{"id":20902,"date":"2025-01-02T15:17:40","date_gmt":"2025-01-02T08:17:40","guid":{"rendered":"https:\/\/thegioimaychu.vn\/blog\/?p=20902"},"modified":"2025-01-02T15:20:04","modified_gmt":"2025-01-02T08:20:04","slug":"ha-tang-cho-ai-so-sanh-giua-moi-truong-tren-dam-may-o-bien-va-tai-cho","status":"publish","type":"post","link":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/ha-tang-cho-ai-so-sanh-giua-moi-truong-tren-dam-may-o-bien-va-tai-cho-p20902\/","title":{"rendered":"H\u1ea1 t\u1ea7ng cho AI: So s\u00e1nh gi\u1eefa m\u00f4i tr\u01b0\u1eddng tr\u00ean \u0111\u00e1m m\u00e2y, \u1edf bi\u00ean v\u00e0 t\u1ea1i ch\u1ed7"},"content":{"rendered":"<style>.iblink{color:#975!important;}.iblink:hover{color:orange!important;}<\/style><h3>Gi\u1edbi thi\u1ec7u<\/h3>\n<p>H\u1ea1 t\u1ea7ng AI, v\u1edbi vai tr\u00f2 l\u00e0 tr\u1ee5c x\u01b0\u01a1ng s\u1ed1ng c\u1ee7a nh\u1eefng ti\u1ebfn b\u1ed9 c\u00f4ng ngh\u1ec7 hi\u1ec7n \u0111\u1ea1i, \u0111\u00e3 ph\u00e1t tri\u1ec3n \u0111\u00e1ng k\u1ec3 t\u1eeb c\u00e1c tri\u1ec3n khai t\u1ea1i ch\u1ed7 truy\u1ec1n th\u1ed1ng \u0111\u1ec3 ti\u1ebfn t\u1edbi c\u00e1c gi\u1ea3i ph\u00e1p ti\u00ean ti\u1ebfn nh\u01b0 <a class=\"iblink\" href=\"\/blog\/tag\/cloud-computing\/\">\u0111i\u1ec7n to\u00e1n \u0111\u00e1m m\u00e2y<\/a> v\u00e0 \u0111i\u1ec7n to\u00e1n bi\u00ean. Tuy nhi\u00ean, khi AI ng\u00e0y c\u00e0ng \u0111\u01b0\u1ee3c c\u00e1c doanh nghi\u1ec7p \u1ee9ng d\u1ee5ng, m\u1ed9t v\u1ea5n \u0111\u1ec1 n\u1ea3y sinh c\u1ea7n quy\u1ebft \u0111\u1ecbnh l\u00e0: h\u1ecd n\u00ean chuy\u1ec3n t\u1ea3i x\u1eed l\u00fd c\u1ee7a m\u00ecnh ra m\u00f4i tr\u01b0\u1eddng bi\u00ean, l\u00ean \u0111\u00e1m m\u00e2y hay duy tr\u00ec ch\u00fang t\u1ea1i c\u01a1 s\u1edf?<\/p>\n<p>Tr\u01b0\u1edbc khi di chuy\u1ec3n t\u1ea3i x\u1eed l\u00fd ho\u1eb7c tri\u1ec3n khai b\u1ea5t k\u1ef3 \u1ee9ng d\u1ee5ng n\u00e0o, m\u1ed9t \u0111i\u1ec1u quan tr\u1ecdng l\u00e0 c\u1ea7n hi\u1ec3u \u0111\u01b0\u1ee3c \u0111i\u1ec3m m\u1ea1nh v\u00e0 \u0111\u1eb7c \u0111i\u1ec3m c\u1ee7a t\u1eebng m\u00f4i tr\u01b0\u1eddng \u2014 cho d\u00f9 l\u00e0 \u0111\u00e1m m\u00e2y, bi\u00ean hay t\u1ea1i ch\u1ed7. C\u00e1c y\u1ebfu t\u1ed1 nh\u01b0 kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng, \u0111\u1ed9 tr\u1ec5, b\u1ea3o m\u1eadt v\u00e0 hi\u1ec7u qu\u1ea3 v\u1ec1 chi ph\u00ed l\u00e0 r\u1ea5t quan tr\u1ecdng v\u00e0 c\u00f3 th\u1ec3 thay \u0111\u1ed5i \u0111\u00e1ng k\u1ec3 gi\u1eefa c\u00e1c t\u00f9y ch\u1ecdn n\u00e0y.<\/p>\n<p>\u0110\u1ec3 gi\u00fap b\u1ea1n hi\u1ec3u r\u00f5 h\u01a1n v\u1ec1 vi\u1ec7c x\u00e1c \u0111\u1ecbnh l\u1ef1a ch\u1ecdn n\u00e0o l\u00e0 ph\u00f9 h\u1ee3p nh\u1ea5t, b\u00e0i vi\u1ebft n\u00e0y cung c\u1ea5p c\u00e1c ph\u00e2n t\u00edch so s\u00e1nh v\u1ec1 ba m\u00f4i tr\u01b0\u1eddng tr\u00ean. M\u1ee5c \u0111\u00edch l\u00e0 cung c\u1ea5p th\u00f4ng tin chi ti\u1ebft \u0111\u1ec3 c\u00f3 th\u1ec3 d\u1eabn h\u01b0\u1edbng b\u1ea1n nh\u1eb1m x\u00e1c \u0111\u1ecbnh l\u1ef1a ch\u1ecdn t\u1ed1i \u01b0u cho vi\u1ec7c tri\u1ec3n khai c\u00e1c d\u1ef1 \u00e1n \u200bAI c\u1ee7a m\u00ecnh.<\/p>\n<h3>Hi\u1ec3u v\u1ec1 h\u1ea1 t\u1ea7ng Edge AI, Cloud AI v\u00e0 on-premise AI<\/h3>\n<h5>1. Edge AI &#8211; H\u1ea1 t\u1ea7ng AI t\u1ea1i bi\u00ean<\/h5>\n<p>Edge AI k\u1ebft h\u1ee3p \u0111i\u1ec7n to\u00e1n bi\u00ean v\u00e0 <a class=\"iblink\" href=\"\/blog\/tag\/ai\/\">tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o<\/a> b\u1eb1ng c\u00e1ch ch\u1ea1y c\u00e1c m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y c\u1ee5c b\u1ed9 tr\u00ean c\u00e1c thi\u1ebft b\u1ecb nh\u01b0 m\u00e1y t\u00ednh, m\u00e1y ch\u1ee7 bi\u00ean v\u00e0 thi\u1ebft b\u1ecb IoT.<\/p>\n<p>Kh\u00f4ng gi\u1ed1ng nh\u01b0 AI truy\u1ec1n th\u1ed1ng, c\u00e1c thi\u1ebft b\u1ecb n\u00e0y c\u00f3 th\u1ec3 ho\u1ea1t \u0111\u1ed9ng m\u00e0 kh\u00f4ng c\u1ea7n k\u1ebft n\u1ed1i Internet v\u00e0 \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh \u0111\u1ed9c l\u1eadp. Ch\u00fang kh\u00f4ng ch\u1ec9 thu th\u1eadp d\u1eef li\u1ec7u m\u00e0 c\u00f2n x\u1eed l\u00fd v\u00e0 h\u00e0nh \u0111\u1ed9ng theo th\u1eddi gian th\u1ef1c, n\u00e2ng cao t\u00ednh hi\u1ec7u qu\u1ea3 v\u00e0 kh\u1ea3 n\u0103ng ph\u1ea3n h\u1ed3i.<\/p>\n<p>V\u00ed d\u1ee5, c\u00e1c tr\u1ee3 l\u00fd \u1ea3o nh\u01b0 Google Assistant, Siri v\u00e0 Alexa x\u1eed l\u00fd l\u1ec7nh c\u1ee7a ng\u01b0\u1eddi d\u00f9ng c\u1ee5c b\u1ed9, t\u01b0\u01a1ng t\u00e1c v\u1edbi \u0111\u00e1m m\u00e2y qua API v\u00e0 l\u01b0u tr\u1eef d\u1eef li\u1ec7u \u0111\u00e3 h\u1ecdc tr\u00ean thi\u1ebft b\u1ecb, cho ph\u00e9p t\u01b0\u01a1ng t\u00e1c nhanh h\u01a1n v\u00e0 mang t\u00ednh c\u00e1 nh\u00e2n h\u00f3a h\u01a1n.<\/p>\n<p>Gartner\u00a0d\u1ef1 b\u00e1o r\u1eb1ng \u0111\u1ebfn n\u0103m 2025, h\u01a1n 55% trong t\u1ea5t c\u1ea3 c\u00e1c ph\u00e2n t\u00edch d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n b\u1edfi m\u1ea1ng n\u01a1-ron s\u00e2u s\u1ebd di\u1ec5n ra tr\u1ef1c ti\u1ebfp t\u1ea1i ngu\u1ed3n trong h\u1ec7 th\u1ed1ng bi\u00ean. M\u1ed9t \u0111i\u1ec1u quan tr\u1ecdng \u0111\u1ed1i v\u1edbi c\u00e1c doanh nghi\u1ec7p l\u00e0 c\u1ea7n nh\u1eadn ra r\u1eb1ng c\u00e1c \u1ee9ng d\u1ee5ng, c\u00f9ng v\u1edbi c\u00e1c quy tr\u00ecnh \u0111\u00e0o t\u1ea1o v\u00e0 suy lu\u1eadn AI, c\u1ea7n \u0111\u01b0\u1ee3c chuy\u1ec3n \u0111\u1ed5i sang m\u00f4i tr\u01b0\u1eddng bi\u00ean \u0111\u1ec3 g\u1ea7n h\u01a1n v\u1edbi c\u00e1c thi\u1ebft b\u1ecb IoT \u0111i\u1ec3m cu\u1ed1i.<\/p>\n<h5>2. AI Cloud &#8211; D\u1ecbch v\u1ee5 AI d\u1ef1a tr\u00ean \u0111\u00e1m m\u00e2y<\/h5>\n<p>D\u1ecbch v\u1ee5 AI Cloud, c\u00f2n \u0111\u01b0\u1ee3c g\u1ecdi l\u00e0 AI as a Service (AIaaS), l\u00e0 n\u1ec1n t\u1ea3ng \u0111\u00e1m m\u00e2y cung c\u1ea5p t\u00e0i nguy\u00ean AI cho c\u00e1 nh\u00e2n v\u00e0 doanh nghi\u1ec7p. C\u00f4ng ngh\u1ec7 n\u00e0y k\u1ebft h\u1ee3p <a class=\"iblink\" href=\"\/blog\/tag\/cloud-computing\/\">\u0111i\u1ec7n to\u00e1n \u0111\u00e1m m\u00e2y<\/a> v\u00e0 <a class=\"iblink\" href=\"\/blog\/tag\/ai\/\">tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o<\/a>, chuy\u1ec3n \u0111\u1ed5i ho\u1ea1t \u0111\u1ed9ng h\u00e0ng ng\u00e0y b\u1eb1ng c\u00e1ch t\u00edch h\u1ee3p c\u00e1c c\u00f4ng c\u1ee5 AI, thu\u1eadt to\u00e1n v\u00e0 d\u1ecbch v\u1ee5 \u0111\u00e1m m\u00e2y.<\/p>\n<p>S\u1ef1 t\u00edch h\u1ee3p n\u00e0y cho ph\u00e9p c\u00e1c doanh nghi\u1ec7p t\u1eadn d\u1ee5ng c\u00e1c ch\u1ee9c n\u0103ng AI nh\u01b0 h\u1ecdc m\u00e1y, x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean v\u00e0 <a class=\"iblink\" href=\"\/blog\/tag\/computer-vision\/\">th\u1ecb gi\u00e1c m\u00e1y t\u00ednh<\/a>, mang l\u1ea1i l\u1ee3i th\u1ebf c\u1ea1nh tranh. Kh\u1ea3 n\u0103ng x\u1eed l\u00fd nhanh c\u00e1c t\u1eadp d\u1eef li\u1ec7u l\u1edbn c\u1ee7a AI Cloud mang l\u1ea1i l\u1ee3i \u00edch cho c\u00e1c ng\u00e0nh c\u00f4ng nghi\u1ec7p t\u1eadp trung v\u00e0o d\u1eef li\u1ec7u nh\u01b0 th\u01b0\u01a1ng m\u1ea1i \u0111i\u1ec7n t\u1eed, ng\u00e2n h\u00e0ng v\u00e0 y t\u1ebf b\u1eb1ng c\u00e1ch kh\u00e1m ph\u00e1 c\u00e1c m\u00f4 h\u00ecnh v\u00e0 th\u00f4ng tin chi ti\u1ebft, cho ph\u00e9p \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh d\u1ef1a tr\u00ean d\u1eef li\u1ec7u.<\/p>\n<p>AIaaS gi\u00fap AI d\u1ec5 ti\u1ebfp c\u1eadn h\u01a1n, c\u00f3 kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng tr\u01a1n tru v\u00e0 gi\u00e1 c\u1ea3 ph\u1ea3i ch\u0103ng h\u01a1n. V\u1edbi GPU v\u00e0 TPU cho \u0111\u00e0o t\u1ea1o h\u1ecdc s\u00e2u, AIaaS lo\u1ea1i b\u1ecf nhu c\u1ea7u v\u1ec1 ph\u1ea7n c\u1ee9ng chuy\u00ean d\u1ee5ng, ph\u1ed5 th\u00f4ng h\u00f3a vi\u1ec7c ti\u1ebfp c\u1eadn c\u00e1c ch\u1ee9c n\u0103ng AI ti\u00ean ti\u1ebfn, gi\u00fap c\u00e1ch m\u1ea1ng h\u00f3a l\u0129nh v\u1ef1c c\u00f4ng ngh\u1ec7.<\/p>\n<p>D\u1ecbch v\u1ee5 \u0111\u00e1m m\u00e2y n\u00e0o t\u1ed1t nh\u1ea5t cho AI s\u1ebd c\u00f2n t\u00f9y theo y\u00eau c\u1ea7u c\u1ee7a d\u1ef1 \u00e1n, h\u1ea1 t\u1ea7ng v\u00e0 ng\u00e2n s\u00e1ch. C\u00e1c nh\u00e0 cung c\u1ea5p h\u00e0ng \u0111\u1ea7u hi\u1ec7n t\u1ea1i g\u1ed3m c\u00f3:<\/p>\n<ul>\n<li>Microsoft: Azure OpenAI l\u00e0 m\u1ed9t n\u1ec1n t\u1ea3ng d\u1ef1a tr\u00ean \u0111\u00e1m m\u00e2y gi\u00fap c\u00e1c nh\u00e0 ph\u00e1t tri\u1ec3n v\u00e0 nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u x\u00e2y d\u1ef1ng v\u00e0 kh\u1edfi ch\u1ea1y c\u00e1c m\u00f4 h\u00ecnh AI m\u1ed9t c\u00e1ch nhanh ch\u00f3ng v\u00e0 d\u1ec5 d\u00e0ng. N\u00f3 cung c\u1ea5p cho ng\u01b0\u1eddi d\u00f9ng m\u1ed9t lo\u1ea1t c\u00e1c c\u00f4ng c\u1ee5 v\u00e0 c\u00f4ng ngh\u1ec7 AI \u0111\u1ec3 t\u1ea1o ra c\u00e1c \u1ee9ng d\u1ee5ng th\u00f4ng minh, bao g\u1ed3m c\u00e1c l\u0129nh v\u1ef1c nh\u01b0 <a class=\"iblink\" href=\"\/blog\/tag\/computer-vision\/\">th\u1ecb gi\u00e1c m\u00e1y t\u00ednh<\/a> v\u00e0 h\u1ecdc s\u00e2u<\/li>\n<li>AWS:\u00a0Cung c\u1ea5p nhi\u1ec1u d\u1ecbch v\u1ee5 \u0111\u00e1m m\u00e2y v\u00e0 c\u00f4ng ngh\u1ec7 AI, bao g\u1ed3m Amazon SageMaker cho h\u1ecdc m\u00e1y v\u00e0 Amazon Rekognition \u0111\u1ec3 ph\u00e2n t\u00edch h\u00ecnh \u1ea3nh\/video.<\/li>\n<\/ul>\n<h5>3. On-premise AI &#8211; H\u1ea1 t\u1ea7ng AI t\u1ea1i ch\u1ed7<\/h5>\n<p>AI t\u1ea1i ch\u1ed7 li\u00ean quan \u0111\u1ebfn vi\u1ec7c tri\u1ec3n khai v\u00e0 qu\u1ea3n l\u00fd h\u1ea1 t\u1ea7ng v\u00e0 \u1ee9ng d\u1ee5ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) c\u1ee5c b\u1ed9 trong khu\u00f4n vi\u00ean ho\u1eb7c trung t\u00e2m d\u1eef li\u1ec7u c\u1ee7a doanh nghi\u1ec7p. \u0110i\u1ec1u n\u00e0y bao g\u1ed3m vi\u1ec7c x\u1eed l\u00fd c\u00e1c t\u00e0i nguy\u00ean ph\u1ea7n c\u1ee9ng v\u00e0 ph\u1ea7n m\u1ec1m c\u1ea7n thi\u1ebft cho c\u00e1c t\u00e1c v\u1ee5 nh\u01b0 l\u01b0u tr\u1eef d\u1eef li\u1ec7u, x\u1eed l\u00fd v\u00e0 th\u1ef1c thi \u1ee9ng d\u1ee5ng, thay v\u00ec d\u1ef1a v\u00e0o c\u00e1c n\u1ec1n t\u1ea3ng \u0111\u00e1m m\u00e2y b\u00ean ngo\u00e0i ho\u1eb7c gi\u1ea3i ph\u00e1p \u0111i\u1ec7n to\u00e1n bi\u00ean.<\/p>\n<p>X\u00e2y d\u1ef1ng v\u00e0 m\u1edf r\u1ed9ng quy m\u00f4 c\u00e1c d\u1ef1 \u00e1n AI \u0111\u00f2i h\u1ecfi s\u1ee9c m\u1ea1nh \u0111i\u1ec7n to\u00e1n \u0111\u00e1ng k\u1ec3. \u0110\u1ed1i v\u1edbi c\u00e1c t\u1ed5 ch\u1ee9c t\u00ecm ki\u1ebfm kh\u1ea3 n\u0103ng \u0111i\u1ec7n to\u00e1n quy m\u00f4 l\u1edbn, \u0111i\u1ec1u n\u00e0y th\u1ec3 hi\u1ec7n kho\u1ea3n \u0111\u1ea7u t\u01b0 ban \u0111\u1ea7u \u0111\u00e1ng k\u1ec3 ngay c\u1ea3 tr\u01b0\u1edbc khi b\u1eaft \u0111\u1ea7u. H\u01a1n n\u1eefa, h\u1ea1 t\u1ea7ng t\u1ea1i ch\u1ed7 \u0111\u00f2i h\u1ecfi chi ph\u00ed ho\u1ea1t \u0111\u1ed9ng li\u00ean t\u1ee5c sau khi tri\u1ec3n khai. Kh\u00f4ng gi\u1ed1ng nh\u01b0 c\u00e1c gi\u1ea3i ph\u00e1p \u0111\u00e1m m\u00e2y, tri\u1ec3n khai t\u1ea1i ch\u1ed7 c\u00f3 quy\u1ec1n truy c\u1eadp h\u1ea1n ch\u1ebf v\u00e0o c\u00e1c m\u00f4 h\u00ecnh \u0111\u01b0\u1ee3c \u0111\u00e0o t\u1ea1o tr\u01b0\u1edbc v\u00e0 c\u00e1c d\u1ecbch v\u1ee5 AI c\u00f3 s\u1eb5n m\u00e0 c\u00e1c doanh nghi\u1ec7p c\u00f3 th\u1ec3 d\u1ec5 d\u00e0ng t\u1eadn d\u1ee5ng.<\/p>\n<h3>So s\u00e1nh: Onpremise vs AI Cloud vs Edge AI<\/h3>\n<p>B\u00e2y gi\u1edd b\u1ea1n \u0111\u00e3 n\u1eafm \u0111\u01b0\u1ee3c s\u1ef1 ph\u00e1t tri\u1ec3n c\u1ee7a h\u1ea1 t\u1ea7ng AI v\u00e0 t\u1ea7m quan tr\u1ecdng c\u1ee7a n\u00f3 trong b\u1ed1i c\u1ea3nh c\u00f4ng ngh\u1ec7, h\u00e3y c\u00f9ng ph\u00e2n t\u00edch ba lo\u1ea1i h\u1ea1 t\u1ea7ng \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh lo\u1ea1i n\u00e0o ph\u00f9 h\u1ee3p nh\u1ea5t v\u1edbi nhu c\u1ea7u c\u1ee7a t\u1ed5 ch\u1ee9c b\u1ea1n.<\/p>\n<table class=\"table sheet\">\n<tbody>\n<tr>\n<td>Kh\u00eda c\u1ea1nh<\/td>\n<td>AI Cloud<\/td>\n<td>Edge AI<\/td>\n<td>On-premise AI<\/td>\n<\/tr>\n<tr>\n<td>V\u1ecb tr\u00ed x\u1eed l\u00fd<\/td>\n<td>C\u00e1c trung t\u00e2m d\u1eef li\u1ec7u t\u1eeb xa \u0111\u01b0\u1ee3c qu\u1ea3n l\u00fd b\u1edfi nh\u00e0 cung c\u1ea5p d\u1ecbch v\u1ee5 \u0111\u00e1m m\u00e2y.<\/td>\n<td>G\u1ea7n ngu\u1ed3n d\u1eef li\u1ec7u (v\u00ed d\u1ee5: thi\u1ebft b\u1ecb, c\u1ea3m bi\u1ebfn).<\/td>\n<td>Trung t\u00e2m d\u1eef li\u1ec7u c\u1ee5c b\u1ed9 ho\u1eb7c m\u00e1y ch\u1ee7 t\u1ea1i ch\u1ed7.<\/td>\n<\/tr>\n<tr>\n<td>Kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng<\/td>\n<td>C\u00f3 kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng cao, c\u00f3 th\u1ec3 d\u1ec5 d\u00e0ng t\u0103ng ho\u1eb7c gi\u1ea3m quy m\u00f4 t\u00e0i nguy\u00ean.<\/td>\n<td>Kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng h\u1ea1n ch\u1ebf d\u1ef1a tr\u00ean ngu\u1ed3n l\u1ef1c c\u1ee5c b\u1ed9.<\/td>\n<td>Kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng ph\u1ee5 thu\u1ed9c v\u00e0o ph\u1ea7n c\u1ee9ng v\u00e0 n\u0103ng l\u1ef1c t\u1ea1i ch\u1ed7.<\/td>\n<\/tr>\n<tr>\n<td>\u0110\u1ed9 tr\u1ec5<\/td>\n<td>\u0110\u1ed9 tr\u1ec5 cao h\u01a1n do truy\u1ec1n d\u1eef li\u1ec7u t\u1edbi\/t\u1eeb \u0111\u00e1m m\u00e2y.<\/td>\n<td>\u0110\u1ed9 tr\u1ec5 th\u1ea5p, d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c x\u1eed l\u00fd g\u1ea7n ngu\u1ed3n h\u01a1n.<\/td>\n<td>\u0110\u1ed9 tr\u1ec5 th\u1ea5p, d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c x\u1eed l\u00fd c\u1ee5c b\u1ed9.<\/td>\n<\/tr>\n<tr>\n<td>Chi ph\u00ed<\/td>\n<td>M\u00f4 h\u00ecnh tr\u1ea3 ti\u1ec1n khi s\u1eed d\u1ee5ng, chi ph\u00ed thi\u1ebft l\u1eadp ban \u0111\u1ea7u c\u00f3 th\u1ec3 thay \u0111\u1ed5i.<\/td>\n<td>Chi ph\u00ed truy\u1ec1n d\u1eef li\u1ec7u th\u1ea5p h\u01a1n, nh\u01b0ng chi ph\u00ed thi\u1ebft l\u1eadp ban \u0111\u1ea7u cao h\u01a1n.<\/td>\n<td>\u0110\u1ea7u t\u01b0 ban \u0111\u1ea7u v\u00e0o ph\u1ea7n c\u1ee9ng, chi ph\u00ed ho\u1ea1t \u0111\u1ed9ng li\u00ean t\u1ee5c.<\/td>\n<\/tr>\n<tr>\n<td>Kh\u1ea3 n\u0103ng ti\u1ebfp c\u1eadn<\/td>\n<td>C\u00f3 th\u1ec3 truy c\u1eadp to\u00e0n c\u1ea7u t\u1eeb m\u1ecdi n\u01a1i.<\/td>\n<td>Gi\u1edbi h\u1ea1n \u1edf m\u1ea1ng c\u1ee5c b\u1ed9 ho\u1eb7c thi\u1ebft b\u1ecb c\u1ee5 th\u1ec3.<\/td>\n<td>C\u00f3 th\u1ec3 truy c\u1eadp trong khu\u00f4n vi\u00ean c\u1ee7a t\u1ed5 ch\u1ee9c.<\/td>\n<\/tr>\n<tr>\n<td>D\u1ecbch v\u1ee5 \u0111\u01b0\u1ee3c qu\u1ea3n l\u00fd<\/td>\n<td>C\u00f3 s\u1eb5n c\u00e1c d\u1ecbch v\u1ee5 v\u00e0 c\u00f4ng c\u1ee5 AI \u0111\u01b0\u1ee3c qu\u1ea3n l\u00fd m\u1edf r\u1ed9ng.<\/td>\n<td>D\u1ecbch v\u1ee5 \u0111\u01b0\u1ee3c qu\u1ea3n l\u00fd h\u1ea1n ch\u1ebf, th\u01b0\u1eddng l\u00e0 ph\u01b0\u01a1ng ph\u00e1p t\u1ef1 l\u00e0m.<\/td>\n<td>Ki\u1ec3m so\u00e1t ho\u00e0n to\u00e0n m\u00f4i tr\u01b0\u1eddng AI v\u00e0 c\u1ea5u h\u00ecnh.<\/td>\n<\/tr>\n<tr>\n<td>Quy\u1ec1n ri\u00eang t\u01b0 v\u00e0 b\u1ea3o m\u1eadt<\/td>\n<td>C\u00f3 th\u1ec3 c\u00f3 m\u1ed1i lo ng\u1ea1i v\u1ec1 quy\u1ec1n ri\u00eang t\u01b0 v\u00e0 b\u1ea3o m\u1eadt d\u1eef li\u1ec7u nh\u01b0ng t\u00f9y thu\u1ed9c v\u00e0o nh\u00e0 cung c\u1ea5p d\u1ecbch v\u1ee5 \u0111\u00e1m m\u00e2y.<\/td>\n<td>T\u0103ng c\u01b0\u1eddng quy\u1ec1n ri\u00eang t\u01b0 b\u1eb1ng c\u00e1ch l\u01b0u tr\u1eef d\u1eef li\u1ec7u c\u1ee5c b\u1ed9.<\/td>\n<td>T\u0103ng c\u01b0\u1eddng an ninh th\u00f4ng qua ki\u1ec3m so\u00e1t v\u1eadt l\u00fd h\u1ea1 t\u1ea7ng.<\/td>\n<\/tr>\n<tr>\n<td>S\u1ef1 tu\u00e2n th\u1ee7<\/td>\n<td>Tu\u00e2n th\u1ee7 c\u00e1c quy \u0111\u1ecbnh v\u1ec1 l\u01b0u tr\u1eef d\u1eef li\u1ec7u.<\/td>\n<td>Tu\u00e2n th\u1ee7 d\u1ec5 d\u00e0ng h\u01a1n c\u00e1c quy \u0111\u1ecbnh v\u1ec1 d\u1eef li\u1ec7u \u0111\u1ecba ph\u01b0\u01a1ng.<\/td>\n<td>Tu\u00e2n th\u1ee7 d\u1ec5 d\u00e0ng h\u01a1n c\u00e1c quy \u0111\u1ecbnh c\u1ee5 th\u1ec3 c\u1ee7a ng\u00e0nh.<\/td>\n<\/tr>\n<tr>\n<td>Hi\u1ec7u su\u1ea5t<\/td>\n<td>Ph\u00f9 h\u1ee3p v\u1edbi c\u00e1c t\u00e1c v\u1ee5 AI ph\u1ee9c t\u1ea1p \u0111\u00f2i h\u1ecfi nhi\u1ec1u ngu\u1ed3n l\u1ef1c.<\/td>\n<td>Hi\u1ec7u su\u1ea5t cao cho c\u00e1c \u1ee9ng d\u1ee5ng th\u1eddi gian th\u1ef1c.<\/td>\n<td>C\u00f3 th\u1ec3 t\u00f9y bi\u1ebfn cho nhu c\u1ea7u hi\u1ec7u su\u1ea5t c\u1ee5 th\u1ec3.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>L\u1ee3i \u00edch c\u1ee7a AI Cloud v\u00e0 Edge AI<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" width=\"1308\" height=\"889\" class=\"alignnone wp-image-20905 size-full\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2025\/01\/TheGioiMayChu-Blog-Image-ha-tang-cho-ai-so-sanh-giua-dam-may-bien-va-tai-cho-1.png\" srcset=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2025\/01\/TheGioiMayChu-Blog-Image-ha-tang-cho-ai-so-sanh-giua-dam-may-bien-va-tai-cho-1.png 1308w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2025\/01\/TheGioiMayChu-Blog-Image-ha-tang-cho-ai-so-sanh-giua-dam-may-bien-va-tai-cho-1-300x204.png 300w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2025\/01\/TheGioiMayChu-Blog-Image-ha-tang-cho-ai-so-sanh-giua-dam-may-bien-va-tai-cho-1-768x522.png 768w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2025\/01\/TheGioiMayChu-Blog-Image-ha-tang-cho-ai-so-sanh-giua-dam-may-bien-va-tai-cho-1-1024x696.png 1024w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2025\/01\/TheGioiMayChu-Blog-Image-ha-tang-cho-ai-so-sanh-giua-dam-may-bien-va-tai-cho-1-40x27.png 40w\" sizes=\"auto, (max-width: 1308px) 100vw, 1308px\" \/><\/p>\n<h3>Khi n\u00e0o n\u00ean ch\u1ecdn h\u1ea1 t\u1ea7ng AI t\u1ea1i ch\u1ed7?<\/h3>\n<ul>\n<li>Trong khi AI tr\u00ean \u0111\u00e1m m\u00e2y v\u00e0 AI bi\u00ean mang l\u1ea1i nh\u1eefng l\u1ee3i \u00edch \u0111\u00e1ng k\u1ec3, c\u00e1c gi\u1ea3i ph\u00e1p t\u1ea1i ch\u1ed7 c\u00f3 th\u1ec3 ph\u00f9 h\u1ee3p h\u01a1n v\u1edbi m\u1ed9t s\u1ed1 c\u00f4ng ty nh\u1ea5t \u0111\u1ecbnh, v\u00ed d\u1ee5 \u0111i\u1ec3n h\u00ecnh nh\u01b0 c\u00e1c b\u00ean ph\u00e1t tri\u1ec3n xe t\u1ef1 l\u00e1i mu\u1ed1n b\u1ea3o m\u1eadt d\u1eef li\u1ec7u \u0111\u1ed9c quy\u1ec1n.<\/li>\n<li>N\u1ebfu b\u1ea1n \u0111ang c\u00e2n nh\u1eafc v\u1ec1 h\u1ea1 t\u1ea7ng AI, h\u00e3y suy ngh\u0129 nh\u1eefng c\u00e2u h\u1ecfi quan tr\u1ecdng sau:\n<ul>\n<li>Doanh nghi\u1ec7p c\u1ee7a b\u1ea1n c\u00f3 x\u1eed l\u00fd d\u1eef li\u1ec7u nh\u1ea1y c\u1ea3m v\u00e0 y\u00eau c\u1ea7u b\u1ea3o m\u1eadt t\u0103ng c\u01b0\u1eddng kh\u00f4ng?<\/li>\n<li>C\u00f3 quy \u0111\u1ecbnh n\u00e0o c\u1ee7a ng\u00e0nh y\u00eau c\u1ea7u ph\u1ea3i x\u1eed l\u00fd v\u00e0 l\u01b0u tr\u1eef d\u1eef li\u1ec7u c\u1ee5c b\u1ed9 kh\u00f4ng?<\/li>\n<li>B\u1ea1n c\u00f3 ho\u1ea1t \u0111\u1ed9ng \u1edf nh\u1eefng khu v\u1ef1c c\u00f3 m\u1ea1ng internet kh\u00f4ng \u1ed5n \u0111\u1ecbnh, \u0111\u00f2i h\u1ecfi ho\u1ea1t \u0111\u1ed9ng AI tr\u01a1n tru kh\u00f4ng?<\/li>\n<li>N\u1ebfu nh\u1eefng \u0111i\u1ec1u n\u00e0y ph\u00f9 h\u1ee3p v\u1edbi t\u1ed5 ch\u1ee9c c\u1ee7a b\u1ea1n, gi\u1ea3i ph\u00e1p AI t\u1ea1i ch\u1ed7 c\u00f3 th\u1ec3 l\u00e0 gi\u1ea3i ph\u00e1p l\u00fd t\u01b0\u1edfng, cung c\u1ea5p nhi\u1ec1u kh\u1ea3 n\u0103ng ki\u1ec3m so\u00e1t, b\u1ea3o m\u1eadt, tu\u00e2n th\u1ee7 v\u00e0 ho\u1ea1t \u0111\u1ed9ng kh\u00f4ng b\u1ecb gi\u00e1n \u0111o\u1ea1n h\u01a1n.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3>T\u00ecm hi\u1ec3u c\u00e1c \u1ee9ng d\u1ee5ng th\u1ef1c t\u1ebf<\/h3>\n<h5>AI t\u1ea1i ch\u1ed7:<\/h5>\n<ul>\n<li>C\u00f4ng ty Canonical n\u1ed5i ti\u1ebfng ch\u1ee7 y\u1ebfu v\u1edbi vi\u1ec7c ph\u00e1t tri\u1ec3n v\u00e0 h\u1ed7 tr\u1ee3 h\u1ec7 \u0111i\u1ec1u h\u00e0nh (OS)\u00a0Ubuntu\u00a0\u0111\u00e3 tri\u1ec3n khai h\u1ea1 t\u1ea7ng AI t\u1ea1i ch\u1ed7 \u0111\u1ec3 d\u1ef1 \u0111o\u00e1n xu h\u01b0\u1edbng Ch\u1ec9 s\u1ed1 S&amp;P 500, d\u1ef1a tr\u00ean c\u00e1c y\u00eau c\u1ea7u b\u1ea3o m\u1eadt nghi\u00eam ng\u1eb7t, c\u00e2n nh\u1eafc v\u1ec1 chi ph\u00ed li\u00ean quan \u0111\u1ebfn m\u1ee9c \u0111\u1ed9 nghi\u00eam tr\u1ecdng c\u1ee7a d\u1eef li\u1ec7u v\u00e0 nhu c\u1ea7u x\u1eed l\u00fd d\u1eef li\u1ec7u hi\u1ec7u qu\u1ea3 tr\u00ean th\u1ecb tr\u01b0\u1eddng t\u00e0i ch\u00ednh.<\/li>\n<li>Ph\u01b0\u01a1ng ph\u00e1p n\u00e0y \u0111\u01b0\u1ee3c l\u1ef1a ch\u1ecdn thay v\u00ec c\u00e1c gi\u1ea3i ph\u00e1p d\u1ecbch v\u1ee5 \u0111\u00e1m m\u00e2y v\u00ec y\u00eau c\u1ea7u ph\u1ea3i duy tr\u00ec s\u1ef1 tu\u00e2n th\u1ee7 v\u00e0 tr\u00e1nh s\u1ef1 ph\u1ee9c t\u1ea1p c\u0169ng nh\u01b0 chi ph\u00ed li\u00ean quan \u0111\u1ebfn vi\u1ec7c chuy\u1ec3n c\u00e1c t\u1eadp d\u1eef li\u1ec7u l\u1edbn ra kh\u1ecfi c\u01a1 s\u1edf \u0111\u1ec3 \u0111\u00e0o t\u1ea1o m\u00f4 h\u00ecnh AI.<\/li>\n<li>Gi\u1ea3i ph\u00e1p c\u1ee7a h\u1ecd s\u1eed d\u1ee5ng Elasticsearch \u0111\u1ec3 l\u01b0u tr\u1eef d\u1eef li\u1ec7u t\u00e0i ch\u00ednh th\u00f4, Kubeflow Pipelines \u0111\u1ec3 qu\u1ea3n l\u00fd quy tr\u00ecnh l\u00e0m vi\u1ec7c AI \u0111\u1ea7u cu\u1ed1i, bao g\u1ed3m \u0111\u00e0o t\u1ea1o m\u00f4 h\u00ecnh TensorFlow v\u00e0 Ceph \u0111\u1ec3 l\u01b0u tr\u1eef ph\u00e2n t\u00e1n c\u00e1c m\u00f4 h\u00ecnh \u0111\u00e3 \u0111\u00e0o t\u1ea1o.<\/li>\n<li>TensorFlow Serving v\u00e0 Apache Kafka h\u1ed7 tr\u1ee3 tri\u1ec3n khai v\u00e0 giao ti\u1ebfp m\u00f4 h\u00ecnh th\u1eddi gian th\u1ef1c. \u0110\u01b0\u1ee3c qu\u1ea3n l\u00fd th\u00f4ng qua Juju tr\u00ean Kubernetes, thi\u1ebft l\u1eadp n\u00e0y t\u1ed1i \u01b0u h\u00f3a vi\u1ec7c s\u1eed d\u1ee5ng t\u00e0i nguy\u00ean CPU\/GPU c\u1ee5c b\u1ed9, \u0111\u1ea3m b\u1ea3o b\u1ea3o m\u1eadt m\u1ea1nh m\u1ebd, hi\u1ec7u qu\u1ea3 v\u1ec1 chi ph\u00ed v\u00e0 ho\u1ea1t \u0111\u1ed9ng AI hi\u1ec7u su\u1ea5t cao \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf ri\u00eang cho nhu c\u1ea7u c\u1ee7a c\u00e1c l\u0129nh v\u1ef1c t\u00e0i ch\u00ednh.<\/li>\n<\/ul>\n<h5>Edge AI:<\/h5>\n<ul>\n<li>Schneider Electric: Schneider Electric tri\u1ec3n khai Microsoft Azure IoT Edge cho AI bi\u00ean, t\u1ed1i \u01b0u h\u00f3a qu\u1ea3n l\u00fd n\u0103ng l\u01b0\u1ee3ng v\u00e0 b\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n trong c\u00e1c t\u00f2a nh\u00e0 th\u00f4ng minh v\u00e0 c\u01a1 s\u1edf c\u00f4ng nghi\u1ec7p th\u00f4ng qua x\u1eed l\u00fd d\u1eef li\u1ec7u c\u1ee5c b\u1ed9.<\/li>\n<li>Schneider-Electric \u0111ang n\u00e2ng cao ch\u1ea5t l\u01b0\u1ee3ng cu\u1ed9c s\u1ed1ng cho h\u00e0ng tri\u1ec7u ng\u01b0\u1eddi d\u00e2n t\u1ea1i Nigeria b\u1eb1ng c\u00e1ch cung c\u1ea5p c\u00e1c gi\u1ea3i ph\u00e1p n\u0103ng l\u01b0\u1ee3ng \u0111\u00e1ng tin c\u1eady, th\u00e2n thi\u1ec7n v\u1edbi m\u00f4i tr\u01b0\u1eddng v\u00e0 ti\u1ebft ki\u1ec7m chi ph\u00ed \u0111\u01b0\u1ee3c h\u1ed7 tr\u1ee3 b\u1edfi Azure IoT.<\/li>\n<\/ul>\n<h5>Cloud AI:<\/h5>\n<ul>\n<li>Walmart:\u00a0V\u00e0o n\u0103m 2024, c\u00f4ng ty \u0111\u1eb7t m\u1ee5c ti\u00eau n\u00e2ng cao tr\u1ea3i nghi\u1ec7m mua s\u1eafm tr\u1ef1c tuy\u1ebfn b\u1eb1ng c\u00e1ch t\u00edch h\u1ee3p AI t\u1ea1o sinh v\u00e0o t\u00ednh n\u0103ng t\u00ecm ki\u1ebfm c\u1ee7a m\u00ecnh. C\u1ea3i ti\u1ebfn n\u00e0y nh\u1eb1m m\u1ee5c \u0111\u00edch cung c\u1ea5p cho kh\u00e1ch h\u00e0ng tr\u1ea3i nghi\u1ec7m duy\u1ec7t web th\u00e2n thi\u1ec7n v\u00e0 tr\u1ef1c quan h\u01a1n.<\/li>\n<li>B\u1eb1ng c\u00e1ch t\u1eadn d\u1ee5ng d\u1eef li\u1ec7u v\u00e0 c\u00f4ng ngh\u1ec7 \u0111\u1ed9c quy\u1ec1n c\u1ee7a Walmart, c\u00f9ng v\u1edbi c\u00e1c m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn nh\u01b0 nh\u1eefng m\u00f4 h\u00ecnh c\u00f3 th\u1ec3 truy c\u1eadp th\u00f4ng qua D\u1ecbch v\u1ee5 Microsoft Azure OpenAI, c\u0169ng nh\u01b0 c\u00e1c m\u00f4 h\u00ecnh d\u00e0nh ri\u00eang cho b\u00e1n l\u1ebb \u0111\u01b0\u1ee3c ph\u00e1t tri\u1ec3n n\u1ed9i b\u1ed9, thi\u1ebft k\u1ebf c\u1eadp nh\u1eadt cung c\u1ea5p c\u00e1c \u0111\u1ec1 xu\u1ea5t \u0111\u01b0\u1ee3c c\u00e1 nh\u00e2n h\u00f3a ph\u00f9 h\u1ee3p v\u1edbi s\u1edf th\u00edch c\u1ee7a t\u1eebng ng\u01b0\u1eddi mua s\u1eafm.<\/li>\n<\/ul>\n<h4>K\u1ebft lu\u1eadn<\/h4>\n<p>Vi\u1ec7c l\u1ef1a ch\u1ecdn h\u1ea1 t\u1ea7ng AI\u00a0ph\u00f9 h\u1ee3p\u00a0ph\u1ee5 thu\u1ed9c v\u00e0o nhu c\u1ea7u c\u1ee5 th\u1ec3 v\u00e0 m\u1ee5c ti\u00eau chi\u1ebfn l\u01b0\u1ee3c c\u1ee7a t\u1ed5 ch\u1ee9c b\u1ea1n.<\/p>\n<p>AI tr\u00ean \u0111\u00e1m m\u00e2y l\u00fd t\u01b0\u1edfng v\u1ec1 kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng, hi\u1ec7u qu\u1ea3 v\u1ec1 chi ph\u00ed v\u00e0 kh\u1ea3 n\u0103ng ti\u1ebfp c\u1eadn to\u00e0n c\u1ea7u, ph\u00f9 h\u1ee3p v\u1edbi c\u00e1c d\u1ef1 \u00e1n AI n\u0103ng \u0111\u1ed9ng v\u00e0 ph\u00e1t tri\u1ec3n nhanh ch\u00f3ng.<\/p>\n<p>Edge AI ho\u00e0n h\u1ea3o cho c\u00e1c \u1ee9ng d\u1ee5ng th\u1eddi gian th\u1ef1c, cung c\u1ea5p \u0111\u1ed9 tr\u1ec5 th\u1ea5p, hi\u1ec7u qu\u1ea3 b\u0103ng th\u00f4ng v\u00e0 t\u0103ng c\u01b0\u1eddng quy\u1ec1n ri\u00eang t\u01b0 v\u00e0 b\u1ea3o m\u1eadt.<\/p>\n<p>AI t\u1ea1i ch\u1ed7 cung c\u1ea5p kh\u1ea3 n\u0103ng ki\u1ec3m so\u00e1t, t\u00f9y bi\u1ebfn v\u00e0 tu\u00e2n th\u1ee7, gi\u00fap n\u00f3 tr\u1edf th\u00e0nh l\u1ef1a ch\u1ecdn t\u1ed1t nh\u1ea5t cho c\u00e1c ng\u00e0nh ch\u1ecbu s\u1ef1 qu\u1ea3n l\u00fd v\u00e0 y\u00eau c\u1ea7u hi\u1ec7u su\u1ea5t cao.<\/p>\n<p>T\u00f3m l\u1ea1i, m\u1ed9t ph\u01b0\u01a1ng ph\u00e1p k\u1ebft h\u1ee3p k\u1ebft h\u1ee3p s\u1ee9c m\u1ea1nh c\u1ee7a m\u00f4i tr\u01b0\u1eddng \u0111\u00e1m m\u00e2y, bi\u00ean v\u00e0 t\u1ea1i ch\u1ed7 c\u00f3 th\u1ec3 cung c\u1ea5p gi\u1ea3i ph\u00e1p m\u1ea1nh m\u1ebd nh\u1ea5t, t\u1eadn d\u1ee5ng l\u1ee3i \u00edch \u0111\u1eb7c th\u00f9 c\u1ee7a t\u1eebng m\u00f4i tr\u01b0\u1eddng \u0111\u1ec3 t\u1ed1i \u01b0u h\u00f3a c\u00e1c m\u00f4 h\u00ecnh tri\u1ec3n khai AI. Khi c\u00f4ng ngh\u1ec7 AI ti\u1ebfp t\u1ee5c ph\u00e1t tri\u1ec3n, vi\u1ec7c hi\u1ec3u c\u00e1c t\u00f9y ch\u1ecdn h\u1ea1 t\u1ea7ng n\u00e0y s\u1ebd l\u00e0 ch\u00eca kh\u00f3a \u0111\u1ec3 m\u1edf ra to\u00e0n b\u1ed9 ti\u1ec1m n\u0103ng c\u1ee7a n\u00f3 cho t\u1ed5 ch\u1ee9c c\u1ee7a b\u1ea1n.<\/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=20884\">C\u1ea3i thi\u1ec7n kh\u1ea3 n\u0103ng l\u00e0m m\u00e1t GPU trong h\u1ea1 t\u1ea7ng AI<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=20438\">T\u00ecm hi\u1ec3u t\u1ea1i sao tri\u1ec3n khai on-premises c\u00f3 th\u1ec3 gi\u00fap v\u01b0\u1ee3t qua 6 th\u00e1ch th\u1ee9c quan tr\u1ecdng c\u1ee7a AI<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>Gi&#7899;i thi&#7879;u H&#7841; t&#7847;ng AI, v&#7899;i vai tr&ograve; l&agrave; tr&#7909;c x&#432;&#417;ng s&#7889;ng c&#7911;a nh&#7919;ng ti&#7871;n b&#7897; c&ocirc;ng ngh&#7879; hi&#7879;n &#273;&#7841;i, &#273;&atilde; ph&aacute;t tri&#7875;n &#273;&aacute;ng k&#7875; t&#7915; c&aacute;c tri&#7875;n khai t&#7841;i ch&#7895; truy&#7873;n th&#7889;ng &#273;&#7875; ti&#7871;n t&#7899;i c&aacute;c gi&#7843;i ph&aacute;p ti&ecirc;n ti&#7871;n nh&#432; &#273;i&#7879;n to&aacute;n &#273;&aacute;m m&acirc;y v&agrave; &#273;i&#7879;n to&aacute;n bi&ecirc;n. Tuy nhi&ecirc;n, khi AI ng&agrave;y&#8230;<\/p>\n","protected":false},"author":2,"featured_media":20909,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[3],"tags":[1218],"class_list":["post-20902","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-hpc","tag-infra"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>H\u1ea1 t\u1ea7ng cho AI: So s\u00e1nh gi\u1eefa m\u00f4i tr\u01b0\u1eddng tr\u00ean \u0111\u00e1m m\u00e2y, \u1edf bi\u00ean v\u00e0 t\u1ea1i ch\u1ed7 - 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\/ha-tang-cho-ai-so-sanh-giua-moi-truong-tren-dam-may-o-bien-va-tai-cho-p20902\/\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:title\" content=\"H\u1ea1 t\u1ea7ng cho AI: So s\u00e1nh gi\u1eefa m\u00f4i tr\u01b0\u1eddng tr\u00ean \u0111\u00e1m m\u00e2y, \u1edf bi\u00ean v\u00e0 t\u1ea1i ch\u1ed7 - Blog | TheGioiMayChu\" \/>\n<meta name=\"twitter:description\" content=\"Gi&#7899;i thi&#7879;u H&#7841; t&#7847;ng AI, v&#7899;i vai tr&ograve; l&agrave; tr&#7909;c x&#432;&#417;ng s&#7889;ng c&#7911;a nh&#7919;ng ti&#7871;n b&#7897; c&ocirc;ng ngh&#7879; hi&#7879;n &#273;&#7841;i, &#273;&atilde; ph&aacute;t tri&#7875;n &#273;&aacute;ng k&#7875; t&#7915; c&aacute;c tri&#7875;n khai t&#7841;i ch&#7895; truy&#7873;n th&#7889;ng &#273;&#7875; ti&#7871;n t&#7899;i c&aacute;c gi&#7843;i ph&aacute;p ti&ecirc;n ti&#7871;n nh&#432; &#273;i&#7879;n to&aacute;n &#273;&aacute;m m&acirc;y v&agrave; &#273;i&#7879;n to&aacute;n bi&ecirc;n. 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