{"id":7506,"date":"2020-11-18T01:21:32","date_gmt":"2020-11-18T01:21:32","guid":{"rendered":"https:\/\/www.thegioimaychu.vn\/blog\/?p=7506"},"modified":"2020-11-18T01:22:18","modified_gmt":"2020-11-18T01:22:18","slug":"lua-chon-ha-tang-cho-deep-learning-cloud-so-voi-on-premises","status":"publish","type":"post","link":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/lua-chon-ha-tang-cho-deep-learning-cloud-so-voi-on-premises-p7506\/","title":{"rendered":"L\u1ef1a ch\u1ecdn h\u1ea1 t\u1ea7ng cho Deep Learning: Cloud so v\u1edbi On-premises"},"content":{"rendered":"<style>.iblink{color:#975!important;}.iblink:hover{color:orange!important;}<\/style><p>B\u1ea1n c\u00f3 th\u1ec3 \u0111\u00e3 nhi\u1ec1u l\u1ea7n nghe \u0111\u1ebfn nh\u1eefng tranh lu\u1eadn v\u1ec1 v\u1ea5n \u0111\u1ec1 n\u00e0y: Cloud (n\u1ec1n t\u1ea3ng \u0111\u00e1m m\u00e2y) hay On-premises (h\u1ea1 t\u1ea7ng t\u1ea1i ch\u1ed7)? Ho\u1eb7c c\u1ea3 hai?\u00a0C\u00f3 th\u1ec3 b\u1ea1n mu\u1ed1n chuy\u1ec3n m\u1ed9t s\u1ed1 \u1ee9ng d\u1ee5ng c\u1ee7a m\u00ecnh l\u00ean \u0111\u00e1m m\u00e2y. Nh\u01b0ng ngo\u00e0i ra, do nh\u1eefng thay \u0111\u1ed5i v\u1ec1 ch\u00ednh s\u00e1ch b\u1ea3o m\u1eadt d\u1eef li\u1ec7u g\u1ea7n \u0111\u00e2y, b\u1ea1n c\u00f3 th\u1ec3 ph\u1ea3i di chuy\u1ec3n m\u1ed9t s\u1ed1 d\u1eef li\u1ec7u kh\u00e1ch h\u00e0ng quay tr\u1edf l\u1ea1i v\u1edbi on-premises.\u00a0Cu\u1ed1i c\u00f9ng, c\u00f3 th\u1ec3 nhu c\u1ea7u c\u1ee7a b\u1ea1n qu\u00e1 l\u1edbn n\u00ean s\u1ebd l\u00e0 h\u1ee3p l\u00fd khi \u0111\u1ea7u t\u01b0 h\u1ea1 t\u1ea7ng t\u1ea1i ch\u1ed7 cho nhu c\u1ea7u c\u01a1 b\u1ea3n c\u1ee7a b\u1ea1n, nh\u01b0ng t\u1eadn d\u1ee5ng \u0111\u00e1m m\u00e2y khi nhu c\u1ea7u gia t\u0103ng \u0111\u1ed9t bi\u1ebfn (\u1edf \u0111\u00e2y t\u1ee9c l\u00e0 m\u00f4 h\u00ecnh \u0111\u00e1m m\u00e2y lai &#8211; hybrid cloud).<\/p>\n<p>Ch\u1ec9 v\u00ec b\u1ea1n \u0111\u00e3 \u0111\u01b0a ra m\u1ed9t l\u1ef1a ch\u1ecdn cho h\u1ea1 t\u1ea7ng c\u1ee7a m\u00ecnh kh\u00f4ng c\u00f3 ngh\u0129a l\u00e0 c\u00e2u tr\u1ea3 l\u1eddi t\u01b0\u01a1ng t\u1ef1 s\u1ebd \u00e1p d\u1ee5ng cho c\u00e1ch ti\u1ebfp c\u1eadn v\u1edbi <a class=\"iblink\" href=\"\/blog\/tag\/deep-learning\/\">Deep Learning<\/a> c\u1ee7a b\u1ea1n.\u00a0\u0110\u00e0o t\u1ea1o m\u1ea1ng n\u01a1ron s\u00e2u bao g\u1ed3m c\u00e1c y\u00eau c\u1ea7u \u0111\u1eb7c th\u00f9 l\u00e0m thay \u0111\u1ed5i c\u01a1 b\u1ea3n v\u1ec1 nh\u1eefng th\u1ea3o lu\u1eadn ki\u1ec3u n\u00e0y.\u00a0Bao g\u1ed3m:<\/p>\n<ul>\n<li>B\u1ed9 t\u0103ng t\u1ed1c ph\u1ea7n c\u1ee9ng chuy\u00ean d\u1ee5ng, th\u01b0\u1eddng l\u00e0 GPU<\/li>\n<li>L\u01b0u tr\u1eef cho c\u00e1c t\u1eadp d\u1eef li\u1ec7u \u0111\u00e0o t\u1ea1o l\u1edbn li\u00ean t\u1ee5c ph\u00e1t tri\u1ec3n<\/li>\n<li>I\/O hi\u1ec7u su\u1ea5t cao gi\u1eefa ph\u1ea7n c\u1ee9ng chuy\u00ean d\u1ee5ng n\u00e0y v\u00e0 dung l\u01b0\u1ee3ng l\u01b0u tr\u1eef l\u1edbn<\/li>\n<\/ul>\n<p>M\u1eb7c d\u00f9 xu h\u01b0\u1edbng n\u1ed5i l\u00ean trong CNTT l\u00e0 di chuy\u1ec3n sang \u0111\u00e1m m\u00e2y, ch\u00fang t\u00f4i cho r\u1eb1ng nh\u1eefng y\u00eau c\u1ea7u n\u00e0y c\u00f3 th\u1ec3 l\u00e0m cho vi\u1ec7c \u0111\u1ea7u t\u01b0 c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng t\u1ea1i ch\u1ed7 cho <a class=\"iblink\" href=\"\/blog\/tag\/deep-learning\/\">Deep Learning<\/a> tr\u00ean quy m\u00f4 l\u1edbn, \u0111\u1eb7c bi\u1ec7t khi c\u1ea7n n\u0103ng l\u1ef1c x\u1eed l\u00fd GPU c\u01a1 b\u1ea3n lu\u00f4n \u1edf m\u1ee9c cao, tr\u1edf n\u00ean c\u1ea7n thi\u1ebft.<\/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>Khi b\u1ea1n l\u1ea7n \u0111\u1ea7u ti\u00ean b\u1eaft \u0111\u1ea7u v\u1edbi Deep Learning, s\u1eed d\u1ee5ng m\u1ed9t d\u1ecbch v\u1ee5 \u0111\u00e1m m\u00e2y s\u1ebd c\u00f3 \u00fd ngh\u0129a.\u00a0V\u1edbi kho\u1ea3n \u0111\u1ea7u t\u01b0 tr\u1ea3 tr\u01b0\u1edbc t\u1ed1i thi\u1ec3u, c\u1ea3 v\u1ec1 chi ph\u00ed v\u00e0 th\u1eddi gian, b\u1ea1n c\u00f3 th\u1ec3 th\u1ef1c hi\u1ec7n \u0111\u00e0o t\u1ea1o m\u00f4 h\u00ecnh \u0111\u1ea7u ti\u00ean c\u1ee7a m\u00ecnh b\u1eb1ng GPU.\u00a0Tuy nhi\u00ean, khi &#8220;nh\u00f3m&#8221; m\u1ed9t ng\u01b0\u1eddi c\u1ee7a b\u1ea1n ph\u00e1t tri\u1ec3n l\u00ean n\u0103m ng\u01b0\u1eddi v\u00e0 th\u1eed nghi\u1ec7m \u0111\u01a1n l\u1ebb c\u1ee7a b\u1ea1n tr\u1edf th\u00e0nh h\u00e0ng tr\u0103m ho\u1eb7c th\u1eadm ch\u00ed h\u00e0ng ngh\u00ecn, th\u00ec chi ph\u00ed ti\u1ebft ki\u1ec7m khi ti\u1ebfn h\u00e0nh t\u1ea1i ch\u1ed7 c\u00f3 th\u1ec3 \u0111\u1ea1t g\u1ea7n 10 l\u1ea7n so v\u1edbi c\u00e1c \u0111\u00e1m m\u00e2y c\u00f4ng c\u1ed9ng l\u1edbn.\u00a0Th\u00eam v\u00e0o \u0111\u00f3 l\u00e0 s\u1ef1 linh ho\u1ea1t t\u0103ng l\u00ean trong nh\u1eefng g\u00ec b\u1ea1n c\u00f3 th\u1ec3 x\u00e2y d\u1ef1ng v\u00e0 b\u1ea3o m\u1eadt d\u1eef li\u1ec7u t\u1ed1t h\u01a1n, v\u00e0 \u0111\u1ed9t nhi\u00ean on-premises b\u1eaft \u0111\u1ea7u tr\u00f4ng ng\u00e0y c\u00e0ng h\u1ea5p d\u1eabn cho nh\u1eefng tham v\u1ecdng Deep Learning \u0111ang ph\u00e1t tri\u1ec3n c\u1ee7a b\u1ea1n.<\/p>\n<p>V\u00e0 b\u00e2y gi\u1edd, ch\u00fang ta h\u00e3y \u0111i s\u00e2u v\u00e0o chi ti\u1ebft h\u01a1n m\u1ed9t ch\u00fat \u0111\u1ec3 gi\u1ea3i th\u00edch l\u00fd do c\u1ee7a ch\u00fang.\u00a0Nh\u01b0 c\u00f3 th\u1ec3 th\u1ea5y, b\u1ea1n c\u00f3 b\u1ed1n l\u1ef1a ch\u1ecdn.<\/p>\n<p><strong>Cloud<\/strong><\/p>\n<ol>\n<li><em>Nh\u00e0 cung c\u1ea5p \u0111\u00e1m m\u00e2y truy\u1ec1n th\u1ed1ng<\/em>\u00a0: C\u00e1c nh\u00e0 cung c\u1ea5p \u0111\u00e1m m\u00e2y l\u1edbn nh\u01b0 Amazon Web Services (AWS), Google Cloud Platform (GCP) v\u00e0 Microsoft Azure.<\/li>\n<li><em>Nh\u00e0 cung c\u1ea5p \u0111\u00e1m m\u00e2y c\u1ee5 th\u1ec3 cho Machine Learning<\/em>\u00a0: C\u00e1c c\u00f4ng ty nh\u01b0\u00a0<a href=\"https:\/\/www.paperspace.com\/\">Paperspace<\/a>\u00a0\u0111i\u1ec1u ch\u1ec9nh c\u00e1c d\u1ecbch v\u1ee5 c\u1ee7a h\u1ecd \u0111\u1ec3 h\u1ed7 tr\u1ee3 t\u1ed1t h\u01a1n quy tr\u00ecnh Deep Learning (v\u00ed d\u1ee5: b\u1eb1ng c\u00e1ch t\u1eadp trung v\u00e0o c\u00e1c phi\u00ean b\u1ea3n GPU v\u00e0 c\u00e1c kh\u1ea3 n\u0103ng ph\u1ea7n m\u1ec1m b\u1ed5 sung).<\/li>\n<\/ol>\n<p><strong>On-Premises<\/strong><\/p>\n<ol>\n<li><a href=\"https:\/\/thegioimaychu.vn\/server\/deep-learning\/\"><em>M\u00e1y ch\u1ee7 Deep Learning \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng s\u1eb5n<\/em><\/a>: Nvidia b\u00e1n c\u00e1c <a href=\"https:\/\/thegioimaychu.vn\/may-chu-tri-tue-nhan-tao-nvidia-dgx-station-tm6323.html\">m\u00e1y tr\u1ea1m Deep Learning<\/a>, nh\u01b0\u00a0h\u1ec7 th\u1ed1ng DGX\u00a0c\u1ee7a h\u00e3ng\u00a0.\u00a0C\u00e1c c\u00f4ng ty kh\u00e1c, nh\u01b0\u00a0<a href=\"https:\/\/lambdalabs.com\/\">Lambda Labs<\/a>\u00a0,\u00a0<a href=\"https:\/\/www.amax.com\/products\/ai-hpc-ml\/\">AMAX<\/a>\u00a0v\u00e0\u00a0<a href=\"https:\/\/www.boxx.com\/data-science-workstation\">Boxx<\/a>\u00a0, x\u00e2y d\u1ef1ng c\u00e1c m\u00e1y tr\u1ea1m t\u00f9y ch\u1ec9nh d\u1ef1a tr\u00ean nhu c\u1ea7u c\u1ee7a b\u1ea1n.<\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/may-chu-superworkstation-sys-7039a-i.html\"><em>M\u00e1y tr\u1ea1m Deep Learning \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng t\u1eeb \u0111\u1ea7u<\/em><\/a>: C\u00f3 r\u1ea5t nhi\u1ec1u t\u00e0i nguy\u00ean v\u1edbi h\u01b0\u1edbng d\u1eabn t\u1eebng b\u01b0\u1edbc v\u1ec1 nh\u1eefng th\u00e0nh ph\u1ea7n c\u1ea7n mua v\u00e0 c\u00e1ch thi\u1ebft l\u1eadp.<\/li>\n<\/ol>\n<p>Ti\u1ebfp theo, ch\u00fang t\u00f4i s\u1ebd so s\u00e1nh c\u00e1ch c\u00e1c t\u00f9y ch\u1ecdn n\u00e0y ho\u1ea1t \u0111\u1ed9ng tr\u00ean n\u0103m ti\u00eau ch\u00ed quan tr\u1ecdng nh\u1ea5t c\u1ee7a ch\u00fang t\u00f4i.\u00a0Ph\u00e2n t\u00edch c\u1ee7a ch\u00fang t\u00f4i \u0111\u01b0\u1ee3c t\u00f3m t\u1eaft trong b\u1ea3ng d\u01b0\u1edbi \u0111\u00e2y.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2020\/11\/tgmc-blog-5fadf4376d1b3.png\" alt=\"On-Prem vs Cloud Table\" \/><\/p>\n<p><center>B\u1ea3ng 1: So s\u00e1nh c\u00e1c s\u1ea3n ph\u1ea9m On-Prem so v\u1edbi Cloud cho Deep Learning<\/center><\/p>\n<h1>Hi\u1ec7u su\u1ea5t<\/h1>\n<p>GPU \u0111\u00e3 tr\u1edf th\u00e0nh ti\u00eau chu\u1ea9n \u0111\u1ec3 \u0111\u00e0o t\u1ea1o c\u00e1c m\u00f4 h\u00ecnh Deep Learning nh\u1edd b\u0103ng th\u00f4ng b\u1ed9 nh\u1edb cao v\u00e0 kh\u1ea3 n\u0103ng th\u1ef1c hi\u1ec7n nhi\u1ec1u ph\u00e9p t\u00ednh song song.\u00a0Hi\u1ec7u su\u1ea5t c\u1ee7a c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng Deep Learning c\u1ee7a b\u1ea1n li\u00ean quan tr\u1ef1c ti\u1ebfp \u0111\u1ebfn ch\u1ea5t l\u01b0\u1ee3ng c\u1ee7a GPU m\u00e0 n\u00f3 s\u1eed d\u1ee5ng.<\/p>\n<p>V\u1edbi c\u00e1c b\u1ea3n ph\u00e1t h\u00e0nh ph\u1ea7n c\u1ee9ng m\u1edbi v\u00e0 c\u00e1c thay \u0111\u1ed5i \u0111\u1ed1i v\u1edbi d\u1ecbch v\u1ee5 c\u1ee7a c\u00e1c nh\u00e0 cung c\u1ea5p d\u1ecbch v\u1ee5 \u0111\u00e1m m\u00e2y, c\u00e1c c\u00e2u tr\u1ea3 l\u1eddi \u1edf \u0111\u00e2y c\u00f3 th\u1ec3 nhanh ch\u00f3ng tr\u1edf n\u00ean l\u1ed7i th\u1eddi.\u00a0V\u00ed d\u1ee5, n\u1ebfu ch\u00fang t\u00f4i \u0111\u00e3 vi\u1ebft b\u00e0i \u0111\u0103ng n\u00e0y m\u1ed9t v\u00e0i n\u0103m tr\u01b0\u1edbc, t\u1ea1i ch\u1ed7 s\u1ebd l\u00e0 ng\u01b0\u1eddi chi\u1ebfn th\u1eafng r\u00f5 r\u00e0ng trong h\u1ea1ng m\u1ee5c n\u00e0y.\u00a0AWS cung c\u1ea5p quy\u1ec1n truy c\u1eadp v\u00e0o c\u00e1c phi\u00ean b\u1ea3n p2 c\u1ee7a n\u00f3, \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng d\u1ef1a tr\u00ean th\u1ebb Nvidia K80 (ra m\u1eaft n\u0103m 2014).\u00a0Tuy nhi\u00ean, n\u1ebfu b\u1ea1n \u0111\u00e3 x\u00e2y d\u1ef1ng m\u00e1y tr\u1ea1m c\u1ee7a ri\u00eang m\u00ecnh, b\u1ea1n c\u00f3 th\u1ec3 \u0111\u00e3 s\u1eed d\u1ee5ng c\u00e1c th\u1ebb m\u1edbi h\u01a1n, nh\u01b0 Nvidia Titan X (th\u00e1ng 8 n\u0103m 2016) ho\u1eb7c GTX 1080 Ti (th\u00e1ng 3 n\u0103m 2017), mang l\u1ea1i hi\u1ec7u su\u1ea5t cao h\u01a1n.<\/p>\n<p>C\u00e1c nh\u00e0 cung c\u1ea5p \u0111\u00e1m m\u00e2y k\u1ec3 t\u1eeb \u0111\u00f3 \u0111\u00e3 n\u00e2ng c\u1ea5p \u0111\u00e1ng k\u1ec3 c\u00e1c d\u1ecbch v\u1ee5 GPU c\u1ee7a h\u1ecd.\u00a0Lo\u1ea1i phi\u00ean b\u1ea3n p3 c\u1ee7a AWS, th\u1ebf h\u1ec7 phi\u00ean b\u1ea3n GPU \u0111a n\u0103ng m\u1edbi nh\u1ea5t c\u1ee7a h\u1ecd,\u00a0<a href=\"https:\/\/aws.amazon.com\/about-aws\/whats-new\/2017\/10\/introducing-amazon-ec2-p3-instances\/\">ra m\u1eaft v\u00e0o th\u00e1ng 10 n\u0103m 2017<\/a>\u00a0v\u00e0 cung c\u1ea5p GPU V100 c\u1ee7a Nvidia, c\u00f3 th\u1ec3 mang l\u1ea1i hi\u1ec7u su\u1ea5t cao nh\u1ea5t tr\u00ean 100 TFLOPS cho \u0111\u00e0o t\u1ea1o v\u00e0 suy lu\u1eadn.\u00a0Azure v\u00e0 GCP ngay sau \u0111\u00f3 \u0111\u00e3 l\u00e0m theo, l\u1ea7n l\u01b0\u1ee3t \u0111\u01b0a V100 v\u00e0o\u00a0<a href=\"https:\/\/azure.microsoft.com\/en-us\/blog\/ncv3-vms-generally-available-other-gpus-expanding-regions\/\">th\u00e1ng 3<\/a>\u00a0v\u00e0\u00a0<a href=\"https:\/\/www.hpcwire.com\/2018\/04\/30\/google-cloud-debuts-v100-gpus\/\">th\u00e1ng 4 n\u0103m 2018<\/a>\u00a0.\u00a0G\u1ea7n \u0111\u00e2y h\u01a1n, v\u00e0o th\u00e1ng 5 n\u0103m 2020, Nvidia \u0111\u00e3 ph\u00e1t h\u00e0nh m\u00e1y gia t\u1ed1c A100 d\u1ef1a tr\u00ean Ampere,\u00a0<a href=\"https:\/\/cloud.google.com\/blog\/products\/compute\/announcing-google-cloud-a2-vm-family-based-on-nvidia-a100-gpu\">\u0111\u00e3 c\u00f3 s\u1eb5n<\/a>\u00a0trong ch\u01b0\u01a1ng tr\u00ecnh alpha c\u1ee7a GCP, v\u1edbi k\u1ebf ho\u1ea1ch s\u1ebd c\u00f3 s\u1eb5n v\u00e0o cu\u1ed1i n\u0103m 2020.<\/p>\n<p>Ng\u01b0\u1eddi d\u00f9ng t\u1ea1i ch\u1ed7 c\u00f3 quy\u1ec1n t\u1ef1 do l\u1ef1a ch\u1ecdn GPU \u0111\u1ec3 s\u1eed d\u1ee5ng.\u00a0M\u1eb7c d\u00f9 b\u1ea1n c\u00f3 th\u1ec3 mua cho m\u00ecnh m\u1ed9t\u00a0<a href=\"https:\/\/thegioimaychu.vn\/may-chu-tri-tue-nhan-tao-nvidia-dgx-station-tm6323.html\">Nvidia DGX Station<\/a>\u00a0v\u1edbi 8 GPU A100, b\u1ea1n c\u0169ng c\u00f3 th\u1ec3 ch\u1ecdn x\u00e2y d\u1ef1ng m\u1ed9t h\u1ec7 th\u1ed1ng v\u1edbi c\u00e1c th\u1ebb t\u1eeb d\u00f2ng ti\u00eau d\u00f9ng c\u1ee7a c\u00f4ng ty.\u00a0R\u1ea5t may, c\u00f3 r\u1ea5t nhi\u1ec1u t\u00e0i nguy\u00ean ngo\u00e0i kia \u0111\u00e1nh gi\u00e1 hi\u1ec7u su\u1ea5t t\u01b0\u01a1ng \u0111\u1ed1i c\u1ee7a c\u00e1c m\u00f4 h\u00ecnh n\u00e0y tr\u00ean kh\u1ed1i l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c Deep Learning \u0111\u1ec3 gi\u00fap \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh c\u1ee7a b\u1ea1n.\u00a0Cu\u1ed1i c\u00f9ng, b\u1edfi v\u00ec gi\u1edd \u0111\u00e2y b\u1ea1n c\u00f3 th\u1ec3 truy c\u1eadp c\u00f9ng m\u1ed9t m\u1eabu GPU h\u00e0ng \u0111\u1ea7u c\u1ea3 tr\u00ean \u0111\u00e1m m\u00e2y v\u00e0 t\u1ea1i ch\u1ed7, ch\u00fang t\u00f4i cho r\u1eb1ng danh m\u1ee5c n\u00e0y l\u00e0 s\u1ef1 r\u00e0ng bu\u1ed9c gi\u1eefa hai t\u00f9y ch\u1ecdn.<\/p>\n<p>Ngo\u00e0i GPU, I\/O hi\u1ec7u su\u1ea5t cao c\u0169ng r\u1ea5t quan tr\u1ecdng \u0111\u1ec3 t\u0103ng th\u1eddi gian \u0111\u00e0o t\u1ea1o m\u00f4 h\u00ecnh.\u00a0N\u1ebfu kh\u00f4ng c\u00f3 kh\u1ea3 n\u0103ng truy\u1ec1n d\u1eef li\u1ec7u \u0111\u1ee7 nhanh t\u1eeb b\u1ed9 nh\u1edb t\u1eeb xa ho\u1eb7c th\u1eadm ch\u00ed c\u1ee5c b\u1ed9, c\u00e1c GPU m\u1ea1nh m\u1ebd kh\u1ed5ng l\u1ed3 c\u1ee7a b\u1ea1n s\u1ebd kh\u00f4ng ho\u1ea1t \u0111\u1ed9ng.\u00a0M\u1ed9t l\u1ea7n n\u1eefa, kh\u00f4ng c\u00f3 nhi\u1ec1u s\u1ef1 ch\u00eanh l\u1ec7ch v\u1ec1 hi\u1ec7u su\u1ea5t gi\u1eefa c\u00e1c gi\u1ea3i ph\u00e1p \u0111\u00e1m m\u00e2y v\u00e0 t\u1ea1i ch\u1ed7 \u1edf \u0111\u00e2y, v\u00ec c\u1ea3 hai \u0111\u1ec1u gi\u00fap b\u1ea1n c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng c\u00e1c lo\u1ea1i l\u01b0u tr\u1eef c\u1ee5c b\u1ed9 v\u00e0 t\u1eeb xa nhanh nh\u1ea5t, c\u1ee5 th\u1ec3 l\u00e0 <a href=\"https:\/\/thegioimaychu.vn\/linh-kien-may-chu\/ssd\/nvme-pcie-pf70\/\">SSD d\u1ef1a tr\u00ean NVMe<\/a>.\u00a0Tuy nhi\u00ean, ch\u00fang t\u00f4i \u0111\u1ec1 c\u1eadp \u0111\u1ebfn \u0111i\u1ec1u n\u00e0y \u0111\u1ec3 nh\u1ea5n m\u1ea1nh r\u1eb1ng vi\u1ec7c thi\u1ebft k\u1ebf \u0111\u00fang h\u1ec7 th\u1ed1ng con l\u01b0u tr\u1eef c\u1ee7a b\u1ea1n \u0111\u1ec3 b\u1eaft k\u1ecbp v\u1edbi GPU c\u1ee7a b\u1ea1n l\u00e0 \u0111i\u1ec1u c\u1ea7n thi\u1ebft \u0111\u1ec3 \u0111\u1ea1t \u0111\u01b0\u1ee3c hi\u1ec7u su\u1ea5t t\u1ed1i \u01b0u.<\/p>\n<h1>Chi ph\u00ed<\/h1>\n<p>Ch\u00fang t\u00f4i \u0111\u00e3 th\u1ef1c hi\u1ec7n ph\u00e2n t\u00edch chi ph\u00ed c\u1ee7a ri\u00eang m\u00ecnh k\u1ec3 t\u1eeb th\u00e1ng 7 n\u0103m 2020 v\u1edbi c\u00e1c m\u1eabu t\u1eeb t\u1eebng c\u00e1i trong s\u1ed1 b\u1ed1n lo\u1ea1i.\u00a0\u0110\u1ed1i v\u1edbi c\u00e1c t\u00f9y ch\u1ecdn \u0111\u00e1m m\u00e2y, ch\u00fang t\u00f4i \u0111\u00e3 xem x\u00e9t AWS v\u00e0 GCP khi xem x\u00e9t &#8220;c\u00e1c nh\u00e0 cung c\u1ea5p \u0111\u00e1m m\u00e2y truy\u1ec1n th\u1ed1ng&#8221; v\u00e0 ch\u1ecdn Paperspace l\u00e0m nh\u00e0 cung c\u1ea5p \u0111\u00e1m m\u00e2y &#8220;\u0111\u1eb7c th\u00f9 cho ML&#8221; c\u1ee7a ch\u00fang t\u00f4i.<\/p>\n<p>Ch\u00fang t\u00f4i \u0111\u00e3 kh\u1ea3o s\u00e1t ba m\u1ee9c hi\u1ec7u su\u1ea5t &#8211; th\u1ea5p, trung b\u00ecnh v\u00e0 cao &#8211; d\u1ef1a tr\u00ean m\u00f4 h\u00ecnh GPU.\u00a0Ch\u00fang t\u00f4i c\u0169ng xem x\u00e9t hai gi\u1ea3 \u0111\u1ecbnh v\u1ec1 hi\u1ec7u su\u1ea5t s\u1eed d\u1ee5ng: th\u1ea5p (10%) v\u00e0 cao (100%).<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2020\/11\/tgmc-blog-5fadf437ee459.png\" alt=\"B\u1ea3ng chi ph\u00ed m\u1ed7i gi\u1edd c\u1ee7a \u0111\u00e1m m\u00e2y v\u00e0 t\u00f9y ch\u1ecdn t\u1ea1i ch\u1ed7\" \/><\/p>\n<p><center>B\u1ea3ng 2: Chi ph\u00ed m\u1ed7i gi\u1edd c\u1ee7a \u0111\u00e1m m\u00e2y v\u00e0 c\u00e1c t\u00f9y ch\u1ecdn t\u1ea1i ch\u1ed7<\/center>&nbsp;<\/p>\n<p>Vi\u1ec7c s\u1eed d\u1ee5ng \u1ea3nh h\u01b0\u1edfng \u0111\u1ebfn l\u1ef1a ch\u1ecdn gi\u00e1 n\u00e0o l\u00e0 kinh t\u1ebf nh\u1ea5t t\u1eeb \u200b\u200bc\u00e1c nh\u00e0 cung c\u1ea5p d\u1ecbch v\u1ee5 \u0111\u00e1m m\u00e2y.\u00a0Gi\u1ea3 s\u1eed m\u1ee9c s\u1eed d\u1ee5ng cao, b\u1ea1n s\u1ebd mu\u1ed1n s\u1eed d\u1ee5ng c\u00e1c phi\u00ean b\u1ea3n d\u00e0nh ri\u00eang, n\u01a1i b\u1ea1n tr\u1ea3 ti\u1ec1n cho vi\u1ec7c s\u1eed d\u1ee5ng li\u00ean t\u1ee5c trong m\u1ed9t kho\u1ea3ng th\u1eddi gian c\u1ed1 \u0111\u1ecbnh \u0111\u1ec3 \u0111\u1ed5i l\u1ea5y m\u1ee9c gi\u00e1 chi\u1ebft kh\u1ea5u theo gi\u1edd.\u00a0Ph\u00e2n t\u00edch c\u1ee7a ch\u00fang t\u00f4i l\u00e0 l\u1ea1c quan, v\u1edbi c\u00e1c k\u1ecbch b\u1ea3n s\u1eed d\u1ee5ng cao b\u00e1o c\u00e1o gi\u00e1 v\u1edbi gi\u1ea3 \u0111\u1ecbnh m\u1ee9c s\u1eed d\u1ee5ng cam k\u1ebft 3 n\u0103m (cung c\u1ea5p chi\u1ebft kh\u1ea5u cao h\u01a1n so v\u1edbi h\u1ee3p \u0111\u1ed3ng 1 n\u0103m).\u00a0N\u1ebfu hi\u1ec7u su\u1ea5t s\u1eed d\u1ee5ng c\u1ee7a b\u1ea1n kh\u00f4ng \u0111\u1ee7 cao, th\u00ec gi\u00e1 theo y\u00eau c\u1ea7u l\u00e0 l\u1ef1a ch\u1ecdn t\u1ed1t h\u01a1n v\u00ec b\u1ea1n ch\u1ec9 tr\u1ea3 ti\u1ec1n cho tr\u01b0\u1eddng h\u1ee3p n\u00f3 \u0111ang ch\u1ea1y.\u00a0\u0110i\u1ec1u n\u00e0y c\u0169ng \u0111\u00fang \u0111\u1ed1i v\u1edbi c\u00e1c nh\u00e0 cung c\u1ea5p \u0111\u00e1m m\u00e2y ML, nh\u1eefng ng\u01b0\u1eddi cung c\u1ea5p c\u00e1c m\u00f4 h\u00ecnh \u0111\u1ecbnh gi\u00e1 t\u01b0\u01a1ng t\u1ef1.\u00a0L\u01b0u \u00fd r\u1eb1ng v\u1edbi nh\u1eefng th\u1ee9 n\u00e0y, b\u1ea1n c\u0169ng ph\u1ea3i tr\u1ea3 th\u00eam ph\u00ed h\u00e0ng th\u00e1ng cho b\u1ed9 c\u00f4ng c\u1ee5 c\u1ee7a h\u1ecd (v\u1edbi c\u00e1c t\u00ednh n\u0103ng nh\u01b0 tr\u1ef1c quan h\u00f3a d\u1eef li\u1ec7u v\u00e0 s\u1ed5 ghi ch\u00e9p Jupyter 1 l\u1ea7n nh\u1ea5p).<\/p>\n<p>Khi xem x\u00e9t chi ph\u00ed t\u1ea1i ch\u1ed7, ch\u00fang t\u00f4i kh\u00f4ng ch\u1ec9 bao g\u1ed3m chi ph\u00ed tr\u1ea3 tr\u01b0\u1edbc c\u1ee7a vi\u1ec7c mua v\u00e0 l\u1eafp r\u00e1p ph\u1ea7n c\u1ee9ng m\u00e0 c\u00f2n c\u1ea3 chi ph\u00ed \u0111i\u1ec7n n\u0103ng, l\u00e0m m\u00e1t, m\u1ea1ng v\u00e0 b\u1ea3o tr\u00ec.\u00a0\u0110\u1ec3 h\u00e0o ph\u00f3ng v\u1edbi c\u00e1c d\u1ecbch v\u1ee5 \u0111\u00e1m m\u00e2y, ch\u00fang t\u00f4i \u01b0\u1edbc t\u00ednh c\u00e1c chi ph\u00ed n\u00e0y b\u1eb1ng 50% chi ph\u00ed ph\u1ea7n c\u1ee9ng m\u1ed7i n\u0103m (kh\u1ea5u hao trong 3 n\u0103m) cho ph\u00e2n t\u00edch c\u1ee7a ch\u00fang t\u00f4i.<\/p>\n<p>D\u1ef1a tr\u00ean ph\u00e2n t\u00edch c\u1ee7a ch\u00fang t\u00f4i, c\u00e1c gi\u1ea3i ph\u00e1p t\u1ea1i ch\u1ed7 l\u00e0 ng\u01b0\u1eddi chi\u1ebfn th\u1eafng r\u00f5 r\u00e0ng v\u1ec1 gi\u00e1 c\u1ea3 trong c\u00e1c tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng cao, v\u1edbi c\u00e1c ph\u01b0\u01a1ng ph\u00e1p ti\u1ebfp c\u1eadn t\u1eeb \u0111\u1ea7u \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng t\u1eeb \u0111\u1ea7u \u0111\u1ebfn cao c\u1ea5p v\u00e0 trung c\u1ea5p c\u00f3 gi\u00e1 th\u1ea5p h\u01a1n 4,3 l\u1ea7n v\u00e0 6,5 l\u1ea7n so v\u1edbi t\u00f9y ch\u1ecdn \u0111\u00e1m m\u00e2y r\u1ebb nh\u1ea5t, t\u01b0\u01a1ng \u1ee9ng.<\/p>\n<p>Ngay c\u1ea3 trong c\u00e1c tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng th\u1ea5p, t\u1ea1i ch\u1ed7 v\u1eabn r\u1ebb h\u01a1n c\u00e1c d\u1ecbch v\u1ee5 \u0111\u00e1m m\u00e2y c\u00f4ng c\u1ed9ng truy\u1ec1n th\u1ed1ng \u1edf c\u1ea5p hi\u1ec7u su\u1ea5t trung b\u00ecnh v\u00e0 cao.\u00a0M\u1eb7c d\u00f9 Paperspace d\u01b0\u1eddng nh\u01b0 l\u00e0 ng\u01b0\u1eddi chi\u1ebfn th\u1eafng v\u1ec1 gi\u00e1 cho c\u00e1c tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng th\u1ea5p, l\u1ee3i th\u1ebf n\u00e0y ch\u1ec9 t\u1ed3n t\u1ea1i trong th\u1eddi gian ng\u1eafn.\u00a0B\u1eb1ng c\u00e1ch t\u0103ng hi\u1ec7u su\u1ea5t s\u1eed d\u1ee5ng l\u00ean 11% \u1edf ph\u00e2n kh\u00fac cao c\u1ea5p v\u00e0 15% \u1edf ph\u00e2n kh\u00fac trung c\u1ea5p, ph\u01b0\u01a1ng ph\u00e1p x\u00e2y d\u1ef1ng t\u1eeb \u0111\u1ea7u \u0111\u00e3 tr\u1edf l\u1ea1i ngang gi\u00e1.<\/p>\n<p>Ch\u00fang t\u00f4i cho r\u1eb1ng k\u1ecbch b\u1ea3n s\u1eed d\u1ee5ng cao l\u00e0 \u0111i\u1ec1u quan tr\u1ecdng nh\u1ea5t c\u1ea7n t\u1eadp trung v\u00e0o.\u00a0V\u1edbi s\u1ef1 ph\u00e1t tri\u1ec3n v\u1ec1 b\u1ed9 d\u1eef li\u1ec7u v\u00e0 \u0111\u1ed9 ph\u1ee9c t\u1ea1p c\u1ee7a m\u00f4 h\u00ecnh, m\u1ed9t m\u00f4 h\u00ecnh duy nh\u1ea5t c\u00f3 th\u1ec3 m\u1ea5t nhi\u1ec1u ng\u00e0y \u0111\u1ec3 \u0111\u00e0o t\u1ea1o.\u00a0Th\u00eam v\u00e0o \u0111\u00f3 l\u00e0 v\u00f4 s\u1ed1 si\u00eau tham s\u1ed1 m\u00e0 b\u1ea1n s\u1ebd mu\u1ed1n qu\u00e9t \u0111\u1ec3 \u0111\u1ea1t \u0111\u01b0\u1ee3c hi\u1ec7u su\u1ea5t t\u1ed1i \u01b0u v\u00e0 b\u1ea1n n\u00ean c\u00f3 nhi\u1ec1u th\u1eed nghi\u1ec7m \u0111\u1ec3 gi\u1eef cho ph\u1ea7n c\u1ee9ng c\u1ee7a m\u00ecnh lu\u00f4n b\u1eadn r\u1ed9n.<\/p>\n<h1>Thi\u1ebft l\u1eadp<\/h1>\n<p>Ch\u00fang t\u00f4i coi thi\u1ebft l\u1eadp l\u00e0 kh\u1ed1i l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c c\u1ea7n thi\u1ebft tr\u01b0\u1edbc khi b\u1ea1n c\u00f3 th\u1ec3 b\u1eaft \u0111\u1ea7u \u0111\u00e0o t\u1ea1o m\u00f4 h\u00ecnh Deep Learning \u0111\u1ea7u ti\u00ean c\u1ee7a m\u00ecnh tr\u00ean m\u1ed9t GPU.\u00a0Trong danh m\u1ee5c n\u00e0y, c\u00e1c nh\u00e0 cung c\u1ea5p \u0111\u00e1m m\u00e2y d\u00e0nh ri\u00eang cho ML cung c\u1ea5p gi\u1ea3i ph\u00e1p th\u00e2n thi\u1ec7n v\u1edbi ng\u01b0\u1eddi m\u1edbi b\u1eaft \u0111\u1ea7u nh\u1ea5t.\u00a0C\u00e1c phi\u00ean b\u1ea3n \u0111\u00e1m m\u00e2y c\u1ee7a h\u1ecd \u0111\u01b0\u1ee3c \u0111\u1ecbnh c\u1ea5u h\u00ecnh \u0111\u1ea7y \u0111\u1ee7 cho Deep Learning, v\u1edbi CUDA, cuDNN, TensorFlow v\u00e0 c\u00e1c khu\u00f4n kh\u1ed5 Deep Learning ph\u1ed5 bi\u1ebfn kh\u00e1c \u0111\u01b0\u1ee3c c\u00e0i \u0111\u1eb7t s\u1eb5n.\u00a0Ch\u00fang gi\u00fap b\u1ea1n d\u1ec5 d\u00e0ng kh\u1edfi ch\u1ea1y s\u1ed5 ghi ch\u00e9p Jupyter c\u0169ng nh\u01b0 truy c\u1eadp c\u00e1c t\u1eadp d\u1eef li\u1ec7u c\u00f4ng khai v\u00e0 c\u00e1c d\u1ef1 \u00e1n m\u1eabu.\u00a0Tuy nhi\u00ean, c\u00e1c nh\u00e0 cung c\u1ea5p \u0111\u00e1m m\u00e2y truy\u1ec1n th\u1ed1ng \u0111\u00e3 b\u1eaft \u0111\u1ea7u b\u1eaft k\u1ecbp.\u00a0V\u00ed d\u1ee5: v\u1edbi AWS Deep Learning AMI, b\u1ea1n c\u00f3 \u0111\u01b0\u1ee3c m\u1ed9t m\u00f4i tr\u01b0\u1eddng \u0111\u01b0\u1ee3c \u0111\u1ecbnh c\u1ea5u h\u00ecnh \u0111\u1ea7y \u0111\u1ee7 \u0111\u1ec3 ch\u1ea1y c\u00e1c th\u1eed nghi\u1ec7m Deep Learning.\u00a0Ph\u1ea7n kh\u00f3 kh\u0103n nh\u1ea5t khi b\u1eaft \u0111\u1ea7u v\u1edbi gi\u1ea3i ph\u00e1p \u0111\u00e1m m\u00e2y c\u00f3 th\u1ec3 l\u00e0 t\u1ea3i l\u00ean t\u1eadp d\u1eef li\u1ec7u c\u1ee7a b\u1ea1n, \u0111\u00e2y c\u00f3 th\u1ec3 l\u00e0 m\u1ed9t qu\u00e1 tr\u00ecnh ch\u1eadm v\u00e0 c\u00f3 kh\u1ea3 n\u0103ng t\u1ed1n k\u00e9m (n\u1ebfu c\u00f3 chi ph\u00ed chuy\u1ec3n d\u1eef li\u1ec7u ra kh\u1ecfi ngu\u1ed3n g\u1ed1c).<\/p>\n<p>C\u00e1c gi\u1ea3i ph\u00e1p t\u1ea1i ch\u1ed7 c\u00f3 th\u1ec3 y\u00eau c\u1ea7u nhi\u1ec1u c\u00f4ng vi\u1ec7c tr\u01b0\u1edbc h\u01a1n, t\u00f9y thu\u1ed9c v\u00e0o t\u00f9y ch\u1ecdn b\u1ea1n ch\u1ecdn.\u00a0V\u00ed d\u1ee5: t\u1ea1i AI \u0111\u01b0\u1ee3c x\u00e1c \u0111\u1ecbnh g\u1ea7n \u0111\u00e2y, ch\u00fang t\u00f4i \u0111\u00e3 mua m\u1ed9t m\u00e1y tr\u1ea1m Deep Learning \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng s\u1eb5n m\u00e0 h\u1ea7u nh\u01b0 kh\u00f4ng y\u00eau c\u1ea7u thi\u1ebft l\u1eadp.\u00a0N\u00f3 \u0111\u01b0\u1ee3c c\u00e0i \u0111\u1eb7t s\u1eb5n Ubuntu, t\u1ea5t c\u1ea3 c\u00e1c tr\u00ecnh \u0111i\u1ec1u khi\u1ec3n GPU c\u1ea7n thi\u1ebft v\u00e0 c\u00e1c khung DL y\u00eau th\u00edch c\u1ee7a ch\u00fang t\u00f4i.\u00a0Sau khi c\u1eafm n\u00f3 v\u00e0o ngu\u1ed3n \u0111i\u1ec7n v\u00e0 ethernet, ch\u00fang t\u00f4i \u0111\u00e3 s\u1eb5n s\u00e0ng \u0111\u1ec3 b\u1eaft \u0111\u1ea7u!\u00a0V\u1edbi t\u00f9y ch\u1ecdn x\u00e2y d\u1ef1ng t\u1eeb \u0111\u1ea7u, n\u1ed7 l\u1ef1c thi\u1ebft l\u1eadp ch\u1ee7 y\u1ebfu t\u1eadp trung v\u00e0o vi\u1ec7c l\u1eafp r\u00e1p m\u00e1y tr\u1ea1m.\u00a0\u0110\u00e2y c\u00f3 th\u1ec3 l\u00e0 m\u1ed9t l\u1ef1a ch\u1ecdn t\u1ed1n th\u1eddi gian v\u00e0 c\u00f3 kh\u1ea3 n\u0103ng t\u1ed1n k\u00e9m (n\u1ebfu b\u1ea1n l\u00e0m h\u1ecfng b\u1ea5t k\u1ef3 b\u1ed9 ph\u1eadn n\u00e0o tr\u00ean \u0111\u01b0\u1eddng \u0111i).\u00a0Tuy nhi\u00ean, thi\u1ebft l\u1eadp v\u1ec1 m\u1eb7t ph\u1ea7n m\u1ec1m d\u1ec5 d\u00e0ng h\u01a1n b\u1ea1n ngh\u0129.\u00a0M\u1eb7c d\u00f9 b\u1ea1n v\u1eabn c\u00f3 th\u1ec3 ph\u1ea3i c\u00e0i \u0111\u1eb7t m\u1ed9t s\u1ed1 tr\u00ecnh \u0111i\u1ec1u khi\u1ec3n, nh\u01b0ng nh\u1edd s\u1ef1 gia t\u0103ng c\u1ee7a qu\u00e1 tr\u00ecnh container h\u00f3a, b\u1ea1n c\u00f3 th\u1ec3 d\u1ec5 d\u00e0ng nh\u1eadn \u0111\u01b0\u1ee3c h\u00ecnh \u1ea3nh cho khung Deep Learning m\u00e0 m\u00ecnh l\u1ef1a ch\u1ecdn.<\/p>\n<p>Sau khi gi\u1ea3i ph\u00e1p c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng c\u1ee7a b\u1ea1n \u0111\u01b0\u1ee3c thi\u1ebft l\u1eadp \u0111\u1ec3 x\u1eed l\u00fd kh\u1ed1i l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c \u0111\u00e0o t\u1ea1o Deep Learning c\u01a1 b\u1ea3n, sau \u0111\u00f3 s\u1ebd d\u1ec5 d\u00e0ng s\u1eed d\u1ee5ng Quy\u1ebft t\u00e2m chuy\u1ec3n \u0111\u1ed5i thi\u1ebft l\u1eadp c\u1ee7a b\u1ea1n th\u00e0nh m\u1ed9t n\u1ec1n t\u1ea3ng m\u1ea1nh m\u1ebd m\u00e0 to\u00e0n b\u1ed9 nh\u00f3m c\u1ee7a b\u1ea1n c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng \u0111\u1ec3 h\u1ee3p l\u00fd h\u00f3a kh\u1ed1i l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c Deep Learning n\u00e2ng cao h\u01a1n.<\/p>\n<h1>B\u1ea3o tr\u00ec<\/h1>\n<p>C\u00e1c nh\u00e0 cung c\u1ea5p truy\u1ec1n th\u1ed1ng \u0111i tr\u01b0\u1edbc trong danh m\u1ee5c n\u00e0y, h\u1ecd \u0111\u00e3 x\u00e2y d\u1ef1ng c\u00f4ng vi\u1ec7c kinh doanh c\u1ee7a m\u00ecnh xung quanh vi\u1ec7c cung c\u1ea5p th\u1eddi gian ho\u1ea1t \u0111\u1ed9ng li\u00ean t\u1ee5c.\u00a0C\u00e1c nh\u00e0 cung c\u1ea5p ML c\u1ee5 th\u1ec3 c\u0169ng qu\u1ea3ng c\u00e1o SLA (Paperspace, ch\u1eb3ng h\u1ea1n, h\u1ee9a h\u1eb9n 99,99% th\u1eddi gian ho\u1ea1t \u0111\u1ed9ng v\u1edbi\u00a0<a href=\"https:\/\/www.paperspace.com\/business\">d\u1ecbch v\u1ee5 c\u1ea5p doanh nghi\u1ec7p<\/a>\u00a0c\u1ee7a h\u1ecd\u00a0).<\/p>\n<p>M\u1eb7t kh\u00e1c, khi h\u1ec7 th\u1ed1ng t\u1ea1i ch\u1ed7 c\u1ee7a b\u1ea1n ch\u1eafc ch\u1eafn c\u00f3 v\u1ea5n \u0111\u1ec1 g\u00ec x\u1ea3y ra, b\u1ea1n s\u1ebd ph\u1ea3i gi\u1ea3i quy\u1ebft.\u00a0C\u00f3 m\u1ed9t danh s\u00e1ch c\u00e1c l\u1ed7i c\u00f3 th\u1ec3 x\u1ea3y ra v\u1edbi m\u00e1y gi\u1eb7t &#8211; kh\u1edfi \u0111\u1ed9ng l\u1ea1i \u0111\u1ed9t xu\u1ea5t, m\u1ea5t ngu\u1ed3n, s\u1ef1 c\u1ed1 m\u1ea1ng v\u00e0 ch\u1ea1y qu\u00e1 t\u1ea3i b\u1ed9 nh\u1edb c\u1ee7a b\u1ea1n, ch\u1ec9 \u0111\u1ec3 k\u1ec3 t\u00ean m\u1ed9t s\u1ed1.\u00a0Tuy nhi\u00ean, m\u1ed9t ph\u1ea7n \u0111au \u0111\u1ea7u n\u00e0y c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c b\u00f9 \u0111\u1eafp b\u1eb1ng c\u00e1ch mua m\u1ed9t m\u00e1y ch\u1ee7 DL \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng s\u1eb5n bao g\u1ed3m h\u1ed7 tr\u1ee3.\u00a0Ho\u1eb7c, v\u1edbi m\u1ed9t kho\u1ea3n \u0111\u1ea7u t\u01b0 t\u1ea1i ch\u1ed7 \u0111\u1ee7 l\u1edbn, b\u1ea1n c\u00f3 th\u1ec3 thu\u00ea m\u1ed9t chuy\u00ean gia CNTT chuy\u00ean d\u1ee5ng, ngay c\u1ea3 khi b\u00e1n th\u1eddi gian.<\/p>\n<h1>B\u1ea3o v\u1ec7<\/h1>\n<p>Trong khi c\u00e1c nh\u00e0 cung c\u1ea5p \u0111\u00e1m m\u00e2y ti\u1ebfp t\u1ee5c \u0111\u1ea7u t\u01b0 \u0111\u00e1ng k\u1ec3 v\u00e0o b\u1ea3o m\u1eadt, c\u00e1c gi\u1ea3i ph\u00e1p t\u1ea1i ch\u1ed7 ti\u1ebfp t\u1ee5c l\u00e0 ti\u00eau chu\u1ea9n v\u00e0ng.\u00a0L\u1ee3i th\u1ebf r\u00f5 r\u00e0ng c\u1ee7a t\u1ea1i ch\u1ed7 l\u00e0 d\u1eef li\u1ec7u v\u00e0 m\u00f4 h\u00ecnh \u0111\u00e0o t\u1ea1o kh\u00f4ng bao gi\u1edd r\u1eddi kh\u1ecfi c\u1ee5m.\u00a0Trong khi m\u1ed9t s\u1ed1 l\u0129nh v\u1ef1c tr\u01b0\u1edbc \u0111\u00e2y \u0111\u1eb7c bi\u1ec7t nh\u1ea1y c\u1ea3m v\u1edbi quy\u1ec1n ri\u00eang t\u01b0 d\u1eef li\u1ec7u (t\u00e0i ch\u00ednh, ch\u00ednh ph\u1ee7, ch\u0103m s\u00f3c s\u1ee9c kh\u1ecfe), vi\u1ec7c ch\u00e2u \u00c2u th\u00f4ng qua Quy \u0111\u1ecbnh chung v\u1ec1 b\u1ea3o v\u1ec7 d\u1eef li\u1ec7u (GDPR) \u0111\u00e3 khi\u1ebfn nhi\u1ec1u c\u00f4ng ty b\u1eaft \u0111\u1ea7u suy ngh\u0129 nghi\u00eam t\u00fac v\u1ec1 v\u1ea5n \u0111\u1ec1 n\u00e0y.\u00a0N\u1ebfu kh\u00f4ng l\u00e0m nh\u01b0 v\u1eady c\u00f3 th\u1ec3 d\u1eabn \u0111\u1ebfn m\u1ed9t sai l\u1ea7m \u0111\u1eaft gi\u00e1.\u00a0Ti\u1ec1n ph\u1ea1t do vi ph\u1ea1m lu\u1eadt c\u00f3 th\u1ec3 l\u00ean t\u1edbi 4% t\u1ed5ng doanh thu to\u00e0n c\u1ea7u, v\u1edbi Google v\u00e0 Facebook \u0111\u00e3 ph\u1ea3i\u00a0h\u1ee9ng ch\u1ecbu\u00a0<a href=\"https:\/\/www.theverge.com\/2018\/5\/25\/17393766\/facebook-google-gdpr-lawsuit-max-schrems-europe\">c\u00e1c v\u1ee5 ki\u1ec7n 8,8 t\u1ef7 USD v\u00e0o<\/a>\u00a0ng\u00e0y GDPR c\u00f3 hi\u1ec7u l\u1ef1c.<\/p>\n<h1>L\u00e0m th\u1ebf n\u00e0o \u0111\u1ec3 AI \u0111\u01b0\u1ee3c x\u00e1c \u0111\u1ecbnh ph\u00f9 h\u1ee3p?<\/h1>\n<p>B\u1ea5t k\u1ec3 b\u1ea1n h\u1ea1 c\u00e1nh \u1edf \u0111\u00e2u trong \u0111\u00e1m m\u00e2y so v\u1edbi cu\u1ed9c tranh lu\u1eadn t\u1ea1i ch\u1ed7,\u00a0<a href=\"https:\/\/github.com\/determined-ai\/determined\">n\u1ec1n t\u1ea3ng m\u00e3 ngu\u1ed3n m\u1edf<\/a>\u00a0c\u1ee7a X\u00e1c \u0111\u1ecbnh\u00a0ph\u00f9 h\u1ee3p v\u1edbi chi\u1ebfn l\u01b0\u1ee3c c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng c\u1ee7a b\u1ea1n.\u00a0V\u1ec1 ph\u00eda \u0111\u00e1m m\u00e2y, ch\u00fang t\u00f4i nh\u1ea5n m\u1ea1nh v\u00e0o kh\u1ea3 n\u0103ng ch\u1ecbu l\u1ed7i, kh\u1ea3 n\u0103ng t\u00e1i t\u1ea1o, t\u00ednh n\u0103ng t\u1ef1 \u0111\u1ed9ng c\u00e2n b\u1eb1ng GPU v\u00e0\u00a0h\u1ed7 tr\u1ee3 phi\u00ean b\u1ea3n \u01b0u ti\u00ean\u00a0cung c\u1ea5p cho b\u1ea1n s\u1ef1 linh ho\u1ea1t \u0111\u1ec3 b\u00f9ng n\u1ed5 kh\u1ed1i l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c \u0111\u00e0o t\u1ea1o Deep Learning tr\u00ean \u0111\u00e1m m\u00e2y m\u1ed9t c\u00e1ch c\u00f3 \u00fd th\u1ee9c v\u1ec1 chi ph\u00ed.\u00a0V\u1ec1 m\u1eb7t t\u1ea1i ch\u1ed7, X\u00e1c \u0111\u1ecbnh gi\u1ea3m thi\u1ec3u chi ph\u00ed thi\u1ebft l\u1eadp v\u00e0 b\u1ea3o tr\u00ec b\u1eb1ng c\u00e1ch cung c\u1ea5p c\u00e1c v\u00f9ng ch\u1ee9a Docker d\u00e0nh ri\u00eang cho Deep Learning \u0111\u1ec3 ch\u1ea1y th\u1eed nghi\u1ec7m v\u00e0 cho ph\u00e9p c\u00e1c th\u00e0nh vi\u00ean trong nh\u00f3m chia s\u1ebb li\u1ec1n m\u1ea1ch c\u00e1c GPU \u0111\u01b0\u1ee3c t\u00ecm ki\u1ebfm nhi\u1ec1u.<\/p>\n<p>B\u1ea5t k\u1ec3 cu\u1ed1i c\u00f9ng b\u1ea1n \u0111\u01b0a ra l\u1ef1a ch\u1ecdn c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng n\u00e0o, c\u00e1c nh\u00e0 ph\u00e1t tri\u1ec3n m\u00f4 h\u00ecnh c\u1ee7a b\u1ea1n s\u1ebd c\u00f3 th\u1ec3 t\u1eadn d\u1ee5ng kh\u1ea3 n\u0103ng th\u1eed nghi\u1ec7m Deep Learning c\u1ee7a X\u00e1c \u0111\u1ecbnh:\u00a0\u0111\u00e0o t\u1ea1o ph\u00e2n t\u00e1n,\u00a0t\u00ecm ki\u1ebfm meta parameter song song\u00a0d\u1ef1a tr\u00ean c\u00e1c ph\u01b0\u01a1ng ph\u00e1p d\u1eebng s\u1edbm hi\u1ec7n \u0111\u1ea1i nh\u1ea5t, theo d\u00f5i th\u1eed nghi\u1ec7m v\u00e0 \u0111\u1ea9y &#8211; kh\u1ea3 n\u0103ng t\u00e1i t\u1ea1o n\u00fat.<\/p>\n<hr \/>\n<ol>\n<li role=\"doc-endnote\">Ki\u1ec3m tra c\u00e1c v\u00ed d\u1ee5\u00a0<a href=\"https:\/\/blog.slavv.com\/picking-a-gpu-for-deep-learning-3d4795c273b9\">\u1edf \u0111\u00e2y<\/a>\u00a0v\u00e0\u00a0<a href=\"http:\/\/timdettmers.com\/2017\/04\/09\/which-gpu-for-deep-learning\/\">\u1edf \u0111\u00e2y<\/a>.<\/li>\n<li role=\"doc-endnote\">K\u1ec3 t\u1eeb th\u00e1ng 12 n\u0103m 2017, Nvidia \u0111\u00e3 c\u1eadp nh\u1eadt th\u1ecfa thu\u1eadn c\u1ea5p ph\u00e9p ng\u01b0\u1eddi d\u00f9ng cu\u1ed1i cho c\u00e1c tr\u00ecnh \u0111i\u1ec1u khi\u1ec3n GPU c\u1ea5p d\u00e0nh cho ng\u01b0\u1eddi ti\u00eau d\u00f9ng (Titan v\u00e0 GeForce),\u00a0<a href=\"https:\/\/www.cnbc.com\/2017\/12\/27\/nvidia-limits-data-center-uses-for-geforce-titan-gpus.html\">h\u1ea1n ch\u1ebf vi\u1ec7c s\u1eed d\u1ee5ng ph\u1ea7n m\u1ec1m trong c\u00e1c trung t\u00e2m d\u1eef li\u1ec7u<\/a>\u00a0.\u00a0Kh\u00f4ng r\u00f5 ch\u00ednh x\u00e1c \u0111i\u1ec1u g\u00ec t\u1ea1o n\u00ean m\u1ed9t \u201ctrung t\u00e2m d\u1eef li\u1ec7u\u201d, c\u0169ng nh\u01b0 li\u1ec7u Nvidia c\u00f3 th\u1ef1c s\u1ef1 th\u1ef1c thi \u0111i\u1ec1u n\u00e0y hay kh\u00f4ng (h\u1ecd s\u1ebd l\u00e0m vi\u1ec7c v\u1edbi kh\u00e1ch h\u00e0ng tr\u00ean \u201c\u00a0<a href=\"https:\/\/www.theregister.co.uk\/2018\/01\/03\/nvidia_server_gpus\/\">c\u01a1 s\u1edf t\u1eebng tr\u01b0\u1eddng h\u1ee3p<\/a>\u00a0\u201d).<\/li>\n<li role=\"doc-endnote\"><a href=\"https:\/\/medium.com\/initialized-capital\/benchmarking-tensorflow-performance-on-next-generation-gpus-e68c8dd3d0d4\">Ph\u00e2n t\u00edch<\/a>\u00a0n\u00e0y cho\u00a0th\u1ea5y hi\u1ec7u su\u1ea5t kh\u00e1c nhau \u0111\u1ed1i v\u1edbi c\u00f9ng m\u1ed9t GPU V100 tr\u00ean Paperspace v\u00e0 Amazon EC2 do c\u00e1c h\u1ea1n ch\u1ebf I\/O.<\/li>\n<li role=\"doc-endnote\">C\u00e1c m\u00f4 h\u00ecnh GPU kh\u00e1c nhau gi\u1eefa c\u00e1c t\u00f9y ch\u1ecdn cho t\u1eebng c\u1ea5p hi\u1ec7u su\u1ea5t b\u1edfi v\u00ec ch\u00fang t\u00f4i b\u1ecb h\u1ea1n ch\u1ebf b\u1edfi nh\u1eefng g\u00ec nh\u00e0 cung c\u1ea5p \u0111\u00e1m m\u00e2y cung c\u1ea5p.\u00a0Trong tr\u01b0\u1eddng h\u1ee3p c\u00e1c m\u00f4 h\u00ecnh GPU kh\u00f4ng kh\u1edbp, ch\u00fang t\u00f4i \u0111\u00e3 ch\u1ecdn m\u1ed9t m\u00f4 h\u00ecnh g\u1ea7n t\u01b0\u01a1ng \u0111\u01b0\u01a1ng (b\u1eb1ng c\u00e1ch xem x\u00e9t hi\u1ec7u su\u1ea5t cao nh\u1ea5t, b\u1ed9 nh\u1edb v\u00e0 b\u0103ng th\u00f4ng b\u1ed9 nh\u1edb).\u00a0Xem B\u1ea3ng 3 \u0111\u1ec3 bi\u1ebft th\u00eam chi ti\u1ebft.\u00a0L\u01b0u \u00fd r\u1eb1ng AWS kh\u00f4ng cung c\u1ea5p GPU trung c\u1ea5p.\u00a0Trong tr\u01b0\u1eddng h\u1ee3p K80, gi\u00e1 \u0111\u00e3 \u0111\u01b0\u1ee3c \u0111i\u1ec1u ch\u1ec9nh \u0111\u1ec3 gi\u1ea3i th\u00edch cho th\u1ef1c t\u1ebf l\u00e0 AWS v\u00e0 GCP b\u00e1o gi\u00e1 trong GPU, kh\u00f4ng ph\u1ea3i b\u1edfi bo m\u1ea1ch (bo m\u1ea1ch K80 ch\u1ee9a 2 GPU m\u1ed7i lo\u1ea1i).<img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2020\/11\/tgmc-blog-5fadf43934ccf.png\" alt=\"M\u00f4 h\u00ecnh GPU \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng\" \/><center>B\u1ea3ng 3: M\u00f4 h\u00ecnh GPU trong t\u1eebng lo\u1ea1i<\/center><\/li>\n<li role=\"doc-endnote\">T\u1ea5t c\u1ea3 ba nh\u00e0 cung c\u1ea5p \u0111\u00e1m m\u00e2y c\u00f4ng c\u1ed9ng c\u0169ng cung c\u1ea5p gi\u00e1 giao ngay, cho ph\u00e9p b\u1ea1n \u0111\u1eb7t gi\u00e1 th\u1ea7u cho dung l\u01b0\u1ee3ng ch\u01b0a s\u1eed d\u1ee5ng.\u00a0M\u1eb7c d\u00f9 \u0111\u00e2y c\u00f3 v\u1ebb l\u00e0 m\u1ed9t c\u00e1ch tuy\u1ec7t v\u1eddi \u0111\u1ec3 ti\u1ebft ki\u1ec7m ti\u1ec1n, nh\u01b0ng n\u00f3 ph\u1ea3i tr\u1ea3 gi\u00e1 b\u1eb1ng \u0111\u1ed9 tin c\u1eady.\u00a0<a href=\"https:\/\/ieeexplore.ieee.org\/document\/8030577\/\">Ph\u00e2n t\u00edch<\/a>\u00a0n\u00e0y\u00a0cho th\u1ea5y r\u1eb1ng c\u00e1c phi\u00ean b\u1ea3n \u0111i\u1ec3m GPU \u0111\u1ec1u c\u00f3 nhi\u1ec1u kh\u1ea3 n\u0103ng \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng tr\u01b0\u1edbc v\u00e0 \u00edt c\u00f3 kh\u1ea3 n\u0103ng h\u01a1n c\u00e1c lo\u1ea1i phi\u00ean b\u1ea3n chung.\u00a0M\u1eb7c d\u00f9 c\u00e1c\u00a0<a href=\"https:\/\/blog.slavv.com\/learning-machine-learning-on-the-cheap-persistent-aws-spot-instances-668e7294b6d8\">gi\u1ea3i ph\u00e1p thay th\u1ebf t\u1ed3n t\u1ea1i<\/a>\u00a0v\u00e0 m\u1ed9t s\u1ed1\u00a0<a href=\"https:\/\/mesosphere.com\/blog\/yelp-cut-cloud-costs-aws\/\">doanh nghi\u1ec7p t\u1eadn d\u1ee5ng l\u1ee3i th\u1ebf<\/a>\u00a0c\u1ee7a t\u1ea7ng n\u00e0y, nh\u01b0ng n\u00f3 \u0111\u00f2i h\u1ecfi n\u1ed7 l\u1ef1c k\u1ef9 thu\u1eadt \u0111\u00e1ng k\u1ec3.\u00a0V\u00ec l\u00fd do n\u00e0y, ch\u00fang t\u00f4i s\u1ebd kh\u00f4ng t\u1eadp trung v\u00e0o \u0111\u1ecbnh gi\u00e1 giao ngay trong ph\u00e2n t\u00edch c\u1ee7a m\u00ecnh.<\/li>\n<li role=\"doc-endnote\">Xem\u00a0<a href=\"https:\/\/www.amax.com\/wp-content\/uploads\/2018\/03\/AMAX-CloudvOnPrem-White-Paper.pdf\">https:\/\/www.amax.com\/wp-content\/uploads\/2018\/03\/AMAX-CloudvOnPrem-White-Paper.pdf<\/a>.<\/li>\n<li role=\"doc-endnote\">Gi\u00e1 cho m\u00e1y ch\u1ee7 DL \u0111\u01b0\u1ee3c t\u1ea1o s\u1eb5n \u0111\u01b0\u1ee3c t\u00ednh t\u1eeb vi\u1ec7c l\u1ea5y gi\u00e1 c\u01a1 s\u1edf c\u1ee7a m\u00e1y ch\u1ee7 \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng t\u1eeb \u0111\u1ea7u v\u00e0 c\u1ed9ng th\u00eam 50%.\u00a0\u01af\u1edbc t\u00ednh n\u00e0y \u0111\u1ebfn t\u1eeb vi\u1ec7c xem x\u00e9t s\u1ef1 kh\u00e1c bi\u1ec7t v\u1ec1 gi\u00e1 gi\u1eefa m\u00e1y ch\u1ee7 \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng s\u1eb5n AI \u0111\u01b0\u1ee3c x\u00e1c \u0111\u1ecbnh \u0111\u00e3 mua v\u00e0 \u0111\u1ecbnh gi\u00e1 t\u1eebng th\u00e0nh ph\u1ea7n gi\u1ed1ng nhau (m\u1eb7c d\u00f9 ch\u00fang ta n\u00ean l\u01b0u \u00fd r\u1eb1ng m\u00e1y ch\u1ee7 \u0111\u01b0\u1ee3c t\u1ea1o s\u1eb5n c\u0169ng bao g\u1ed3m h\u1ed7 tr\u1ee3 kh\u00e1ch h\u00e0ng).<\/li>\n<\/ol>\n<p><em>Ngu\u1ed3n<\/em> Determined AI<\/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=20284\">H\u01b0\u1edbng d\u1eabn l\u1ef1a ch\u1ecdn GPU ph\u00f9 h\u1ee3p cho AI, Machine Learning<\/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<\/ul>\n<\/p>","protected":false},"excerpt":{"rendered":"<p>B&#7841;n c&oacute; th&#7875; &#273;&atilde; nhi&#7873;u l&#7847;n nghe &#273;&#7871;n nh&#7919;ng tranh lu&#7853;n v&#7873; v&#7845;n &#273;&#7873; n&agrave;y: Cloud (n&#7873;n t&#7843;ng &#273;&aacute;m m&acirc;y) hay On-premises (h&#7841; t&#7847;ng t&#7841;i ch&#7895;)? Ho&#7863;c c&#7843; hai?&nbsp;C&oacute; th&#7875; b&#7841;n mu&#7889;n chuy&#7875;n m&#7897;t s&#7889; &#7913;ng d&#7909;ng c&#7911;a m&igrave;nh l&ecirc;n &#273;&aacute;m m&acirc;y. Nh&#432;ng ngo&agrave;i ra, do nh&#7919;ng thay &#273;&#7893;i v&#7873; ch&iacute;nh s&aacute;ch b&#7843;o m&#7853;t d&#7919;&#8230;<\/p>\n","protected":false},"author":2,"featured_media":7509,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[3],"tags":[7,12],"class_list":["post-7506","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-hpc","tag-ai","tag-deep-learning"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>L\u1ef1a ch\u1ecdn h\u1ea1 t\u1ea7ng cho Deep Learning: Cloud so v\u1edbi On-premises - 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\/lua-chon-ha-tang-cho-deep-learning-cloud-so-voi-on-premises-p7506\/\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:title\" content=\"L\u1ef1a ch\u1ecdn h\u1ea1 t\u1ea7ng cho Deep Learning: Cloud so v\u1edbi On-premises - Blog | TheGioiMayChu\" \/>\n<meta name=\"twitter:description\" content=\"B&#7841;n c&oacute; th&#7875; &#273;&atilde; nhi&#7873;u l&#7847;n nghe &#273;&#7871;n nh&#7919;ng tranh lu&#7853;n v&#7873; v&#7845;n &#273;&#7873; n&agrave;y: Cloud (n&#7873;n t&#7843;ng &#273;&aacute;m m&acirc;y) hay On-premises (h&#7841; t&#7847;ng t&#7841;i ch&#7895;)? Ho&#7863;c c&#7843; hai?&nbsp;C&oacute; th&#7875; b&#7841;n mu&#7889;n chuy&#7875;n m&#7897;t s&#7889; &#7913;ng d&#7909;ng c&#7911;a m&igrave;nh l&ecirc;n &#273;&aacute;m m&acirc;y. 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