{"id":13349,"date":"2022-08-20T07:59:48","date_gmt":"2022-08-20T00:59:48","guid":{"rendered":"https:\/\/www.thegioimaychu.vn\/blog\/?p=13349"},"modified":"2022-11-21T07:43:40","modified_gmt":"2022-11-21T00:43:40","slug":"nhung-ly-do-tai-sao-object-storage-lai-ho-tro-tuyet-voi-cho-ai-va-machine-learning","status":"publish","type":"post","link":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/nhung-ly-do-tai-sao-object-storage-lai-ho-tro-tuyet-voi-cho-ai-va-machine-learning-p13349\/","title":{"rendered":"Top nh\u1eefng l\u00fd do t\u1ea1i sao ki\u1ebfn tr\u00fac l\u01b0u tr\u1eef Object Storage l\u1ea1i h\u1ed7 tr\u1ee3 tuy\u1ec7t v\u1eddi cho AI"},"content":{"rendered":"<style>.iblink{color:#975!important;}.iblink:hover{color:orange!important;}<\/style><p><a class=\"iblink\" href=\"\/blog\/tag\/ai\/\">Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o<\/a> (AI) v\u00e0 H\u1ecdc m\u00e1y (ML) \u0111\u00e3 tr\u1edf n\u00ean quan tr\u1ecdng \u0111\u1ed1i v\u1edbi c\u00e1c doanh nghi\u1ec7p trong t\u1ea5t c\u1ea3 c\u00e1c ng\u00e0nh.\u00a0Tuy nhi\u00ean, c\u00e1c \u1ee9ng d\u1ee5ng AI v\u00e0 ML t\u1ea1o ra m\u1ed9t l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u trong th\u1eddi gian th\u1ef1c, c\u00e1c doanh nghi\u1ec7p c\u00f3 l\u01b0\u1ee3ng d\u1eef li\u1ec7u \u1edf m\u1ee9c petabyte ph\u1ea3i \u0111\u01b0\u1ee3c qu\u1ea3n l\u00fd \u0111\u00fang c\u00e1ch \u0111\u1ec3 chi\u1ebft xu\u1ea5t gi\u00e1 tr\u1ecb v\u00f4 h\u00ecnh trong \u0111\u00f3. <a class=\"iblink\" href=\"\/storage\/\">H\u1ec7 th\u1ed1ng l\u01b0u tr\u1eef<\/a> \u0111\u00f4i khi b\u1ecb b\u1ecf qua khi c\u00e1c doanh nghi\u1ec7p ngh\u0129 v\u1ec1 c\u00e1ch h\u1ecd c\u00f3 th\u1ec3 h\u1ed7 tr\u1ee3 t\u1ed1t nh\u1ea5t cho AI v\u00e0 ML, nh\u01b0ng th\u1ef1c t\u1ebf vi\u1ec7c s\u1eed d\u1ee5ng h\u1ea1 t\u1ea7ng l\u01b0u tr\u1eef ph\u00f9 h\u1ee3p l\u00e0 \u0111i\u1ec1u r\u1ea5t c\u1ea7n thi\u1ebft \u0111\u1ec3 t\u1eadn d\u1ee5ng hi\u1ec7u qu\u1ea3 c\u00e1c \u1ee9ng d\u1ee5ng n\u00e0y.\u00a0D\u01b0\u1edbi \u0111\u00e2y l\u00e0 b\u1ea3y l\u00fd do t\u1ea1i sao L\u01b0u tr\u1eef \u0111\u1ed1i t\u01b0\u1ee3ng (<a class=\"iblink\" href=\"\/blog\/tag\/object-storage\/\">Object Storage<\/a>) l\u00e0 l\u1ef1a ch\u1ecdn t\u1ed1t nh\u1ea5t cho AI v\u00e0 ML.<\/p>\n<h3>1. Kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng v\u00f4 h\u1ea1n<\/h3>\n<p>C\u00e1c h\u1ec7 th\u1ed1ng <a class=\"iblink\" href=\"\/blog\/tag\/ai\/\">Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o<\/a> v\u00e0 H\u1ecdc m\u00e1y c\u1ea7n x\u1eed l\u00fd l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u trong m\u1ed9t khung th\u1eddi gian ng\u1eafn \u2014 m\u1ed9t thu\u1ed9c t\u00ednh c\u1ea7n thi\u1ebft v\u00ec c\u1ea7n c\u00f3 c\u00e1c b\u1ed9 d\u1eef li\u1ec7u l\u1edbn \u0111\u1ec3 mang l\u1ea1i k\u1ebft qu\u1ea3 ch\u00ednh x\u00e1c.\u00a0Kh\u1ed1i l\u01b0\u1ee3ng d\u1eef li\u1ec7u n\u00e0y th\u00fac \u0111\u1ea9y nhu c\u1ea7u l\u01b0u tr\u1eef \u0111\u00e1ng k\u1ec3.\u00a0V\u00ed d\u1ee5, Microsoft y\u00eau c\u1ea7u d\u1eef li\u1ec7u gi\u1ecdng n\u00f3i li\u00ean t\u1ee5c trong 5 n\u0103m \u0111\u1ec3 d\u1ea1y m\u00e1y t\u00ednh n\u00f3i chuy\u1ec7n.\u00a0Tesla \u0111ang d\u1ea1y \u00f4 t\u00f4 t\u1ef1 l\u00e1i v\u1edbi 1,3 t\u1ef7 d\u1eb7m d\u1eef li\u1ec7u l\u00e1i xe.\u00a0Vi\u1ec7c qu\u1ea3n l\u00fd c\u00e1c t\u1eadp d\u1eef li\u1ec7u n\u00e0y y\u00eau c\u1ea7u m\u1ed9t <a class=\"iblink\" href=\"\/storage\/\">h\u1ec7 th\u1ed1ng l\u01b0u tr\u1eef<\/a> c\u00f3 th\u1ec3 m\u1edf r\u1ed9ng kh\u00f4ng gi\u1edbi h\u1ea1n.<\/p>\n<p>L\u01b0u tr\u1eef \u0111\u1ed1i t\u01b0\u1ee3ng l\u00e0 ki\u1ec3u l\u01b0u tr\u1eef duy nh\u1ea5t c\u00f3 quy m\u00f4 v\u00f4 h\u1ea1n trong m\u1ed9t namespace duy nh\u1ea5t.\u00a0L\u01b0u tr\u1eef \u0111\u1ed1i t\u01b0\u1ee3ng gi\u00fap b\u1ea1n c\u00f3 th\u1ec3 m\u1edf r\u1ed9ng quy m\u00f4 theo chi\u1ec1u ngang &#8211; th\u00eam c\u00e1c node m\u1edbi b\u1ea5t c\u1ee9 khi n\u00e0o c\u1ea7n &#8211; trong khi ki\u1ebfn \u200b\u200btr\u00fac l\u01b0u tr\u1eef block v\u00e0 file th\u01b0\u1eddng s\u1eed d\u1ee5ng m\u1edf r\u1ed9ng theo chi\u1ec1u d\u1ecdc c\u1ed3ng k\u1ec1nh.\u00a0Thi\u1ebft k\u1ebf ki\u1ec3u module c\u1ee7a b\u1ed9 l\u01b0u tr\u1eef \u0111\u1ed1i t\u01b0\u1ee3ng l\u00e0 th\u1ee9 cho ph\u00e9p b\u1ed5 sung dung l\u01b0\u1ee3ng b\u1ea5t k\u1ef3 l\u00fac n\u00e0o.\u00a0C\u00e1c t\u1ed5 ch\u1ee9c c\u00f3 th\u1ec3 m\u1edf r\u1ed9ng quy m\u00f4 m\u1ed9t c\u00e1ch linh ho\u1ea1t theo nhu c\u1ea7u, thay v\u00ec ph\u1ea3i \u0111i tr\u01b0\u1edbc nhu c\u1ea7u.<\/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\/solution\/enterprise-storage\/cloudian-enterprise-object-storage-p3713\/\"><img decoding=\"async\" alt=\"Gi\u1ea3i ph\u00e1p \u1ea3o h\u00f3a h\u1ea1 t\u1ea7ng l\u01b0u tr\u1eef\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2022\/08\/cloudian-s3-storage-banner.png\" \/><\/a>\r\n\t\t\t\t<\/div>\n<h3>2. Hi\u1ec7u qu\u1ea3 chi ph\u00ed<\/h3>\n<p>M\u1ed9t h\u1ec7 th\u1ed1ng l\u01b0u tr\u1eef h\u1eefu \u00edch ph\u1ea3i c\u00f3 kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng v\u00e0 chi ph\u00ed h\u1ee3p l\u00fd, hai thu\u1ed9c t\u00ednh kh\u00f4ng ph\u1ea3i l\u00fac n\u00e0o c\u0169ng t\u1ed3n t\u1ea1i trong h\u1ec7 th\u1ed1ng l\u01b0u tr\u1eef doanh nghi\u1ec7p.\u00a0Trong l\u1ecbch s\u1eed, c\u00e1c h\u1ec7 th\u1ed1ng c\u00f3 kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng cao th\u01b0\u1eddng \u0111\u1eaft h\u01a1n tr\u00ean c\u01a1 s\u1edf chi ph\u00ed tr\u00ean m\u1ed7i c\u00f4ng su\u1ea5t.<\/p>\n<p>C\u00e1c b\u1ed9 d\u1eef li\u1ec7u AI l\u1edbn s\u1ebd kh\u00f4ng kh\u1ea3 thi n\u1ebfu ch\u00fang ph\u00e1 v\u1ee1 ng\u00e2n s\u00e1ch l\u01b0u tr\u1eef.\u00a0L\u01b0u tr\u1eef \u0111\u1ed1i t\u01b0\u1ee3ng \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng tr\u00ean ph\u1ea7n c\u1ee9ng gi\u00e1 r\u1ebb.\u00a0K\u1ebft h\u1ee3p \u0111i\u1ec1u \u0111\u00f3 v\u1edbi chi ph\u00ed qu\u1ea3n l\u00fd th\u1ea5p v\u00e0 c\u00e1c t\u00ednh n\u0103ng n\u00e9n d\u1eef li\u1ec7u ti\u1ebft ki\u1ec7m kh\u00f4ng gian, v\u00e0 k\u1ebft qu\u1ea3 l\u00e0 chi ph\u00ed th\u1ea5p h\u01a1n t\u1edbi 70% so v\u1edbi l\u01b0u tr\u1eef doanh nghi\u1ec7p b\u1eb1ng \u1ed5 \u0111\u0129a c\u1ee9ng truy\u1ec1n th\u1ed1ng.<\/p>\n<h3>3. Si\u00eau d\u1eef li\u1ec7u phong ph\u00fa<\/h3>\n<p>Si\u00eau d\u1eef li\u1ec7u (metadata) r\u1ea5t quan tr\u1ecdng \u0111\u1ed1i v\u1edbi Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o v\u00e0 H\u1ecdc m\u00e1y &#8211; n\u00f3 gi\u00fap c\u00e1c Nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u c\u00f3 th\u1ec3 d\u1ec5 d\u00e0ng t\u00ecm ki\u1ebfm, \u0111\u1ecbnh v\u1ecb v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u trong c\u00e1c \u1ee9ng d\u1ee5ng AI v\u00e0 ML.<\/p>\n<p>L\u01b0u tr\u1eef t\u1ec7p v\u00e0 kh\u1ed1i ch\u1ec9 h\u1ed7 tr\u1ee3 m\u1ed9t l\u01b0\u1ee3ng nh\u1ecf si\u00eau d\u1eef li\u1ec7u (t\u1ee9c l\u00e0 ng\u00e0y t\u1ea1o, n\u01a1i t\u1ea1o v\u00e0 ai \u0111\u00e3 t\u1ea1o).\u00a0Nh\u01b0ng l\u01b0u tr\u1eef \u0111\u1ed1i t\u01b0\u1ee3ng h\u1ed7 tr\u1ee3 si\u00eau d\u1eef li\u1ec7u ho\u00e0n to\u00e0n c\u00f3 th\u1ec3 t\u00f9y ch\u1ec9nh.\u00a0Do \u0111\u00f3, vi\u1ec7c s\u1eafp x\u1ebfp, t\u00ecm v\u00e0 s\u1eed d\u1ee5ng d\u1eef li\u1ec7u d\u1ec5 d\u00e0ng h\u01a1n nhi\u1ec1u, t\u0103ng c\u01b0\u1eddng \u0111\u1ed9 ch\u00ednh x\u00e1c c\u1ee7a c\u00e1c m\u00f4 h\u00ecnh AI v\u00e0 ML.<\/p>\n<h3>Ki\u1ebfn tr\u00fac song song<\/h3>\n<p>\u0110\u1ed1i v\u1edbi c\u00e1c t\u1eadp d\u1eef li\u1ec7u AI v\u00e0 ML ph\u00e1t tri\u1ec3n kh\u00f4ng c\u00f3 gi\u1edbi h\u1ea1n, ki\u1ebfn \u200b\u200btr\u00fac truy c\u1eadp song song l\u00e0 \u0111i\u1ec1u c\u1ea7n thi\u1ebft.\u00a0N\u1ebfu kh\u00f4ng, h\u1ec7 th\u1ed1ng s\u1ebd ph\u00e1t tri\u1ec3n c\u00e1c \u0111i\u1ec3m ngh\u1eb9t h\u1ea1n ch\u1ebf t\u0103ng tr\u01b0\u1edfng.<\/p>\n<p>L\u01b0u tr\u1eef \u0111\u1ed1i t\u01b0\u1ee3ng s\u1eed d\u1ee5ng ki\u1ebfn \u200b\u200btr\u00fac c\u1ee5m kh\u00f4ng chia s\u1ebb g\u00ec, c\u00f3 ngh\u0129a l\u00e0 t\u1ea5t c\u1ea3 c\u00e1c ph\u1ea7n c\u1ee7a h\u1ec7 th\u1ed1ng ho\u1ea1t \u0111\u1ed9ng song song.\u00a0Th\u00f4ng l\u01b0\u1ee3ng d\u1eef li\u1ec7u t\u0103ng li\u00ean t\u1ee5c khi h\u1ec7 th\u1ed1ng m\u1edf r\u1ed9ng quy m\u00f4.<\/p>\n<h3>T\u00ednh b\u1ec1n v\u1eefng cho d\u1eef li\u1ec7u<\/h3>\n<p>Vi\u1ec7c sao l\u01b0u t\u1eadp d\u1eef li\u1ec7u \u0111\u00e0o t\u1ea1o nhi\u1ec1u petabyte kh\u00f4ng ph\u1ea3i l\u00fac n\u00e0o c\u0169ng kh\u1ea3 thi, v\u00ec n\u00f3 th\u01b0\u1eddng t\u1ed1n k\u00e9m th\u1eddi gian v\u00e0 chi ph\u00ed.\u00a0Nh\u01b0ng n\u00f3 c\u0169ng kh\u00f4ng th\u1ec3 kh\u00f4ng \u0111\u01b0\u1ee3c b\u1ea3o v\u1ec7.\u00a0Thay v\u00e0o \u0111\u00f3, h\u1ec7 th\u1ed1ng l\u01b0u tr\u1eef c\u1ea7n ph\u1ea3i t\u1ef1 b\u1ea3o v\u1ec7.\u00a0L\u01b0u tr\u1eef \u0111\u1ed1i t\u01b0\u1ee3ng \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf v\u1edbi t\u00ednh n\u0103ng d\u1ef1 ph\u00f2ng \u0111\u01b0\u1ee3c t\u00edch h\u1ee3p s\u1eb5n, do \u0111\u00f3 d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c b\u1ea3o v\u1ec7 m\u00e0 kh\u00f4ng y\u00eau c\u1ea7u qu\u00e1 tr\u00ecnh sao l\u01b0u ri\u00eang bi\u1ec7t.<\/p>\n<p>H\u01a1n n\u1eefa, n\u00f3 cho ph\u00e9p ng\u01b0\u1eddi d\u00f9ng l\u1ef1a ch\u1ecdn m\u1ee9c \u0111\u1ed9 b\u1ea3o v\u1ec7 d\u1eef li\u1ec7u c\u1ea7n thi\u1ebft cho t\u1eebng lo\u1ea1i d\u1eef li\u1ec7u \u0111\u1ec3 t\u1ed1i \u01b0u h\u00f3a hi\u1ec7u qu\u1ea3.\u00a0H\u1ec7 th\u1ed1ng c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c \u0111\u1ecbnh c\u1ea5u h\u00ecnh \u0111\u1ec3 ch\u1ecbu \u0111\u01b0\u1ee3c nhi\u1ec1u l\u1ed7i n\u00fat ho\u1eb7c th\u1eadm ch\u00ed m\u1ea5t to\u00e0n b\u1ed9 trung t\u00e2m d\u1eef li\u1ec7u ph\u00e2n t\u00e1n theo \u0111\u1ecba l\u00fd.<\/p>\n<h3>V\u1ecb tr\u00ed d\u1eef li\u1ec7u<\/h3>\n<p>Trong khi m\u1ed9t s\u1ed1 d\u1eef li\u1ec7u AI v\u00e0 ML s\u1ebd n\u1eb1m trong \u0110\u00e1m m\u00e2y, ph\u1ea7n l\u1edbn d\u1eef li\u1ec7u s\u1ebd v\u1eabn n\u1eb1m trong trung t\u00e2m d\u1eef li\u1ec7u v\u00ec nhi\u1ec1u l\u00fd do: hi\u1ec7u su\u1ea5t, chi ph\u00ed v\u00e0 tu\u00e2n th\u1ee7 quy \u0111\u1ecbnh l\u00e0 ba trong s\u1ed1 \u0111\u00f3.\u00a0L\u01b0u tr\u1eef \u0111\u1ed1i t\u01b0\u1ee3ng cung c\u1ea5p kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng v\u00e0 t\u00ednh kinh t\u1ebf c\u1ee7a d\u1ecbch v\u1ee5 l\u01b0u tr\u1eef \u0111\u00e1m m\u00e2y ngay t\u1ea1i ch\u1ed7, v\u1edbi hi\u1ec7u su\u1ea5t t\u1ed1t h\u01a1n v\u00e0 kh\u1ea3 n\u0103ng ki\u1ec3m so\u00e1t t\u1ed1t h\u01a1n (c\u0169ng nh\u01b0 TCO th\u1ea5p h\u01a1n khi ph\u00ed truy c\u1eadp d\u1eef li\u1ec7u d\u1ecbch v\u1ee5 d\u00e1m m\u00e2y \u0111\u01b0\u1ee3c t\u00ednh v\u00e0o).<\/p>\n<h3>T\u00edch h\u1ee3p \u0111\u00e1m m\u00e2y<\/h3>\n<p>B\u1ea5t k\u1ec3 d\u1eef li\u1ec7u c\u01b0 tr\u00fa \u1edf \u0111\u00e2u, t\u00edch h\u1ee3p v\u1edbi \u0110\u00e1m m\u00e2y c\u00f4ng c\u1ed9ng v\u1eabn s\u1ebd l\u00e0 m\u1ed9t y\u00eau c\u1ea7u quan tr\u1ecdng v\u00ec hai l\u00fd do.\u00a0\u0110\u1ea7u ti\u00ean, ph\u1ea7n l\u1edbn s\u1ef1 \u0111\u1ed5i m\u1edbi c\u1ee7a AI v\u00e0 ML \u0111ang di\u1ec5n ra tr\u00ean \u0110\u00e1m m\u00e2y.\u00a0C\u00e1c h\u1ec7 th\u1ed1ng t\u1ea1i ch\u1ed7 \u0111\u01b0\u1ee3c t\u00edch h\u1ee3p \u0110\u00e1m m\u00e2y s\u1ebd mang l\u1ea1i s\u1ef1 linh ho\u1ea1t cao nh\u1ea5t \u0111\u1ec3 t\u1eadn d\u1ee5ng c\u00e1c c\u00f4ng c\u1ee5 g\u1ed1c c\u1ee7a \u0110\u00e1m m\u00e2y.\u00a0Th\u1ee9 hai, c\u00f3 th\u1ec3 c\u00f3 m\u1ed9t lu\u1ed3ng d\u1eef li\u1ec7u linh ho\u1ea1t \u0111\u1ebfn v\u00e0 \u0111i t\u1eeb \u0110\u00e1m m\u00e2y C\u00f4ng c\u1ed9ng khi th\u00f4ng tin \u0111\u01b0\u1ee3c t\u1ea1o v\u00e0 ph\u00e2n t\u00edch.\u00a0M\u1ed9t <a class=\"iblink\" href=\"\/solution\/enterprise-storage\/\">gi\u1ea3i ph\u00e1p l\u01b0u tr\u1eef<\/a> t\u1ea1i ch\u1ed7 n\u00ean \u0111\u01a1n gi\u1ea3n h\u00f3a quy tr\u00ecnh \u0111\u00f3 ch\u1ee9 kh\u00f4ng ph\u1ea3i gi\u1edbi h\u1ea1n n\u00f3.<\/p>\n<p>L\u01b0u tr\u1eef \u0111\u1ed1i t\u01b0\u1ee3ng \u0111\u01b0\u1ee3c t\u00edch h\u1ee3p \u0111\u00e1m m\u00e2y nh\u1ea5t trong t\u1ea5t c\u1ea3 c\u00e1c ki\u1ebfn \u200b\u200btr\u00fac l\u01b0u tr\u1eef.\u00a0\u0110\u1ea7u ti\u00ean, l\u01b0u tr\u1eef \u0111\u1ed1i t\u01b0\u1ee3ng th\u01b0\u1eddng s\u1eed d\u1ee5ng API S3, ng\u00f4n ng\u1eef th\u1ef1c t\u1ebf c\u1ee7a l\u01b0u tr\u1eef \u0111\u00e1m m\u00e2y.\u00a0Th\u1ee9 hai, l\u01b0u tr\u1eef \u0111\u1ed1i t\u01b0\u1ee3ng c\u00f3 th\u1ec3 ngang h\u00e0ng v\u1edbi Amazon, Google v\u00e0 Microsoft Public Clouds, v\u1edbi c\u00e1c <a class=\"iblink\" href=\"\/solution\/enterprise-storage\/\">gi\u1ea3i ph\u00e1p l\u01b0u tr\u1eef<\/a> \u0111\u1ed1i t\u01b0\u1ee3ng t\u1ed1t nh\u1ea5t cho ph\u00e9p ng\u01b0\u1eddi d\u00f9ng xem d\u1eef li\u1ec7u c\u1ee5c b\u1ed9 v\u00e0 d\u1ef1a tr\u00ean \u0111\u00e1m m\u00e2y trong m\u1ed9t kh\u00f4ng gian t\u00ean duy nh\u1ea5t.\u00a0Th\u1ee9 ba, d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c l\u01b0u tr\u1eef tr\u00ean \u0110\u00e1m m\u00e2y t\u1eeb b\u1ed9 l\u01b0u tr\u1eef \u0111\u1ed1i t\u01b0\u1ee3ng c\u00f3 th\u1ec3 truy c\u1eadp tr\u1ef1c ti\u1ebfp b\u1edfi c\u00e1c \u1ee9ng d\u1ee5ng d\u1ef1a tr\u00ean \u0110\u00e1m m\u00e2y.\u00a0Quy\u1ec1n truy c\u1eadp hai ph\u01b0\u01a1ng th\u1ee9c n\u00e0y cho ph\u00e9p c\u00e1c doanh nghi\u1ec7p s\u1eed d\u1ee5ng c\u1ea3 t\u00e0i nguy\u00ean \u0110\u00e1m m\u00e2y v\u00e0 T\u00e0i nguy\u00ean t\u1ea1i ch\u1ed7 thay th\u1ebf cho nhau.<\/p>\n<h3>K\u1ebft lu\u1eadn<\/h3>\n<p>L\u01b0u tr\u1eef l\u00e0 m\u1ed9t ph\u1ea7n quan tr\u1ecdng c\u1ee7a c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng h\u1ed7 tr\u1ee3 Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o v\u00e0 H\u1ecdc m\u00e1y.\u00a0V\u1edbi kh\u1ed1i l\u01b0\u1ee3ng d\u1eef li\u1ec7u kh\u1ed5ng l\u1ed3 \u0111\u01b0\u1ee3c t\u1ea1o ra b\u1edfi c\u00e1c \u1ee9ng d\u1ee5ng AI v\u00e0 ML trong th\u1eddi gian th\u1ef1c, vi\u1ec7c c\u1ea7n thi\u1ebft l\u00e0 c\u00e1c c\u00f4ng ty, t\u1ed5 ch\u1ee9c ph\u1ea3i s\u1eed d\u1ee5ng m\u1ed9t n\u1ec1n t\u1ea3ng l\u01b0u tr\u1eef c\u00f3 th\u1ec3 theo k\u1ecbp t\u1ed1c \u0111\u1ed9.\u00a0L\u01b0u tr\u1eef \u0111\u1ed1i t\u01b0\u1ee3ng l\u00e0 ki\u1ebfn \u200b\u200btr\u00fac l\u01b0u tr\u1eef duy nh\u1ea5t cung c\u1ea5p kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng v\u00f4 h\u1ea1n, ti\u1ebft ki\u1ec7m chi ph\u00ed, t\u00edch h\u1ee3p \u0111\u00e1m m\u00e2y v\u00e0 c\u00e1c kh\u1ea3 n\u0103ng quan tr\u1ecdng kh\u00e1c c\u1ea7n thi\u1ebft \u0111\u1ec3 h\u1ed7 tr\u1ee3 \u0111\u1ea7y \u0111\u1ee7 AI v\u00e0 ML.<\/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=21606\">Gi\u1ea3i ph\u00e1p t\u00edch h\u1ee3p AI v\u00e0o h\u1ec7 th\u1ed1ng l\u01b0u tr\u1eef d\u1eef li\u1ec7u doanh nghi\u1ec7p: T\u01b0\u01a1ng lai \u0111\u00e3 \u0111\u1ebfn!<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=21553\">L\u1ef1a ch\u1ecdn h\u1ea1 t\u1ea7ng l\u01b0u tr\u1eef cho AI: NAS, SAN, hay Object Storage &#8211; \u0110\u00e2u l\u00e0 n\u1ec1n t\u1ea3ng t\u1ed1i \u01b0u?<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=21355\">Thu h\u1eb9p &#8220;kho\u1ea3ng c\u00e1ch Agentic AI&#8221;: Th\u00e1ch th\u1ee9c h\u1ea1 t\u1ea7ng cho l\u00e0n s\u00f3ng AI ti\u1ebfp theo<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=21276\">M\u1edf kh\u00f3a ti\u1ec1m n\u0103ng c\u1ee7a AI Factory v\u1edbi h\u1ec7 th\u1ed1ng DDN AI400X2<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=21242\">Data Intelligence trong l\u0129nh v\u1ef1c d\u1ecbch v\u1ee5 t\u00e0i ch\u00ednh<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=20739\">Infortrend GS 5000U: M\u1ed9t l\u1ef1a ch\u1ecdn l\u01b0u tr\u1eef t\u1ed1i \u01b0u cho \u0111\u00e0o t\u1ea1o m\u00f4 h\u00ecnh AI<\/a><\/li>\n<\/ul>\n<\/p>","protected":false},"excerpt":{"rendered":"<p>Tr&iacute; tu&#7879; nh&acirc;n t&#7841;o (AI) v&agrave; H&#7885;c m&aacute;y (ML) &#273;&atilde; tr&#7903; n&ecirc;n quan tr&#7885;ng &#273;&#7889;i v&#7899;i c&aacute;c doanh nghi&#7879;p trong t&#7845;t c&#7843; c&aacute;c ng&agrave;nh.&nbsp;Tuy nhi&ecirc;n, c&aacute;c &#7913;ng d&#7909;ng AI v&agrave; ML t&#7841;o ra m&#7897;t l&#432;&#7907;ng l&#7899;n d&#7919; li&#7879;u trong th&#7901;i gian th&#7921;c, c&aacute;c doanh nghi&#7879;p c&oacute; l&#432;&#7907;ng d&#7919; li&#7879;u &#7903; m&#7913;c petabyte ph&#7843;i &#273;&#432;&#7907;c qu&#7843;n&#8230;<\/p>\n","protected":false},"author":2,"featured_media":13960,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[3,2,1],"tags":[589,505],"class_list":["post-13349","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-hpc","category-ao-hoa","category-tong-hop","tag-ai-storage","tag-object-storage"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Top nh\u1eefng l\u00fd do t\u1ea1i sao ki\u1ebfn tr\u00fac l\u01b0u tr\u1eef Object Storage l\u1ea1i h\u1ed7 tr\u1ee3 tuy\u1ec7t v\u1eddi cho AI - 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\/nhung-ly-do-tai-sao-object-storage-lai-ho-tro-tuyet-voi-cho-ai-va-machine-learning-p13349\/\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:title\" content=\"Top nh\u1eefng l\u00fd do t\u1ea1i sao ki\u1ebfn tr\u00fac l\u01b0u tr\u1eef Object Storage l\u1ea1i h\u1ed7 tr\u1ee3 tuy\u1ec7t v\u1eddi cho AI - Blog | TheGioiMayChu\" \/>\n<meta name=\"twitter:description\" content=\"Tr&iacute; tu&#7879; nh&acirc;n t&#7841;o (AI) v&agrave; H&#7885;c m&aacute;y (ML) &#273;&atilde; tr&#7903; n&ecirc;n quan tr&#7885;ng &#273;&#7889;i v&#7899;i c&aacute;c doanh nghi&#7879;p trong t&#7845;t c&#7843; c&aacute;c ng&agrave;nh.&nbsp;Tuy nhi&ecirc;n, c&aacute;c &#7913;ng d&#7909;ng AI v&agrave; ML t&#7841;o ra m&#7897;t l&#432;&#7907;ng l&#7899;n d&#7919; li&#7879;u trong th&#7901;i gian th&#7921;c, c&aacute;c doanh nghi&#7879;p c&oacute; l&#432;&#7907;ng d&#7919; li&#7879;u &#7903; m&#7913;c petabyte ph&#7843;i &#273;&#432;&#7907;c qu&#7843;n...\" \/>\n<meta name=\"twitter:image\" content=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2022\/08\/TheGioiMayChu-Blog-object-storage.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=\"10 minutes\" \/>\n<script type=\"application\/ld+json\" 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