u0111\u1ecbnh c\u00e1c h\u00ecnh m\u1eabu nghi ng\u1edd, ho\u1eb7c c\u00e1c \u0111i\u1ec3m b\u1ea5t th\u01b0\u1eddng&#8221;.<\/p>\n<p>Bizo cho bi\u1ebft th\u00eam: \u201cVi\u1ec7c theo d\u00f5i s\u1ee9c kh\u1ecfe b\u1eaft \u0111\u1ea7u b\u1eb1ng vi\u1ec7c ki\u1ec3m tra xem thi\u1ebft b\u1ecb c\u00f3 \u0111\u01b0\u1ee3c c\u1ea5u h\u00ecnh ch\u00ednh x\u00e1c v\u00e0 ho\u1ea1t \u0111\u1ed9ng nh\u01b0 mong \u0111\u1ee3i hay kh\u00f4ng.\u00a0V\u1edbi h\u00e0ng tr\u0103m ho\u1eb7c th\u1eadm ch\u00ed h\u00e0ng ngh\u00ecn t\u1ee7 rack v\u1edbi h\u00e0ng ch\u1ee5c ngh\u00ecn th\u00e0nh ph\u1ea7n, nh\u1eefng c\u00f4ng vi\u1ec7c th\u00f4ng th\u01b0\u1eddng nh\u01b0 v\u1eady c\u00f3 th\u1ec3 t\u1ed1n nhi\u1ec1u c\u00f4ng s\u1ee9c v\u00e0 do \u0111\u00f3 kh\u00f4ng ph\u1ea3i l\u00fac n\u00e0o c\u0169ng \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n k\u1ecbp th\u1eddi v\u00e0 tri\u1ec7t \u0111\u1ec3&#8221;.<\/p>\n<p>\u00d4ng ch\u1ec9 ra r\u1eb1ng m\u00f4 h\u00ecnh d\u1ef1 \u0111o\u00e1n c\u00e1c h\u01b0 h\u1ecfng c\u1ee7a thi\u1ebft b\u1ecb d\u1ef1a tr\u00ean nh\u1eadt k\u00fd d\u1eef li\u1ec7u hi\u1ec7n tr\u1ea1ng c\u00f3 th\u1ec3 &#8220;ph\u00e1t hi\u1ec7n m\u1ed9t th\u00e0nh ph\u1ea7n \u0111ang b\u1ecb l\u1ed7i v\u00e0 \u0111\u00e1nh gi\u00e1 xem li\u1ec7u n\u00f3 c\u00f3 c\u1ea7n b\u1ea3o tr\u00ec ngay t\u1ee9c th\u00ec hay kh\u00f4ng \u0111\u1ec3 tr\u00e1nh b\u1ea5t c\u1ee9 s\u1ef1 c\u1ed1 n\u00e0o c\u00f3 th\u1ec3 g\u00e2y ra ng\u1eebng ho\u1ea1t \u0111\u1ed9ng&#8221;.<\/p>\n<p>Michael Bushong, ph\u00f3 ch\u1ee7 t\u1ecbch doanh nghi\u1ec7p v\u00e0 ti\u1ebfp th\u1ecb \u0111\u00e1m m\u00e2y t\u1ea1i\u00a0Juniper Networks, l\u1eadp lu\u1eadn r\u1eb1ng c\u00e1c nh\u00e0 \u0111i\u1ec1u h\u00e0nh trung t\u00e2m d\u1eef li\u1ec7u doanh nghi\u1ec7p n\u00ean b\u1ecf qua m\u1ed9t s\u1ed1 \u0111\u1ed3n th\u1ed5i qu\u00e1 m\u1ee9c li\u00ean quan \u0111\u1ebfn AI v\u00e0 t\u1eadp trung v\u00e0o c\u00e1i m\u00e0 \u00f4ng g\u1ecdi l\u00e0 &#8220;nh\u1eefng \u0111\u1ed5i m\u1edbi nh\u00e0m ch\u00e1n&#8221;.<\/p>\n<p>\u0110\u00fang v\u1eady, m\u1ed9t ng\u00e0y n\u00e0o \u0111\u00f3, h\u1ec7 th\u1ed1ng AI c\u00f3 th\u1ec3 &#8220;cho t\u00f4i bi\u1ebft \u0111i\u1ec1u g\u00ec sai v\u00e0 s\u1eeda ch\u1eefa n\u00f3&#8221;, nh\u01b0ng t\u1ea1i th\u1eddi \u0111i\u1ec3m n\u00e0y, nhi\u1ec1u nh\u00e0 \u0111i\u1ec1u h\u00e0nh trung t\u00e2m d\u1eef li\u1ec7u \u0111ang gi\u1ea3i quy\u1ebft c\u00e2u chuy\u1ec7n &#8220;n\u1ebfu c\u00f3 g\u00ec sai, h\u00e3y cho t\u00f4i bi\u1ebft n\u01a1i \u0111\u1ec3 xem x\u00e9t&#8221;, Bushong n\u00f3i.<\/p>\n<p>L\u1eadp b\u1ea3n \u0111\u1ed3 ph\u1ee5 thu\u1ed9c c\u0169ng l\u00e0 m\u1ed9t l\u0129nh v\u1ef1c quan tr\u1ecdng, nh\u01b0ng kh\u00f4ng \u0111\u1eb7c bi\u1ec7t th\u00fa v\u1ecb n\u01a1i AI c\u00f3 th\u1ec3 h\u1eefu \u00edch.\u00a0N\u1ebfu c\u00e1c nh\u00e0 qu\u1ea3n l\u00fd trung t\u00e2m d\u1eef li\u1ec7u th\u1ef1c hi\u1ec7n thay \u0111\u1ed5i ch\u00ednh s\u00e1ch \u0111\u1ed1i v\u1edbi t\u01b0\u1eddng l\u1eeda ho\u1eb7c c\u00e1c thi\u1ebft b\u1ecb kh\u00e1c, th\u00ec h\u1eadu qu\u1ea3 kh\u00f4ng mong mu\u1ed1n c\u00f3 th\u1ec3 l\u00e0 g\u00ec?\u00a0&#8220;N\u1ebfu t\u00f4i \u0111\u1ec1 xu\u1ea5t m\u1ed9t s\u1ef1 thay \u0111\u1ed5i, s\u1ebd r\u1ea5t h\u1eefu \u00edch n\u1ebfu bi\u1ebft nh\u1eefng g\u00ec c\u00f3 th\u1ec3 n\u1eb1m trong b\u00e1n k\u00ednh \u1ea3nh h\u01b0\u1edfng c\u1ee7a s\u1ef1 c\u1ed1 n\u1ebfu c\u00f3&#8221;, Bushong n\u00f3i.<\/p>\n<p>M\u1ed9t kh\u00eda c\u1ea1nh quan tr\u1ecdng kh\u00e1c c\u1ee7a vi\u1ec7c gi\u1eef cho thi\u1ebft b\u1ecb ho\u1ea1t \u0111\u1ed9ng tr\u01a1n tru v\u00e0 an to\u00e0n l\u00e0 ki\u1ec3m so\u00e1t m\u1ed9t th\u1ee9 g\u1ecdi l\u00e0 &#8220;tr\u00f4i c\u1ea5u h\u00ecnh&#8221; (configuration drift), m\u1ed9t thu\u1eadt ng\u1eef trung t\u00e2m d\u1eef li\u1ec7u \u0111\u1ec3 ch\u1ec9 c\u00e1ch m\u00e0 c\u1ea5u h\u00ecnh \u0111\u1ed9t xu\u1ea5t thay \u0111\u1ed5i theo th\u1eddi gian c\u00f3 th\u1ec3 t\u1ea1o ra v\u1ea5n \u0111\u1ec1.\u00a0Bushong cho bi\u1ebft AI c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng nh\u01b0 &#8220;m\u1ed9t bi\u1ec7n ph\u00e1p ki\u1ec3m tra an to\u00e0n b\u1ed5 sung&#8221; \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh c\u00e1c v\u1ea5n \u0111\u1ec1 s\u1eafp x\u1ea3y ra \u1edf trung t\u00e2m d\u1eef li\u1ec7u d\u1ef1a tr\u00ean c\u1ea5u h\u00ecnh.<\/p>\n<h2>AI v\u00e0 b\u1ea3o m\u1eadt<\/h2>\n<p>Theo Bizo, AI v\u00e0 m\u00e1y h\u1ecdc &#8220;c\u00f3 th\u1ec3 \u0111\u01a1n gi\u1ea3n h\u00f3a vi\u1ec7c x\u1eed l\u00fd s\u1ef1 v\u1ee5 (ph\u1ea3n \u1ee9ng v\u1edbi s\u1ef1 c\u1ed1) b\u1eb1ng c\u00e1ch th\u1ef1c hi\u1ec7n ph\u00e2n lo\u1ea1i nhanh ch\u00f3ng v\u00e0 ph\u00e2n nh\u00f3m c\u00e1c s\u1ef1 ki\u1ec7n \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh nh\u1eefng s\u1ef1 ki\u1ec7n quan tr\u1ecdng v\u00e0 t\u00e1ch ch\u00fang kh\u1ecfi m\u1edb h\u1ed7n \u0111\u1ed9n. Ph\u00e2n t\u00edch nguy\u00ean nh\u00e2n g\u1ed1c r\u1ec5 nhanh h\u01a1n gi\u00fap ng\u01b0\u1eddi v\u1eadn h\u00e0nh \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh s\u00e1ng su\u1ed1t v\u00e0 th\u1ef1c hi\u1ec7n h\u00e0nh \u0111\u1ed9ng tr\u00ean ch\u00fang&#8221;.<\/p>\n<p>Schulz cho bi\u1ebft th\u00eam, AI c\u00f3 th\u1ec3 \u0111\u1eb7c bi\u1ec7t h\u1eefu \u00edch trong vi\u1ec7c ph\u00e1t hi\u1ec7n x\u00e2m nh\u1eadp theo th\u1eddi gian th\u1ef1c.\u00a0C\u00e1c h\u1ec7 th\u1ed1ng d\u1ef1a tr\u00ean AI c\u00f3 th\u1ec3 ph\u00e1t hi\u1ec7n, ng\u0103n ch\u1eb7n v\u00e0 c\u00f4 l\u1eadp c\u00e1c m\u1ed1i \u0111e d\u1ecda, sau \u0111\u00f3 c\u00f3 th\u1ec3 quay l\u1ea1i v\u00e0 ti\u1ebfn h\u00e0nh \u0111i\u1ec1u tra chi ti\u1ebft \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh ch\u00ednh x\u00e1c \u0111i\u1ec1u g\u00ec \u0111\u00e3 x\u1ea3y ra v\u00e0 nh\u1eefng l\u1ed7 h\u1ed5ng n\u00e0o m\u00e0 hacker c\u00f3 th\u1ec3 \u0111\u00e3 khai th\u00e1c.<\/p>\n<p>C\u00e1c chuy\u00ean gia b\u1ea3o m\u1eadt l\u00e0m vi\u1ec7c trong m\u1ed9t trung t\u00e2m ho\u1ea1t \u0111\u1ed9ng b\u1ea3o m\u1eadt (SOC) \u0111\u00f4i khi b\u1ecb qu\u00e1 t\u1ea3i v\u1edbi c\u00e1c c\u1ea3nh b\u00e1o, nh\u01b0ng c\u00e1c h\u1ec7 th\u1ed1ng d\u1ef1a tr\u00ean AI c\u00f3 th\u1ec3 qu\u00e9t qua m\u1ed9t l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u \u0111o \u0111\u1ea1c t\u1eeb xa v\u00e0 th\u00f4ng tin nh\u1eadt k\u00fd, x\u00f3a c\u00e1c nhi\u1ec7m v\u1ee5 th\u00f4ng th\u01b0\u1eddng kh\u1ecfi dashboard, cho ph\u00e9p c\u00e1c chuy\u00ean gia b\u1ea3o m\u1eadt \u0111\u01b0\u1ee3c gi\u1ea3i ph\u00f3ng \u0111\u1ec3 x\u1eed l\u00fd c\u00e1c ph\u00e2n t\u00edch s\u00e2u h\u01a1n.<\/p>\n<h2>T\u1ed1i \u01b0u h\u00f3a kh\u1ed1i l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c d\u1ef1a tr\u00ean AI<\/h2>\n<p>\u1ede l\u1edbp \u1ee9ng d\u1ee5ng, AI c\u00f3 ti\u1ec1m n\u0103ng t\u1ef1 \u0111\u1ed9ng h\u00f3a vi\u1ec7c di chuy\u1ec3n c\u00e1c workload \u0111\u1ebfn \u0111i\u1ec3m l\u01b0u tr\u00fa th\u00edch h\u1ee3p h\u01a1n, d\u00f9 \u0111\u00f3 l\u00e0 t\u1ea1i ch\u1ed7 hay tr\u00ean \u0111\u00e1m m\u00e2y.\u00a0Bizo n\u00f3i: \u201cAI \/ ML trong t\u01b0\u01a1ng lai s\u1ebd \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh trong th\u1eddi gian th\u1ef1c v\u1ec1 v\u1ecb tr\u00ed \u0111\u1eb7t c\u00e1c workload d\u1ef1a tr\u00ean v\u00f4 s\u1ed1 c\u00e1c th\u00f4ng s\u1ed1 k\u1ef9 thu\u1eadt v\u1ec1 hi\u1ec7u su\u1ea5t, chi ph\u00ed, qu\u1ea3n tr\u1ecb, b\u1ea3o m\u1eadt, r\u1ee7i ro v\u00e0 t\u00ednh b\u1ec1n v\u1eefng.<\/p>\n<p>V\u00ed d\u1ee5: workload c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c t\u1ef1 \u0111\u1ed9ng di chuy\u1ec3n \u0111\u1ebfn c\u00e1c m\u00e1y ch\u1ee7 ti\u1ebft ki\u1ec7m \u0111i\u1ec7n nh\u1ea5t, \u0111\u1ed3ng th\u1eddi \u0111\u1ea3m b\u1ea3o r\u1eb1ng c\u00e1c m\u00e1y ch\u1ee7 ho\u1ea1t \u0111\u1ed9ng \u1edf hi\u1ec7u su\u1ea5t cao nh\u1ea5t, t\u1ee9c l\u00e0 70-80% hi\u1ec7u su\u1ea5t s\u1eed d\u1ee5ng.\u00a0H\u1ec7 th\u1ed1ng AI c\u00f3 th\u1ec3 t\u00edch h\u1ee3p d\u1eef li\u1ec7u hi\u1ec7u su\u1ea5t v\u00e0o ph\u01b0\u01a1ng tr\u00ecnh t\u00ednh to\u00e1n, v\u00ec v\u1eady c\u00e1c \u1ee9ng d\u1ee5ng nh\u1ea1y c\u1ea3m v\u1edbi th\u1eddi gian \u0111ang ch\u1ea1y tr\u00ean c\u00e1c m\u00e1y ch\u1ee7 hi\u1ec7u su\u1ea5t cao, \u0111\u1ed3ng th\u1eddi \u0111\u1ea3m b\u1ea3o r\u1eb1ng n\u0103ng l\u01b0\u1ee3ng d\u01b0 th\u1eeba kh\u00f4ng b\u1ecb \u0111\u1ed1t ch\u00e1y tr\u00ean c\u00e1c \u1ee9ng d\u1ee5ng kh\u00f4ng y\u00eau c\u1ea7u th\u1ef1c thi nhanh, Bizo n\u00f3i.<\/p>\n<p>Vi\u1ec7c t\u1ed1i \u01b0u h\u00f3a workload d\u1ef1a tr\u00ean AI \u0111\u00e3 l\u1ecdt v\u00e0o m\u1eaft xanh c\u1ee7a c\u00e1c nh\u00e0 nghi\u00ean c\u1ee9u MIT, n\u0103m ngo\u00e1i h\u1ecd \u0111\u00e3 c\u00f4ng b\u1ed1 r\u1eb1ng h\u1ecd \u0111\u00e3 ph\u00e1t tri\u1ec3n m\u1ed9t h\u1ec7 th\u1ed1ng AI t\u1ef1 \u0111\u1ed9ng h\u1ecdc c\u00e1ch l\u00ean l\u1ecbch c\u00e1c ho\u1ea1t \u0111\u1ed9ng x\u1eed l\u00fd d\u1eef li\u1ec7u tr\u00ean h\u00e0ng ngh\u00ecn m\u00e1y ch\u1ee7.<\/p>\n<p>Tuy nhi\u00ean, nh\u01b0 Bushong ch\u1ec9 ra, th\u1ef1c t\u1ebf l\u00e0 vi\u1ec7c t\u1ed1i \u01b0u h\u00f3a workload ng\u00e0y nay l\u00e0 l\u00e3nh \u0111\u1ecba ri\u00eang c\u1ee7a nh\u1eefng nh\u00e0 cung c\u1ea5p kh\u1ed5ng l\u1ed3,\u00a0hyperscale nh\u01b0 Amazon, Google v\u00e0 Azure, ch\u1ee9 kh\u00f4ng ph\u1ea3i trung t\u00e2m d\u1eef li\u1ec7u doanh nghi\u1ec7p b\u00ecnh th\u01b0\u1eddng.\u00a0V\u00e0 c\u00f3 m\u1ed9t s\u1ed1 l\u00fd do cho \u0111i\u1ec1u \u0111\u00f3.<\/p>\n<h2>Nh\u1eefng th\u00e1ch th\u1ee9c khi tri\u1ec3n khai AI<\/h2>\n<p>T\u1ed1i \u01b0u h\u00f3a v\u00e0 t\u1ef1 \u0111\u1ed9ng h\u00f3a trung t\u00e2m d\u1eef li\u1ec7u l\u00e0 m\u1ed9t ph\u1ea7n kh\u00f4ng th\u1ec3 thi\u1ebfu trong c\u00e1c s\u00e1ng ki\u1ebfn \u200b\u200bchuy\u1ec3n \u0111\u1ed5i k\u1ef9 thu\u1eadt s\u1ed1 \u0111ang di\u1ec5n ra.\u00a0Tabet, t\u1eeb Dell Technologies, cho bi\u1ebft th\u00eam r\u1eb1ng &#8220;v\u1edbi COVID-19, nhi\u1ec1u c\u00f4ng ty hi\u1ec7n \u0111ang xem x\u00e9t t\u1ef1 \u0111\u1ed9ng h\u00f3a h\u01a1n n\u1eefa, th\u00fac \u0111\u1ea9y c\u00e1c \u00fd t\u01b0\u1edfng v\u1ec1 &#8216;trung t\u00e2m d\u1eef li\u1ec7u k\u1ef9 thu\u1eadt s\u1ed1&#8217; \u0111\u01b0\u1ee3c \u0111i\u1ec1u khi\u1ec3n b\u1edfi AI v\u00e0 c\u00f3 kh\u1ea3 n\u0103ng t\u1ef1 ph\u1ee5c h\u1ed3i&#8221;.<\/p>\n<p>V\u00e0o n\u0103m 2018, Google \u0111\u00e3 th\u00f4ng b\u00e1o r\u1eb1ng h\u1ecd \u0111\u00e3 chuy\u1ec3n quy\u1ec1n ki\u1ec3m so\u00e1t h\u1ec7 th\u1ed1ng l\u00e0m m\u00e1t c\u1ee7a m\u00ecnh trong m\u1ed9t s\u1ed1 trung t\u00e2m d\u1eef li\u1ec7u hyperscale sang m\u1ed9t h\u1ec7 th\u1ed1ng AI v\u00e0 c\u00f4ng ty cho bi\u1ebft r\u1eb1ng c\u00e1c \u0111\u1ec1 xu\u1ea5t do thu\u1eadt to\u00e1n AI cung c\u1ea5p gi\u00fap gi\u1ea3m 40% m\u1ee9c s\u1eed d\u1ee5ng n\u0103ng l\u01b0\u1ee3ng.<\/p>\n<p>Tuy nhi\u00ean, \u0111\u1ed1i v\u1edbi c\u00e1c c\u00f4ng ty kh\u00f4ng ph\u1ea3i Google, AI trong trung t\u00e2m d\u1eef li\u1ec7u &#8220;ph\u1ea7n l\u1edbn l\u00e0 n\u1eb1m trong tham v\u1ecdng&#8221;, Bizo n\u00f3i.\u00a0&#8220;M\u1ed9t s\u1ed1 t\u00ednh n\u0103ng AI \/ ML c\u00f3 s\u1eb5n trong x\u1eed l\u00fd s\u1ef1 ki\u1ec7n, t\u00ecnh tr\u1ea1ng c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng v\u00e0 t\u1ed1i \u01b0u h\u00f3a l\u00e0m m\u00e1t. Nh\u01b0ng s\u1ebd m\u1ea5t nhi\u1ec1u n\u0103m n\u1eefa tr\u01b0\u1edbc khi c\u00e1c m\u00f4 h\u00ecnh AI \/ ML \u0111\u1ea1t \u0111\u01b0\u1ee3c nh\u1eefng \u0111\u1ed9t ph\u00e1 r\u00f5 r\u00e0ng h\u01a1n nh\u1eefng g\u00ec c\u00f3 th\u1ec3 v\u1edbi Qu\u1ea3n l\u00fd c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng trung t\u00e2m d\u1eef li\u1ec7u (DCIM\u00a0)\u00a0ti\u00eau chu\u1ea9n\u00a0ng\u00e0y nay. Gi\u1ed1ng nh\u01b0 v\u1edbi Vi\u1ec7c ph\u00e1t tri\u1ec3n xe t\u1ef1 h\u00e0nh, nh\u1eefng giai \u0111o\u1ea1n \u0111\u1ea7u c\u00f3 th\u1ec3 r\u1ea5t th\u00fa v\u1ecb, nh\u01b0ng v\u1eabn c\u00f2n xa so v\u1edbi \u1ee9ng d\u1ee5ng kinh doanh \u0111\u1ed9t ph\u00e1 cu\u1ed1i c\u00f9ng m\u00e0 n\u00f3 h\u1ee9a h\u1eb9n&#8221;.<\/p>\n<p>Theo Tabet, m\u1ed9t s\u1ed1 r\u00e0o c\u1ea3n l\u00e0 &#8220;nh\u1eefng ng\u01b0\u1eddi ph\u00f9 h\u1ee3p c\u1ea7n \u0111\u01b0\u1ee3c thu\u00ea ho\u1eb7c \u0111\u00e0o t\u1ea1o \u0111\u1ec3 qu\u1ea3n l\u00fd h\u1ec7 th\u1ed1ng. M\u1ed9t v\u1ea5n \u0111\u1ec1 kh\u00e1c c\u1ea7n l\u01b0u \u00fd l\u00e0 nhu c\u1ea7u v\u1ec1 c\u00e1c ti\u00eau chu\u1ea9n d\u1eef li\u1ec7u v\u00e0 c\u00e1c ki\u1ebfn \u200b\u200btr\u00fac li\u00ean quan&#8221;.<\/p>\n<p>Gartner n\u00f3i r\u1eb1ng: &#8220;S\u1ef1 tr\u01b0\u1edfng th\u00e0nh c\u1ee7a n\u1ec1n t\u1ea3ng AIOps, k\u1ef9 n\u0103ng CNTT v\u00e0 v\u1eadn h\u00e0nh thu\u1ea7n th\u1ee5c l\u00e0 nh\u1eefng y\u1ebfu t\u1ed1 k\u00ecm h\u00e3m ch\u00ednh. Nh\u1eefng th\u00e1ch th\u1ee9c m\u1edbi kh\u00e1c \u0111\u1ed1i v\u1edbi vi\u1ec7c tri\u1ec3n khai n\u00e2ng cao bao g\u1ed3m ch\u1ea5t l\u01b0\u1ee3ng d\u1eef li\u1ec7u v\u00e0 thi\u1ebfu k\u1ef9 n\u0103ng khoa h\u1ecdc d\u1eef li\u1ec7u&#8221; trong c\u00e1c nh\u00f3m v\u1eadn h\u00e0nh v\u00e0 c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng CNTT.<\/p>\n<p>Bushong cho bi\u1ebft th\u00eam r\u1eb1ng r\u00e0o c\u1ea3n l\u1edbn nh\u1ea5t lu\u00f4n l\u00e0 con ng\u01b0\u1eddi.\u00a0\u00d4ng ch\u1ec9 ra r\u1eb1ng vi\u1ec7c ra ngo\u00e0i v\u00e0 thu\u00ea c\u00e1c nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u l\u00e0 m\u1ed9t th\u00e1ch th\u1ee9c \u0111\u1ed1i v\u1edbi nhi\u1ec1u doanh nghi\u1ec7p v\u00e0 vi\u1ec7c \u0111\u00e0o t\u1ea1o nh\u00e2n vi\u00ean hi\u1ec7n t\u1ea1i c\u0169ng l\u00e0 m\u1ed9t tr\u1edf ng\u1ea1i.<\/p>\n<p>Th\u00eam v\u00e0o \u0111\u00f3, c\u00f3 m\u1ed9t l\u1ecbch s\u1eed l\u00e2u d\u00e0i v\u1ec1 vi\u1ec7c nh\u00e2n vi\u00ean ch\u1ed1ng l\u1ea1i c\u00e1c c\u00f4ng ngh\u1ec7 v\u01b0\u1ee3t kh\u1ecfi t\u1ea7m tay c\u1ee7a h\u1ecd, Bushong n\u00f3i.\u00a0\u00d4ng l\u01b0u \u00fd r\u1eb1ng m\u1ea1ng do ph\u1ea7n m\u1ec1m \u0111\u1ecbnh ngh\u0129a (Software-defined Network, SDN) \u0111\u00e3 t\u1ed3n t\u1ea1i \u0111\u01b0\u1ee3c m\u1ed9t th\u1eadp k\u1ef7, nh\u01b0ng h\u01a1n 3\/4 ho\u1ea1t \u0111\u1ed9ng CNTT v\u1eabn d\u1ef1a tr\u00ean CLI.<\/p>\n<p>Bushong n\u00f3i: \u201cCh\u00fang ta ph\u1ea3i tin r\u1eb1ng c\u00e1c nh\u00e0 khai th\u00e1c tr\u00ean t\u1ea5t c\u1ea3 c\u00e1c ph\u01b0\u01a1ng th\u1ee9c c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng \u0111\u00e3 s\u1eb5n s\u00e0ng \u0111\u1ec3 t\u1eeb b\u1ecf quy\u1ec1n ki\u1ec3m so\u00e1t cho AI. &#8216;N\u1ebfu m\u1ed9t nh\u00f3m ng\u01b0\u1eddi ch\u01b0a tin t\u01b0\u1edfng nh\u1eefng ng\u01b0\u1eddi ki\u1ec3m so\u00e1t \u0111\u1ec3 \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh, th\u00ec b\u1ea1n l\u00e0m th\u1ebf n\u00e0o \u0111\u1ec3 \u0111\u00e0o t\u1ea1o, gi\u00e1o d\u1ee5c v\u00e0 thuy\u1ebft ph\u1ee5c m\u1ed9t nh\u00f3m ng\u01b0\u1eddi \u0111\u1ec3 t\u1ea1o ra s\u1ef1 chuy\u1ec3n \u0111\u1ed5i quy m\u00f4 l\u1edbn n\u00e0y khi th\u00e1i \u0111\u1ed9 ph\u1ed5 bi\u1ebfn trong ng\u00e0nh l\u00e0: N\u1ebfu t\u00f4i l\u00e0m \u0111i\u1ec1u n\u00e0y, t\u00f4i s\u1ebd m\u1ea5t vi\u1ec7c?'&#8221;.<\/p>\n<p>\u0110\u00f3 l\u00e0 l\u00fd do t\u1ea1i sao Bushong g\u1ee3i \u00fd r\u1eb1ng c\u00e1c doanh nghi\u1ec7p n\u00ean th\u1ef1c hi\u1ec7n nh\u1eefng b\u01b0\u1edbc nh\u1ecf v\u00e0 tr\u00f4ng nh\u00e0m ch\u00e1n \u0111\u1ed1i v\u1edbi AI v\u00e0 kh\u00f4ng b\u1ecb cu\u1ed1n v\u00e0o nh\u1eefng l\u1eddi qu\u1ea3ng c\u00e1o th\u1ed5i ph\u1ed3ng th\u01b0\u1eddng xu\u1ea5t hi\u1ec7n xung quanh m\u1ed9t c\u00f4ng ngh\u1ec7 m\u1edbi.<\/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 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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<\/ul>\n<\/p>","protected":false},"excerpt":{"rendered":"<p>V&#7899;i s&#7913;c h&uacute;t c&#7911;a Tr&iacute; tu&#7879; Nh&acirc;n t&#7841;o (AI), ph&#7847;n l&#7899;n c&aacute;c ch&#7911; &#273;&#7873; b&agrave;n t&aacute;n th&#432;&#7901;ng l&agrave; t&#7853;p trung v&agrave;o ph&#432;&#417;ng ti&#7879;n t&#7921; l&aacute;i, chatbots,&nbsp;c&ocirc;ng ngh&#7879; nh&acirc;n b&#7843;n k&#7929; thu&#7853;t s&#7889; (digital-twin), robot v&agrave; vi&#7879;c s&#7917; d&#7909;ng c&aacute;c h&#7879; th&#7889;ng th&ocirc;ng minh d&#7921;a tr&ecirc;n AI &#273;&#7875; tr&iacute;ch xu&#7845;t th&ocirc;ng tin h&#7919;u &iacute;ch t&#7915; c&aacute;c&#8230;<\/p>\n","protected":false},"author":2,"featured_media":6365,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[3,1],"tags":[7,417,88],"class_list":["post-6362","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-hpc","category-tong-hop","tag-ai","tag-aiops","tag-data-center"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>AI c\u00f3 th\u1ec3 t\u1ea1o ra c\u00e1c trung t\u00e2m d\u1eef li\u1ec7u t\u1ef1 v\u1eadn h\u00e0nh nh\u01b0 th\u1ebf n\u00e0o? - 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\" 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