{"id":3431,"date":"2019-12-10T00:22:35","date_gmt":"2019-12-10T00:22:35","guid":{"rendered":"https:\/\/www.thegioimaychu.vn\/blog\/?p=3431"},"modified":"2019-12-13T01:14:47","modified_gmt":"2019-12-13T01:14:47","slug":"120-du-bao-thu-vi-ve-ai-cho-nam-2020","status":"publish","type":"post","link":"https:\/\/thegioimaychu.vn\/blog\/tong-hop\/120-du-bao-thu-vi-ve-ai-cho-nam-2020-p3431\/","title":{"rendered":"120 d\u1ef1 b\u00e1o th\u00fa v\u1ecb v\u1ec1 AI cho n\u0103m 2020 t\u1eeb l\u00e3nh \u0111\u1ea1o c\u00e1c h\u00e3ng c\u00f4ng ngh\u1ec7"},"content":{"rendered":"<style>.iblink{color:#975!important;}.iblink:hover{color:orange!important;}<\/style><p><em>T\u00f4i:<\/em> Alex Alexa, cho t\u00f4i bi\u1ebft \u0111i\u1ec1u g\u00ec s\u1ebd x\u1ea3y ra v\u00e0o n\u0103m 2020.<\/p>\n<p><em>Amazon AI:<\/em> \u0110\u00e2y l\u00e0 nh\u1eefng g\u00ec t\u00f4i t\u00ecm th\u1ea5y tr\u00ean Wikipedia: Gi\u1ea3i v\u00f4 \u0111\u1ecbch b\u00f3ng \u0111\u00e1 ch\u00e2u \u00c2u UEFA 2020 [ti\u1ebfp t\u1ee5c \u0111\u1ecdc t\u1eeb Wikipedia]<\/p>\n<p><em>T\u00f4i:<\/em> Alex Alexa, h\u00e3y cho t\u00f4i m\u1ed9t d\u1ef1 \u0111o\u00e1n cho n\u0103m 2020.<\/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><em>Amazon AI:<\/em> V\u0169 tr\u1ee5 ch\u01b0a ti\u1ebft l\u1ed9 c\u00e2u tr\u1ea3 l\u1eddi cho t\u00f4i.<\/p>\n<p style=\"text-align: center;\">. . .<\/p>\n<p>C\u00f3 v\u1ebb c\u00f3 m\u1ed9t s\u1ed1 c\u1ea3i ti\u1ebfn nh\u1ecf so v\u1edbi c\u00e2u tr\u1ea3 l\u1eddi c\u1ee7a n\u0103m ngo\u00e1i, khi c\u00e2u tr\u1ea3 l\u1eddi c\u1ee7a Alexa cho c\u00e2u h\u1ecfi \u0111\u1ea7u ti\u00ean l\u00e0 &#8220;B\u1ea1n c\u00f3 mu\u1ed1n m\u1edf &#8216;ng\u00e0y n\u00e0y trong l\u1ecbch s\u1eed&#8217; kh\u00f4ng?&#8221;. &#8220;\u0110\u1ed1i v\u1edbi c\u1ea3 th\u1ebf gi\u1edbi, \u0111\u00e2y l\u00e0 m\u1ed9t cu\u1ed1n s\u00e1ch m\u1edf cho 120 gi\u00e1m \u0111\u1ed1c \u0111i\u1ec1u h\u00e0nh c\u1ea5p cao c\u00f3 m\u1eb7t \u1edf \u0111\u00e2y, t\u1ea5t c\u1ea3 \u0111\u1ec1u li\u00ean quan \u0111\u1ebfn AI, h\u1ecd \u0111\u00e3 \u0111\u01b0a ra d\u1ef1 \u0111o\u00e1n n\u0103m 2020 cho m\u1ed9t lo\u1ea1t c\u00e1c ch\u1ee7 \u0111\u1ec1: Xe t\u1ef1 h\u00e0nh, d\u1eef li\u1ec7u nh\u1ecf, x\u1eed l\u00fd ng\u00f4n ng\u1eef v\u00e0 gi\u1ecdng n\u00f3i t\u1ef1 nhi\u00ean, tr\u00ed tu\u1ec7 nh\u00e2n v\u0103n v\u00e0 t\u0103ng c\u01b0\u1eddng, thi\u00ean v\u1ecb v\u00e0 gi\u1ea3i th\u00edch, x\u1eed l\u00fd \u1edf c\u1ea1nh bi\u00ean v\u00e0 IoT, v\u00e0 nhi\u1ec1u \u1ee9ng d\u1ee5ng \u0111\u1ea7y h\u1ee9a h\u1eb9n c\u1ee7a <a class=\"iblink\" href=\"\/blog\/tag\/ai\/\">tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o<\/a> v\u00e0 c\u00e1c c\u00f4ng ngh\u1ec7 v\u00e0 c\u00f4ng c\u1ee5 machine learning.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2019\/12\/tgmc-blog-5def0e1ba5fbd.jpg\" alt=\"\" \/><\/p>\n<p>Xe c\u1ed9 AI s\u1ebd \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 ph\u00e1 v\u1ee1 quy lu\u1eadt: Xe t\u1ef1 h\u00e0nh kh\u00f4ng n\u00ean v\u00e0 kh\u00f4ng th\u1ec3 \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 l\u00e1i xe gi\u1edbi h\u1ea1n t\u1ed1c \u0111\u1ed9 (\u0111\u01b0\u1eddng \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf v\u1edbi t\u1ed1c \u0111\u1ed9 \u0111\u01b0\u1ee3c t\u00ednh v\u00e0o). c\u00e1c tr\u00ecnh \u0111i\u1ec1u khi\u1ec3n kh\u00e1c \u0111\u1ec3 \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n tr\u00ean di\u1ec7n r\u1ed9ng v\u00e0 gi\u1eef an to\u00e0n cho c\u00e1c tr\u00ecnh \u0111i\u1ec1u khi\u1ec3n kh\u00e1c. \u00dd t\u01b0\u1edfng t\u01b0\u01a1ng t\u1ef1 \u00e1p d\u1ee5ng cho c\u00e1c v\u1ee5 tai n\u1ea1n xe h\u01a1i Xe \u00f4 t\u00f4 con s\u1ebd ph\u1ea3i h\u1ecdc c\u00e1ch vi ph\u1ea1m lu\u1eadt \/ quy t\u1eafc l\u00e1i xe n\u1ebfu \u0111i\u1ec1u \u0111\u00f3 \u0111\u1ed3ng ngh\u0129a v\u1edbi vi\u1ec7c c\u1ee9u nhi\u1ec1u m\u1ea1ng s\u1ed1ng h\u01a1n. V\u00e0o n\u0103m 2020, ch\u00fang ta s\u1ebd ch\u1ee9ng ki\u1ebfn m\u1ed9t cu\u1ed9c g\u1ecdi v\u00e0 tranh lu\u1eadn l\u1edbn h\u01a1n v\u1ec1 vi\u1ec7c thi\u1ebft k\u1ebf c\u00e1c thu\u1eadt to\u00e1n \u0111\u1ec3 h\u00e0nh \u0111\u1ed9ng b\u1ea5t h\u1ee3p ph\u00e1p. Stefan Heck, Gi\u00e1m \u0111\u1ed1c \u0111i\u1ec1u h\u00e0nh, Nauto<\/p>\n<p>Ch\u00fang t\u00f4i s\u1ebd th\u1ea5y s\u1ef1 gia t\u0103ng c\u1ee7a c\u00e1c ph\u01b0\u01a1ng ph\u00e1p t\u1ed5ng h\u1ee3p d\u1eef li\u1ec7u \u0111\u1ec3 ch\u1ed1ng l\u1ea1i c\u00e1c th\u00e1ch th\u1ee9c d\u1eef li\u1ec7u trong AI. C\u00e1c thu\u1eadt to\u00e1n AI \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng d\u1ef1a tr\u00ean <a class=\"iblink\" href=\"\/blog\/tag\/deep-learning\/\">deep learning<\/a> ch\u1ec9 c\u00f3 th\u1ec3 ho\u1ea1t \u0111\u1ed9ng ch\u00ednh x\u00e1c khi ch\u00fang \u0111\u01b0\u1ee3c \u0111\u00e0o t\u1ea1o v\u00e0 sau \u0111\u00f3 \u0111\u01b0\u1ee3c x\u00e1c th\u1ef1c tr\u00ean m\u1ed9t l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u. Nh\u01b0ng c\u00e1c c\u00f4ng ty ph\u00e1t tri\u1ec3n AI th\u01b0\u1eddng b\u1ecb th\u00e1ch th\u1ee9c khi c\u00f3 quy\u1ec1n truy c\u1eadp v\u00e0o \u0111\u00fang lo\u1ea1i d\u1eef li\u1ec7u v\u00e0 kh\u1ed1i l\u01b0\u1ee3ng d\u1eef li\u1ec7u c\u1ea7n thi\u1ebft. \u0110\u1ec3 ch\u1ed1ng l\u1ea1i \u0111i\u1ec1u n\u00e0y, c\u00e1c c\u00f4ng ty c\u00f3 th\u1ec3 l\u1ea5y d\u1eef li\u1ec7u \u0111\u00e3 \u0111\u01b0\u1ee3c thu th\u1eadp v\u00e0 t\u1ed5ng h\u1ee3p n\u00f3 \u0111\u1ec3 t\u1ea1o d\u1eef li\u1ec7u m\u1edbi. T\u1ed5ng h\u1ee3p d\u1eef li\u1ec7u kh\u00f4ng lo\u1ea1i b\u1ecf nhu c\u1ea7u thu th\u1eadp d\u1eef li\u1ec7u trong th\u1ebf gi\u1edbi th\u1ef1c, \u0111i\u1ec1u n\u00e0y s\u1ebd lu\u00f4n lu\u00f4n quan tr\u1ecdng \u0111\u1ed1i v\u1edbi s\u1ef1 ph\u00e1t tri\u1ec3n c\u1ee7a c\u00e1c thu\u1eadt to\u00e1n AI ch\u00ednh x\u00e1c. Tuy nhi\u00ean, n\u00f3 c\u00f3 th\u1ec3 l\u00e0m t\u0103ng th\u00eam c\u00e1c b\u1ed9 d\u1eef li\u1ec7u \u0111\u00f3, th\u1ed1ng k\u00ea, c\u00f4ng ty, ng\u01b0\u1eddi s\u00e1ng l\u1eadp v\u00e0 gi\u00e1m \u0111\u1ed1c \u0111i\u1ec1u h\u00e0nh, Affectiva , t\u00e1c gi\u1ea3 c\u1ee7a Girl Decoding<\/p>\n<p>C\u00e1c h\u1ed9i \u0111\u1ed3ng qu\u1ea3n tr\u1ecb v\u00e0 l\u00e3nh \u0111\u1ea1o c\u1ea5p &#8220;C&#8221; c\u1ee7a c\u00e1c th\u01b0\u01a1ng hi\u1ec7u B2C l\u1edbn nh\u1ea5t th\u1ebf gi\u1edbi \u0111\u00e3 t\u1eadp trung v\u00e0o c\u00e1 nh\u00e2n h\u00f3a v\u00e0 tr\u1ea3i nghi\u1ec7m kh\u00e1ch h\u00e0ng do AI \u0111i\u1ec1u khi\u1ec3n, nh\u01b0ng h\u1ecd \u0111ang \u0111\u1ea5u tranh \u0111\u1ec3 \u0111\u01b0a t\u1ea7m nh\u00ecn c\u1ee7a h\u1ecd th\u00e0nh hi\u1ec7n th\u1ef1c. \u0110i\u1ec1u n\u00e0y l\u00e0 do c\u1ea5u tr\u00fac b\u1ed9 ph\u1eadn (v\u00e0 ch\u00ednh tr\u1ecb), c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng c\u00f4ng ngh\u1ec7 l\u00e3o h\u00f3a v\u00e0 thi\u1ebfu c\u00e1c nh\u00e0 qu\u1ea3n l\u00fd c\u1ea5p cao v\u00e0 c\u1ea5p trung c\u00f3 th\u1ec3 n\u00f3i r\u00f5 nhu c\u1ea7u kinh doanh v\u00e0 chuy\u1ec3n ch\u00fang th\u00e0nh c\u00e1c gi\u1ea3i ph\u00e1p c\u00f4ng ngh\u1ec7. B\u1edfi v\u00ec s\u1ef1 chuy\u1ec3n \u0111\u1ed5i nh\u01b0 v\u1eady r\u1ea5t quan tr\u1ecdng \u0111\u1ed1i v\u1edbi s\u1ef1 s\u1ed1ng c\u00f2n c\u1ee7a h\u1ecd, ch\u00fang ta s\u1ebd th\u1ea5y s\u1ef1 nh\u1ea5n m\u1ea1nh ng\u00e0y c\u00e0ng t\u0103ng v\u00e0 ch\u1ea5p nh\u1eadn r\u1ee7i ro trong vi\u1ec7c t\u1ea1o ra tr\u1ea3i nghi\u1ec7m kh\u00e1ch h\u00e0ng c\u1ee7a t\u01b0\u01a1ng lai L\u1edaNLiad Agmon, Gi\u00e1m \u0111\u1ed1c \u0111i\u1ec1u h\u00e0nh, Dynamic Yield<\/p>\n<p>Trong su\u1ed1t n\u0103m 2020, hy v\u1ecdng s\u1ebd th\u1ea5y n\u0103ng l\u01b0\u1ee3ng xung quanh <a class=\"iblink\" href=\"\/blog\/tag\/ai\/\">tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o<\/a> v\u00e0 machine learning (AI \/ ML) chuy\u1ec3n t\u1eeb nghi\u00ean c\u1ee9u sang k\u1ef9 thu\u1eadt, mang l\u1ea1i s\u1ef1 t\u1eadp trung gia t\u0103ng trong vi\u1ec7c qu\u1ea3n l\u00fd v\u00f2ng \u0111\u1eddi AI \/ ML trong s\u1ea3n xu\u1ea5t. Hy v\u1ecdng c\u0169ng s\u1ebd th\u1ea5y \u0111\u1ea7u t\u01b0 t\u0103ng l\u00ean trong vi\u1ec7c chu\u1ea9n b\u1ecb d\u1eef li\u1ec7u. M\u1ed9t th\u00e0nh ph\u1ea7n kh\u00f4ng th\u1ec3 thi\u1ebfu trong b\u1ea5t k\u1ef3 d\u1ef1 \u00e1n d\u1eef li\u1ec7u n\u00e0o v\u1eabn th\u01b0\u1eddng \u0111\u01b0\u1ee3c coi l\u00e0 n\u00fat c\u1ed5 chai l\u1edbn nh\u1ea5t cho nhi\u1ec1u c\u1ea3i ti\u1ebfn l\u00e1i xe trong ch\u1ea5t l\u01b0\u1ee3ng d\u1eef li\u1ec7u v\u00e0 gi\u1ea3m b\u1edbt CNTT kh\u1ecfi \u00e1p l\u1ef1c chu\u1ea9n b\u1ecb d\u1eef li\u1ec7u. Cu\u1ed1i c\u00f9ng, s\u1ebd c\u00f3 s\u1ef1 t\u1eadp trung gia t\u0103ng trong vi\u1ec7c gi\u00e1m s\u00e1t c\u00e1c \u0111\u01b0\u1eddng \u1ed1ng AI \/ ML, gi\u00fap theo d\u00f5i ch\u1ea5t l\u01b0\u1ee3ng d\u1ef1 \u0111o\u00e1n ph\u1ee5c v\u1ee5 trong s\u1ea3n xu\u1ea5t, c\u0169ng nh\u01b0 so s\u00e1nh c\u00e1c d\u1ea5u v\u1ebft v\u1ec1 kh\u1ed1i l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c s\u1ea3n xu\u1ea5t \u0111\u1ec3 l\u1eb7p l\u1ea1i chu tr\u00ecnh chu\u1ea9n b\u1ecb d\u1eef li\u1ec7u v\u00e0 ch\u1ea5t l\u01b0\u1ee3ng khi \u0111\u1ed1i m\u1eb7t v\u1edbi b\u1eb1ng ch\u1ee9ng m\u1edbi &#8211; Joe Hellerstein, \u0110\u1ed3ng s\u00e1ng l\u1eadp v\u00e0 CSO, Trifacta<\/p>\n<p>Gi\u1ecdng n\u00f3i tr\u1edf n\u00ean h\u1eefu \u00edch h\u01a1n \u0111\u1ed1i v\u1edbi ng\u01b0\u1eddi ti\u00eau d\u00f9ng \u0111\u1ec3 nhanh ch\u00f3ng v\u00e0 d\u1ec5 d\u00e0ng th\u1ef1c hi\u1ec7n m\u1ecdi vi\u1ec7c ch\u1ec9 b\u1eb1ng m\u1ed9t l\u1ec7nh tho\u1ea1i \u0111\u01a1n gi\u1ea3n, ch\u00fang ta s\u1ebd th\u1ea5y kh\u1ed1i l\u01b0\u1ee3ng truy v\u1ea5n b\u1eb1ng gi\u1ecdng n\u00f3i b\u00f9ng n\u1ed5. M\u1ed7i truy v\u1ea5n n\u00e0y th\u1ec3 hi\u1ec7n m\u1ee5c \u0111\u00edch c\u1ee7a ng\u01b0\u1eddi ti\u00eau d\u00f9ng, th\u01b0\u1eddng c\u00f3 m\u1ed1i t\u01b0\u01a1ng quan cao v\u1edbi h\u00e0nh \u0111\u1ed9ng m\u00e0 ng\u01b0\u1eddi ti\u00eau d\u00f9ng mu\u1ed1n \u0111\u01b0a th\u00eam v\u00e0o gi\u1ecf h\u00e0ng c\u1ee7a t\u00f4i, \u0111i\u1ec1u h\u01b0\u1edbng \u0111\u1ebfn Starbucks g\u1ea7n nh\u1ea5t, v.v. Gi\u00e1 tr\u1ecb cao, \u00fd \u0111\u1ecbnh c\u1ee7a ng\u01b0\u1eddi ti\u00eau d\u00f9ng theo giao d\u1ecbch. B\u1ea5t k\u1ef3 ng\u01b0\u1eddi ti\u00eau d\u00f9ng t\u1eadp trung v\u00e0o n\u1ec1n t\u1ea3ng AI s\u1ebd c\u1ea7n \u0111\u1ec3 c\u00f3 th\u1ec3 thu th\u1eadp v\u00e0 ph\u00e2n t\u00edch kh\u1ed1i l\u01b0\u1ee3ng kh\u1ed5ng l\u1ed3 n\u00e0y c\u00f3 gi\u00e1 tr\u1ecb cao \u0111i\u1ec3m ti\u1ebfp x\u00fac c\u1ee7a ng\u01b0\u1eddi ti\u00eau d\u00f9ng th\u1ec3 hi\u1ec7n b\u1eb1ng c\u00e1c l\u1ec7nh b\u1eb1ng gi\u1ecdng n\u00f3i\u201d-John Foster, Gi\u00e1m \u0111\u1ed1c \u0111i\u1ec1u h\u00e0nh, Aiqudo<\/p>\n<p>Trong nh\u1eefng n\u0103m g\u1ea7n \u0111\u00e2y, ch\u00fang ta \u0111\u00e3 ch\u1ee9ng ki\u1ebfn ng\u00e0y c\u00e0ng nhi\u1ec1u qu\u1ed1c gia ph\u00e1t tri\u1ec3n c\u00e1c chi\u1ebfn l\u01b0\u1ee3c tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o qu\u1ed1c gia. Gi\u00e1 tr\u1ecb kinh t\u1ebf to l\u1edbn n\u1eb1m trong AI c\u00f3 th\u1ec3 s\u1ebd cho ph\u00e9p t\u0103ng hi\u1ec7u qu\u1ea3 v\u00e0 h\u1ea1nh ph\u00fac trong m\u1ecdi kh\u00eda c\u1ea1nh c\u1ee7a cu\u1ed9c s\u1ed1ng. Tuy nhi\u00ean, t\u1eeb g\u00f3c \u0111\u1ed9 c\u1ee7a m\u1ed9t c\u01a1 quan ch\u00ednh ph\u1ee7, vi\u1ec7c ti\u1ebfn t\u1edbi th\u1ef1c hi\u1ec7n c\u00f4ng ngh\u1ec7 n\u00e0y ph\u1ea3i \u0111i k\u00e8m v\u1edbi c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng ph\u00f9 h\u1ee3p, c\u00f3 s\u1eb5n c\u01a1 s\u1edf d\u1eef li\u1ec7u v\u00e0 quy \u0111\u1ecbnh, \u0111\u1eb7c bi\u1ec7t l\u00e0 trong c\u00e1c v\u1ea5n \u0111\u1ec1 v\u1ec1 quy\u1ec1n t\u1ef1 quy\u1ebft v\u00e0 quy\u1ec1n ri\u00eang t\u01b0. C\u0169ng c\u1ea7n ph\u1ea3i c\u00f3 s\u1ef1 chu\u1ea9n b\u1ecb k\u1ef9 l\u01b0\u1ee1ng v\u1ec1 ngu\u1ed3n nh\u00e2n l\u1ef1c \u0111\u1ec3 \u0111\u01b0\u01a1ng \u0111\u1ea7u v\u1edbi nh\u1eefng th\u00e1ch th\u1ee9c c\u1ee7a th\u1ecb tr\u01b0\u1eddng lao \u0111\u1ed9ng do th\u1eddi \u0111\u1ea1i c\u1ee7a nh\u1eefng c\u1ed7 m\u00e1y th\u00f4ng minh c\u00f3 t\u00ean l\u00e0 \u0110i\u00eanAAonon Aharon, Gi\u00e1m \u0111\u1ed1c \u0111i\u1ec1u h\u00e0nh, C\u01a1 quan S\u00e1ng t\u1ea1o Israel<\/p>\n<p>M\u1ed9t s\u1ef1 th\u1eadt l\u00e0 ti\u1ebfng n\u00f3i \u1edf r\u1ea5t xa so v\u1edbi tr\u01b0\u1edbc khi n\u00f3 tr\u1edf th\u00e0nh m\u1ed9t c\u00f4ng c\u1ee5 t\u01b0\u01a1ng t\u00e1c d\u1ef1a tr\u00ean AI \u0111\u00e1ng tin c\u1eady v\u00e0 n\u0103m 2020 s\u1ebd kh\u00f4ng ph\u1ea3i l\u00e0 n\u0103m ch\u00fang ta \u0111\u1ea1t \u0111\u1ebfn \u0111\u00edch \u0111\u00f3. Ngay c\u1ea3 m\u1ed9t s\u1ed1 gi\u1ea3i ph\u00e1p gi\u1ecdng n\u00f3i d\u1ef1a tr\u00ean AI ti\u00ean ti\u1ebfn nh\u1ea5t c\u0169ng ch\u1ec9 ph\u00f9 h\u1ee3p v\u1edbi m\u1ed9t s\u1ed1 \u1ee9ng d\u1ee5ng nh\u1ea5t \u0111\u1ecbnh, \u0111\u1ea5u tranh b\u00ean ngo\u00e0i m\u00f4i tr\u01b0\u1eddng \u0111\u01b0\u1ee3c ki\u1ec3m so\u00e1t v\u00e0 ph\u1ea3i v\u01b0\u1ee3t qua m\u1ee9c \u0111\u1ed9 cao h\u01a1n, ho\u1eb7c c\u00f3 th\u1ec3 s\u00e2u h\u01a1n, y\u1ebfu t\u1ed1 thung l\u0169ng k\u1ef3 l\u1ea1 \u0111i k\u00e8m v\u1edbi t\u01b0\u01a1ng t\u00e1c gi\u1eefa ng\u01b0\u1eddi v\u1edbi m\u00e1y n\u00f3i. Gi\u1ecdng n\u00f3i s\u1ebd tr\u1edf n\u00ean t\u1ed1t h\u01a1n, ch\u00fang t\u00f4i s\u1ebd t\u00ecm c\u00e1c \u1ee9ng d\u1ee5ng ph\u00f9 h\u1ee3p \u0111\u1ec3 tri\u1ec3n khai n\u00f3 v\u00e0 ch\u00fang t\u00f4i s\u1ebd quen v\u1edbi vi\u1ec7c s\u1eed d\u1ee5ng n\u00f3, nh\u01b0ng \u0111\u1ebfn n\u0103m 2020, n\u00f3 ch\u01b0a s\u1eb5n s\u00e0ng v\u00e0 thu h\u1eb9p v\u00ec v\u1eady \u0111\u1eebng b\u1ecf t\u1ea5t c\u1ea3 tr\u1ee9ng c\u1ee7a b\u1ea1n v\u00e0o gi\u1ecf \u0111\u00f3. Gi\u00e1m \u0111\u1ed1c c\u1ea5p cao, C\u00f4ng ngh\u1ec7 g\u1eafn k\u1ebft kh\u00e1ch h\u00e0ng, LogMeIn<\/p>\n<p>&#8220;C\u00e1c nh\u00e0 b\u00e1n l\u1ebb s\u1ebd ng\u00e0y c\u00e0ng chuy\u1ec3n sang AI nh\u01b0 l\u00e0 ngu\u1ed3n hi\u1ec3u bi\u1ebft ti\u1ebfp th\u1ecb ch\u00ednh c\u1ee7a h\u1ecd tr\u00e1i ng\u01b0\u1ee3c v\u1edbi c\u00e1c cu\u1ed9c kh\u1ea3o s\u00e1t v\u00e0 nghi\u00ean c\u1ee9u. Tuy nhi\u00ean, nhi\u1ec1u nh\u00e0 b\u00e1n l\u1ebb v\u1eabn s\u1ebd \u0111\u1ea5u tranh \u0111\u1ec3 bi\u1ebfn nh\u1eefng hi\u1ec3u bi\u1ebft c\u00f3 ngu\u1ed3n g\u1ed1c t\u1eeb AI th\u00e0nh quy t\u1eafc kinh doanh c\u00f3 th\u1ec3 h\u00e0nh \u0111\u1ed9ng \u0111\u1ec3 \u0111\u1ecbnh gi\u00e1, chu\u1ed7i cung \u1ee9ng v\u00e0 b\u00e1n h\u00e0ng. ng\u00e0y c\u00e0ng tr\u1edf n\u00ean ch\u00ednh th\u1ed1ng, nh\u01b0ng kh\u00f4ng ph\u1ea3i t\u1ea5t c\u1ea3 c\u00e1c c\u00f4ng ty \u0111\u1ec1u nh\u1eadn ra r\u1eb1ng s\u1eed d\u1ee5ng c\u00f4ng ngh\u1ec7 AI \u0111\u1ec3 ph\u00e2n t\u00edch d\u1eef li\u1ec7u ch\u1ec9 l\u00e0 b\u01b0\u1edbc \u0111\u1ea7u ti\u00ean trong m\u1ed9t qu\u00e1 tr\u00ecnh chuy\u1ec3n \u0111\u1ed5i th\u1ef1c s\u1ef1 l\u1edbn h\u01a1n &#8220;.GGGorgorges Bory, Gi\u00e1m \u0111\u1ed1c \u0111i\u1ec1u h\u00e0nh, ActiveViam<\/p>\n<p>&#8220;V\u00e0o n\u0103m 2020, t\u1eeb m\u1ed9t s\u1ed1 n\u01a1i tr\u00ean th\u1ebf gi\u1edbi, ch\u00fang ta s\u1ebd b\u1eaft \u0111\u1ea7u th\u1ea5y AI \u0111\u01b0\u1ee3c ch\u1ebf t\u1ea1o \u0111\u1ec3 gi\u1ea3i quy\u1ebft c\u00e1c v\u1ea5n \u0111\u1ec1 kh\u00f3 kh\u0103n, c\u00f3 \u00fd ngh\u0129a; AI \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng \u0111\u1ec3 gi\u00fap con ng\u01b0\u1eddi ch\u00fang ta l\u00e0m nh\u1eefng g\u00ec ch\u00fang ta kh\u00f4ng th\u1ec3, tr\u00e1i ng\u01b0\u1ee3c v\u1edbi vi\u1ec7c c\u1ed1 g\u1eafng b\u1eaft ch\u01b0\u1edbc kh\u1ea3 n\u0103ng c\u1ee7a ch\u00fang ta. &#8216; &#8216;l\u00e0 nh\u1eefng g\u00ec ch\u00fang ta g\u1ecdi \u0111\u00e2y l\u00e0 AI Ti\u1ebft \u0110\u1eb1ng , Radhika Dirks, CEO, XLabs<\/p>\n<p>V\u1edbi AI th\u1ef1c s\u1ef1 \u0111\u00e3 t\u1ef1 \u0111\u00e0o s\u00e2u v\u00e0o c\u00e1c con chip, m\u1ed9t k\u1ef7 nguy\u00ean ho\u00e0n to\u00e0n m\u1edbi c\u1ee7a \u0111i\u1ec7n to\u00e1n t\u1ea1i ngu\u1ed3n \u0111ang \u0111\u01b0\u1ee3c trao quy\u1ec1n v\u00e0 ch\u00fang ta ch\u1ec9 m\u1edbi b\u1eaft \u0111\u1ea7u. C\u00e1c chip AI \u0111\u00e3 c\u1ea3i thi\u1ec7n kh\u1ea3 n\u0103ng c\u1ee7a ph\u01b0\u01a1ng ti\u1ec7n \u0111\u1ec3 x\u1eed l\u00fd d\u1eef li\u1ec7u tr\u1ef1c quan hi\u1ec7u qu\u1ea3 h\u01a1n, m\u1edf \u0111\u01b0\u1eddng cho c\u00e1c ph\u01b0\u01a1ng ti\u1ec7n t\u1ef1 tr\u1ecb trong t\u01b0\u01a1ng lai. \u0110\u1ed1i v\u1edbi c\u00e1c th\u00e0nh ph\u1ed1 th\u00f4ng minh, chip AI s\u1ebd h\u1ed7 tr\u1ee3 c\u00e1c nhi\u1ec7m v\u1ee5 quan tr\u1ecdng nh\u01b0 gi\u00e1m s\u00e1t giao th\u00f4ng th\u1eddi gian th\u1ef1c, x\u00e1c \u0111\u1ecbnh v\u1ecb tr\u00ed ng\u01b0\u1eddi m\u1ea5t t\u00edch v\u00e0 t\u00ecm ki\u1ebfm ph\u01b0\u01a1ng ti\u1ec7n b\u1ecb \u0111\u00e1nh c\u1eafp. \u0110\u1ed1i v\u1edbi nh\u00e0 th\u00f4ng minh, chip s\u1ebd \u0111\u1ea3m b\u1ea3o s\u1ef1 ri\u00eang t\u01b0 v\u00e0 \u0111\u1ed9 tin c\u1eady cao h\u01a1n b\u1eb1ng c\u00e1ch x\u1eed l\u00fd d\u1eef li\u1ec7u t\u1ea1i ngu\u1ed3n. Nhu c\u1ea7u v\u1ec1 c\u00e1c c\u00f4ng ngh\u1ec7 m\u1edbi n\u00e0y s\u1ebd t\u1ea1o ti\u1ec1n \u0111\u1ec1 cho nhi\u1ec1u \u1ee9ng d\u1ee5ng v\u00e0 tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng m\u1edbi, th\u00fac \u0111\u1ea9y ho\u1ea1t \u0111\u1ed9ng c\u1ee7a c\u00e1c s\u1ea3n ph\u1ea9m th\u1ebf h\u1ec7 ti\u1ebfp theo v\u00e0 ho\u00e0n thi\u1ec7n nhu c\u1ea7u s\u1ea3n ph\u1ea9m. M\u1ed9t k\u1ef7 nguy\u00ean m\u1edbi c\u1ee7a chip AI c\u00f3 ngh\u0129a l\u00e0 m\u1ed9t th\u1eddi \u0111\u1ea1i m\u1edbi c\u1ee7a c\u00f4ng ngh\u1ec7, nh\u00e0 cung c\u1ea5p, ng\u01b0\u1eddi s\u00e1ng l\u1eadp v\u00e0 gi\u00e1m \u0111\u1ed1c \u0111i\u1ec1u h\u00e0nh, Hailo<\/p>\n<p>\u201cCh\u00fang ta s\u1ebd b\u1eaft \u0111\u1ea7u th\u1ea5y m\u1ed9t s\u1ed1 b\u01b0\u1edbc \u0111\u1ed9t ph\u00e1 \u0111\u00e1ng k\u1ec3 v\u00e0 m\u1ed9t s\u1ed1 thay \u0111\u1ed5i bi\u1ebfn \u0111\u1ed5i th\u1ef1c s\u1ef1 trong n\u0103m 2020. \u0110\u1ec3 m\u1ed9t m\u1ee9c \u0111\u1ed9 ch\u01b0a t\u1eebng th\u1ea5y cho \u0111\u1ebfn nay, AI v\u00e0 ML s\u1ebd, c\u00f3 th\u1ec3 n\u00f3i, xu\u1ea5t hi\u1ec7n t\u1eeb ph\u00f2ng th\u00ed nghi\u1ec7m v\u00e0 th\u00e2m nh\u1eadp v\u00e0o cu\u1ed9c s\u1ed1ng c\u1ee7a b\u1ea1n. M\u1ed9t cu\u1ed9c suy tho\u00e1i, n\u1ebfu c\u00f3 m\u1ed9t v\u00e0o n\u0103m 2020, s\u1ebd \u0111\u1ea9y nhanh t\u00e1c \u0111\u1ed9ng AI \/ ML s\u1eafp t\u1edbi n\u00e0y. \u0110\u00f3 l\u00e0 b\u1edfi v\u00ec r\u1ea5t nhi\u1ec1u n\u1ed7 l\u1ef1c m\u00e0 AI v\u00e0 ML \u0111\u00e3 t\u1eadp trung v\u00e0o t\u1ef1 \u0111\u1ed9ng h\u00f3a v\u00e0 x\u00e2y d\u1ef1ng hi\u1ec7u qu\u1ea3 trong c\u00e1ch con ng\u01b0\u1eddi l\u00e0m vi\u1ec7c, L\u00caNHPeter Guagenti, CMO, MemQuery<\/p>\n<p>C\u00e1c nh\u00f3m n\u1ec1n t\u1ea3ng Hadoop c\u1ee7a ng\u00e0y h\u00f4m qua l\u00e0 c\u00e1c nh\u00f3m AI \/ ph\u00e2n t\u00edch ng\u00e0y nay. Nh\u1eefng g\u00ec t\u1eebng l\u00e0 m\u00f4 h\u00ecnh th\u1ed1ng k\u00ea b\u00e2y gi\u1edd \u0111\u00e3 h\u1ed9i t\u1ee5 v\u1edbi khoa machine learning t\u00ednh v\u00e0 \u0111\u00e3 tr\u1edf th\u00e0nh AI v\u00e0 machine learning. V\u00ec v\u1eady, c\u00e1c nh\u00f3m d\u1eef li\u1ec7u, ph\u00e2n t\u00edch v\u00e0 AI kh\u00f4ng th\u1ec3 b\u1ecb lo\u1ea1i b\u1ecf kh\u1ecfi nhau n\u1eefa. Tr\u00ean th\u1ef1c t\u1ebf, h\u1ecd c\u1ea7n h\u1ee3p t\u00e1c v\u00e0 l\u00e0m vi\u1ec7c c\u00f9ng nhau \u0111\u1ec3 l\u1ea5y \u0111\u01b0\u1ee3c gi\u00e1 tr\u1ecb t\u1eeb c\u00f9ng m\u1ed9t d\u1eef li\u1ec7u m\u00e0 t\u1ea5t c\u1ea3 h\u1ecd s\u1eed d\u1ee5ng. V\u00e0o n\u0103m 2020, ch\u00fang ta s\u1ebd th\u1ea5y nhi\u1ec1u t\u1ed5 ch\u1ee9c x\u00e2y d\u1ef1ng c\u00e1c \u0111\u1ed9i chuy\u00ean d\u1ee5ng xung quanh ng\u0103n x\u1ebfp d\u1eef li\u1ec7u, \u0111\u00f3 l\u00e0 ThayHaoyuan Li, Ng\u01b0\u1eddi s\u00e1ng l\u1eadp v\u00e0 CTO, Alluxio<\/p>\n<p>Machine learning v\u00e0 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o s\u1ebd cung c\u1ea5p ti\u1ebft ki\u1ec7m chi ph\u00ed th\u00f4ng qua hi\u1ec7u qu\u1ea3 \u0111\u00e1m m\u00e2y l\u1edbn h\u01a1n. \u0110\u1ec3 \u0111\u1ea1t \u0111\u01b0\u1ee3c \u0111i\u1ec1u n\u00e0y s\u1ebd \u0111\u00f2i h\u1ecfi m\u00f4i tr\u01b0\u1eddng ho\u1eb7c \u1ee9ng d\u1ee5ng ph\u1ea3i hi\u1ec3u khi n\u00e0o n\u00f3 c\u1ea7n nhi\u1ec1u t\u00e0i nguy\u00ean h\u01a1n v\u00e0 sau \u0111\u00f3 t\u1ef1 \u0111\u1ed9ng nh\u00e2n r\u1ed9ng c\u00e1c t\u00e0i nguy\u00ean \u0111\u00f3 \u0111\u1ec3 \u0111\u00e1p \u1ee9ng nhu c\u1ea7u gia t\u0103ng. Ng\u01b0\u1ee3c l\u1ea1i, c\u00f4ng ngh\u1ec7 s\u1ebd c\u1ea7n ph\u1ea3i hi\u1ec3u khi c\u00e1c t\u00e0i nguy\u00ean c\u1ee5 th\u1ec3 kh\u00f4ng c\u00f2n c\u1ea7n thi\u1ebft v\u00e0 t\u1eaft ch\u00fang m\u1ed9t c\u00e1ch an to\u00e0n \u0111\u1ec3 gi\u1ea3m thi\u1ec3u chi ph\u00ed K\u1ebeT N\u1ed0I, Frank Jablonski, VP, Ti\u1ebfp th\u1ecb to\u00e0n c\u1ea7u, SIOS Technology<\/p>\n<p>Nh\u1eefng ti\u1ebfn b\u1ed9 m\u1edbi trong \u0111\u1ed3 th\u1ecb doanh nghi\u1ec7p v\u00e0 machine learning s\u1ebd cho ph\u00e9p nh\u1eadn d\u1ea1ng n\u1ed9i dung v\u00e0 \u0111\u1ec1 xu\u1ea5t n\u1ed9i dung, gi\u00fap nh\u00e2n vi\u00ean th\u00f4ng tin \u0111\u1ed1i ph\u00f3 v\u1edbi th\u00f4ng tin ng\u1ed5n ngang. AI s\u1ebd gi\u00fap bi\u1ebfn \u0111\u1ed5i n\u01a1i l\u00e0m vi\u1ec7c k\u1ef9 thu\u1eadt s\u1ed1 b\u1eb1ng c\u00e1ch t\u0103ng c\u01b0\u1eddng v\u00e0 t\u1eadp trung n\u1ed7 l\u1ef1c c\u1ee7a con ng\u01b0\u1eddi v\u00e0 gi\u1ea3m g\u00e1nh n\u1eb7ng nh\u1eadn th\u1ee9c b\u1eb1ng c\u00e1ch cung c\u1ea5p th\u00f4ng tin d\u1ef1a tr\u00ean b\u1ed1i c\u1ea3nh hi\u1ec7n t\u1ea1i c\u1ee7a ng\u01b0\u1eddi d\u00f9ng, si\u00eau th\u1ecb, \u0111\u1ed3ng s\u00e1ng l\u1eadp v\u00e0 CEO, harmon.ie<\/p>\n<p>V\u00e0o n\u0103m 2020, AI s\u1ebd c\u1ea3i thi\u1ec7n \u0111\u00e1ng k\u1ec3 tr\u1ea3i nghi\u1ec7m c\u1ee7a nh\u00e2n vi\u00ean (EX). Kh\u1ea3 n\u0103ng t\u1ef1 \u0111\u1ed9ng v\u00e0 thu th\u1eadp d\u1eef li\u1ec7u ngay l\u1eadp t\u1ee9c t\u1eeb nhi\u1ec1u k\u00eanh, ph\u00e2n t\u00edch d\u1eef li\u1ec7u v\u00e0 cung c\u1ea5p th\u00f4ng tin chi ti\u1ebft c\u00f3 th\u1ec3 h\u00e0nh \u0111\u1ed9ng s\u1ebd cho ph\u00e9p c\u00e1c \u0111\u1ea1i l\u00fd h\u1ed7 tr\u1ee3 gi\u1ea3i quy\u1ebft nhanh ch\u00f3ng, d\u1ec5 d\u00e0ng v\u00e0 ch\u00ednh x\u00e1c c\u00e1c c\u00e2u h\u1ecfi c\u1ee7a kh\u00e1ch h\u00e0ng v\u00e0 \u0111\u01b0a ra gi\u1ea3i quy\u1ebft v\u1ea5n \u0111\u1ec1 r\u1ea5t th\u1ecfa \u0111\u00e1ng, ngay l\u1eadp t\u1ee9c, ng\u01b0\u1eddi s\u00e1ng l\u1eadp v\u00e0 gi\u00e1m \u0111\u1ed1c \u0111i\u1ec1u h\u00e0nh, UJET<\/p>\n<p>V\u00ec c\u00e1c ng\u00e0nh c\u00f4ng nghi\u1ec7p chu\u1ed7i cung \u1ee9ng trong l\u1ecbch s\u1eed \u0111\u00e3 ch\u1eadm ch\u1ea5p nh\u1eadn khi n\u00f3i \u0111\u1ebfn s\u1ed1 h\u00f3a, \u0111\u01a1n gi\u1ea3n l\u00e0 kh\u00f4ng c\u00f3 \u0111\u1ee7 d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c thu th\u1eadp cho c\u00e1c thu\u1eadt to\u00e1n AI \/ ML \u0111\u1ec3 \u0111\u01b0a ra c\u00e1c \u0111\u1ec1 xu\u1ea5t \u0111\u00e1ng tin c\u1eady. Khi ch\u00fang ta b\u1eaft \u0111\u1ea7u th\u1ea5y m\u1ed9t chu\u1ed7i cung \u1ee9ng hi\u1ec7n \u0111\u1ea1i h\u01a1n xu\u1ea5t hi\u1ec7n v\u00e0o n\u0103m 2020, c\u00e1c thu\u1eadt to\u00e1n AI v\u00e0 ML s\u1ebd cho ph\u00e9p m\u1ed9t c\u00e1i nh\u00ecn 30.000 feet v\u1ec1 chu\u1ed7i cung \u1ee9ng v\u00e0 cung c\u1ea5p nh\u1eefng hi\u1ec3u bi\u1ebft c\u00f3 gi\u00e1 tr\u1ecb \u0111\u1ec3 gi\u1ea3m b\u1edbt c\u00e1c quy tr\u00ecnh t\u1ebb nh\u1ea1t tr\u01b0\u1edbc \u0111\u00e2y nh\u01b0 chuy\u1ec3n h\u01b0\u1edbng s\u1ea3n ph\u1ea9m, \u0111\u1ed1i t\u00e1c m\u1edbi v\u00e0 nh\u00e0 cung c\u1ea5p tr\u00ean t\u00e0u, h\u1ee7y \u0111\u01a1n h\u00e0ng , cung c\u1ea5p qu\u00e1 m\u1ee9c v\u00e0 nhi\u1ec1u h\u01a1n n\u1eefa\u201d-Jorge Rodriguez, SVP c\u1ee7a ph\u00e1t tri\u1ec3n s\u1ea3n ph\u1ea9m, Cleo<\/p>\n<p>C\u00e1c doanh nghi\u1ec7p c\u0169ng cu\u1ed1i c\u00f9ng s\u1ebd chuy\u1ec3n sang tri\u1ec3n khai c\u00e1c m\u00f4 h\u00ecnh AI ph\u1ee9c t\u1ea1p trong s\u1ea3n xu\u1ea5t \u1edf quy m\u00f4. Cho \u0111\u1ebfn nay, h\u1ea7u h\u1ebft c\u00e1c \u1ee9ng d\u1ee5ng AI \u0111\u1ec1u l\u00e0 th\u1eed nghi\u1ec7m (ngh\u0129a l\u00e0 kh\u00f4ng s\u1ea3n xu\u1ea5t) ho\u1eb7c m\u00f4 h\u00ecnh \u0111\u1ec1 xu\u1ea5t \/ d\u1ef1 \u0111o\u00e1n \/ h\u1ed3i quy \u0111\u01a1n gi\u1ea3n ho\u1eb7c ch\u00fang \u0111\u01b0\u1ee3c \u00e1p d\u1ee5ng cho c\u00e1c v\u1ea5n \u0111\u1ec1 nh\u1ecf h\u01a1n. V\u00e0o n\u0103m 2020, ch\u00fang ta s\u1ebd ch\u1ee9ng ki\u1ebfn nhi\u1ec1u doanh nghi\u1ec7p m\u1ea1nh d\u1ea1n h\u01a1n v\u1edbi tham v\u1ecdng AI c\u1ee7a h\u1ecd v\u00e0 y\u00eau c\u1ea7u c\u00e1c nh\u00e0 cung c\u1ea5p c\u1ee7a h\u1ecd h\u1ed7 tr\u1ee3 c\u00e1c tri\u1ec3n khai l\u1edbn, Sudhir Jha, Senior Vice President and Head of Brighterion, Mastercard<\/p>\n<p>Khi kh\u1ed1i l\u01b0\u1ee3ng d\u1eef li\u1ec7u ti\u1ebfp t\u1ee5c b\u00f9ng n\u1ed5, m\u1ed9t trong nh\u1eefng th\u00e1ch th\u1ee9c ch\u00ednh l\u00e0 l\u00e0m th\u1ebf n\u00e0o \u0111\u1ec3 c\u00f3 \u0111\u01b0\u1ee3c gi\u00e1 tr\u1ecb chi\u1ebfn l\u01b0\u1ee3c \u0111\u1ea7y \u0111\u1ee7 c\u1ee7a d\u1eef li\u1ec7u n\u00e0y. <a class=\"iblink\" href=\"\/blog\/tag\/object-storage\/\">Object storage<\/a> s\u1ebd l\u00e0 c\u00f4ng c\u1ee5 gi\u00fap x\u1eed l\u00fd kh\u1ed1i l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c AI v\u00e0 ML v\u00e0o n\u0103m 2020 v\u00ec ki\u1ebfn tr\u00fac l\u01b0u tr\u1eef m\u1edbi h\u01a1n n\u00e0y t\u1eadn d\u1ee5ng si\u00eau d\u1eef li\u1ec7u theo c\u00e1ch l\u01b0u tr\u1eef file truy\u1ec1n th\u1ed1ng kh\u00f4ng ph\u1ea3i l\u00e0 virutJon Toor, CMO, Cloudian<\/p>\n<p>V\u00e0o n\u0103m 2020, AI s\u1ebd gi\u00fap thu h\u1eb9p kho\u1ea3ng c\u00e1ch v\u1ec1 kh\u1ea3 n\u0103ng th\u01b0\u01a1ng m\u1ea1i m\u00e0 nhi\u1ec1u doanh nghi\u1ec7p nh\u1ecf v\u1edbi ngu\u1ed3n l\u1ef1c h\u1ea1n ch\u1ebf ph\u1ea3i \u0111\u1ed1i m\u1eb7t. V\u1edbi AI, c\u00e1c doanh nghi\u1ec7p nh\u1ecf c\u00f3 th\u1ec3 qu\u1ea3n l\u00fd c\u1eeda h\u00e0ng c\u1ee7a m\u00ecnh m\u1ed9t c\u00e1ch li\u1ec1n m\u1ea1ch v\u00e0 hi\u1ec7u qu\u1ea3, b\u1eb1ng c\u00e1ch t\u1ef1 \u0111\u1ed9ng h\u00f3a c\u00e1c quy tr\u00ecnh l\u00e0m vi\u1ec7c (nh\u01b0 qu\u1ea3n l\u00fd nh\u00e2n vi\u00ean, qu\u1ea3n tr\u1ecb d\u1ecbch v\u1ee5 CNTT ho\u1eb7c qu\u1ea3n l\u00fd quy \u0111\u1ecbnh tu\u00e2n th\u1ee7) v\u00e0 cho ph\u00e9p qu\u1ea3n l\u00fd ph\u00e2n ph\u1ed1i v\u00e0 ph\u00e2n ph\u1ed1i t\u1ed1t h\u01a1n. C\u00e1c chatbot v\u00e0 tr\u1ee3 l\u00fd \u1ea3o d\u1ef1a tr\u00ean AI ti\u1ebfp t\u1ee5c h\u1ee3p l\u00fd h\u00f3a c\u00e1c giao d\u1ecbch kinh doanh v\u00e0 t\u0103ng hi\u1ec7u qu\u1ea3 ho\u1ea1t \u0111\u1ed9ng, \u0111\u1ed3ng th\u1eddi cung c\u1ea5p tr\u1ea3i nghi\u1ec7m kh\u00e1ch h\u00e0ng t\u1ed1i \u01b0u tr\u00ean \u0111\u01b0\u1eddng truy\u1ec1n tr\u1ef1c tuy\u1ebfn, K\u1ef9 s\u01b0 th\u01b0\u01a1ng m\u1ea1i, Yahoo Small Business<\/p>\n<p>&#8220;V\u00e0o n\u0103m 2020, AI s\u1ebd tr\u1edf n\u00ean d\u1ec5 ti\u1ebfp c\u1eadn h\u01a1n \u0111\u1ed1i v\u1edbi c\u00e1c SEO phi k\u1ef9 thu\u1eadt. T\u1eeb vi\u1ec7c t\u1ef1 \u0111\u1ed9ng h\u00f3a c\u00e1c m\u00f4 t\u1ea3 meta, \u0111\u1ebfn t\u1ef1 \u0111\u1ed9ng h\u00f3a c\u00e1c ti\u00eau \u0111\u1ec1 ho\u1eb7c chuy\u1ec3n h\u01b0\u1edbng, c\u00f4ng ngh\u1ec7 s\u1ebd th\u1ea5m v\u00e0o c\u00e1c nhi\u1ec7m v\u1ee5 h\u00e0ng ng\u00e0y th\u01b0\u1eddng t\u1ed1n th\u1eddi gian nh\u01b0ng c\u1ea7n thi\u1ebft. Thay v\u00e0o \u0111\u00f3, h\u1ecd kh\u00f4ng s\u1ee3 nh\u1eefng g\u00ec m\u1edbi, thay v\u00e0o \u0111\u00f3 h\u1ecd n\u00ean gi\u1eef nh\u1ecbp \u0111\u1eadp cho s\u1ef1 \u0111\u1ed5i m\u1edbi c\u1ee7a ng\u00e0nh v\u00e0 li\u00ean k\u1ebft ch\u1eb7t ch\u1ebd h\u01a1n v\u1edbi l\u0129nh v\u1ef1c khoa h\u1ecdc d\u1eef li\u1ec7u b\u1ea5t c\u1ee9 khi n\u00e0o c\u00f3 th\u1ec3 &#8220;- Britney Muller, chuy\u00ean gia SEO cao c\u1ea5p , Moz<\/p>\n<p>V\u00ed d\u1ee5, ch\u00fang t\u00f4i s\u1ebd b\u1eaft \u0111\u1ea7u th\u1ea5y nh\u1eefng ng\u01b0\u1eddi b\u1ea1n \u0111\u1ed3ng h\u00e0nh k\u1ef9 thu\u1eadt s\u1ed1 c\u1ee5 th\u1ec3 trong mi\u1ec1n s\u1ebd gi\u00fap ch\u00fang t\u00f4i ho\u00e0n th\u00e0nh nhi\u1ec7m v\u1ee5 v\u00e0 s\u1eed d\u1ee5ng c\u00f4ng ngh\u1ec7 t\u1ed1t h\u01a1n, v\u00ed d\u1ee5, m\u1ed9t ng\u01b0\u1eddi l\u00e1i xe ch\u1ee7 \u0111\u1ed9ng s\u1ebd gi\u00fap ch\u00fang t\u00f4i l\u00e0m vi\u1ec7c c\u00f4ng ngh\u1ec7 trong xe h\u01a1i, tr\u1edf th\u00e0nh ng\u01b0\u1eddi l\u00e1i xe an to\u00e0n h\u01a1n v\u00e0 d\u1ef1 \u0111o\u00e1n nhu c\u1ea7u c\u1ee7a ch\u00fang t\u00f4i trong qu\u00e1 tr\u00ecnh l\u00e1i xe ngay l\u1eadp t\u1ee9c l\u0103ng m\u1ed9Dafna Presler, VP Marketing, tr\u1ef1c gi\u00e1c Robotics<\/p>\n<p>\u201c H\u1ed9i nh\u1eadp 5G, IOT v\u00e0 kh\u1ea3 n\u0103ng li\u00ean quan \u0111\u1ebfn k\u1ebft n\u1ed1i ph\u00e2n ph\u1ed1i v\u00e0 \u0111a d\u1ea1ng ngu\u1ed3n d\u1eef li\u1ec7u v\u00e0o m\u1ed9t &#8216;h\u1ec7 th\u1ed1ng th\u00f4ng tin t\u00ecnh b\u00e1o&#8217; s\u1ebd th\u00fac \u0111\u1ea9y c\u01a1 h\u1ed9i AI r\u1ea5t l\u1edbn trong ti\u00eau d\u00f9ng v\u00e0 qu\u1ea3n l\u00fd n\u1ed9i dung, t\u1ed1i \u01b0u h\u00f3a m\u1ea1ng v\u00e0 h\u1ed9i nh\u1eadp c\u1ee7a m\u1ed9t s\u1ed1 b\u00f9ng n\u1ed5 c\u1ee7a ngu\u1ed3n d\u1eef li\u1ec7u c\u1ea3m bi\u1ebfn d\u1ef1a tr\u00ean. Quy \u0111\u1ecbnh d\u1eef li\u1ec7u ng\u01b0\u1eddi ti\u00eau d\u00f9ng, c\u00f4ng ngh\u1ec7 c\u0169 v\u00e0 m\u1ee9c \u0111\u1ed9 t\u01b0\u01a1ng t\u00e1c v\u1edbi ng\u01b0\u1eddi ti\u00eau d\u00f9ng th\u00f4ng th\u1ea1o c\u00f4ng ngh\u1ec7 s\u1ebd \u0111\u00e1nh gi\u00e1 vi\u1ec7c \u00e1p d\u1ee5ng. Telco v\u00e0 Gi\u1ea3i tr\u00ed v\u00e0 N\u0103ng l\u01b0\u1ee3ng c\u00f3 nh\u1eefng r\u00e0o c\u1ea3n kh\u00e1 th\u1ea5p trong c\u00e1c l\u0129nh v\u1ef1c n\u00e0y v\u00e0 c\u00f3 nh\u1eefng xu h\u01b0\u1edbng b\u1ed5 sung \u0111ang gi\u00fap AI \u00e1p d\u1ee5ng B\u1ebb kh\u00f3a, \u0111\u1ed1i t\u00e1c to\u00e0n c\u1ea7u, T\u1ef1 \u0111\u1ed9ng h\u00f3a v\u00e0 AI, Infosys Consulting<\/p>\n<p>V\u00e0o n\u0103m 2025, &#8216;th\u1eddi gian th\u1ef1c&#8217; s\u1ebd kh\u00f4ng \u0111\u1ee7 t\u1ed1t. Ng\u00e0nh c\u00f4ng nghi\u1ec7p s\u1ebd c\u1ea7n AI \u0111\u1ec3 v\u01b0\u1ee3t ra ngo\u00e0i th\u1eddi gian th\u1ef1c \u0111\u1ec3 tr\u1edf th\u00e0nh d\u1ef1 \u0111o\u00e1n. Ch\u00fang ta s\u1ebd c\u1ea7n ph\u1ea3i ti\u1ebfn th\u00eam m\u1ed9t b\u01b0\u1edbc n\u1eefa \u0111\u1ec3 th\u1ef1c s\u1ef1 d\u1ef1 \u0111o\u00e1n nh\u1eefng g\u00ec s\u1eafp x\u1ea3y ra tr\u01b0\u1edbc khi n\u00f3 x\u1ea3y ra nh\u01b0 m\u1ed9t nh\u00e0 kh\u00ed t\u01b0\u1ee3ng h\u1ecdc d\u1ef1 \u0111o\u00e1n th\u1eddi ti\u1ebft. C\u00e1c b\u1ed9 d\u1eef li\u1ec7u ch\u00ednh x\u00e1c l\u1edbn c\u00f3 th\u1ec3 cung c\u1ea5p b\u1ed1i c\u1ea3nh v\u00e0 l\u00e0m n\u1ed5i b\u1eadt c\u00e1c m\u1eabu m\u1edbi n\u1ed5i, ti\u1ebft l\u1ed9 m\u1ee9c \u0111\u1ed9 x\u00e1c su\u1ea5t. V\u1edbi m\u1ed9t ch\u00fat tr\u1ee3 gi\u00fap t\u1eeb AI, d\u1ef1 \u0111o\u00e1n s\u1ebd n\u1eb1m trong t\u1ea7m tay c\u1ee7a EDLTim Armandpour, SVP of Engineering, PagerDuty<\/p>\n<p>V\u00e0o n\u0103m 2020, ch\u00fang ta s\u1ebd ch\u1ee9ng ki\u1ebfn nhi\u1ec1u h\u01a1n m\u1ed9t s\u1ef1 thay \u0111\u1ed5i t\u1eeb l\u1ea5y ng\u01b0\u1eddi d\u00e2n l\u00e0m trung t\u00e2m sang l\u1ea5y d\u1eef li\u1ec7u, \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh t\u1ef1 \u0111\u1ed9ng, th\u00fac \u0111\u1ea9y c\u00e1c ph\u00e2n t\u00edch d\u1ef1 \u0111o\u00e1n v\u00e0 ph\u00e2n t\u00edch, bao g\u1ed3m c\u1ea3 AI. \u0110i\u1ec1u n\u00e0y s\u1ebd y\u00eau c\u1ea7u c\u00e1c ng\u00e0nh c\u00f4ng nghi\u1ec7p s\u1eed d\u1ee5ng c\u00f4ng ngh\u1ec7 v\u00e0 ph\u00e2n t\u00edch t\u1ed1t h\u01a1n trong chu\u1ed7i cung \u1ee9ng c\u1ee7a h\u1ecd \u0111\u1ec3 \u0111\u00e1p \u1ee9ng nhu c\u1ea7u c\u1ee7a kh\u00e1ch h\u00e0ng \u0111\u1ed1i v\u1edbi c\u00e1c s\u1ea3n ph\u1ea9m v\u00e0 d\u1ecbch v\u1ee5 ph\u00f9 h\u1ee3p. V\u1edbi \u0111i\u1ec1u n\u00e0y s\u1ebd nh\u1ea5n m\u1ea1nh h\u01a1n v\u00e0o s\u1ef1 c\u1ea7n thi\u1ebft ph\u1ea3i b\u1ed5 sung l\u1ef1c l\u01b0\u1ee3ng lao \u0111\u1ed9ng v\u00e0 t\u00e2n trang c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng d\u1eef li\u1ec7u. Ch\u00fang t\u00f4i \u0111\u00e3 th\u1ea5y nhu c\u1ea7u ng\u00e0y c\u00e0ng t\u0103ng \u0111\u1ed1i v\u1edbi c\u00e1c kh\u00f3a h\u1ecdc v\u00e0 ch\u1ee9ng ch\u1ec9 ph\u00e1t tri\u1ec3n chuy\u00ean nghi\u1ec7p v\u01b0\u1ee3t xa c\u00e1c ch\u01b0\u01a1ng tr\u00ecnh c\u1ea5p b\u1eb1ng 4 n\u0103m kh\u00f4ng chuy\u00ean nghi\u1ec7p trong chu\u1ed7i cung \u1ee9ng nh\u01b0 l\u00e0 m\u1ed9t c\u00e1ch \u0111\u1ec3 duy tr\u00ec li\u00ean quan \u0111\u1ebfn nhau trong tr\u00f2 ch\u01a1i tr\u1ef1c tuy\u1ebfn (ASCM) , Gi\u00e1m \u0111\u1ed1c \u0111i\u1ec1u h\u00e0nh, Hi\u1ec7p h\u1ed9i qu\u1ea3n l\u00fd chu\u1ed7i cung \u1ee9ng (ASCM)<\/p>\n<p>&#8220;X\u1eed l\u00fd c\u1ea1nh v\u1edbi AI t\u1ea1o ra tr\u1ea3i nghi\u1ec7m IoT t\u1ed1t h\u01a1n. C\u00e1c nh\u00e0 s\u1ea3n xu\u1ea5t thi\u1ebft b\u1ecb IoT bi\u1ebft l\u1ee3i \u00edch c\u1ee7a x\u1eed l\u00fd d\u1ef1a tr\u00ean c\u1ea1nh, nh\u01b0ng cho \u0111\u1ebfn nay, nhi\u1ec1u th\u00e1ch th\u1ee9c v\u1ec1 chi ph\u00ed, hi\u1ec7u su\u1ea5t v\u00e0 b\u1ea3o m\u1eadt \u0111\u00e3 khi\u1ebfn vi\u1ec7c tri\u1ec3n khai trong c\u00e1c s\u1ea3n ph\u1ea9m v\u00e0 h\u1ec7 th\u1ed1ng ti\u00eau d\u00f9ng tr\u1edf n\u00ean kh\u00f4ng th\u1ef1c t\u1ebf S\u1ef1 thay \u0111\u1ed5i trong vi\u1ec7c s\u1eed d\u1ee5ng nhi\u1ec1u h\u01a1n x\u1eed l\u00fd c\u1ea1nh k\u1ebft h\u1ee3p v\u1edbi k\u1ebft n\u1ed1i \u0111\u00e1m m\u00e2y \u0111\u00e3 b\u1eaft \u0111\u1ea7u m\u1ed9t c\u00e1ch nghi\u00eam t\u00fac v\u00e0 s\u1ebd ti\u1ebfp t\u1ee5c ph\u00e1t tri\u1ec3n v\u00e0o n\u0103m 2020. T\u1eeb g\u00f3c \u0111\u1ed9 ng\u01b0\u1eddi ti\u00eau d\u00f9ng, xu h\u01b0\u1edbng n\u00e0y s\u1ebd d\u1eabn \u0111\u1ebfn tr\u1ea3i nghi\u1ec7m IoT nhanh h\u01a1n, \u0111\u00e1ng tin c\u1eady h\u01a1n v\u00e0 ri\u00eang t\u01b0 h\u01a1n &#8220;. Woston, CTO, Synaptics<\/p>\n<p>&#8220;V\u00e0o n\u0103m 2020, c\u00e1c doanh nghi\u1ec7p mu\u1ed1n \u0111\u1ea1t \u0111\u01b0\u1ee3c t\u1ea7m nh\u00ecn \u0111\u1ea7y \u0111\u1ee7 v\u00e0o m\u00f4i tr\u01b0\u1eddng CNTT lai c\u1ee7a h\u1ecd s\u1ebd y\u00eau c\u1ea7u c\u00e1c gi\u1ea3i ph\u00e1p d\u1ef1a tr\u00ean AIOps t\u00edch h\u1ee3p gi\u00e1m s\u00e1t c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng, t\u1ef1 \u0111\u1ed9ng h\u00f3a kh\u1ed1i l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c v\u00e0 l\u1eadp k\u1ebf ho\u1ea1ch n\u0103ng l\u1ef1c v\u00e0o m\u1ed9t n\u1ec1n t\u1ea3ng. Nh\u01b0 v\u1eady, c\u00e1c nh\u00e0 cung c\u1ea5p kh\u00f4ng \u00e1p d\u1ee5ng m\u00f4 h\u00ecnh d\u1ecbch v\u1ee5 v\u00e0 doanh nghi\u1ec7p AIOps Nh\u1eefng ng\u01b0\u1eddi kh\u00f4ng \u0111\u1ea7u t\u01b0 v\u00e0o kh\u1ea3 n\u0103ng hi\u1ec3n th\u1ecb c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng t\u1eeb \u0111\u1ea7u \u0111\u1ebfn cu\u1ed1i s\u1ebd kh\u00f4ng th\u1ec3 cung c\u1ea5p theo y\u00eau c\u1ea7u c\u1ee7a kh\u00e1ch h\u00e0ng v\u00e0 hi\u1ec7u su\u1ea5t c\u1ee7a SLAs H\u1ed3i t\u00ednhPhilippe Vincent, CEO, Virtana<\/p>\n<p>V\u00e0o n\u0103m 2020, ch\u00fang ta s\u1ebd b\u1eaft \u0111\u1ea7u th\u1ea5y c\u00e1c n\u1ec1n t\u1ea3ng Qu\u1ea3n l\u00fd n\u1ed9i dung doanh nghi\u1ec7p (ECM) truy\u1ec1n th\u1ed1ng b\u1eaft \u0111\u1ea7u t\u1eadp trung v\u00e0o c\u00e1c d\u1ecbch v\u1ee5 c\u1ed9ng t\u00e1c \u0111\u1ec3 cho ph\u00e9p truy c\u1eadp n\u1ed9i dung cho c\u1ea3 \u0111\u1ed1i t\u00e1c kinh doanh b\u00ean trong v\u00e0 b\u00ean ngo\u00e0i. M\u1eb7c d\u00f9 c\u00e1c nh\u00e0 cung c\u1ea5p ECM theo truy\u1ec1n th\u1ed1ng t\u1eadp trung v\u00e0o vi\u1ec7c cung c\u1ea5p kho l\u01b0u tr\u1eef d\u1eef li\u1ec7u v\u00e0 t\u1ef1 \u0111\u1ed9ng h\u00f3a cho \u0111\u1ed1i t\u01b0\u1ee3ng \u0111\u01b0\u1ee3c ch\u1ec9 \u0111\u1ecbnh (gi\u00e1m \u0111\u1ed1c \u0111i\u1ec1u h\u00e0nh doanh nghi\u1ec7p, kh\u00e1ch h\u00e0ng, v.v.), trong n\u0103m t\u1edbi, ch\u00fang ta s\u1ebd ch\u1ee9ng ki\u1ebfn s\u1ef1 thay \u0111\u1ed5i l\u1edbn trong \u0111\u1ea7u t\u01b0 v\u00e0o AI v\u00e0 machine learning \u0111\u1ec3 c\u1ea3i thi\u1ec7n tr\u1ef1c quan h\u00f3a c\u00f4ng vi\u1ec7c. GianThomas Phelps, VP, Chi\u1ebfn l\u01b0\u1ee3c c\u00f4ng ty v\u00e0 CIO, Laserfiche<\/p>\n<p>Trong \u0111i\u1ec1u ki\u1ec7n th\u1eddi ti\u1ebft kh\u1eafc nghi\u1ec7t c\u1ee7a n\u0103m ngo\u00e1i v\u00e0 v\u1edbi bi\u1ebfn \u0111\u1ed5i kh\u00ed h\u1eadu hi\u1ec7n ra, n\u00f4ng d\u00e2n v\u00e0 nh\u00e0 n\u00f4ng h\u1ecdc \u0111ang ph\u1ea3i \u0111\u1ed1i m\u1eb7t v\u1edbi m\u1ed9t s\u1ed1 th\u00e1ch th\u1ee9c gh\u00ea g\u1edbm. Khi ng\u00e0nh n\u00f4ng nghi\u1ec7p n\u1eafm l\u1ea5y c\u00e1c gi\u1ea3i ph\u00e1p qu\u1ea3n l\u00fd k\u1ef9 thu\u1eadt s\u1ed1, AI s\u1ebd h\u1ee3p l\u00fd h\u00f3a to\u00e0n b\u1ed9 qu\u00e1 tr\u00ecnh, t\u1eeb thu th\u1eadp h\u00ecnh \u1ea3nh \u0111\u1ebfn cung c\u1ea5p nh\u1eefng hi\u1ec3u bi\u1ebft c\u00f3 th\u1ec3 h\u00e0nh \u0111\u1ed9ng, c\u1ea3i thi\u1ec7n \u0111\u1ed9 ch\u00ednh x\u00e1c v\u00e0 gi\u1ea3m l\u1ed7i c\u1ee7a con ng\u01b0\u1eddi. T\u00edch h\u1ee3p AI v\u00e0o n\u00f4ng nghi\u1ec7p s\u1ebd c\u1ee7ng c\u1ed1 ki\u1ebfn th\u1ee9c v\u00e0 ki\u1ebfn th\u1ee9c c\u1ee7a n\u00f4ng d\u00e2n b\u1eb1ng c\u00e1ch cung c\u1ea5p cho h\u1ecd nh\u1eefng hi\u1ec3u bi\u1ebft c\u00f3 gi\u00e1 tr\u1ecb v\u00e0 hi\u1ec3u bi\u1ebft s\u00e2u s\u1eafc h\u01a1n v\u1ec1 c\u00e1c l\u0129nh v\u1ef1c c\u1ee7a h\u1ecd. Cu\u1ed9c c\u00e1ch m\u1ea1ng k\u1ef9 thu\u1eadt s\u1ed1 c\u1ee7a n\u00f4ng nghi\u1ec7p s\u1ebd gi\u00fap n\u00f4ng d\u00e2n v\u00e0 c\u00e1c \u0111\u1ed1i t\u00e1c n\u00f4ng h\u1ecdc c\u1ee7a h\u1ecd d\u1ec5 d\u00e0ng ph\u00e1t tri\u1ec3n c\u00e1c gi\u1ea3i ph\u00e1p h\u01a1n n\u1eefa \u0111\u1ec3 ch\u1ed1ng l\u1ea1i t\u00e1c \u0111\u1ed9ng c\u1ee7a bi\u1ebfn \u0111\u1ed5i kh\u00ed h\u1eadu, th\u00e0nh c\u00f4ng, tr\u00f2 ch\u01a1i, \u0111\u1ed3ng s\u00e1ng l\u1eadp v\u00e0 CEO, Taranis<\/p>\n<p>Vai tr\u00f2 c\u1ee7a AI AI trong kh\u00f4ng gian thanh to\u00e1n kh\u00f4ng ch\u1ec9 l\u00e0 ph\u01b0\u01a1ng ti\u1ec7n cho khoa h\u1ecdc d\u1eef li\u1ec7u v\u00e0 c\u00f4ng ngh\u1ec7 ph\u00f2ng ch\u1ed1ng gian l\u1eadn thanh to\u00e1n m\u1ea1nh m\u1ebd h\u01a1n. Khi c\u00e1c quy \u0111\u1ecbnh t\u00e0i ch\u00ednh ph\u00e1t tri\u1ec3n \u0111\u1ec3 \u0111\u00e1p \u1ee9ng nhu c\u1ea7u m\u1edbi c\u1ee7a b\u1ed1i c\u1ea3nh thanh to\u00e1n to\u00e0n c\u1ea7u, ch\u00fang ta s\u1ebd th\u1ea5y AI \u0111\u00f3ng vai tr\u00f2 kh\u00f4ng th\u1ec3 thi\u1ebfu trong vi\u1ec7c \u0111\u1ea3m b\u1ea3o s\u1ef1 tu\u00e2n th\u1ee7 c\u1ee7a ng\u01b0\u1eddi b\u00e1n v\u00e0 tr\u1ea3i nghi\u1ec7m kh\u00e1ch h\u00e0ng li\u1ec1n m\u1ea1ch. Trong nh\u1eefng n\u0103m t\u1edbi, AI s\u1ebd cho ph\u00e9p c\u00e1c doanh nghi\u1ec7p \u0111\u1ec3 ho\u1ea1t \u0111\u1ed9ng tinh gi\u1ea3n, ph\u1ee5c v\u1ee5 kh\u00e1ch h\u00e0ng v\u00e0 l\u1ea7n l\u01b0\u1ee3t t\u1ed1t h\u01a1n, t\u1ea1o ra s\u1ef1 ph\u00e1t tri\u1ec3n theo c\u1ea5p s\u1ed1 nh\u00e2n v\u1ec1 kinh t\u1ebf v\u00e0 v\u0103n h\u00f3a\u201d-Igal Rotem, Gi\u00e1m \u0111\u1ed1c \u0111i\u1ec1u h\u00e0nh, Credorax<\/p>\n<p>Trong nh\u1eefng n\u0103m t\u1edbi, c\u00e1c c\u00f4ng ty n\u00ean t\u1eadp trung \u00edt h\u01a1n v\u00e0o vi\u1ec7c c\u00f4ng ngh\u1ec7 c\u00f3 th\u1ec3 thay th\u1ebf c\u00e1c c\u00f4ng vi\u1ec7c truy\u1ec1n th\u1ed1ng v\u00e0 nhi\u1ec1u h\u01a1n v\u1ec1 c\u00e1ch AI v\u00e0 chuy\u00ean m\u00f4n c\u1ee7a con ng\u01b0\u1eddi c\u00f3 th\u1ec3 b\u1ed5 sung cho nhau. Ch\u00fang t\u00f4i tin t\u01b0\u1edfng m\u1ea1nh m\u1ebd v\u00e0o s\u1ef1 k\u1ebft h\u1ee3p gi\u1eefa AI v\u00e0 chuy\u00ean m\u00f4n c\u1ee7a con ng\u01b0\u1eddi, ch\u00fang t\u00f4i g\u1ecdi \u0111\u00f3 l\u00e0 khoa h\u1ecdc v\u00e0 ngh\u1ec7 thu\u1eadt. Tech s\u1ebd lu\u00f4n c\u00f3 th\u1ec3 l\u00e0m m\u1ecdi vi\u1ec7c nhanh h\u01a1n con ng\u01b0\u1eddi. Nh\u01b0ng c\u0169ng c\u00f3 nh\u1eefng l\u0129nh v\u1ef1c m\u00e0 c\u00f4ng ngh\u1ec7 s\u1ebd kh\u00f4ng bao gi\u1edd thay th\u1ebf con ng\u01b0\u1eddi. C\u00e1c cu\u1ed9c \u0111\u00e0m ph\u00e1n, v\u00ed d\u1ee5, \u0111\u00f2i h\u1ecfi tr\u1ef1c gi\u00e1c, s\u1ef1 t\u1ef1 tin v\u00e0 kinh nghi\u1ec7m th\u1ef1c hi\u1ec7n th\u1ecfa thu\u1eadn m\u00e0 m\u00e1y t\u00ednh kh\u00f4ng th\u1ec3 sao ch\u00e9p. Ni\u1ec1m tin c\u1ee7a ch\u00fang t\u00f4i l\u00e0 ch\u00fang t\u00f4i s\u1ebd c\u1ea7n ti\u1ebfp t\u1ee5c n\u1ed7 l\u1ef1c t\u00ecm ki\u1ebfm s\u1ef1 c\u00e2n b\u1eb1ng ho\u00e0n h\u1ea3o gi\u1eefa khoa h\u1ecdc v\u00e0 ngh\u1ec7 thu\u1eadt v\u00e0o n\u0103m 2020, EDL ZipGuy Zipori, \u0110\u1ed3ng s\u00e1ng l\u1eadp v\u00e0 CEO, Skyline AI<\/p>\n<p>Gi\u1edd \u0111\u00e2y, vi\u1ec7c l\u1eadp ch\u1ec9 m\u1ee5c v\u00e0 ph\u00e2n t\u00edch trong c\u01a1 s\u1edf d\u1eef li\u1ec7u tr\u1edf n\u00ean d\u1ec5 d\u00e0ng h\u01a1n bao gi\u1edd h\u1ebft v\u00e0 ch\u00fang t\u00f4i c\u00f3 c\u00e1c c\u00f4ng c\u1ee5 \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o d\u1eef li\u1ec7u c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c chuy\u1ec3n \u0111\u1ebfn \u0111\u00fang n\u01a1i. S\u1ef1 huy\u1ec1n b\u00ed c\u1ee7a d\u1eef li\u1ec7u kh\u00f4ng c\u00f2n n\u1eefa: s\u1ef1 h\u1ee3p nh\u1ea5t v\u00e0 s\u1ef1 s\u1ee5p \u0111\u1ed5 nhanh ch\u00f3ng c\u1ee7a c\u00e1c nh\u00e0 ph\u00e2n ph\u1ed1i Hadoop v\u00e0o n\u0103m 2019 l\u00e0 m\u1ed9t t\u00edn hi\u1ec7u c\u1ee7a s\u1ef1 thay \u0111\u1ed5i n\u00e0y. V\u00f9ng l\u1ea5y n\u00e9t ti\u1ebfp theo s\u1ebd \u0111\u01b0\u1ee3c ph\u00e2n ph\u1ed1i r\u1ea5t r\u1ed9ng ho\u1eb7c &#8216;d\u1eef li\u1ec7u r\u1ed9ng&#8217;. C\u00e1c \u0111\u1ecbnh d\u1ea1ng d\u1eef li\u1ec7u ng\u00e0y c\u00e0ng tr\u1edf n\u00ean \u0111a d\u1ea1ng v\u00e0 ph\u00e2n m\u1ea3nh h\u01a1n v\u00e0 k\u1ebft qu\u1ea3 l\u00e0 c\u00e1c lo\u1ea1i c\u01a1 s\u1edf d\u1eef li\u1ec7u kh\u00e1c nhau ph\u00f9 h\u1ee3p v\u1edbi c\u00e1c h\u01b0\u01a1ng v\u1ecb d\u1eef li\u1ec7u kh\u00e1c nhau \u0111\u00e3 t\u0103ng h\u01a1n g\u1ea5p \u0111\u00f4i so v\u1edbi quy\u1ebft \u0111\u1ecbnhDan Sommer, Gi\u00e1m \u0111\u1ed1c c\u1ea5p cao, Tr\u01b0\u1edfng nh\u00f3m t\u00ecnh b\u00e1o th\u1ecb tr\u01b0\u1eddng to\u00e0n c\u1ea7u, Qlik<\/p>\n<p>Nhi\u1ec1u gi\u1ea3i ph\u00e1p AI ng\u00e0y nay c\u1ed1 g\u1eafng chuy\u1ec3n \u0111\u1ed5i d\u1eef li\u1ec7u ng\u01b0\u1eddi d\u00f9ng th\u00e0nh ti\u1ec1n qu\u1ea3ng c\u00e1o. Trong b\u1ed1i c\u1ea3nh t\u0103ng tr\u01b0\u1edfng nhanh ch\u00f3ng c\u1ee7a AI, t\u00f4i hy v\u1ecdng v\u00e0o n\u0103m 2020 s\u1ebd th\u1ea5y nhi\u1ec1u ng\u01b0\u1eddi d\u00f9ng \u0111\u01b0a ra c\u00e2u h\u1ecfi sau: l\u00e0m th\u1ebf n\u00e0o c\u00e1c gi\u1ea3i ph\u00e1p AI t\u01b0\u01a1ng t\u1ef1 n\u00e0y c\u00f3 th\u1ec3 ho\u1ea1t \u0111\u1ed9ng cho t\u00f4i h\u00e0ng ng\u00e0y, tr\u00e1i ng\u01b0\u1ee3c v\u1edbi ho\u1ea1t \u0111\u1ed9ng c\u1ee7a t\u00f4i . Ch\u1ec9 ri\u00eang c\u00e2u h\u1ecfi n\u00e0y s\u1ebd \u0111\u1ea9y AI v\u00e0o nh\u1eefng n\u01a1i ch\u00fang ta coi ng\u00e0y nay l\u00e0 b\u1ea5t kh\u1ea3 x\u00e2m ph\u1ea1m, cho d\u00f9 \u0111\u00f3 l\u00e0 nu\u00f4i d\u1ea1y con c\u00e1i, c\u00e1c m\u1ed1i quan h\u1ec7, gi\u00e1o d\u1ee5c, v.v. Tr\u00ean m\u1ed9t l\u01b0u \u00fd t\u00edch c\u1ef1c, \u0111i\u1ec1u n\u00e0y c\u00f3 ngh\u0129a l\u00e0 c\u00e1c c\u00f4ng c\u1ee5 AI s\u1ebd cho ph\u00e9p c\u00e1 nh\u00e2n h\u00f3a v\u00e0 li\u00ean l\u1ea1c c\u00e1 nh\u00e2n nhi\u1ec1u h\u01a1n. Tuy nhi\u00ean, c\u00e1c c\u00f4ng ty t\u1ea1o ra c\u00e1c \u1ee9ng d\u1ee5ng AI n\u00e0y ph\u1ea3i \u01b0u ti\u00ean b\u1ea3o v\u1ec7 d\u1eef li\u1ec7u c\u00e1 nh\u00e2n m\u00e0 h\u1ecd thu th\u1eadp, c\u00f3 th\u1ec3 l\u00e0 b\u00e1 gi\u1edbi, ng\u01b0\u1eddi \u0111\u1ed3ng s\u00e1ng l\u1eadp v\u00e0 CEO, Jiminy , Jiminy<\/p>\n<p>Ph\u1ea7n m\u1ec1m Ch\u00fang t\u00f4i s\u1ebd th\u1ea5y s\u1ef1 tr\u1ed7i d\u1eady c\u1ee7a c\u00e1c C\u00e1n b\u1ed9 \u0110\u1ea1o \u0111\u1ee9c K\u1ef9 thu\u1eadt s\u1ed1, nh\u1eefng ng\u01b0\u1eddi s\u1ebd ch\u1ecbu tr\u00e1ch nhi\u1ec7m tri\u1ec3n khai c\u00e1c khu\u00f4n kh\u1ed5 \u0111\u1ea1o \u0111\u1ee9c \u0111\u1ec3 \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh. \u0110i\u1ec1u n\u00e0y bao g\u1ed3m b\u1ea3o m\u1eadt, thi\u00ean v\u1ecb, m\u1ee5c \u0111\u00edch s\u1eed d\u1ee5ng v\u00e0 qu\u1ea3n tr\u1ecb t\u00edch h\u1ee3p Gi\u00e1o d\u1ee5c S\u00f9ngmava Srivastava, Gi\u00e1m \u0111\u1ed1c k\u1ef9 thu\u1eadt s\u1ed1, Genpact<\/p>\n<p>Tuy nhi\u00ean, tr\u00e1i ng\u01b0\u1ee3c v\u1edbi vi\u1ec7c l\u00e0 m\u1ed9t nguy\u00ean nh\u00e2n g\u00e2y m\u1ea5t an to\u00e0n trong c\u00f4ng vi\u1ec7c v\u00e0o n\u0103m 2020, tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o s\u1ebd ch\u1ee9ng t\u1ecf l\u00e0 m\u1ed9t c\u00f4ng c\u1ee5 quan tr\u1ecdng \u0111\u1ec3 c\u1ea3i thi\u1ec7n s\u1ef1 nghi\u1ec7p. Th\u00f4ng qua AI, c\u00e1c nh\u00e0 tuy\u1ec3n d\u1ee5ng s\u1ebd c\u00f3 th\u1ec3 cung c\u1ea5p c\u00e1c c\u01a1 h\u1ed9i n\u00e2ng cao cho nh\u00e2n vi\u00ean c\u1ee7a h\u1ecd v\u00e0 t\u1ea1o \u0111i\u1ec1u ki\u1ec7n cho s\u1ef1 \u0111a d\u1ea1ng c\u1ee7a tr\u1ea3i nghi\u1ec7m m\u00e0 h\u1ecd mong mu\u1ed1n. Nh\u1edd c\u00f3 AI, nh\u00e2n vi\u00ean s\u1ebd c\u00f3 th\u1ec3 m\u1edf r\u1ed9ng v\u00e0 n\u00e2ng cao b\u1ed9 k\u1ef9 n\u0103ng c\u1ee7a h\u1ecd v\u00e0 \u0111\u1ea3m b\u1ea3o h\u1ecd c\u00f3 li\u00ean quan trong m\u1ed9t th\u1ecb tr\u01b0\u1eddng ph\u00e1t tri\u1ec3n nhanh ch\u00f3ng. Tr\u00e1ch nhi\u1ec7m, \u0111\u1eb7c bi\u1ec7t l\u00e0 li\u00ean quan \u0111\u1ebfn vi\u1ec7c gi\u1ea3i th\u00edch k\u1ebft qu\u1ea3 v\u00e0 ph\u00f2ng ng\u1eeba thi\u00ean v\u1ecb, s\u1ebd ti\u1ebfp t\u1ee5c song h\u00e0nh v\u1edbi s\u1ef1 ph\u00e1t tri\u1ec3n c\u1ee7a AI, \u0110i\u00eanAmichai Schreiber, \u0110\u1ed3ng s\u00e1ng l\u1eadp v\u00e0 CTO, InternalMobility c\u1ee7a Gloat<\/p>\n<p>C\u00f3 m\u1ed9t s\u1ef1 thay \u0111\u1ed5i c\u01a1 b\u1ea3n x\u1ea3y ra trong ng\u00e0nh b\u1ea3o hi\u1ec3m: c\u00e1c nh\u00e0 m\u1ea1ng bi\u1ebft r\u1eb1ng h\u1ecd c\u1ea7n c\u1ea3i thi\u1ec7n \u0111\u00e1ng k\u1ec3 tr\u1ea3i nghi\u1ec7m c\u1ee7a kh\u00e1ch h\u00e0ng v\u00e0 \u0111\u1ea3m b\u1ea3o r\u1eb1ng c\u00e1c s\u1ea3n ph\u1ea9m c\u1ee7a h\u1ecd c\u00f3 li\u00ean quan v\u00e0 \u0111\u01b0\u1ee3c c\u00e1 nh\u00e2n h\u00f3a. AI s\u1ebd \u0111\u01b0\u1ee3c nhi\u1ec1u ng\u01b0\u1eddi s\u1eed d\u1ee5ng v\u00e0o n\u0103m 2020 \u0111\u1ec3 \u0111\u1ea1t \u0111\u01b0\u1ee3c nh\u1eefng m\u1ee5c ti\u00eau n\u00e0y v\u00e0 AI s\u1ebd r\u1ea5t quan tr\u1ecdng \u0111\u1ec3 hi\u1ec7n \u0111\u1ea1i h\u00f3a tr\u1ea3i nghi\u1ec7m b\u1ea3o l\u00e3nh ph\u00e1t h\u00e0nh. AI cho ph\u00e9p c\u00e1c c\u00f4ng ty b\u1ea3o hi\u1ec3m s\u1eed d\u1ee5ng t\u1ed1t h\u01a1n c\u00e1c kho d\u1eef li\u1ec7u theo \u00fd c\u1ee7a h\u1ecd \u0111\u1ec3 h\u01b0\u1edfng l\u1ee3i t\u1eeb nh\u1eefng hi\u1ec3u bi\u1ebft quan tr\u1ecdng c\u1ee7a kh\u00e1ch h\u00e0ng nh\u1eb1m t\u1ed1i \u0111a h\u00f3a d\u1ecbch v\u1ee5 v\u00e0 s\u1ea3n ph\u1ea9m c\u1ee7a h\u1ecd. \u0110i\u1ec1u n\u00e0y mang l\u1ea1i k\u1ebft qu\u1ea3 l\u00e0 kh\u00e1ch h\u00e0ng h\u00e0i l\u00f2ng v\u00e0 m\u1ed9t doanh nghi\u1ec7p hi\u1ec7u qu\u1ea3 h\u01a1n, Ti\u1ebft ki\u1ec7m, ngh\u1ec7 thu\u1eadt Cohen-Ifrah, CMO v\u00e0 Tr\u01b0\u1edfng ph\u00f2ng truy\u1ec1n th\u00f4ng doanh nghi\u1ec7p, Sapiens<\/p>\n<p>Machine learning v\u00e0 m\u1ea1ng l\u01b0\u1edbi th\u1ea7n kinh l\u00e0 c\u01a1 b\u1eafp \u0111\u1eb1ng sau nh\u1eefng \u0111\u1ed5i m\u1edbi c\u1ee7a AI \u0111ang g\u00e2y b\u00e3o tr\u00ean to\u00e0n th\u1ebf gi\u1edbi. Trong 3 n\u0103m qua, ch\u00fang t\u00f4i \u0111\u00e3 ch\u1ee9ng ki\u1ebfn s\u1ef1 thay \u0111\u1ed5i d\u1ee9t kho\u00e1t tr\u00ean n\u1ec1n t\u1ea3ng Udemy sang c\u00e1c kh\u00f3a h\u1ecdc v\u1ec1 AI v\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u, khi c\u00e1c doanh nghi\u1ec7p c\u1ed1 g\u1eafng gi\u1ea3i quy\u1ebft c\u00e1c l\u1ed7 h\u1ed5ng ki\u1ebfn th\u1ee9c c\u1ee7a h\u1ecd. V\u1edbi nhu c\u1ea7u ng\u00e0y c\u00e0ng t\u0103ng \u0111\u1ed1i v\u1edbi c\u00e1c nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u v\u00e0 chuy\u00ean gia AI, ch\u00fang t\u00f4i d\u1ef1 \u0111o\u00e1n s\u1ef1 t\u0103ng tr\u01b0\u1edfng li\u00ean t\u1ee5c c\u1ee7a c\u00e1i m\u00e0 ch\u00fang t\u00f4i g\u1ecdi l\u00e0 H\u1ecdc vi\u1ec7n Kh\u1ea3 n\u0103ng. C\u00e1c h\u1ecdc vi\u1ec7n n\u0103ng l\u1ef1c l\u00e0 c\u00e1c s\u00e1ng ki\u1ebfn \u0111\u00e0o t\u1ea1o chuy\u00ean s\u00e2u \u0111\u1ec3 ph\u00e1t tri\u1ec3n v\u00e0 duy tr\u00ec c\u00e1c kh\u1ea3 n\u0103ng k\u1ef9 n\u0103ng h\u1ed7 tr\u1ee3 c\u00e1c chi\u1ebfn l\u01b0\u1ee3c kinh doanh c\u1ee5 th\u1ec3 v\u00e0 c\u00e1c l\u0129nh v\u1ef1c ch\u1ee9c n\u0103ng&#8221;, ShShShelley Osborne, VP of Learning, Udemy<\/p>\n<p>N\u0103m 2020, vi\u1ec7c tri\u1ec3n khai AI v\u00e0 machine learning trong th\u1ebf gi\u1edbi th\u1ef1c s\u1ebd ph\u00e1t tri\u1ec3n, \u0111\u1eb7c bi\u1ec7t l\u00e0 trong ng\u00e0nh t\u00e0i ch\u00ednh ng\u00e2n h\u00e0ng. C\u00e1c t\u1ed5 ch\u1ee9c th\u1ef1c hi\u1ec7n c\u00e1c gi\u1ea3i ph\u00e1p AI s\u1ebd c\u00f3 th\u1ec3 t\u0103ng t\u1ed1c v\u00e0 c\u1ea3i thi\u1ec7n c\u00e1c quy tr\u00ecnh t\u00e0i ch\u00ednh v\u00e0 ng\u00e2n qu\u1ef9. C\u1ee5 th\u1ec3, ch\u00fang ta s\u1ebd th\u1ea5y vi\u1ec7c tri\u1ec3n khai c\u00e1c chatbot th\u00f4ng minh s\u1ebd tr\u1ea3 l\u1eddi c\u00e1c c\u00e2u h\u1ecfi c\u1ee7a kh\u00e1ch h\u00e0ng v\u00e0 nh\u00e0 cung c\u1ea5p c\u0169ng nh\u01b0 c\u00e1c \u0111\u1ea1i l\u00fd ph\u1ea7n m\u1ec1m th\u00f4ng minh \u0111\u1ec3 thu th\u1eadp h\u00f3a \u0111\u01a1n, \u1ee9ng d\u1ee5ng ti\u1ec1n m\u1eb7t, x\u1eed l\u00fd ngo\u1ea1i l\u1ec7 ho\u1eb7c tranh ch\u1ea5p, t\u00ednh to\u00e1n r\u1ee7i ro t\u00edn d\u1ee5ng c\u1ee7a kh\u00e1ch h\u00e0ng v\u00e0 ph\u00e1t hi\u1ec7n gian l\u1eadn. v\u00e0 s\u1ea3n ph\u1ea9m, Serrala<\/p>\n<p>S\u1ef1 \u0111\u1ed3ng c\u1ea3m trong cu\u1ed9c \u0111\u1ed1i tho\u1ea1i m\u00e1y m\u00f3c s\u1ebd tr\u1edf n\u00ean r\u1ea5t quan tr\u1ecdng. Vi\u1ec7c nh\u1eadn tr\u1ee3 l\u00fd gi\u1ecdng n\u00f3i s\u1ebd \u0111\u01b0\u1ee3c c\u1ea3i thi\u1ec7n \u1ed3 \u1ea1t n\u1ebfu b\u1ea1n c\u00f3 \u0111\u01b0\u1ee3c m\u1ee9c \u0111\u1ed9 \u0111\u1ed3ng c\u1ea3m trong cu\u1ed9c \u0111\u1ed1i tho\u1ea1i m\u00e1y \u0111\u00f3. Alexa v\u00e0 nh\u1eefng ng\u01b0\u1eddi ch\u01a1i kh\u00e1c c\u00f3 th\u1ec3 s\u1ebd tr\u1edf n\u00ean t\u00ecnh c\u1ea3m h\u01a1n v\u00e0 ph\u00e1t hi\u1ec7n ra nh\u1eefng \u0111i\u1ec1u nh\u01b0 s\u1ef1 th\u1ea5t v\u1ecdng trong ph\u1ea3n \u1ee9ng c\u1ee7a ng\u01b0\u1eddi d\u00f9ng. \u0110\u00e2y s\u1ebd l\u00e0 m\u1ed9t s\u1ef1 c\u1ea3i ti\u1ebfn \u0111\u00e1ng k\u1ec3 trong n\u0103m 2020 v\u00e0 xa h\u01a1n n\u1eefa, \u0111\u00f3 l\u00e0 Reisinger, doanh nghi\u1ec7p l\u1edbn SVP, Jabra<\/p>\n<p>N\u0103m 2020 s\u1ebd t\u1eadp trung nhi\u1ec1u h\u01a1n v\u00e0o AI c\u00f3 th\u1ec3 gi\u1ea3i th\u00edch, \u0111\u1ec3 gi\u1ea3m b\u1ea5t k\u1ef3 s\u1ef1 thi\u00ean v\u1ecb n\u00e0o trong c\u00e1c d\u1ef1 \u0111o\u00e1n. C\u00e1c nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u s\u1ebd tr\u1edf th\u00e0nh m\u1ed9t ph\u1ea7n kh\u00f4ng th\u1ec3 thi\u1ebfu c\u1ee7a c\u00e1c nh\u00f3m s\u1ea3n ph\u1ea9m v\u00e0 h\u1ee3p t\u00e1c ch\u1eb7t ch\u1ebd v\u1edbi h\u1ecd \u0111\u1ec3 t\u1ea1o ra c\u00e1ch ti\u1ebfp c\u1eadn d\u1eef li\u1ec7u \u0111\u1ea7u ti\u00ean \u0111\u1ec3 ph\u00e1t tri\u1ec3n \u1ee9ng d\u1ee5ng, thay v\u00ec t\u1eadp trung v\u00e0o vi\u1ec7c hi\u1ec3u \u00fd ngh\u0129a c\u1ee7a d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c t\u1ea1o ra b\u1edfi c\u00e1c \u1ee9ng d\u1ee5ng Tr\u1ef1c di\u1ec7nSanjay Jupudi, Ch\u1ee7 t\u1ecbch, Qentelli<\/p>\n<p>X\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean (NLP) k\u1ebft h\u1ee3p v\u1edbi AI s\u1ebd ng\u00e0y c\u00e0ng \u0111\u01b0a ra c\u00e1c quy\u1ebft \u0111\u1ecbnh c\u00f3 th\u1ec3 kh\u00f3 hi\u1ec3u \u0111\u1ed1i v\u1edbi c\u00e1c nh\u00e0 quan s\u00e1t con ng\u01b0\u1eddi, cho d\u00f9 b\u1eb1ng c\u00e1ch ph\u00e2n t\u00edch d\u1eef li\u1ec7u ch\u1ee9ng kho\u00e1n \u0111\u1ec3 \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh \u0111\u1ea7u t\u01b0, ho\u1eb7c ph\u00e2n t\u00edch h\u00e0ng n\u00fai ph\u01b0\u01a1ng ti\u1ec7n truy\u1ec1n th\u00f4ng x\u00e3 h\u1ed9i kh\u00f4ng c\u00f3 c\u1ea5u tr\u00fac \u0111\u1ec3 ph\u00e2n t\u00edch t\u00ecnh c\u1ea3m r\u1ed9ng r\u00e3i v\u1ec1 th\u01b0\u01a1ng hi\u1ec7u ho\u1eb7c tr\u00ed th\u00f4ng minh c\u1ee5 th\u1ec3 nh\u1eafm v\u00e0o ai \u0111\u1ec3 nh\u1eafm m\u1ee5c ti\u00eau cho s\u1ea3n ph\u1ea9m n\u00e0o. Nh\u01b0ng, \u0111\u00e0o t\u1ea1o l\u00e0 t\u1ea5t c\u1ea3. R\u1ea5t nhi\u1ec1u thu\u1eadt to\u00e1n n\u00e0y \u0111ang \u0111\u01b0\u1ee3c \u0111\u00e0o t\u1ea1o v\u1ec1 c\u00e1c th\u1ef1c h\u00e0nh hi\u1ec7n t\u1ea1i c\u1ee7a con ng\u01b0\u1eddi v\u1ed1n \u0111\u00e3 thi\u00ean v\u1ecb v\u00e0 c\u00f3 v\u1ea5n \u0111\u1ec1. S\u1ebd l\u00e0 ng\u00e2y th\u01a1 khi cho r\u1eb1ng ch\u00fang ta c\u00f3 th\u1ec3 lo\u1ea1i b\u1ecf \u0111i\u1ec1u \u0111\u00f3 kh\u1ecfi c\u00e1c thu\u1eadt to\u00e1n NLP ngay t\u1eeb \u0111\u1ea7u \u0110i\u00ean M\u1ea1nhEric Sammer, K\u1ef9 s\u01b0 xu\u1ea5t s\u1eafc, Splunk<\/p>\n<p>V\u00e0o n\u0103m 2020, c\u00e1c t\u1ed5 ch\u1ee9c ch\u0103m s\u00f3c s\u1ee9c kh\u1ecfe s\u1ebd t\u1eadn d\u1ee5ng AI \u0111\u1ec3 h\u1ed7 tr\u1ee3 nh\u00e2n vi\u00ean y t\u1ebf trong vi\u1ec7c cung c\u1ea5p cho b\u1ec7nh nh\u00e2n c\u00e1c ti\u00ean l\u01b0\u1ee3ng c\u00f3 th\u1ec3 v\u1ec1 c\u00e1c tri\u1ec7u ch\u1ee9ng c\u1ee7a h\u1ecd. Ph\u00e1t tri\u1ec3n c\u00e1c c\u00f4ng c\u1ee5 AI c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c d\u1ecbch t\u1eeb h\u1ec7 th\u1ed1ng y t\u1ebf n\u00e0y sang h\u1ec7 th\u1ed1ng y t\u1ebf kh\u00e1c s\u1ebd c\u00f3 m\u1ed9t s\u1ed1 ph\u1ee9c t\u1ea1p, nh\u01b0ng m\u1ed9t khi ng\u00e0nh c\u00f4ng nghi\u1ec7p ch\u0103m s\u00f3c s\u1ee9c kh\u1ecfe cho ph\u00e9p AI tr\u1edf n\u00ean c\u00f3 kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng h\u01a1n, c\u00e1c gi\u1ea3i ph\u00e1p s\u1ebd \u0111\u01b0\u1ee3c \u0111\u1ecbnh v\u1ecb t\u1ed1t h\u01a1n \u0111\u1ec3 v\u01b0\u1ee3t ra ngo\u00e0i chuy\u00ean khoa c\u1ee7a khoa ho\u1eb7c b\u1ec7nh vi\u1ec7n. VanderMey, CIO, OST<\/p>\n<p>&#8220;Khi nhi\u1ec1u c\u00f4ng ty \u0111\u1eb7t ra \u0111\u1ec3 gi\u1ea3i quy\u1ebft c\u00e1c v\u1ea5n \u0111\u1ec1 li\u00ean quan \u0111\u1ebfn m\u1ed1i quan h\u1ec7 gi\u1eefa s\u1ef1 v\u1eadt, \u0111\u1ecba \u0111i\u1ec3m v\u00e0 con ng\u01b0\u1eddi, c\u00f4ng ngh\u1ec7 \u0111\u1ed3 th\u1ecb s\u1ebd tr\u1edf n\u00ean ph\u1ed5 bi\u1ebfn h\u01a1n trong c\u00e1c doanh nghi\u1ec7p. V\u1ea5n \u0111\u1ec1 \u0111\u1ed1i v\u1edbi \u0111\u1ed3 th\u1ecb v\u00e0o n\u0103m 2020 l\u00e0 s\u1ef1 thi\u1ebfu hi\u1ec3u bi\u1ebft v\u1ec1 c\u00f4ng ngh\u1ec7 v\u00e0 k\u1ebft qu\u1ea3 l\u00e0 S\u1ef1 thi\u1ebfu h\u1ee5t t\u00e0i n\u0103ng v\u1edbi c\u00e1c k\u1ef9 n\u0103ng bi\u1ec3u \u0111\u1ed3 c\u1ee5 th\u1ec3. Suy ngh\u0129 v\u1ec1 c\u00e1c v\u1ea5n \u0111\u1ec1 v\u1edbi t\u01b0 duy &#8216;m\u1ed1i quan h\u1ec7 \u0111\u1ea7u ti\u00ean&#8217; s\u1ebd gi\u00fap vi\u1ec7c \u00e1p d\u1ee5ng bi\u1ec3u \u0111\u1ed3 th\u00e0nh c\u00f4ng th\u00e0nh c\u00f4ng. Tr\u1ef1c ti\u1ebfpPatrick McFadin, VP quan h\u1ec7 nh\u00e0 ph\u00e1t tri\u1ec3n, DataStax<\/p>\n<p>&#8220;Vi\u1ec7c s\u1eed d\u1ee5ng gi\u1ecdng n\u00f3i s\u1ebd ti\u1ebfp t\u1ee5c b\u00f9ng n\u1ed5, nh\u01b0ng kh\u00f4ng ph\u1ea3i theo c\u00e1ch b\u1ea1n ngh\u0129. C\u00e1c tr\u1ee3 l\u00fd nh\u01b0 Alexa v\u00e0 Siri \u0111\u00e3 ph\u1ea7n n\u00e0o \u0111\u1ee9ng \u0111\u1ea7u nh\u01b0 m\u1ed9t tr\u1ea3i nghi\u1ec7m \u0111\u1ed9c l\u1eadp xung quanh nh\u1eefng th\u1ee9 nh\u01b0 \u00e2m nh\u1ea1c, podcast v\u00e0 th\u1eddi ti\u1ebft. B\u01b0\u1edbc \u0111\u1ed9t ph\u00e1 s\u1ebd l\u00e0 c\u00e1ch ch\u00ednh m\u00e0 ch\u00fang ta s\u1eed d\u1ee5ng gi\u1ecdng n\u00f3i s\u1ebd trong \u1ee9ng d\u1ee5ng c\u1ee7a ch\u00fang t\u00f4i, n\u00f3i cho \u1ee9ng d\u1ee5ng c\u1ee7a ch\u00fang t\u00f4i bi\u1ebft ph\u1ea3i l\u00e0m g\u00ec, v\u00ed d\u1ee5 nh\u01b0 \u0111\u1eb7t b\u1eefa t\u1ed1i, mua v\u00e9 xem phim ho\u1eb7c nghi\u00ean c\u1ee9u s\u1ea3n ph\u1ea9m. M\u1ecdi \u1ee9ng d\u1ee5ng s\u1ebd ph\u1ea3i \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf l\u1ea1i \u0111\u1ec3 tr\u1edf th\u00e0nh gi\u1ecdng n\u00f3i \u0111\u1ea7u ti\u00ean, gi\u1ed1ng nh\u01b0 t\u1ea5t c\u1ea3 ch\u00fang ta \u0111\u00e3 tr\u1edf th\u00e0nh \u0111i\u1ec7n tho\u1ea1i di \u0111\u1ed9ng tr\u01b0\u1edbc m\u1ed9t th\u1eadp k\u1ef7 tr\u01b0\u1edbc Gi\u00e1o s\u01b0, Gi\u00e1m \u0111\u1ed1c \u0111i\u1ec1u h\u00e0nh, WillowTree<\/p>\n<p>V\u00e0o n\u0103m 2020, c\u00e1c m\u00f4 h\u00ecnh machine learning c\u00f3 th\u1ec3 v\u01b0\u1ee3t ra ngo\u00e0i kh\u1ea3 n\u0103ng ph\u00e2n t\u00edch truy\u1ec1n th\u1ed1ng v\u00e0 c\u1ea3i thi\u1ec7n \u0111\u00e1ng k\u1ec3 ch\u1ee9c n\u0103ng d\u1ef1 \u0111o\u00e1n v\u00e0 ROI t\u1ed5ng th\u1ec3. V\u1edbi AI ti\u00ean ti\u1ebfn, ph\u1ea7n m\u1ec1m c\u00f3 th\u1ec3 ch\u1ee7 \u0111\u1ed9ng giao ti\u1ebfp v\u1edbi c\u00e1c lu\u1ed3ng d\u1eef li\u1ec7u tr\u1ef1c ti\u1ebfp v\u00e0 ph\u1ee5c v\u1ee5 cho tr\u00ed th\u00f4ng minh t\u1ea1i ho\u1eb7c g\u1ea7n ngu\u1ed3n, d\u1eabn \u0111\u1ebfn t\u0103ng n\u0103ng su\u1ea5t, hi\u1ec7u qu\u1ea3 v\u00e0 ti\u1ebft ki\u1ec7m chi ph\u00ed, Ti\u1ebft Ti\u1ebftSenthil Kumar, VP K\u1ef9 thu\u1eadt ph\u1ea7n m\u1ec1m, FogHorn<\/p>\n<p>Internet Internet c\u1ee7a v\u1ea1n v\u1eadt (IoT), th\u00f4ng qua c\u00e1c d\u1ecbch v\u1ee5 nh\u01b0 Echo v\u00e0 Siri, \u0111\u00e3 \u0111\u01b0\u1ee3c d\u00e2n ch\u1ee7 h\u00f3a v\u00e0 ph\u1ed5 bi\u1ebfn cho ng\u01b0\u1eddi ti\u00eau d\u00f9ng trong nh\u00e0. V\u00e0o n\u0103m 2020, IoT s\u1ebd \u0111\u01b0\u1ee3c d\u00e2n ch\u1ee7 h\u00f3a t\u1ea1i n\u01a1i l\u00e0m vi\u1ec7c v\u1edbi s\u1ef1 ra \u0111\u1eddi c\u1ee7a c\u00f4ng ngh\u1ec7 plug-and-play gi\u00e1 c\u1ea3 ph\u1ea3i ch\u0103ng, gi\u00fap c\u1ea3i thi\u1ec7n tr\u1ea3i nghi\u1ec7m v\u00e0 n\u0103ng su\u1ea5t c\u1ee7a ng\u01b0\u1eddi d\u00f9ng trong c\u00e1c cu\u1ed9c h\u1ecdp. AI s\u1ebd r\u1ea5t quan tr\u1ecdng cho qu\u00e1 tr\u00ecnh n\u00e0y\u201d-Oded Gal, CPO, zoom video Truy\u1ec1n th\u00f4ng<\/p>\n<p>GDPR v\u00e0 CCPA l\u00e0 kh\u1edfi \u0111\u1ea7u t\u1ed1t trong vi\u1ec7c \u0111i\u1ec1u ch\u1ec9nh d\u1eef li\u1ec7u, nh\u01b0ng c\u00e1c c\u00f4ng ty gi\u1ea3i ph\u00e1p d\u1eef li\u1ec7u v\u00e0 AI t\u1ed1t nh\u1ea5t s\u1ebd v\u01b0\u1ee3t xa c\u00e1c h\u01b0\u1edbng d\u1eabn \u0111\u00f3 v\u00e0 h\u1ee9a r\u1eb1ng m\u1ecdi d\u1eef li\u1ec7u c\u1ee7a ng\u01b0\u1eddi d\u00f9ng h\u1ecd thu th\u1eadp s\u1ebd \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 tr\u1ef1c ti\u1ebfp mang l\u1ea1i l\u1ee3i \u00edch cho nh\u1eefng ng\u01b0\u1eddi d\u00f9ng \u0111\u00f3. C\u00e1c t\u1ed5 ch\u1ee9c c\u00f3 th\u1ec3 th\u1ef1c hi\u1ec7n l\u1eddi h\u1ee9a \u0111\u00f3 s\u1ebd cung c\u1ea5p c\u00e1c gi\u1ea3i ph\u00e1p AI v\u00e0 d\u1eef li\u1ec7u thu th\u1eadp d\u1eef li\u1ec7u v\u1ec1 h\u00e0nh vi v\u00e0 b\u1ed1i c\u1ea3nh c\u1ee7a ng\u01b0\u1eddi d\u00f9ng, t\u01b0\u01a1ng quan h\u00e0nh \u0111\u1ed9ng c\u1ee7a ng\u01b0\u1eddi d\u00f9ng v\u1edbi k\u1ebft qu\u1ea3 t\u1ed1t nh\u1ea5t, sau \u0111\u00f3 d\u1ea1y cho ng\u01b0\u1eddi d\u00f9ng c\u00e1ch th\u1ef1c h\u00e0nh t\u1ed1t nh\u1ea5t v\u00e0 h\u1ecd s\u1ebd tinh ch\u1ec9nh c\u00e1c th\u1ef1c ti\u1ec5n \u0111\u00f3 v\u1edbi m\u1ed7i ng\u01b0\u1eddi d\u00f9ng Ki\u00eau v\u1ee5Jake Saper, \u0110\u1ed1i t\u00e1c, V\u1ed1n m\u1edbi n\u1ed5i<\/p>\n<p>V\u00e0o n\u0103m 2020, AI s\u1ebd \u0111\u00f3ng vai tr\u00f2 l\u1edbn h\u01a1n nhi\u1ec1u trong vi\u1ec7c th\u00fac \u0111\u1ea9y \u0111\u1ed1i tho\u1ea1i hai chi\u1ec1u v\u1edbi d\u1eef li\u1ec7u. AI th\u1ef1c hi\u1ec7n c\u00f4ng vi\u1ec7c n\u1eb7ng nh\u1ecdc, \u0111i s\u00e2u v\u00e0o d\u1eef li\u1ec7u v\u00e0 kh\u00e1m ph\u00e1 nh\u1eefng hi\u1ec3u bi\u1ebft s\u00e2u s\u1eafc (nh\u1eefng \u0111i\u1ec1u m\u00e0 c\u00e1c \u0111\u1ed9i th\u1eadm ch\u00ed kh\u00f4ng bi\u1ebft \u0111\u1ec3 t\u00ecm ki\u1ebfm \u1edf n\u01a1i \u0111\u1ea7u ti\u00ean). Theo th\u1eddi gian, AI c\u00f3 th\u1ec3 t\u00ecm hi\u1ec3u nh\u1eefng g\u00ec mang l\u1ea1i l\u1ee3i \u00edch cho ng\u01b0\u1eddi d\u00f9ng cu\u1ed1i v\u00e0 ph\u1ee5c v\u1ee5 t\u00ecm ki\u1ebfm ph\u00f9 h\u1ee3p. N\u00f3 ti\u1ebfp t\u1ee5c m\u1ed9t s\u1ef1 h\u00e0i h\u00f2a c\u00f3 th\u1ec3 t\u1ed3n t\u1ea1i gi\u1eefa con ng\u01b0\u1eddi v\u00e0 m\u00e1y m\u00f3c, t\u1eadp h\u1ee3p nh\u1eefng \u0111i\u1ec3m m\u1ea1nh c\u1ee7a s\u1ef1 s\u00e1ng t\u1ea1o v\u00e0 b\u1ed1i c\u1ea3nh c\u1ee7a con ng\u01b0\u1eddi, v\u1edbi s\u1ee9c m\u1ea1nh v\u00e0 quy m\u00f4 c\u1ee7a m\u00e1y m\u00f3c. AI c\u00f3 th\u1ec3 l\u1ea5p \u0111\u1ea7y m\u1ed9t kho\u1ea3ng tr\u1ed1ng t\u00e0i nguy\u00ean, v\u1edbi t\u01b0 c\u00e1ch l\u00e0 tr\u1ee3 l\u00fd &#8216;lu\u00f4n lu\u00f4n s\u1eb5n s\u00e0ng&#8217;, gi\u1ea3i ph\u00f3ng c\u00e1c nh\u00f3m cho c\u00e1c nhi\u1ec7m v\u1ee5 s\u00e1ng t\u1ea1o v\u00e0 c\u00f3 gi\u00e1 tr\u1ecb cao h\u01a1n, CHUY\u1ec6NJohn Bates, Gi\u00e1m \u0111\u1ed1c qu\u1ea3n l\u00fd s\u1ea3n ph\u1ea9m, Adobe Analytics<\/p>\n<p>\u201c V\u1edbi s\u1ef1 tr\u1ed7i d\u1eady c\u1ee7a t\u1ef1 \u0111\u1ed9ng h\u00f3a \u0111\u1ec3 th\u1ef1c hi\u1ec7n ng\u00e0y \u0111\u1ec3 ch\u1ee9c n\u0103ng kinh doanh ng\u00e0y, t\u1eadn d\u1ee5ng AI n\u00e2ng cao kh\u1ea3 n\u0103ng c\u1ee7a con ng\u01b0\u1eddi s\u1ebd ti\u1ebfp t\u1ee5c l\u00e0 m\u1ed9t s\u1ef1 c\u00e2n b\u1eb1ng tinh t\u1ebf. D\u00f9 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 t\u1ef1 \u0111\u1ed9ng h\u00f3a c\u00e1c nhi\u1ec7m v\u1ee5 l\u1eb7p \u0111i l\u1eb7p l\u1ea1i (d\u1eef li\u1ec7u chu\u1ea9n b\u1ecb, vv) ho\u1eb7c \u0111\u01b0\u1eddng \u1ed1ng k\u1ebft n\u1ed1i th\u00f4ng qua th\u00f4ng tin theo ng\u1eef c\u1ea3nh t\u1eeb b\u1ea1n v\u00e0 \u0111\u1ed3ng nghi\u1ec7p c\u1ee7a b\u1ea1n, AI s\u1ebd b\u1eaft \u0111\u1ea7u th\u00e2m nh\u1eadp v\u00e0o m\u1ecdi l\u0129nh v\u1ef1c c\u1ee7a ch\u1ee9c n\u0103ng kinh doanh\u201d-Laurent c\u00f4 d\u00e2u, CTO v\u00e0 COO, Talend<\/p>\n<p>V\u00e0o n\u0103m 2020, Th\u1eed nghi\u1ec7m Turing \u0111\u01b0\u1ee3c th\u00f4ng qua m\u1ed9t c\u00e1ch d\u1ee9t kho\u00e1t, v\u00e0 s\u1ef1 k\u1ebft h\u1ee3p m\u1ea1nh m\u1ebd gi\u1eefa c\u00e1c video s\u00e2u v\u00e0 c\u00e1c chatbot tr\u00f2 chuy\u1ec7n mang l\u1ea1i s\u1ef1 v\u00eanh vang l\u1edbn nh\u01b0 AI c\u1ee7a con ng\u01b0\u1eddi. Nh\u1eefng AI nh\u00e2n t\u1eeb n\u00e0y ti\u1ebfn v\u00e0o d\u1ecbch v\u1ee5 kh\u00e1ch h\u00e0ng, mua s\u1eafm v\u00e0 ch\u0103m s\u00f3c s\u1ee9c kh\u1ecfe. H\u1ecd c\u00f3 m\u1ed9t b\u01b0\u1edbc ngo\u1eb7t \u0111en t\u1ed1i h\u01a1n \u0111\u1ed1i v\u1edbi ph\u01b0\u01a1ng ti\u1ec7n truy\u1ec1n th\u00f4ng x\u00e3 h\u1ed9i, an ninh \u0111en v\u00e0 c\u00e1c chi\u1ebfn d\u1ecbch ch\u00ednh tr\u1ecb. Cu\u1ed1i c\u00f9ng, ch\u00fang t\u00f4i kh\u00f4ng bi\u1ebft s\u1ef1 kh\u00e1c bi\u1ec7t gi\u1eefa con ng\u01b0\u1eddi h\u00e0nh \u0111\u1ed9ng gi\u1ea3 v\u00e0 gi\u1ea3 m\u1ea1o con ng\u01b0\u1eddi\u201d-Nick Caldwell, Gi\u00e1m \u0111\u1ed1c s\u1ea3n ph\u1ea9m, Looker<\/p>\n<p>&#8220;V\u00e0o n\u0103m 2020, c\u00e1c c\u00f4ng ty s\u1ebd nh\u1eadn ra r\u1eb1ng h\u1ecd \u0111ang h\u1ea1n ch\u1ebf s\u1ef1 hi\u1ec3u bi\u1ebft v\u1ec1 h\u00e0nh vi c\u1ee7a kh\u00e1ch h\u00e0ng b\u1eb1ng c\u00e1ch ch\u1ec9 xem x\u00e9t vi\u1ec7c ra quy\u1ebft \u0111\u1ecbnh h\u1ee3p l\u00fd \u0111\u01b0\u1ee3c k\u00edch ho\u1ea1t b\u1edfi c\u00f4ng ngh\u1ec7 d\u1ef1a tr\u00ean th\u1ef1c t\u1ebf d\u1ef1a tr\u00ean AI. \u0110i\u1ec1u c\u00f2n thi\u1ebfu l\u00e0 con ng\u01b0\u1eddi, c\u1ed1t l\u00f5i c\u1ee7a vi\u1ec7c ra quy\u1ebft \u0111\u1ecbnh l\u00e0 c\u1ea3m x\u00fac. v\u1ec1 ph\u00eda tr\u01b0\u1edbc, c\u00e1c c\u00f4ng ty ph\u1ea3i h\u1ecdc c\u00e1ch c\u00e2n b\u1eb1ng vi\u1ec7c s\u1eed d\u1ee5ng Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o v\u1edbi Nh\u00e2n lo\u1ea1i nh\u00e2n t\u1ea1o, \u0111i\u1ec1u n\u00e0y gi\u1ea3i th\u00edch cho c\u00e1c tr\u00ecnh \u0111i\u1ec1u khi\u1ec3n c\u1ea3m x\u00fac v\u00e0 \u0111\u00f4i khi kh\u00f4ng h\u1ee3p l\u00fd \u0111\u1eb1ng sau vi\u1ec7c ra quy\u1ebft \u0111\u1ecbnh c\u1ee7a con ng\u01b0\u1eddi. C\u00e1c c\u00f4ng ty s\u1ebd t\u00ecm ra c\u00e1ch s\u1eed d\u1ee5ng AI h\u1ee3p l\u1ec7 v\u00e0 c\u00f3 gi\u00e1 tr\u1ecb trong l\u00fd do d\u1ef1a tr\u00ean th\u1ef1c t\u1ebf, v\u00e0 s\u1ef1 c\u1ea7n thi\u1ebft ph\u1ea3i c\u00e2n b\u1eb1ng \u0111i\u1ec1u n\u00e0y v\u1edbi vi\u1ec7c t\u1ea1o ra c\u00e1c m\u1ed1i li\u00ean k\u1ebft c\u1ea3m x\u00fac th\u00f4ng qua c\u00e1c t\u01b0\u01a1ng t\u00e1c c\u1ee7a con ng\u01b0\u1eddi &#8220;.ModMatt Matsui, Gi\u00e1m \u0111\u1ed1c s\u1ea3n ph\u1ea9m, Calabrio<\/p>\n<p>100% AI \u0111ang th\u00fac \u0111\u1ea9y s\u1ef1 thay \u0111\u1ed5i m\u00f4 h\u00ecnh trong ph\u1ea7n m\u1ec1m v\u00e0 r\u1ed9ng h\u01a1n l\u00e0 c\u00e1ch c\u00e1c doanh nghi\u1ec7p trong c\u00e1c ng\u00e0nh c\u00f4ng nghi\u1ec7p cung c\u1ea5p tr\u1ea3i nghi\u1ec7m k\u1ef9 thu\u1eadt s\u1ed1. H\u01b0\u1edbng \u0111\u1ebfn n\u0103m 2020 v\u00e0 h\u01a1n th\u1ebf n\u1eefa, c\u00e1c c\u00f4ng ty s\u1ebd tr\u1edf n\u00ean c\u00f3 t\u01b0 duy ti\u1ebfn b\u1ed9 h\u01a1n b\u1eb1ng c\u00e1ch thi\u1ebft k\u1ebf tr\u1ea3i nghi\u1ec7m c\u1ee7a kh\u00e1ch h\u00e0ng v\u1edbi t\u01b0 duy &#8216;\u0111\u1ea7u ti\u00ean l\u00e0 AI&#8217; v\u01b0\u1ee3t ra ngo\u00e0i vi\u1ec7c t\u1ef1 \u0111\u1ed9ng h\u00f3a c\u00e1c c\u00f4ng c\u1ee5 cho c\u00e1c nhi\u1ec7m v\u1ee5 c\u1ee5 th\u1ec3 ho\u1eb7c th\u00eam c\u00e1c t\u00ednh n\u0103ng &#8216;th\u00f4ng minh&#8217; v\u00e0o ph\u1ea7n m\u1ec1m truy\u1ec1n th\u1ed1ng, m\u00e0 t\u1eadn d\u1ee5ng AI nh\u01b0 m\u1ed9t \u0111\u1ed1i t\u00e1c gi\u1ea3i quy\u1ebft v\u1ea5n \u0111\u1ec1 Gi\u00e1o d\u1ee5c tr\u1ef1c ti\u1ebfp, Ph\u00f3 ch\u1ee7 t\u1ecbch k\u1ef9 thu\u1eadt, Adobe Sensei<\/p>\n<p>Ch\u00fang t\u00f4i hy v\u1ecdng s\u1ebd th\u1ea5y vi\u1ec7c s\u1eed d\u1ee5ng AI t\u0103ng t\u1ed1c v\u00e0o n\u0103m 2020, khi c\u00e1c c\u00f4ng ty ng\u00e0y c\u00e0ng s\u1eed d\u1ee5ng d\u1eef li\u1ec7u h\u1ecd thu th\u1eadp \u0111\u1ec3 x\u00e2y d\u1ef1ng v\u00e0 tri\u1ec3n khai c\u00e1c m\u00f4 h\u00ecnh AI cung c\u1ea5p n\u0103ng l\u01b0\u1ee3ng cho c\u00e1c d\u1ecbch v\u1ee5 m\u1edbi v\u00e0 t\u1ea1o ra nh\u1eefng hi\u1ec3u bi\u1ebft kinh doanh m\u1edbi. N\u1ebfu h\u1ecd hy v\u1ecdng gi\u1eef cho c\u00e1c c\u00f4ng ty n\u00e0y h\u00e0i l\u00f2ng, c\u00e1c trung t\u00e2m d\u1eef li\u1ec7u c\u1ea7n \u0111\u00e1p \u1ee9ng, kh\u00f4ng ch\u1ec9 v\u1edbi c\u00e1c m\u1ea1ng v\u00e0 m\u00e1y ch\u1ee7 nhanh h\u01a1n trong c\u00e1c trung t\u00e2m d\u1eef li\u1ec7u c\u1ed1t l\u00f5i c\u1ee7a h\u1ecd, m\u00e0 c\u1ea3 c\u00e1c trung t\u00e2m d\u1eef li\u1ec7u c\u1ea1nh cho ph\u00e9p tri\u1ec3n khai c\u00e1c m\u00f4 h\u00ecnh AI g\u1ea7n h\u01a1n v\u1edbi ng\u01b0\u1eddi d\u00f9ng cu\u1ed1i. V\u00e0o n\u0103m 2020, ch\u00fang t\u00f4i hy v\u1ecdng ch\u1ee7 s\u1edf h\u1eefu v\u00e0 nh\u00e0 \u0111i\u1ec1u h\u00e0nh trung t\u00e2m d\u1eef li\u1ec7u s\u1ebd ng\u00e0y c\u00e0ng t\u1eadp trung v\u00e0o c\u00e1ch h\u1ecd c\u00f3 th\u1ec3 cung c\u1ea5p hi\u1ec7u su\u1ea5t m\u00e0 kh\u00e1ch h\u00e0ng c\u1ee7a h\u1ecd c\u1ea7n cho c\u00e1c d\u1ecbch v\u1ee5 \u0111\u00e1m m\u00e2y h\u1ed7 tr\u1ee3 AI, CHUY\u1ec6NJohn Schmidt, VP, Cloud Hyperscale Solutions, CommScope<\/p>\n<p>V\u00e0o n\u0103m 2020, vi\u1ec7c t\u1eadp trung v\u00e0o ph\u00e2n t\u00edch s\u1ebd \u0111\u01b0\u1ee3c th\u00fac \u0111\u1ea9y b\u1edfi \u00e1p l\u1ef1c tu\u00e2n th\u1ee7 v\u00e0 quy \u0111\u1ecbnh gia t\u0103ng, r\u1ee7i ro t\u1eeb vi ph\u1ea1m d\u1eef li\u1ec7u v\u00e0 ransomware v\u00e0 nhu c\u1ea7u ph\u00e2n lo\u1ea1i d\u1eef li\u1ec7u ch\u00ednh x\u00e1c cho c\u00e1c d\u1ef1 \u00e1n Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o v\u00e0 Machine learning. Kh\u00f4ng c\u00f3 d\u1eef li\u1ec7u gi\u00e1 tr\u1ecb &#8216;s\u1ea1ch&#8217;, c\u00e1c d\u1ef1 \u00e1n AI v\u00e0 ML \u0111\u00f3 s\u1ebd v\u1ea5p ng\u00e3. T\u00f4i hy v\u1ecdng s\u1ebd c\u00f3 nhi\u1ec1u doanh nghi\u1ec7p \u0111\u1ea1t \u0111\u01b0\u1ee3c \u0111i\u1ec3m n\u00e0y trong &#8216;s\u1ef1 tr\u01b0\u1edfng th\u00e0nh d\u1eef li\u1ec7u&#8217; c\u1ee7a h\u1ecd, n\u01a1i c\u00e1c d\u1ef1 \u00e1n ph\u00e2n t\u00edch \u0111\u01b0\u1ee3c \u01b0u ti\u00ean h\u00e0ng \u0111\u1ea7u &#8211; Matt Tyrer, Nh\u00e0 truy\u1ec1n gi\u00e1o c\u00f4ng ngh\u1ec7, Commvault<\/p>\n<p>Ti\u1ec1m n\u0103ng ti\u1ec1m n\u0103ng l\u1edbn nh\u1ea5t \u0111\u1ed1i v\u1edbi AI kh\u00f4ng ph\u1ea3i l\u00e0 tr\u00ed th\u00f4ng minh &#8216;nh\u00e2n t\u1ea1o&#8217; m\u00e0 l\u00e0 &#8216;t\u0103ng c\u01b0\u1eddng&#8217;. L\u00e0m th\u1ebf n\u00e0o ch\u00fang ta c\u00f3 th\u1ec3 thi\u1ebft k\u1ebf v\u00e0 l\u00e0m cho tr\u00ed th\u00f4ng minh c\u1ee7a m\u00e1y c\u00f3 th\u1ec3 truy c\u1eadp \u0111\u1ec3 n\u00f3 c\u00f3 th\u1ec3 gi\u00fap ch\u00fang ta \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh v\u00e0 h\u00e0nh \u0111\u1ed9ng t\u1ed1i \u01b0u? Khi ch\u00fang ta cho tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o ng\u1ed3i v\u00e0o b\u00e0n v\u1edbi nh\u1eefng ng\u01b0\u1eddi \u0111a d\u1ea1ng kh\u00e1c, ch\u00fang ta s\u1ebd t\u0103ng hi\u1ec7u su\u1ea5t c\u1ee7a \u0111\u1ed9i. Ch\u00fang ta ch\u1ec9 m\u1edbi b\u1eaft \u0111\u1ea7u kh\u00e1m ph\u00e1 ti\u1ec1m n\u0103ng c\u1ee7a tr\u00ed th\u00f4ng minh t\u0103ng c\u01b0\u1eddng &#8211; Loni Stark, Gi\u00e1m \u0111\u1ed1c c\u1ea5p cao, N\u1ed9i dung &amp; Th\u01b0\u01a1ng m\u1ea1i, Adobe<\/p>\n<p>N\u0103m 2020 s\u1ebd v\u1ec1 cu\u1ed1i c\u00f9ng t\u1ea1o ra tr\u1ea3i nghi\u1ec7m trong cu\u1ed9c h\u1ecdp th\u00edch \u1ee9ng nh\u01b0 tr\u1ea3i nghi\u1ec7m tr\u01b0\u1edbc cu\u1ed9c g\u1ecdi. \u0110\u1ed1i v\u1edbi ng\u01b0\u1eddi d\u00f9ng, \u0111i\u1ec1u \u0111\u00f3 c\u00f3 ngh\u0129a l\u00e0 \u0111\u1ea3m b\u1ea3o \u0111\u00fang ng\u01b0\u1eddi l\u1ea5y \u0111\u00fang tr\u1ecdng t\u00e2m, ng\u01b0\u1eddi d\u00f9ng lu\u00f4n c\u00f3 th\u00f4ng tin ph\u00f9 h\u1ee3p tr\u01b0\u1edbc m\u1eb7t h\u1ecd v\u00e0o \u0111\u00fang th\u1eddi \u0111i\u1ec3m v\u00e0 m\u1ecdi ng\u01b0\u1eddi \u0111\u1ec1u c\u00f3 th\u1ec3 \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh n\u0103ng \u0111\u1ed9ng h\u01a1n nhanh h\u01a1n. T\u1eeb g\u00f3c \u0111\u1ed9 c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng, \u0111i\u1ec1u \u0111\u00f3 c\u00f3 ngh\u0129a l\u00e0 thu th\u1eadp th\u00f4ng tin tr\u00ean v\u00f4 s\u1ed1 h\u1ec7 th\u1ed1ng v\u00e0 \u00e1p d\u1ee5ng n\u00f3 v\u00e0o nhu c\u1ea7u trong t\u01b0\u01a1ng lai b\u1eb1ng c\u00e1ch t\u1eadn d\u1ee5ng AI \u0111\u1ec3 \u0111i\u1ec1u ch\u1ec9nh d\u1ef1a tr\u00ean h\u00e0nh vi d\u1ef1 \u0111o\u00e1n, CHUY\u1ec6NJordan Owens, VP c\u1ee7a ki\u1ebfn tr\u00fac, Pexip<\/p>\n<p>Nh\u1eefng g\u00ec th\u1ebf gi\u1edbi \u0111ang g\u1ecdi AI ng\u00e0y nay s\u1ebd ph\u00e2n chia th\u00e0nh m\u1ed9t s\u1ed1 l\u0129nh v\u1ef1c v\u00e0o n\u0103m 2020, m\u00e0 m\u1ed9t ng\u01b0\u1eddi n\u00e0o \u0111\u00f3 trong ti\u1ebfp th\u1ecb ch\u1eafc ch\u1eafn s\u1ebd t\u1ea1o ra nh\u1eefng c\u00e1i t\u00ean s\u00e1ng gi\u00e1 h\u01a1n cho. Ch\u00fang bao g\u1ed3m: T\u1ef1 \u0111\u1ed9ng h\u00f3a qu\u00e1 tr\u00ecnh robot (RPA); k\u1ef9 thu\u1eadt t\u00ednh n\u0103ng t\u1ef1 \u0111\u1ed9ng v\u00e0 l\u1ef1a ch\u1ecdn; nh\u1eadn th\u1ee9c AI, \u0111\u00f3 l\u00e0 t\u1ef1 \u0111\u1ed9ng h\u00f3a v\u00e0 s\u00e0ng l\u1ecdc nh\u1eadn th\u1ee9c v\u1eadt l\u00fd; v\u00e0 ph\u00e2n b\u1ed5 ngu\u1ed3n l\u1ef1c AI, s\u1ef1 k\u1ebft h\u1ee3p c\u1ee7a c\u00e1c c\u00f4ng ngh\u1ec7 t\u1ed1i \u01b0u h\u00f3a \u0111\u1ec3 c\u1ea3m nh\u1eadn v\u00e0 \u0111\u00e1p \u1ee9ng c\u00e1c nhu c\u1ea7u trong th\u1eddi gian th\u1ef1c, th\u1eddi gian th\u1eddi gian th\u1ef1c, Tr\u01b0\u1edfng nh\u00f3m th\u1ef1c h\u00e0nh, T\u01b0 v\u1ea5n th\u00f4ng minh c\u00f4ng nghi\u1ec7p, Teradata<\/p>\n<p>&#8220;\u0110\u1ed1i v\u1edbi Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o, ch\u1ec9 v\u00ec d\u1eef li\u1ec7u t\u1ed3n t\u1ea1i trong m\u1ed9t t\u1ed5 ch\u1ee9c kh\u00f4ng c\u00f3 ngh\u0129a l\u00e0 d\u1eef li\u1ec7u \u1edf d\u1ea1ng c\u00f3 th\u1ec3 chuy\u1ec3n nh\u01b0\u1ee3ng \u0111\u01b0\u1ee3c. 2020 l\u00e0 n\u0103m m\u00e0 c\u00e1c doanh nghi\u1ec7p s\u1ebd b\u1eaft \u0111\u1ea7u hi\u1ec3u r\u1eb1ng d\u1eef li\u1ec7u c\u1ee7a h\u1ecd kh\u00f4ng s\u1eb5n s\u00e0ng cho AI, k\u1ebft xu\u1ea5t doanh nghi\u1ec7p c\u1ee7a h\u1ecd x\u1eed l\u00fd kh\u00f4ng hi\u1ec7u qu\u1ea3, kh\u00f4ng hi\u1ec7u qu\u1ea3 ho\u1eb7c kh\u00f4ng ch\u00ednh x\u00e1c &#8220;, \u0111i\u1ec1u \u0111\u00f3, CEO, Soft Robotics<\/p>\n<p>M\u1ed9t s\u1ef1 m\u1edf r\u1ed9ng l\u1edbn cho Internet v\u1ea1n v\u1eadt v\u00e0 xu h\u01b0\u1edbng ng\u00e0y c\u00e0ng t\u0103ng c\u1ee7a thi\u1ebft b\u1ecb ph\u1ea7n m\u1ec1m s\u1ebd t\u1eadp trung gia t\u0103ng v\u00e0o d\u1eef li\u1ec7u chu\u1ed7i th\u1eddi gian v\u00e0o n\u0103m 2020. Xe h\u01a1i th\u00f4ng minh v\u00e0 m\u00e1y k\u1ebft n\u1ed1i internet \u0111ang b\u1eaft \u0111\u1ea7u t\u1ea1o ra kh\u1ed1i l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c \u0111\u00f3ng d\u1ea5u th\u1eddi gian m\u00e0 c\u00e1c c\u00f4ng ty c\u1ea7n thu th\u1eadp v\u00e0 ph\u00e2n t\u00edch, trong khi c\u00e1c chi\u1ebfn l\u01b0\u1ee3c \u0111o l\u01b0\u1eddng v\u00e0 gi\u00e1m s\u00e1t ph\u1ea7n m\u1ec1m m\u1edbi \u0111\u00e3 t\u1ea1o ra c\u00e1c b\u1ea3n ghi l\u1edbn c\u00e1c s\u1ef1 ki\u1ec7n c\u1ea7n x\u1eed l\u00fd t\u01b0\u01a1ng t\u1ef1. Nh\u1eefng xu h\u01b0\u1edbng n\u00e0y chi\u1ebfm ph\u1ea7n l\u1edbn nh\u1ea5t trong t\u0103ng tr\u01b0\u1edfng d\u1eef li\u1ec7u hi\u1ec7n nay v\u00e0 d\u1eef li\u1ec7u t\u1eeb c\u00e1c ngu\u1ed3n n\u00e0y lu\u00f4n c\u00f3 y\u1ebfu t\u1ed1 c\u1ed1t l\u00f5i l\u00e0 th\u1eddi gian r\u1ea5t quan tr\u1ecdng \u0111\u1ed1i v\u1edbi b\u1ea5t k\u1ef3 ph\u00e2n t\u00edch c\u00f3 \u00fd ngh\u0129a n\u00e0o. Nhi\u1ec1u doanh nghi\u1ec7p s\u1ebd nh\u1eadn ra r\u1eb1ng h\u1ecd c\u1ea7n m\u1ed9t chi\u1ebfn l\u01b0\u1ee3c c\u1ee5 th\u1ec3 cho d\u1eef li\u1ec7u chu\u1ed7i th\u1eddi gian \u0111\u1ec3 l\u01b0\u1ee3m l\u1eb7t to\u00e0n b\u1ed9 gi\u00e1 tr\u1ecb ti\u1ec1m n\u0103ng kinh doanh c\u1ee7a m\u00ecnh L\u00caNHEvan Kaplan, CEO, InfluxData<\/p>\n<p>Ph\u1ea7n m\u1ec1m AI AI b\u1ecb \u0111\u00e1nh gi\u00e1 th\u1ea5p v\u00e0 qu\u00e1 c\u01b0\u1eddng \u0111i\u1ec7u \u1edf ch\u1ed7 n\u00f3 c\u00f3 th\u1ec3 bi\u1ebfn \u0111\u1ed5i cho m\u1ed9t doanh nghi\u1ec7p, nh\u01b0ng c\u00e1c nh\u00e0 l\u00e3nh \u0111\u1ea1o kh\u00f4ng ch\u1eafc ch\u1eafn l\u00e0m th\u1ebf n\u00e0o \u0111\u1ec3 s\u1eed d\u1ee5ng t\u1ed1t nh\u1ea5t t\u1eeb n\u00f3. CIO n\u00ean \u0111\u00e1nh gi\u00e1 nh\u1eefng quy tr\u00ecnh n\u00e0o c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c t\u1ef1 \u0111\u1ed9ng h\u00f3a \u0111\u1ec3 gi\u1ea3i ph\u00f3ng th\u1eddi gian cho ng\u01b0\u1eddi lao \u0111\u1ed9ng \u0111\u1ec3 cung c\u1ea5p nh\u1eefng hi\u1ec3u bi\u1ebft s\u00e2u s\u1eafc h\u01a1n cho doanh nghi\u1ec7p. C\u00e1c c\u00f4ng ngh\u1ec7 nh\u01b0 AI c\u0169ng s\u1ebd m\u1edf r\u1ed9ng c\u00e1c t\u00ednh n\u0103ng ph\u1ea7n m\u1ec1m ch\u01b0a \u0111\u01b0\u1ee3c kh\u00e1m ph\u00e1. Nh\u1eefng c\u00f4ng ty cho ph\u00e9p c\u00e1c c\u00f4ng ty SaaS cung c\u1ea5p chi ph\u00ed giao h\u00e0ng th\u1ea5p h\u01a1n s\u1ebd ki\u1ec3m so\u00e1t th\u1ecb tr\u01b0\u1eddng khi s\u1ef1 tr\u01b0\u1edfng th\u00e0nh trong kh\u00f4ng gian v\u00e0 c\u1ea1nh tranh ng\u00e0y c\u00e0ng t\u0103ng tr\u00ean \u0111\u01b0\u1eddng ph\u1ed1 NottKarl Mosgofian, CIO, Gainsight<\/p>\n<p>Khi AI ph\u00e1t tri\u1ec3n, n\u00f3 s\u1ebd s\u1edbm tr\u1edf th\u00e0nh \u0111i\u1ec3m v\u00e0o d\u1ef1 ki\u1ebfn cho c\u00e1c ti\u00eau chu\u1ea9n c\u00f4ng ngh\u1ec7 c\u1ee7a trung t\u00e2m li\u00ean l\u1ea1c. Ngo\u00e0i ra, AI s\u1ebd c\u00f3 th\u1ec3 truy c\u1eadp v\u00e0 t\u1eadn d\u1ee5ng b\u1edfi c\u1ea3 trung t\u00e2m li\u00ean l\u1ea1c nh\u1ecf h\u01a1n v\u00e0 trung t\u00e2m li\u00ean l\u1ea1c l\u1edbn. AI c\u0169ng s\u1ebd b\u1eaft \u0111\u1ea7u t\u00edch h\u1ee3p v\u1edbi c\u00e1c gi\u1ea3i ph\u00e1p omnichannel \u0111\u1ec3 gi\u1ea3i quy\u1ebft ngay c\u00e1c c\u00e2u h\u1ecfi \/ nhu c\u1ea7u c\u1ee7a ng\u01b0\u1eddi ti\u00eau d\u00f9ng. Tuy nhi\u00ean, s\u1ef1 thay \u0111\u1ed5i l\u1edbn nh\u1ea5t trong vi\u1ec7c s\u1eed d\u1ee5ng AI d\u1ef1 ki\u1ebfn s\u1ebd \u0111\u1ebfn t\u1eeb ng\u00e0nh c\u00f4ng nghi\u1ec7p b\u1ed9 s\u01b0u t\u1eadp v\u00ec c\u00f3 v\u1ebb nh\u01b0 v\u1eeba b\u1eaft k\u1ecbp v\u00e0 t\u1ef1 \u0111\u1ed9ng tu\u00e2n th\u1ee7 c\u00e1c quy \u0111\u1ecbnh thay \u0111\u1ed5i li\u00ean t\u1ee5c c\u1ee7a FCC, ngay l\u1eadp t\u1ee9c, c\u00e1c nh\u00e0 s\u00e1ng l\u1eadp v\u00e0 CTO, TCN , TCN , TCN<\/p>\n<p>Sau khi AI v\u00e0 d\u1eef li\u1ec7u tr\u1edf n\u00ean t\u1eadp trung, c\u00e1c nh\u00e0 s\u1ea3n xu\u1ea5t bu\u1ed9c ph\u1ea3i tr\u1ea3 ph\u00ed kh\u1ed5ng l\u1ed3 cho c\u00e1c nh\u00e0 cung c\u1ea5p <a class=\"iblink\" href=\"\/blog\/tag\/cloud-computing\/\">\u0111i\u1ec7n to\u00e1n \u0111\u00e1m m\u00e2y<\/a> h\u00e0ng \u0111\u1ea7u \u0111\u1ec3 truy c\u1eadp d\u1eef li\u1ec7u \u0111ang duy tr\u00ec ho\u1ea1t \u0111\u1ed9ng c\u1ee7a h\u1ec7 th\u1ed1ng. Do \u0111\u00f3, c\u00e1c tuy\u1ebfn m\u1edbi \u0111\u1ec3 \u0111\u00e0o t\u1ea1o AI c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c tri\u1ec3n khai v\u00e0 c\u1ea3i ti\u1ebfn \u1edf r\u00eca s\u1ebd tr\u1edf n\u00ean ph\u1ed5 bi\u1ebfn h\u01a1n. Khi ch\u00fang ta b\u01b0\u1edbc sang n\u0103m m\u1edbi, ng\u00e0y c\u00e0ng nhi\u1ec1u nh\u00e0 s\u1ea3n xu\u1ea5t s\u1ebd b\u1eaft \u0111\u1ea7u chuy\u1ec3n sang c\u1ea1nh \u0111\u1ec3 t\u1ea1o d\u1eef li\u1ec7u, gi\u1ea3m thi\u1ec3u c\u00e1c v\u1ea5n \u0111\u1ec1 v\u1ec1 \u0111\u1ed9 tr\u1ec5 v\u00e0 gi\u1ea3m ph\u00ed \u0111\u00e1m m\u00e2y l\u1edbn. B\u1eb1ng c\u00e1ch v\u1eadn h\u00e0nh AI \u1edf nh\u1eefng n\u01a1i c\u1ea7n thi\u1ebft (\u1edf r\u00eca), c\u00e1c nh\u00e0 s\u1ea3n xu\u1ea5t c\u00f3 th\u1ec3 duy tr\u00ec quy\u1ec1n s\u1edf h\u1eefu d\u1eef li\u1ec7u c\u1ee7a h\u1ecd, CHUY\u1ec6Nax Versax, Ti\u1ebfn s\u0129, Gi\u00e1m \u0111\u1ed1c \u0111i\u1ec1u h\u00e0nh \u0111\u1ed3ng s\u00e1ng l\u1eadp, Neurala<\/p>\n<p>\u201c Trong n\u0103m 2020, ch\u00fang t\u00f4i s\u1ebd b\u1eaft \u0111\u1ea7u tung ra c\u00e1c gi\u1edbi h\u1ea1n c\u1ee7a s\u1ee9c m\u1ea1nh t\u00ednh to\u00e1n <a class=\"iblink\" href=\"\/blog\/tag\/deep-learning\/\">Deep Learning<\/a>. Khi Lu\u1eadt Moore ch\u1eadm l\u1ea1i, c\u00e1c c\u00f4ng ty s\u1ebd c\u1ea1n ki\u1ec7t t\u00e0i nguy\u00ean \u0111i\u1ec7n to\u00e1n cho c\u00e1c nhi\u1ec7m v\u1ee5 AI ph\u1ee9c t\u1ea1p. Thay v\u00ec ch\u1ec9 n\u00e9m th\u00eam GPU v\u00e0o m\u1ed9t v\u1ea5n \u0111\u1ec1, ch\u00fang ta s\u1ebd ph\u1ea3i suy ngh\u0129 v\u1ec1 vi\u1ec7c t\u1ed1i \u01b0u h\u00f3a v\u00e0 s\u1eed d\u1ee5ng c\u00e1c t\u00e0i nguy\u00ean m\u00e0 ch\u00fang ta c\u00f3 theo c\u00e1ch hi\u1ec7u qu\u1ea3 nh\u1ea5t, CHUY\u1ec6NOmri Geller, \u0110\u1ed3ng s\u00e1ng l\u1eadp v\u00e0 CEO, Run.AI<\/p>\n<p>V\u00e0o n\u0103m 2020, ch\u00fang ta s\u1ebd th\u1ea5y s\u1ef1 t\u00edch h\u1ee3p c\u1ee7a AI \u0111\u00e0m tho\u1ea1i n\u1ed5i l\u00ean nh\u01b0 m\u1ed9t \u01b0u ti\u00ean h\u00e0ng \u0111\u1ea7u cho nh\u1eefng ng\u01b0\u1eddi trong b\u1ed9 ph\u1ea7n m\u1ec1m c. \u0110i\u1ec1u n\u00e0y theo d\u00f5i nhu c\u1ea7u Accdvisor \u0111\u00e3 th\u1ea5y t\u1eeb c\u00e1c kh\u00e1ch h\u00e0ng trong b\u1ed9 C, nh\u1eefng ng\u01b0\u1eddi quan t\u00e2m \u0111\u1ebfn vi\u1ec7c k\u1ebft h\u1ee3p c\u00e1c c\u00f4ng ngh\u1ec7 AI \u0111\u00e0m tho\u1ea1i v\u00e0o c\u00e1c m\u00f4 h\u00ecnh kinh doanh c\u1ee7a h\u1ecd. Nghi\u00ean c\u1ee9u t\u01b0\u01a1ng t\u1ef1 c\u0169ng tr\u00edch d\u1eabn cam k\u1ebft do C-suite d\u1eabn \u0111\u1ea7u l\u00e0 \u0111i\u1ec1u c\u1ea7n thi\u1ebft \u0111\u1ec3 nh\u00e2n r\u1ed9ng AI \u0110i\u00ean, L\u00edtetia Cailleteau, Tr\u01b0\u1edfng nh\u00f3m \u0111\u00e0m tho\u1ea1i to\u00e0n c\u1ea7u AI t\u1ea1i Accergy v\u00e0 l\u00e0 ng\u01b0\u1eddi s\u00e1ng l\u1eadp c\u1ee7a London Liquid Studios<\/p>\n<p>Ngay khi 5G d\u1eabn \u0111\u1ebfn vi\u1ec7c \u00e1p d\u1ee5ng IoT l\u1edbn h\u01a1n v\u00e0 t\u1ea1o ra nh\u1eefng c\u01a1 h\u1ed9i m\u1edbi cho s\u1ef1 gi\u00e1n \u0111o\u1ea1n, vi\u1ec7c machine learning th\u1eddi gian th\u1ef1c \u0111\u01b0\u1ee3c t\u0103ng t\u1ed1c trong b\u1ed9 nh\u1edb s\u1ebd c\u1ea7n thi\u1ebft \u0111\u1ec3 gi\u1ea3i quy\u1ebft nh\u1eefng th\u00e1ch th\u1ee9c n\u00e0y. AI \/ ML s\u1ebd ti\u1ebfp c\u1eadn g\u1ea7n h\u01a1n v\u1edbi c\u00e1c thi\u1ebft b\u1ecb c\u1ea1nh v\u00e0 IoT v\u00e0 s\u1ebd n\u1ed5i l\u00ean nh\u01b0 l\u00e0 c\u00e1ch ti\u1ebfp c\u1eadn t\u1ed1t nh\u1ea5t \u0111\u1ec3 t\u1ea1o ra tr\u1ea3i nghi\u1ec7m \u1ee9ng d\u1ee5ng tuy\u1ec7t v\u1eddi, CHUY\u1ec6NJohn DesJardins, VP c\u1ee7a Solution Architecture v\u00e0 CTO, Hazelcast<\/p>\n<p>C\u00e1c k\u1ef9 thu\u1eadt AI m\u00e0 ng\u00e0y nay ch\u00fang ta quen thu\u1ed9c, c\u00e1c m\u1ea1ng nh\u01b0 m\u1ea1ng n\u01a1 ron, ph\u00e2n c\u1ee5m s\u1ef1 ki\u1ec7n v\u00e0 h\u1ed3i quy, s\u1ebd \u0111\u01b0\u1ee3c k\u1ebft h\u1ee3p v\u1edbi c\u00e1c k\u1ef9 thu\u1eadt \u00edt quen thu\u1ed9c h\u01a1n nh\u01b0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u t\u00f4p\u00f4 (TDA) v\u00e0 m\u1ea1ng l\u01b0\u1edbi th\u1ea7n kinh t\u1ed5ng qu\u00e1t. TDA gi\u1eef l\u1eddi h\u1ee9a trong c\u00e1c \u1ee9ng d\u1ee5ng th\u01b0\u01a1ng m\u1ea1i v\u00ec d\u1eef li\u1ec7u c\u00f3 h\u00ecnh d\u1ea1ng v\u00e0 v\u1ea5n \u0111\u1ec1 h\u00ecnh d\u1ea1ng. TDA b\u1ea3n \u0111\u1ed3 c\u1ea5u tr\u00fac h\u00ecnh h\u1ecdc c\u1ee7a c\u00e1c b\u1ed9 d\u1eef li\u1ec7u l\u1edbn, r\u1ea5t chi\u1ec1u ho\u1eb7c \u1ed3n \u00e0o \u0111\u1ec3 ph\u00e1t hi\u1ec7n m\u1eabu v\u00e0 nh\u1eefng hi\u1ec3u bi\u1ebft kh\u00e1m ph\u00e1 ra h\u00e0nh\u201d-Phil Tee, Gi\u00e1m \u0111\u1ed1c \u0111i\u1ec1u h\u00e0nh, Moogsoft<\/p>\n<p>N\u0103m 2020 s\u1ebd ch\u1ee9ng ki\u1ebfn s\u1ef1 ng\u1eebng ho\u1ea1t \u0111\u1ed9ng c\u1ee7a ng\u01b0\u1eddi ti\u00eau d\u00f9ng \u0111\u1ed1i v\u1edbi m\u1ed9t trang web ng\u00e2n h\u00e0ng ho\u1eb7c trang web b\u00e1n l\u1ebb \u0111\u01b0\u1ee3c \u0111i\u1ec1u khi\u1ec3n b\u1edfi thu\u1eadt to\u00e1n AI \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh sai l\u1ea7m. Thu\u1eadt to\u00e1n AI s\u1ebd quan s\u00e1t h\u00e0nh vi b\u1ea5t th\u01b0\u1eddng v\u00e0 x\u00e1c \u0111\u1ecbnh sai, v\u00ed d\u1ee5, vi ph\u1ea1m \u0111ang x\u1ea3y ra. Sau \u0111\u00f3, n\u00f3 s\u1ebd \u0111\u01b0a h\u1ec7 th\u1ed1ng ngo\u1ea1i tuy\u1ebfn, d\u1eabn \u0111\u1ebfn m\u1ea5t doanh thu v\u00e0 d\u1ecbch v\u1ee5 cho kh\u00e1ch h\u00e0ng. S\u1ef1 c\u1ed1 n\u00e0y s\u1ebd d\u1eabn \u0111\u1ebfn m\u1ed9t s\u1ef1 thay \u0111\u1ed5i tr\u1edf l\u1ea1i \u0111\u1ec3 &#8216;h\u1ed7 tr\u1ee3 quy\u1ebft \u0111\u1ecbnh&#8217; khi m\u1ecdi ng\u01b0\u1eddi tr\u1edf n\u00ean ho\u00e0i nghi v\u00e0 kh\u00f4ng th\u00edch m\u1ea1o hi\u1ec3m, c\u00f3 th\u1ec3 g\u1eb7p r\u1ee7i ro v\u00e0 kh\u00f4ng th\u00edch r\u1ee7i ro Ednt, EdO, CTO, Ph\u1ea7n m\u1ec1m c\u00e0 t\u00edm<\/p>\n<p>&#8220;M\u1eb7c d\u00f9 n\u0103m 2020 s\u1ebd kh\u00f4ng ph\u1ea3i l\u00e0 n\u0103m ch\u00fang ta trao ch\u00eca kh\u00f3a t\u1ef1 l\u00e1i cho \u00f4 t\u00f4 c\u1ee7a m\u00ecnh, nh\u01b0ng ch\u00fang ta s\u1ebd th\u1ea5y m\u1ed9t s\u1ed1 c\u1ea3i ti\u1ebfn gia t\u0103ng nh\u01b0ng c\u00f3 \u00fd ngh\u0129a trong AI, c\u00f9ng v\u1edbi s\u1ed1 l\u01b0\u1ee3ng \u1ee9ng d\u1ee5ng ng\u00e0y c\u00e0ng t\u0103ng. Th\u1eadt th\u00fa v\u1ecb khi th\u1ea5y AI ti\u1ebfp t\u1ee5c \u0111\u1ec3 l\u00e0m vi\u1ec7c theo c\u00e1ch c\u1ee7a m\u00ecnh v\u00e0o t\u1ea5t c\u1ea3 c\u00e1c lo\u1ea1i s\u1ea3n ph\u1ea9m c\u00f4ng ngh\u1ec7 theo nh\u1eefng c\u00e1ch c\u00f3 v\u1ebb \u0111\u01a1n gi\u1ea3n gi\u00fap qu\u00e1 tr\u00ecnh ho\u1ea1t \u0111\u1ed9ng hi\u1ec7u qu\u1ea3 h\u01a1n &#8220;, L\u1edaP Lillquist, \u0110\u1ed3ng s\u00e1ng l\u1eadp v\u00e0 CTO, InCloudCdvisor<\/p>\n<p>V\u00e0o n\u0103m 2020, c\u00e1c c\u00f4ng ty s\u1ebd t\u1eadp trung \u00edt h\u01a1n v\u00e0o vi\u1ec7c v\u1eadn chuy\u1ec3n c\u00e1c \u1ee9ng d\u1ee5ng truy\u1ec1n th\u1ed1ng v\u00e0 t\u1eadp trung nhi\u1ec1u h\u01a1n v\u00e0o vi\u1ec7c b\u00e1n c\u00e1c tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng AI. H\u1ecd s\u1ebd cung c\u1ea5p cho kh\u00e1ch h\u00e0ng c\u00e1c m\u00f4 h\u00ecnh AI cho m\u1ed9t tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng c\u1ee5 th\u1ec3 (ngh\u0129a l\u00e0 ch\u1ea9n \u0111o\u00e1n nhu c\u1ea7u s\u1eeda ch\u1eefa trong c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng 5G) v\u00e0 c\u00e1c m\u00f4 h\u00ecnh ri\u00eang bi\u1ec7t cho m\u1ed9t tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng kh\u00e1c (ngh\u0129a l\u00e0 x\u00e1c \u0111\u1ecbnh khi n\u00e0o c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng d\u1ea7u kh\u00ed c\u1ea7n ph\u1ea3i ngh\u1ec9 h\u01b0u). T\u1ed5 ch\u1ee9c s\u1ebd d\u1ef1a \u00edt h\u01a1n v\u00e0o m\u1ed9t k\u00edch th\u01b0\u1edbc ph\u00f9 h\u1ee3p cho t\u1ea5t c\u1ea3 c\u00e1c \u1ee9ng d\u1ee5ng v\u00e0 thay v\u00e0o \u0111\u00f3 \u0111\u00f2n b\u1ea9y m\u00f4 h\u00ecnh chuy\u00ean \u0111\u00e1nh gi\u00e1 cao \u0111\u1ed1i v\u1edbi tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng t\u00f9y ch\u1ec9nh, m\u00e0 cu\u1ed1i c\u00f9ng s\u1ebd mang l\u1ea1i k\u1ebft qu\u1ea3 t\u1ed1t h\u01a1n\u201d-Arka Dhar, Gi\u00e1m \u0111\u1ed1c \u0111i\u1ec1u h\u00e0nh, Zinier<\/p>\n<p>Vi\u1ec7c s\u1eed d\u1ee5ng AI \u0111\u00e0m tho\u1ea1i s\u1ebd cung c\u1ea5p m\u1ed9t k\u00eanh m\u1edbi \u0111\u1ec3 thu h\u00fat c\u1ea3 l\u1ef1c l\u01b0\u1ee3ng lao \u0111\u1ed9ng v\u00e0 kh\u00e1ch h\u00e0ng. Di chuy\u1ec3n ngo\u00e0i c\u00e1c chatbot \u0111\u01a1n gi\u1ea3n, s\u1ef1 k\u1ebft h\u1ee3p m\u1ea1nh m\u1ebd c\u1ee7a nh\u1eadn th\u1ee9c ng\u1eef c\u1ea3nh, x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean, kh\u1ea3 n\u0103ng c\u00f3 t\u01b0\u01a1ng t\u00e1c th\u00f4ng minh v\u00e0 c\u00e1c th\u01b0 vi\u1ec7n c\u00f3 \u00fd \u0111\u1ecbnh m\u1ea1nh m\u1ebd h\u01a1n s\u1ebd cho ph\u00e9p c\u00e1c t\u00e1c nh\u00e2n \u1ea3o h\u00e0nh \u0111\u1ed9ng. C\u00e1c t\u00e1c nh\u00e2n \u1ea3o s\u1ebd kh\u00f4ng ch\u1ec9 c\u00f3 th\u1ec3 tr\u00f2 chuy\u1ec7n m\u00e0 c\u00f2n c\u00f3 th\u1ec3 chuy\u1ec3n \u0111\u1ed5i li\u1ec1n m\u1ea1ch sang vi\u1ec7c cung c\u1ea5p tr\u1ea3i nghi\u1ec7m \u0111a ph\u01b0\u01a1ng ti\u1ec7n \u0111\u1ec3 h\u01b0\u1edbng d\u1eabn ng\u01b0\u1eddi d\u00f9ng th\u00f4ng tin, c\u00e2u tr\u1ea3 l\u1eddi ho\u1eb7c kh\u1eafc ph\u1ee5c s\u1ef1 c\u1ed1. EasyVista<\/p>\n<p>Ch\u00fang t\u00f4i v\u1eabn c\u00f2n r\u1ea5t s\u1edbm trong vi\u1ec7c \u00e1p d\u1ee5ng AI trong b\u00e1n l\u1ebb. Cho \u0111\u1ebfn nay, h\u1ea7u h\u1ebft vi\u1ec7c \u00e1p d\u1ee5ng \u0111\u00e3 n\u1eb1m trong chu\u1ed7i cung \u1ee9ng, ch\u1eb3ng h\u1ea1n nh\u01b0 t\u1ef1 \u0111\u1ed9ng h\u00f3a qu\u1ea3n l\u00fd d\u1eef li\u1ec7u h\u00e0ng t\u1ed3n kho v\u00e0 d\u1ecbch v\u1ee5 kh\u00e1ch h\u00e0ng (chatbot \u0111\u1ec3 tr\u1ea3 l\u1eddi c\u00e2u h\u1ecfi). T\u00f4i tin r\u1eb1ng ch\u00fang ta s\u1ebd th\u1ea5y nhi\u1ec1u nh\u00e0 b\u00e1n l\u1ebb tri\u1ec3n khai c\u00e1c c\u00f4ng ngh\u1ec7 h\u1ed7 tr\u1ee3 AI, nh\u01b0 m\u00e1y \u1ea3nh \u0111o l\u01b0u l\u01b0\u1ee3ng c\u1eeda h\u00e0ng v\u00e0 \u0111i\u1ec1u ch\u1ec9nh n\u1ed9i dung m\u00e0n h\u00ecnh k\u1ef9 thu\u1eadt s\u1ed1, c\u0169ng nh\u01b0 tri\u1ec3n khai c\u00e1c tr\u1ee3 l\u00fd h\u1ed7 tr\u1ee3 gi\u1ecdng n\u00f3i m\u00e0 kh\u00e1ch h\u00e0ng c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng khi mua s\u1eafm t\u1ea1i c\u1eeda h\u00e0ng. Courtney, Gi\u00e1m \u0111\u1ed1c h\u1ee3p t\u00e1c v\u00e0 s\u1ea3n ph\u1ea9m to\u00e0n c\u1ea7u, Mood Media<\/p>\n<p>AI AI s\u1ebd \u0111\u00f3ng m\u1ed9t vai tr\u00f2 kh\u00f4ng th\u1ec3 thi\u1ebfu trong qu\u00e1 tr\u00ecnh ph\u00e1t tri\u1ec3n li\u00ean t\u1ee5c c\u1ee7a vi\u1ec7c x\u00e2y d\u1ef1ng ch\u1ed3ng qu\u1ea3ng c\u00e1o l\u00fd t\u01b0\u1edfng. AI s\u1ebd cho ph\u00e9p c\u00e1c nh\u00e0 xu\u1ea5t b\u1ea3n t\u1ef1 \u0111\u1ed9ng \u0111i\u1ec1u ch\u1ec9nh c\u00e1c ngu\u1ed3n nhu c\u1ea7u, m\u1ed9t h\u00e0nh \u0111\u1ed9ng \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n b\u1edfi con ng\u01b0\u1eddi trong l\u1ecbch s\u1eed v\u00e0 cu\u1ed1i c\u00f9ng t\u1ea1o ra m\u1ed9t c\u00e1ch \u0111\u1ec3 t\u1ed1i \u0111a h\u00f3a doanh thu trong th\u1eddi gian th\u1ef1c, gi\u1eadt g\u00e2n, Ch\u1ee7 t\u1ecbch, Freestar<\/p>\n<p>Trong khi nhi\u1ec1u c\u00f4ng ty s\u1ebd \u00e1p d\u1ee5ng c\u00e1ch ti\u1ebfp c\u1eadn &#8216;AI First&#8217; cho c\u00e1c d\u1ef1 \u00e1n chuy\u1ec3n \u0111\u1ed5i k\u1ef9 thu\u1eadt s\u1ed1 c\u1ee7a h\u1ecd, nhi\u1ec1u ng\u01b0\u1eddi v\u1eabn s\u1ebd \u0111\u1ea5u tranh \u0111\u1ec3 v\u1eadn h\u00e0nh AI, v\u1edbi nh\u1eefng th\u00e1ch th\u1ee9c l\u1edbn nh\u1ea5t xu\u1ea5t ph\u00e1t t\u1eeb s\u1ef1 thi\u1ebfu tin t\u01b0\u1edfng v\u00e0 minh b\u1ea1ch trong c\u00e1c h\u1ec7 th\u1ed1ng ra quy\u1ebft \u0111\u1ecbnh t\u1ef1 \u0111\u1ed9ng. Tr\u1eeb khi c\u00e1c v\u1ea5n \u0111\u1ec1 \u0111\u1ea1o \u0111\u1ee9c \u0111\u01b0\u1ee3c gi\u1ea3i quy\u1ebft, vi\u1ec7c \u00e1p d\u1ee5ng AI s\u1ebd ch\u1eadm l\u1ea1i, \u0111e d\u1ecda gi\u00e1 tr\u1ecb c\u1ee7a n\u00f3 \u1edf nhi\u1ec1u doanh nghi\u1ec7p. C\u00e2n b\u1eb1ng gi\u1eefa r\u1ee7i ro c\u1ee7a AI so v\u1edbi gi\u00e1 tr\u1ecb c\u1ee7a AI s\u1ebd tr\u1edf th\u00e0nh m\u1ed9t cu\u1ed9c th\u1ea3o lu\u1eadn h\u00e0ng \u0111\u1ea7u \u0111\u1ed1i v\u1edbi h\u1ea7u h\u1ebft c\u00e1c CEO v\u00e0 ban \u0111i\u1ec1u h\u00e0nh c\u1ee7a Fortune 500, c\u00e1c tr\u00f2 ch\u01a1i tr\u1ef1c tuy\u1ebfn, CTO, CognitiveScale<\/p>\n<p>Nh\u1edd v\u00e0o AI, t\u1ed1c \u0111\u1ed9 m\u00e0 c\u00e1c nh\u00e0 ti\u1ebfp th\u1ecb s\u1ebd c\u00f3 th\u1ec3 thu th\u1eadp, ph\u00e2n t\u00edch v\u00e0 th\u1ef1c hi\u1ec7n c\u00e1c chi\u1ebfn d\u1ecbch \u0111\u01b0\u1ee3c nh\u1eafm m\u1ee5c ti\u00eau s\u1ebd ti\u1ebfp t\u1ee5c nhanh h\u01a1n, d\u1eabn \u0111\u1ebfn c\u00e1c chi\u1ebfn l\u01b0\u1ee3c ti\u1ebfp th\u1ecb hi\u1ec7u qu\u1ea3 h\u01a1n. C\u00e1c nh\u00e0 ti\u1ebfp th\u1ecb s\u1ebd c\u00f3 th\u1ec3 t\u1ea1o ra c\u00e1c m\u1ea3nh \u0111\u00fang n\u1ed9i dung cho \u0111\u00fang ng\u01b0\u1eddi v\u00e0 \u0111\u1eb7t m\u1ea3nh trong k\u00eanh ngay trong th\u1eddi gian th\u1ef1c, nh\u01b0 tr\u00e1i ng\u01b0\u1ee3c v\u1edbi s\u00e1u th\u00e1ng k\u1ec3 t\u1eeb b\u00e2y gi\u1edd\u201d-Michelle Yancey, Gi\u00e1m \u0111\u1ed1c T\u00e0i kho\u1ea3n Group, Centerline k\u1ef9 thu\u1eadt s\u1ed1<\/p>\n<p>C\u00e1c \u0111\u1ed9ng c\u01a1 AI AI s\u1ebd ti\u1ebfp t\u1ee5c l\u00e0 m\u1ed9t th\u00e0nh ph\u1ea7n thi\u1ebft y\u1ebfu c\u1ee7a c\u00f4ng ngh\u1ec7 qu\u1ea3ng c\u00e1o. V\u00e0o n\u0103m 2020, c\u00e1c c\u00f4ng ty ph\u1ee5 thu\u1ed9c qu\u00e1 nhi\u1ec1u v\u00e0o t\u1ed1i \u01b0u h\u00f3a th\u1ee7 c\u00f4ng s\u1ebd b\u1ecb b\u1ecf l\u1ea1i ph\u00eda sau v\u00ec kh\u00f4ng con ng\u01b0\u1eddi n\u00e0o c\u00f3 th\u1ec3 c\u1ea1nh tranh v\u1edbi s\u1ee9c m\u1ea1nh c\u1ee7a \u0111\u1ed9ng c\u01a1 AI. Ngo\u00e0i ra, c\u00f3 m\u1ed9t xu h\u01b0\u1edbng ng\u00e0y c\u00e0ng m\u1edf r\u1ed9ng c\u00e1c c\u00f4ng c\u1ee5 AI t\u1eeb kinh doanh c\u1ed1t l\u00f5i sang c\u00e1c kh\u00eda c\u1ea1nh ho\u1ea1t \u0111\u1ed9ng gi\u1eefa c\u00e1c nh\u00f3m. Khi c\u00e1c c\u00f4ng c\u1ee5 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng ti\u1ebfp t\u1ee5c \u0111\u01b0\u1ee3c th\u01b0\u01a1ng m\u1ea1i h\u00f3a, n\u00f3 s\u1ebd cho ph\u00e9p ng\u00e0y c\u00e0ng nhi\u1ec1u \u0111\u1ed9i s\u1eed d\u1ee5ng ch\u00fang, cho d\u00f9 h\u1ecd l\u00e0 chuy\u00ean gia v\u1ec1 AI hay kh\u00f4ng ph\u1ea3i l\u00e0 EDIPTal Mor, CTO, Rungor Video<\/p>\n<p>\u1ee8ng d\u1ee5ng m\u1edf r\u1ed9ng c\u1ee7a AI AI, t\u1eeb machine learning v\u00e0 l\u00fd lu\u1eadn (v\u00ed d\u1ee5: nh\u1eafm m\u1ee5c ti\u00eau ng\u1eef ngh\u0129a, &#8216;b\u1ea1n c\u0169ng c\u00f3 th\u1ec3 th\u00edch&#8217;) \u0111\u1ebfn vi\u1ec7c s\u1eed d\u1ee5ng th\u1ef1c t\u1ebf, \u0111\u1ed1i m\u1eb7t v\u1edbi ng\u01b0\u1eddi ti\u00eau d\u00f9ng (v\u00ed d\u1ee5: nh\u1eadn d\u1ea1ng gi\u1ecdng n\u00f3i, robot) s\u1ebd l\u00e0m gia t\u0103ng c\u0103ng th\u1eb3ng gi\u1eefa \u0111\u1ed5i m\u1edbi c\u00f4ng ngh\u1ec7 v\u00e0 m\u1ea5t l\u00f2ng tin c\u1ee7a ng\u01b0\u1eddi ti\u00eau d\u00f9ng v\u1edbi vi\u1ec7c thu th\u1eadp v\u00e0 s\u1eed d\u1ee5ng d\u1eef li\u1ec7u. Cu\u1ed1i c\u00f9ng, s\u1ef1 n\u0103ng \u0111\u1ed9ng \u0111\u00f3 s\u1ebd t\u1ea1o \u00e1p l\u1ef1c \u0111\u00e1ng k\u1ec3 \u0111\u1ec3 ti\u1ebfn t\u1edbi m\u1ed9t ch\u00ednh s\u00e1ch qu\u1ea3n l\u00fd to\u00e0n di\u1ec7n, to\u00e0n di\u1ec7n \u0111\u1ed1i v\u1edbi quy\u1ec1n ri\u00eang t\u01b0 c\u1ee7a ng\u01b0\u1eddi ti\u00eau d\u00f9ng, \u00f4ng EDJJJ Umbrianna, T\u1ed5ng Gi\u00e1m \u0111\u1ed1c, Anagram<\/p>\n<p>Qu\u1ea3ng c\u00e1o tr\u00ean m\u00e1y t\u00ednh l\u00e0 khoa h\u1ecdc v\u00e0 ngh\u1ec7 thu\u1eadt thuy\u1ebft ph\u1ee5c. V\u00e0 thuy\u1ebft ph\u1ee5c l\u00e0 t\u1ea5t c\u1ea3 v\u1ec1 s\u1ef1 hi\u1ec3u bi\u1ebft, d\u1ef1 \u0111o\u00e1n v\u00e0 c\u1ea3i thi\u1ec7n khoa h\u1ecdc v\u1ec1 h\u00e0nh vi c\u1ee7a con ng\u01b0\u1eddi. Tr\u00ed th\u00f4ng minh nh\u00e2n t\u1ea1o s\u1ebd \u0111\u01b0a ch\u00fang ta \u0111\u1ebfn g\u1ea7n h\u01a1n v\u1edbi th\u1eddi \u0111\u1ea1i khi qu\u1ea3ng c\u00e1o \u00edt g\u00e2y phi\u1ec1n nhi\u1ec5u v\u00e0 d\u1ec5 ch\u1ecbu h\u01a1n, h\u1eefu \u00edch, c\u00f3 li\u00ean quan v\u00e0 gi\u1ea3i tr\u00ed, GIRLTod Loofbourrow, CEO v\u00e0 Ch\u1ee7 t\u1ecbch, ViralGains<\/p>\n<p>M\u1ed9t kh\u00eda c\u1ea1nh th\u01b0\u1eddng b\u1ecb b\u1ecf qua c\u1ee7a AI l\u00e0 tr\u00ed th\u00f4ng minh c\u1ee7a con ng\u01b0\u1eddi m\u00e0 n\u00f3 \u0111\u01b0\u1ee3c h\u1ee3p nh\u1ea5t. L\u00e0 ng\u01b0\u1eddi, ch\u00fang t\u00f4i s\u1edf h\u1eefu s\u1ef1 kh\u00e9o l\u00e9o, s\u00e1ng t\u1ea1o v\u00e0 kh\u1ea3 n\u0103ng gi\u1ea3i quy\u1ebft v\u1ea5n \u0111\u1ec1 s\u00e1ng t\u1ea1o; \u0111i\u1ec1u n\u00e0y c\u00f3 th\u1ec3 s\u1ebd v\u1eabn kh\u00f4ng th\u1ec3 thay th\u1ebf b\u1eb1ng m\u00e1y m\u00f3c trong t\u01b0\u01a1ng lai g\u1ea7n. Do \u0111\u00f3, gi\u00e1 tr\u1ecb th\u1ef1c s\u1ef1 c\u1ee7a AI \u0111\u01b0\u1ee3c hi\u1ec7n th\u1ef1c h\u00f3a khi c\u00e1c c\u00e1 nh\u00e2n c\u00f3 k\u1ef9 n\u0103ng cao \u0111ang ch\u1ec9 \u0111\u1ea1o v\u00e0 \u00e1p d\u1ee5ng c\u00f4ng ngh\u1ec7 \u0111\u1ec3 \u0111\u1ea1t \u0111\u01b0\u1ee3c k\u1ebft qu\u1ea3 kinh doanh v\u1eefng ch\u1eafc cho c\u00e1c th\u01b0\u01a1ng hi\u1ec7u. V\u00e0o n\u0103m 2020, c\u00e1c nh\u00e0 qu\u1ea3ng c\u00e1o s\u1ebd \u0111\u1eb7t \u01b0u ti\u00ean cho vi\u1ec7c c\u00f3 c\u00e1c \u0111\u1ed9i m\u1ea1nh c\u00f3 th\u1ec3 tr\u00edch xu\u1ea5t gi\u00e1 tr\u1ecb t\u1ed1i \u0111a t\u1eeb AI Gian \u0110i\u00eanMatt Fanelli, SVP, Digital, MNI Targeted Media<\/p>\n<p>Ch\u00fang t\u00f4i \u0111\u00e3 th\u1ea5y m\u1ed9t s\u1ef1 thay \u0111\u1ed5i trong tr\u1ee3 l\u00fd th\u00f4ng minh \u0111\u1ec3 kh\u00f4ng k\u00e9o, nh\u01b0ng ch\u00fang t\u00f4i hy v\u1ecdng n\u00f3 s\u1ebd ti\u1ebfp t\u1ee5c v\u00e0o n\u0103m 2020. C\u00e1c nh\u00e0 s\u1ea3n xu\u1ea5t tr\u1ee3 l\u00fd th\u00f4ng minh \u0111ang tr\u00e1nh xa t\u00e2m l\u00fd k\u00e9o v\u00e0 chuy\u1ec3n sang t\u00e2m l\u00fd th\u00fac \u0111\u1ea9y (\u0111i\u1ec1u n\u00e0y \u0111\u01b0\u1ee3c g\u1ecdi l\u00e0 &#8216; ch\u1ee7 \u0111\u1ed9ng &#8216;tr\u1ee3 l\u00fd). M\u1ed9t v\u00ed d\u1ee5 v\u1ec1 \u0111i\u1ec1u n\u00e0y, n\u1ebfu \u0111i\u1ec7n tho\u1ea1i c\u1ee7a b\u1ea1n h\u1ecdc \u0111\u01b0\u1ee3c th\u00f3i quen c\u1ee7a b\u1ea1n v\u00e0 nh\u1eadn ra r\u1eb1ng b\u1ea1n \u0111\u00e3 \u0111i ch\u1ec7ch kh\u1ecfi n\u00f3, gi\u1ea3 s\u1eed, do l\u01b0u l\u01b0\u1ee3ng truy c\u1eadp, th\u00ec n\u00f3 c\u00f3 th\u1ec3 \u0111\u1ec1 xu\u1ea5t tr\u1ea3 l\u1ea1i c\u00e1c cu\u1ed9c h\u1eb9n s\u1eafp t\u1edbi c\u1ee7a b\u1ea1n ho\u1eb7c g\u1eedi tin nh\u1eafn &#8216;ch\u1ea1y tr\u1ec5&#8217;. C\u00e1c c\u00f4ng ty hi\u1ec3u \u0111\u01b0\u1ee3c xu h\u01b0\u1edbng n\u00e0y c\u0169ng hi\u1ec3u r\u1eb1ng c\u00e1c tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng n\u00e0y ch\u1ec9 \u0111\u01b0\u1ee3c m\u1edf kh\u00f3a th\u00f4ng qua AI Bi\u1ec7t L\u00e0nhBen Johnson, VP, C\u00f4ng ngh\u1ec7 di \u0111\u1ed9ng v\u00e0 m\u1edbi n\u1ed5i, Rightpoint<\/p>\n<p>Sau khi AI ti\u1ebfp t\u1ee5c di chuy\u1ec3n v\u00e0o d\u00f2ng ch\u00ednh, s\u1ef1 khao kh\u00e1t d\u1eef li\u1ec7u c\u1ee7a n\u00f3 s\u1ebd ti\u1ebfp t\u1ee5c t\u0103ng l\u00ean. Vi\u1ec7c ph\u00e1t tri\u1ec3n c\u00e1c c\u00f4ng c\u1ee5 \u0111\u1ec3 nhanh ch\u00f3ng chuy\u1ec3n \u0111\u1ed5i v\u00e0 t\u00edch h\u1ee3p d\u1eef li\u1ec7u \u0111\u1ec3 gi\u00fap vi\u1ec7c x\u00e2y d\u1ef1ng c\u00e1c m\u00f4 h\u00ecnh d\u1ec5 ti\u1ebfp c\u1eadn h\u01a1n s\u1ebd gi\u00fap gi\u1ea3m \u0111\u00e1ng k\u1ec3 th\u1eddi gian \u0111\u1ea7u t\u01b0 cho vi\u1ec7c chu\u1ea9n b\u1ecb d\u1eef li\u1ec7u. K\u1ebft qu\u1ea3 n\u00e0y s\u1ebd gi\u00fap c\u00e1c nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u mi\u1ec5n ph\u00ed \u00e1p d\u1ee5ng th\u1ee7 c\u00f4ng c\u1ee7a h\u1ecd c\u0169ng nh\u01b0 cho ph\u00e9p c\u00e1c t\u1ed5 ch\u1ee9c nh\u1ecf h\u01a1n ph\u00e1t tri\u1ec3n c\u00e1c m\u00f4 h\u00ecnh m\u00e0 kh\u00f4ng c\u1ea7n \u0111\u1ebfn c\u00e1c nh\u00f3m \u0111a ch\u1ee9c n\u0103ng l\u1edbn. Brandon Haynie, Nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u tr\u01b0\u1edfng, Ph\u1ed1 Babel<\/p>\n<p>Nh\u1eefng ti\u1ebfn b\u1ed9 trong l\u0129nh v\u1ef1c AI c\u00f3 th\u1ec3 gi\u1ea3i th\u00edch s\u1ebd ti\u1ebfp t\u1ee5c v\u00e0o n\u0103m 2020 v\u00e0 h\u01a1n th\u1ebf n\u1eefa khi c\u00e1c ti\u00eau chu\u1ea9n m\u1edbi \u0111\u01b0\u1ee3c ph\u00e1t tri\u1ec3n xoay quanh \u0111\u1ecbnh ngh\u0129a k\u1ef9 thu\u1eadt v\u1ec1 kh\u1ea3 n\u0103ng gi\u1ea3i th\u00edch, d\u1ea7n d\u1ea7n theo c\u00e1c c\u00f4ng ngh\u1ec7 m\u1edbi \u0111\u1ec3 gi\u1ea3i quy\u1ebft v\u1ea5n \u0111\u1ec1 gi\u1ea3i th\u00edch cho c\u00e1c nh\u00e0 l\u00e3nh \u0111\u1ea1o doanh nghi\u1ec7p, kh\u00e1n gi\u1ea3 phi k\u1ef9 thu\u1eadt. V\u00ed d\u1ee5, trong b\u1ea5t \u0111\u1ed9ng s\u1ea3n, \u0111\u01b0a ra m\u1ed9t l\u1eddi gi\u1ea3i th\u00edch thuy\u1ebft ph\u1ee5c v\u1ec1 l\u00fd do t\u1ea1i sao m\u1ed9t \u1ee9ng d\u1ee5ng th\u1ebf ch\u1ea5p b\u1ecb t\u1eeb ch\u1ed1i b\u1edfi m\u1ed9t n\u1ec1n t\u1ea3ng \u0111i\u1ec1u khi\u1ec3n AI cu\u1ed1i c\u00f9ng s\u1ebd l\u00e0 m\u1ed9t \u0111i\u1ec1u c\u1ea7n thi\u1ebft khi vi\u1ec7c \u00e1p d\u1ee5ng AI ti\u1ebfp t\u1ee5c. M\u1eb7c d\u00f9 ch\u00fang ta s\u1ebd th\u1ea5y c\u00e1c c\u00f4ng c\u1ee5 v\u00e0 ti\u00eau chu\u1ea9n k\u1ef9 thu\u1eadt \u0111ang ph\u00e1t tri\u1ec3n, ti\u1ebfn \u0111\u1ed9 cho c\u00e1c c\u00f4ng c\u1ee5 gi\u00e1o d\u00e2n s\u1ebd ch\u1eadm h\u01a1n v\u1edbi m\u1ed9t s\u1ed1 gi\u1ea3i ph\u00e1p h\u1eb9p v\u00e0 c\u1ee5 th\u1ec3 theo mi\u1ec1n xu\u1ea5t hi\u1ec7n tr\u01b0\u1edbc ti\u00ean. Gi\u1ed1ng nh\u01b0 s\u1ef1 hi\u1ec3u bi\u1ebft chung c\u1ee7a m\u1ecdi ng\u01b0\u1eddi v\u1ec1 &#8216;web&#8217; trong th\u1eadp ni\u00ean 90, nh\u1eadn th\u1ee9c, hi\u1ec3u bi\u1ebft v\u00e0 tin t\u01b0\u1edfng v\u00e0o AI s\u1ebd d\u1ea7n t\u0103ng l\u00ean khi kh\u1ea3 n\u0103ng v\u00e0 vi\u1ec7c s\u1eed d\u1ee5ng c\u00f4ng ngh\u1ec7 lan truy\u1ec1n, \u00f4ng gi\u1eadt MitchSheldon Fernandez, CEO,DarwinAI<\/p>\n<p>H\u1ea7u h\u1ebft m\u1ecdi ng\u01b0\u1eddi d\u00e0nh m\u1ed9t l\u01b0\u1ee3ng th\u1eddi gian \u0111\u00e1ng k\u1ec3 \u0111\u1ec3 thi\u1ebft l\u1eadp c\u00e1c cu\u1ed9c h\u1ecdp, chu\u1ea9n b\u1ecb cho c\u00e1c cu\u1ed9c h\u1ecdp v\u00e0 l\u00e0m cho thi\u1ebft b\u1ecb CNTT ho\u1ea1t \u0111\u1ed9ng. T\u00f4i h\u00ecnh dung r\u1eb1ng th\u1eddi gian thu h\u1eb9p v\u00e0o n\u0103m 2020 v\u00e0 trong nh\u1eefng n\u0103m t\u1edbi n\u00f3 s\u1ebd ch\u1eb3ng \u0111i \u0111\u1ebfn \u0111\u00e2u (hy v\u1ecdng). Tr\u1ee3 l\u00fd gi\u1ecdng n\u00f3i cho m\u00e1y t\u00ednh x\u00e1ch tay v\u00e0 \u0111i\u1ec7n tho\u1ea1i th\u00f4ng minh s\u1ebd ti\u1ebfp t\u1ee5c tr\u1edf n\u00ean th\u00f4ng minh h\u01a1n v\u00e0 h\u1ed7 tr\u1ee3 nhu c\u1ea7u c\u00f4ng vi\u1ec7c h\u00e0ng ng\u00e0y c\u1ee7a b\u1ea1n khi \u0111ang di chuy\u1ec3n. V\u00ed d\u1ee5: b\u1ea1n s\u1ebd c\u00f3 th\u1ec3 n\u00f3i, &#8216;M\u1edf t\u00e0i li\u1ec7u t\u00f4i \u0111\u00e3 l\u00e0m vi\u1ec7c v\u00e0o ng\u00e0y h\u00f4m qua&#8217; ho\u1eb7c &#8216;T\u00ecm email cho t\u00f4i c\u1ee7a David t\u1eeb h\u00f4m nay.&#8217; Xu h\u01b0\u1edbng n\u00e0y s\u1ebd m\u1edf ra th\u1eddi gian c\u1ee7a ng\u01b0\u1eddi d\u00e2n \u0111\u1ec3 c\u00f3 n\u0103ng su\u1ea5t cao h\u01a1n v\u00e0 t\u1eadp trung v\u00e0o c\u00f4ng vi\u1ec7c c\u1ea5p cao h\u01a1n, ch\u1ee9 kh\u00f4ng ph\u1ea3i d\u00e1n m\u1eaft v\u00e0o email ho\u1eb7c v\u0103n b\u1ea3n c\u1ee7a h\u1ecd\u201d-Patrick Worfolk, CTO, Synaptics<\/p>\n<p>AI AI ti\u1ebfp t\u1ee5c nh\u1eadn \u0111\u01b0\u1ee3c nhi\u1ec1u s\u1ef1 ch\u00fa \u00fd v\u00e0 s\u1ed1 ti\u1ec1n \u0111\u1ea7u t\u01b0 kh\u1ed5ng l\u1ed3. Khi chu k\u1ef3 c\u01b0\u1eddng \u0111i\u1ec7u ti\u1ebfp t\u1ee5c, n\u00f3 s\u1ebd tr\u1edf n\u00ean quan tr\u1ecdng h\u01a1n \u0111\u1ed1i v\u1edbi c\u00e1c c\u00f4ng ty t\u1eadp trung v\u00e0o th\u1ee9 th\u1ef1c s\u1ef1 t\u1ea1o ra ho\u1eb7c ph\u00e1 v\u1ee1 AI: d\u1eef li\u1ec7u. C\u00e1c thu\u1eadt to\u00e1n AI ch\u1ec9 t\u1ed1t nh\u01b0 d\u1eef li\u1ec7u cung c\u1ea5p cho ch\u00fang. Trong n\u0103m 2020, ch\u00fang ta s\u1ebd th\u1ea5y c\u00e1c c\u00f4ng ty AI m\u00e0 kh\u00f4ng c\u00f3 t\u1ed1t, d\u1eef li\u1ec7u s\u1ea1ch, nh\u1ea5n ng\u1ea1i kh\u1ed1i nh\u01b0 c\u00e1c c\u00f4ng ty kh\u00e1c v\u1edbi d\u1eef li\u1ec7u r\u1eafn ph\u00e1t tri\u1ec3n\u201d-Chris Harrington, gi\u00e1m \u0111\u1ed1c \u0111i\u1ec1u h\u00e0nh, XANT<\/p>\n<p>&#8220;Ch\u00fang t\u00f4i hi\u1ec7n \u0111ang \u1edf \u0111i\u1ec3m b\u00f9ng ph\u00e1t cho vi\u1ec7c \u00e1p d\u1ee5ng kinh doanh t\u1ef1 \u0111\u1ed9ng h\u00f3a v\u00e0 AI. C\u00e1c doanh nghi\u1ec7p k\u1ebft h\u1ee3p t\u1ef1 \u0111\u1ed9ng h\u00f3a \u0111\u00fang c\u00e1ch, xem x\u00e9t tr\u1ea3i nghi\u1ec7m c\u1ee7a kh\u00e1ch h\u00e0ng v\u00e0 to\u00e0n b\u1ed9 h\u00e0nh tr\u00ecnh c\u1ee7a kh\u00e1ch h\u00e0ng, s\u1ebd tr\u1ea3i qua s\u1ef1 t\u0103ng tr\u01b0\u1edfng ch\u01b0a t\u1eebng c\u00f3. kh\u00e1ch h\u00e0ng s\u1ebd th\u1ea5y hi\u1ec7u qu\u1ea3 c\u1ee7a nh\u00f3m t\u0103ng l\u00ean, m\u1ed1i quan h\u1ec7 kh\u00e1ch h\u00e0ng m\u1ea1nh m\u1ebd h\u01a1n v\u00e0 t\u0103ng tr\u01b0\u1edfng nhanh h\u01a1n \u0110\u00caMFergal Reid, K\u1ef9 s\u01b0 machine learning ch\u00ednh, li\u00ean l\u1ea1c<\/p>\n<p>V\u00e0o n\u0103m 2020, t\u00f4i hy v\u1ecdng s\u1ebd th\u1ea5y nh\u1eefng ti\u1ebfn b\u1ed9 s\u00e2u s\u1eafc trong AI tr\u00ean to\u00e0n l\u0129nh v\u1ef1c ch\u0103m s\u00f3c s\u1ee9c kh\u1ecfe. C\u00e1c v\u1ea5n \u0111\u1ec1 ph\u1ee9c t\u1ea1p, \u0111a bi\u1ebfn c\u00f3 r\u1ea5t nhi\u1ec1u trong y h\u1ecdc, t\u1eeb sinh h\u1ecdc \u0111\u1ebfn v\u0103n ph\u00f2ng h\u1ed7 tr\u1ee3 \u0111\u1ebfn gi\u01b0\u1eddng ng\u1ee7 l\u00e0 nh\u1eefng n\u1ec1n t\u1ea3ng l\u00fd t\u01b0\u1edfng cho c\u00e1c thu\u1eadt to\u00e1n machine learning. V\u1eabn c\u00f2n nhi\u1ec1u n\u1ebfp nh\u0103n, ch\u1eb3ng h\u1ea1n nh\u01b0 quy\u1ec1n ri\u00eang t\u01b0 c\u1ee7a b\u1ec7nh nh\u00e2n, s\u1ef1 thi\u00ean v\u1ecb trong d\u1eef li\u1ec7u \u0111\u00e0o t\u1ea1o v\u00e0 c\u00e2n b\u1eb1ng s\u1ef1 h\u1ee3p t\u00e1c v\u1eeba ph\u1ea3i gi\u1eefa con ng\u01b0\u1eddi v\u00e0 thu\u1eadt to\u00e1n, nh\u01b0ng kh\u00f4ng ai trong s\u1ed1 ch\u00fang l\u00e0 kh\u00f4ng th\u1ec3 v\u01b0\u1ee3t qua v\u00e0 t\u1ea5t c\u1ea3 \u0111\u1ec1u c\u00f3 th\u1ec3 kh\u1eafc ph\u1ee5c b\u1eb1ng c\u00e1ch ti\u1ebfp c\u1eadn c\u00f3 k\u1ef7 lu\u1eadt. Nh\u1eefng l\u1ee3i \u00edch ti\u1ec1m n\u0103ng l\u00e0 r\u1ea5t l\u1edbn \u0111\u1ebfn n\u1ed7i t\u00f4i tin r\u1eb1ng AI s\u1ebd t\u1ea1o ra nh\u1eefng b\u01b0\u1edbc \u0111\u1ed9t ph\u00e1 quan tr\u1ecdng trong l\u0129nh v\u1ef1c n\u00e0y TR\u1eccNGDave Costenaro, Gi\u00e1m \u0111\u1ed1c d\u1eef li\u1ec7u, N\u0103ng l\u1ef1c<\/p>\n<p>V\u00e0o n\u0103m 2020, AI v\u00e0 c\u00f4ng ngh\u1ec7 con ng\u01b0\u1eddi \u1ea3o s\u1ebd \u0111\u01b0\u1ee3c th\u00fac \u0111\u1ea9y \u0111\u1ec3 c\u1ea3i thi\u1ec7n \u0111\u00e0o t\u1ea1o l\u00e3nh \u0111\u1ea1o b\u1eb1ng c\u00e1ch cung c\u1ea5p nh\u1eefng hi\u1ec3u bi\u1ebft t\u1ed1t h\u01a1n v\u1ec1 c\u00e1ch ch\u00fang ta \u00e1p d\u1ee5ng c\u00e1c k\u1ef9 n\u0103ng c\u1ee7a m\u00ecnh v\u00e0o tr\u1ea3i nghi\u1ec7m th\u1ef1c t\u1ebf v\u00e0 c\u1ea3m x\u00fac. Ch\u00fang t\u00f4i l\u1ea7n \u0111\u1ea7u ti\u00ean nh\u00ecn v\u00e0o nh\u1eefng ng\u01b0\u1eddi th\u1ef1c s\u1ef1 g\u1eafn b\u00f3 v\u1edbi c\u00e1c t\u00ednh c\u00e1ch \u1ea3o, \u0111i\u1ec1u n\u00e0y c\u00f3 th\u1ec3 th\u1ef1c hi\u1ec7n \u0111\u01b0\u1ee3c nh\u1edd AI lo\u1ea1i b\u1ecf c\u00e1c r\u00e0o c\u1ea3n giao ti\u1ebfp truy\u1ec1n th\u1ed1ng gi\u1eefa con ng\u01b0\u1eddi v\u00e0 m\u00e1y t\u00ednh (d\u01b0\u1edbi d\u1ea1ng nh\u1eadp li\u1ec7u b\u1eb1ng gi\u1ecdng n\u00f3i, nh\u1eadn d\u1ea1ng gi\u1ecdng n\u00f3i v\u00e0 ph\u00e2n t\u00edch c\u1ea3m x\u00fac). \u0110i\u1ec1u n\u00e0y \u0111ang di\u1ec5n ra theo c\u00e1ch c\u00f3 l\u1ee3i cho s\u1ef1 ph\u00e1t tri\u1ec3n th\u1ef1c s\u1ef1 c\u1ee7a c\u00e1c k\u1ef9 n\u0103ng m\u1ec1m quan tr\u1ecdng, t\u1ea1o ra m\u1ed9t m\u00f4i tr\u01b0\u1eddng l\u00e0m vi\u1ec7c x\u00e3 h\u1ed9i v\u00e0 giao ti\u1ebfp nhi\u1ec1u h\u01a1n, L\u00caNHRemmelt Blessinga, Gi\u00e1m \u0111\u1ed1c s\u1ea3n ph\u1ea9m, Talespin<\/p>\n<p>Ph\u1ea7n th\u00fa v\u1ecb nh\u1ea5t s\u1ebd ti\u1ebfp t\u1ee5c t\u0103ng m\u1ea1nh trong AI l\u00e0 c\u00e1ch n\u00f3 gi\u00fap ch\u00fang ta hi\u1ec3u r\u00f5 h\u01a1n v\u1ec1 th\u1ebf gi\u1edbi xung quanh, t\u1eeb y h\u1ecdc \u0111\u1ebfn truy\u1ec1n th\u00f4ng. AI \u0111ang trao quy\u1ec1n cho ch\u00fang ta t\u00ecm hi\u1ec3u v\u1ec1 \u00e2m nh\u1ea1c v\u00e0 n\u1ed9i dung \u1edf m\u1ee9c \u0111\u1ed9 s\u00e2u s\u1eafc h\u01a1n nhi\u1ec1u, gi\u1ed1ng nh\u01b0 c\u00e1ch ng\u01b0\u1eddi h\u00e2m m\u1ed9 \u00e2m nh\u1ea1c th\u1ef1c s\u1ef1 nghe \u0111\u1ec3 ch\u00fang ta c\u00f3 th\u1ec3 t\u1ef1 \u0111\u1ed9ng mang l\u1ea1i tr\u1ea3i nghi\u1ec7m nghe h\u1ea5p d\u1eabn v\u00e0 th\u00fa v\u1ecb h\u01a1n. Th\u00f4ng qua AI, gi\u1edd \u0111\u00e2y ch\u00fang ta c\u00f3 th\u1ec3 s\u1ea3n xu\u1ea5t trong m\u1ed9t ph\u1ea7n ngh\u00ecn gi\u00e2y, nh\u1eefng g\u00ec trong qu\u00e1 kh\u1ee9 s\u1ebd m\u1ea5t h\u00e0ng gi\u1edd trong m\u1ed9t \u0111\u00e0i ph\u00e1t thanh v\u00e0 v\u1edbi nh\u1eefng ti\u1ebfn b\u1ed9 trong machine learning \u1edf \u0111\u01b0\u1eddng ch\u00e2n tr\u1eddi g\u1ea7n, n\u00f3 s\u1ebd ch\u1ec9 tr\u1edf n\u00ean t\u1ed1t h\u01a1n v\u00e0 nhanh h\u01a1n v\u00e0o n\u0103m 2020. v\u00e0 CEO, Super Hi-Fi<\/p>\n<p>Ph\u01b0\u01a1ng ti\u1ec7n truy\u1ec1n th\u00f4ng t\u1ed5ng h\u1ee3p s\u1ebd ti\u1ebfp t\u1ee5c c\u1ea3i thi\u1ec7n cho ph\u00e9p ch\u00fang t\u00f4i nh\u00ecn th\u1ea5y b\u1ea3n th\u00e2n m\u00ecnh trong b\u1ea5t k\u1ef3 GIF n\u00e0o ho\u1eb7c chuy\u1ec3n \u0111\u1ed5i gi\u1ecdng n\u00f3i c\u1ee7a m\u00ecnh \u0111\u1ec3 s\u1eed d\u1ee5ng \u1edf b\u1ea5t c\u1ee9 \u0111\u00e2u nh\u01b0ng \u0111i\u1ec1u \u0111\u00f3 s\u1ebd d\u1eabn \u0111\u1ebfn c\u00e1c t\u00e1c ph\u1ea9m s\u00e2u ng\u00e0y c\u00e0ng x\u00e1c th\u1ef1c cho ph\u00e9p m\u1ecdi ng\u01b0\u1eddi d\u1ec5 d\u00e0ng gi\u1ea3 \u0111\u1ecbnh v\u00e0 thao t\u00fang, t\u1ea1o th\u00eam c\u0103ng th\u1eb3ng cho an ninh m\u1ea1ng. Ng\u01b0\u1eddi s\u00e1ng l\u1eadp, VentureFuel<\/p>\n<p>100% AI s\u1ebd ti\u1ebfp t\u1ee5c cung c\u1ea5p m\u1ed9t vai tr\u00f2 quan tr\u1ecdng trong c\u00f4ng ngh\u1ec7 v\u00e0 ti\u1ebfp th\u1ecb v\u00e0o n\u0103m 2020 v\u00e0 h\u01a1n th\u1ebf n\u1eefa. T\u1eadn d\u1ee5ng AI v\u00e0 ML gi\u00fap c\u00e1c c\u00f4ng ty t\u1ea1o ra nhi\u1ec1u t\u1ef1 \u0111\u1ed9ng h\u00f3a h\u01a1n trong ph\u1ea7n ph\u1ee5 tr\u1ee3 c\u1ee7a h\u1ecd, cu\u1ed1i c\u00f9ng gi\u00fap giao ti\u1ebfp hi\u1ec7u qu\u1ea3 h\u01a1n v\u1edbi ng\u01b0\u1eddi ti\u00eau d\u00f9ng. C\u00f3 th\u1ec3 d\u1ef1 \u0111o\u00e1n nh\u1eefng g\u00ec ng\u01b0\u1eddi ti\u00eau d\u00f9ng mong mu\u1ed1n v\u00e0 c\u00f3 kh\u1ea3 n\u0103ng ph\u1ee5c v\u1ee5 h\u1ecd m\u1ed9t tr\u1ea3i nghi\u1ec7m t\u00f9y ch\u1ec9nh (d\u1ef1a tr\u00ean l\u1ee3i \u00edch \/ m\u00f4 h\u00ecnh mua v\u00e0 l\u1ecbch s\u1eed c\u1ee7a h\u1ecd) s\u1ebd ch\u1ee9ng minh \u0111\u01b0\u1ee3c di chuy\u1ec3n v\u00f4 c\u00f9ng qu\u00fd b\u00e1u v\u1ec1 ph\u00eda tr\u01b0\u1edbc\u201d-Chris Roebuck, \u0111\u1ed3ng s\u00e1ng l\u1eadp ki\u00eam Gi\u00e1m \u0111\u1ed1c \u0111i\u1ec1u h\u00e0nh, Clicktivated<\/p>\n<p>V\u00e0o n\u0103m 2020 v\u00e0 h\u01a1n th\u1ebf n\u1eefa, thay v\u00ec ng\u01b0\u1eddi d\u00f9ng t\u00ecm ki\u1ebfm v\u00e0 c\u1ed1 g\u1eafng x\u00e1c \u0111\u1ecbnh xem n\u00ean xem g\u00ec ti\u1ebfp theo, c\u00f4ng ngh\u1ec7 d\u1ef1 \u0111o\u00e1n t\u00edch h\u1ee3p s\u1ebd g\u1ee3i \u00fd n\u1ed9i dung n\u00e0o s\u1ebd xem v\u00e0 khi n\u00e0o, theo h\u1ed3 s\u01a1 s\u1edf th\u00edch \u0111\u1ed9c \u0111\u00e1o v\u00e0 th\u00f3i quen xem c\u1ee7a b\u1ea1n. Khuy\u1ebfn c\u00e1o \u0111\u1ed9ng s\u1ebd \u0111\u01b0a v\u00e0o t\u00e0i kho\u1ea3n kh\u00f4ng ch\u1ec9 th\u00edch c\u1ee7a ng\u01b0\u1eddi s\u1eed d\u1ee5ng v\u00e0 s\u1edf th\u00edch, m\u00e0 c\u00f2n c\u00e1c s\u1ef1 ki\u1ec7n cu\u1ed9c s\u1ed1ng, th\u00f3i quen xem theo m\u00f9a, c\u00f4ng vi\u1ec7c hi\u1ec7n t\u1ea1i, v\u00e0 s\u1edf th\u00edch c\u1ee7a b\u1ea1n \u0111\u1ed3ng h\u00e0nh\u201d-Evelyn Watters, ng\u01b0\u1eddi s\u00e1ng l\u1eadp v\u00e0 Gi\u00e1m \u0111\u1ed1c \u0111i\u1ec1u h\u00e0nh, VUniverse<\/p>\n<p>S\u1ef1 kh\u00e1c bi\u1ec7t ch\u00ednh cho ti\u1ebfp th\u1ecb truy\u1ec1n th\u00f4ng x\u00e3 h\u1ed9i trong n\u0103m 2020 v\u00e0 h\u01a1n th\u1ebf n\u1eefa, n\u1eb1m \u1edf t\u1ef1 \u0111\u1ed9ng h\u00f3a. Tr\u01b0\u1eddng h\u1ee3p tr\u01b0\u1edbc \u0111\u00e2y, c\u00e1c th\u01b0\u01a1ng hi\u1ec7u d\u1ef1a v\u00e0o c\u00e1c nh\u00e0 qu\u1ea3n l\u00fd ph\u01b0\u01a1ng ti\u1ec7n truy\u1ec1n th\u00f4ng x\u00e3 h\u1ed9i ho\u1eb7c nh\u00f3m ng\u01b0\u1eddi \u0111\u1ec3 t\u1ea1o n\u1ed9i dung v\u00e0 tr\u1ea3 l\u1eddi c\u00e1c truy v\u1ea5n c\u1ee7a kh\u00e1ch h\u00e0ng tr\u1ef1c tuy\u1ebfn, vai tr\u00f2 n\u00e0y s\u1ebd ng\u00e0y c\u00e0ng \u0111\u01b0\u1ee3c thay th\u1ebf b\u1eb1ng chatbot v\u00e0 ph\u1ea7n m\u1ec1m AI, cho ph\u00e9p c\u00e1c th\u01b0\u01a1ng hi\u1ec7u c\u00f3 s\u1ef1 hi\u1ec7n di\u1ec7n x\u00e3 h\u1ed9i 24\/7. Machine learning thu\u1eadt to\u00e1n s\u1ebd gi\u00fap c\u00e1c c\u00f4ng ty t\u1ed1i \u01b0u h\u00f3a n\u1ed9i dung x\u00e3 h\u1ed9i m\u00e0 h\u1ecd \u0111\u01b0a ra, d\u1ef1a tr\u00ean h\u00e0nh vi c\u1ee7a kh\u00e1ch h\u00e0ng tr\u00ean ph\u01b0\u01a1ng ti\u1ec7n truy\u1ec1n th\u00f4ng x\u00e3 h\u1ed9i, v\u00e0 tr\u1edf n\u00ean t\u1ed1t h\u01a1n \u1edf cung c\u1ea5p \u0111\u1ec1 xu\u1ea5t s\u1ea3n ph\u1ea9m c\u00e1 nh\u00e2n \u1edf m\u1ee9c ph\u00e2n kh\u00fac-of-one\u201d-Redickaa Subrammanian, Gi\u00e1m \u0111\u1ed1c \u0111i\u1ec1u h\u00e0nh, Resulticks<\/p>\n<p>&#8220;N\u0103m 2020 s\u1ebd l\u00e0 n\u0103m AI \u0111i \u0111\u1ea7u trong l\u0129nh v\u1ef1c ch\u0103m s\u00f3c s\u1ee9c kh\u1ecfe. Sau n\u0103m 2019, l\u00e0 n\u0103m \u0111\u1ea7u ti\u00ean \u00e1p d\u1ee5ng, nhi\u1ec1u trung t\u00e2m y t\u1ebf s\u1ebd b\u1eaft \u0111\u1ea7u nh\u1eadn ra l\u1ee3i \u00edch c\u1ee7a AI khi truy\u1ec1n mi\u1ec7ng trong c\u1ed9ng \u0111\u1ed3ng. th\u1ef1c s\u1ef1 d\u1eabn \u0111\u1ebfn \u00edt c\u00f4ng ty ch\u0103m s\u00f3c s\u1ee9c kh\u1ecfe AI h\u01a1n v\u00ec s\u1ebd c\u00f3 ng\u01b0\u1eddi chi\u1ebfn th\u1eafng v\u00e0 k\u1ebb thua cu\u1ed9c &#8220;.ElElad Walach, \u0111\u1ed3ng s\u00e1ng l\u1eadp v\u00e0 CEO, Aidoc<\/p>\n<p>&#8220;AI s\u1ebd ph\u00e1t tri\u1ec3n &#8230; th\u00f4ng qua AI. S\u1ef1 ti\u1ebfn b\u1ed9 c\u1ee7a AI s\u1ebd tr\u1edf n\u00ean theo c\u1ea5p s\u1ed1 nh\u00e2n khi c\u00e1c c\u00f4ng ngh\u1ec7 d\u1ef1a tr\u00ean AI th\u1ef1c s\u1ef1 x\u00e2y d\u1ef1ng AI tr\u1edf n\u00ean \u0111\u01b0\u1ee3c \u00e1p d\u1ee5ng r\u1ed9ng r\u00e3i h\u01a1n. \u0110i\u1ec1u n\u00e0y \u0111\u00e3 b\u1eaft \u0111\u1ea7u th\u00f4ng qua c\u00e1c ph\u01b0\u01a1ng ph\u00e1p nh\u01b0 t\u00ecm ki\u1ebfm ki\u1ebfn tr\u00fac th\u1ea7n kinh v\u00e0 t\u1ea1o ra t\u00ednh n\u0103ng t\u1ef1 \u0111\u1ed9ng&#8221;. , VP Khoa h\u1ecdc d\u1eef li\u1ec7u, Explorium<\/p>\n<p>Khi nhu c\u1ea7u c\u1ea7n nhi\u1ec1u h\u01a1n n\u1eefa v\u00e0 AI t\u1ed1t h\u01a1n, v\u01b0\u1ee3t xa kh\u1ea3 n\u0103ng c\u1ee7a c\u00e1c nh\u00e0 khoa h\u1ecdc v\u00e0 k\u1ef9 s\u01b0 d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c \u0111\u00e0o t\u1ea1o b\u00e0i b\u1ea3n, c\u00e1c c\u00f4ng ty s\u1ebd chuy\u1ec3n sang c\u00f4ng ngh\u1ec7, \u0111\u00e0o t\u1ea1o v\u00e0 gi\u00e1o d\u1ee5c, n\u00e2ng c\u1ea5p c\u00e1c \u0111\u1ed9i hi\u1ec7n c\u00f3 c\u1ee7a h\u1ecd v\u00e0 li\u00ean quan \u0111\u1ebfn nhi\u1ec1u ti\u1ebfng n\u00f3i ch\u01b0a t\u1eebng th\u1ea5y tr\u01b0\u1edbc \u0111\u00e2y. \u0110i\u1ec1u n\u00e0y s\u1ebd gi\u00fap d\u1eabn \u0111\u1ebfn \u00edt thi\u00ean v\u1ecb h\u01a1n v\u00e0 c\u00f3 tr\u00e1ch nhi\u1ec7m h\u01a1n AI M\u1ea1nh \u0110\u00e0mKurt Muehmel, Gi\u00e1m \u0111\u1ed1c kh\u00e1ch h\u00e0ng, Dataiku<\/p>\n<p>AI AI s\u1ebd th\u00fac \u0111\u1ea9y s\u1ef1 b\u1ec1n v\u1eefng trong n\u0103m 2020 v\u00e0 h\u01a1n th\u1ebf n\u1eefa. B\u1eb1ng c\u00e1ch t\u1eadn d\u1ee5ng c\u00e1c thu\u1eadt to\u00e1n AI, c\u00e1c c\u00f4ng ty c\u00f3 th\u1ec3 \u0111o l\u01b0\u1eddng c\u00e1c t\u00e1c \u0111\u1ed9ng m\u00f4i tr\u01b0\u1eddng v\u00e0 x\u00e3 h\u1ed9i, t\u1ef1 \u0111\u1ed9ng th\u1ef1c hi\u1ec7n c\u00e1c ch\u1ec9nh s\u1eeda c\u00f3 tr\u00e1ch nhi\u1ec7m v\u00e0 t\u1ed1i \u01b0u h\u00f3a c\u00e1c ho\u1ea1t \u0111\u1ed9ng cho t\u00ednh b\u1ec1n v\u1eefng. M\u1eb7c d\u00f9 th\u00e1ch th\u1ee9c v\u1ec1 t\u00ednh b\u1ec1n v\u1eefng ng\u00e0y c\u00e0ng ph\u1ee9c t\u1ea1p h\u01a1n, nh\u01b0ng c\u00e1c c\u00f4ng ngh\u1ec7 n\u00e0y c\u00f3 th\u1ec3 gi\u00fap c\u00e1c doanh nghi\u1ec7p v\u1eadn h\u00e0nh c\u00f3 tr\u00e1ch nhi\u1ec7m v\u00e0 c\u00f3 l\u1ee3i nhu\u1eadn b\u1eb1ng c\u00e1ch gi\u1ea3m ch\u1ea5t th\u1ea3i, s\u1ea3n xu\u1ea5t hi\u1ec7u qu\u1ea3 h\u01a1n, chi\u1ebfn l\u01b0\u1ee3c v\u1eadn chuy\u1ec3n th\u00f4ng minh h\u01a1n v\u00e0 gi\u1ea3m m\u1ee9c ti\u00eau th\u1ee5 t\u00e0i nguy\u00ean. Michael Feindt, C\u1ed1 v\u1ea5n chi\u1ebfn l\u01b0\u1ee3c v\u00e0 ng\u01b0\u1eddi s\u00e1ng l\u1eadp Blue Yonder, m\u1ed9t c\u00f4ng ty JDA<\/p>\n<p>V\u00e0o n\u0103m 2020, ng\u00e0y c\u00e0ng nhi\u1ec1u ng\u01b0\u1eddi ch\u01a1i kinh doanh nh\u1ecf s\u1ebd ch\u1ee7 \u0111\u1ed9ng c\u1ed1 g\u1eafng \u00e1p d\u1ee5ng c\u00f4ng ngh\u1ec7 h\u1ed7 tr\u1ee3 AI nh\u01b0ng s\u1ebd b\u1ecb k\u00ecm h\u00e3m do chi ph\u00ed qu\u00e1 cao c\u1ee7a c\u00e1c c\u00f4ng c\u1ee5 c\u00f3 s\u1eb5n v\u00e0 thi\u1ebfu hi\u1ec3u bi\u1ebft v\u1ec1 &#8216;c\u1ed7 m\u00e1y&#8217;. C\u00e1c nh\u00e0 cung c\u1ea5p ph\u1ea7n m\u1ec1m x\u00e2y d\u1ef1ng AI theo c\u00e1ch d\u1ec5 hi\u1ec3u v\u00e0 gi\u00e1 c\u1ea3 ph\u1ea3i ch\u0103ng cho doanh nghi\u1ec7p trung b\u00ecnh s\u1ebd th\u1ea5y m\u1ed9t l\u1ee3i th\u1ebf r\u1ea5t l\u1edbn trong vi\u1ec7c gi\u00e0nh th\u1ecb ph\u1ea7n Th\u1ecb LongTamara Grominsky, Gi\u00e1m \u0111\u1ed1c Ti\u1ebfp th\u1ecb S\u1ea3n ph\u1ea9m, Unbounce<\/p>\n<p>V\u00e0o n\u0103m 2020, c\u00e1c c\u00f4ng ty s\u1ebd th\u00e0nh c\u00f4ng trong vi\u1ec7c v\u1eadn h\u00e0nh machine learning nh\u01b0 l\u00e0 m\u1ed9t ph\u1ea7n c\u1ee7a c\u00e1c quy tr\u00ecnh quan tr\u1ecdng c\u1ee7a h\u1ecd s\u1ebd ph\u00e1 v\u1ee1 c\u00e1c silo t\u1ed5 ch\u1ee9c \u0111\u1ec3 th\u00e0nh l\u1eadp c\u00e1c nh\u00f3m \u0111a ng\u00e0nh. C\u00e1c nh\u00f3m n\u00e0y s\u1ebd bao g\u1ed3m c\u00e1c k\u1ef9 s\u01b0 d\u1eef li\u1ec7u, nh\u00e0 ph\u00e1t tri\u1ec3n \u1ee9ng d\u1ee5ng v\u00e0 nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u, nh\u1eefng ng\u01b0\u1eddi s\u1ebd t\u1eadp trung v\u00e0o c\u00e1c \u1ee9ng d\u1ee5ng thay v\u00ec v\u00e0o c\u00e1c h\u1ed3 d\u1eef li\u1ec7u. H\u1ecd s\u1ebd t\u00edch h\u1ee3p machine learning t\u1ef1 nhi\u00ean v\u00e0o c\u00e1c \u1ee9ng d\u1ee5ng \u0111\u1ec3 tr\u00e1nh t\u00ecnh tr\u1ea1ng \u0111\u1ea7m l\u1ea7y d\u1eef li\u1ec7u, luNHMonte Zweben, CEO, Splice Machine<\/p>\n<p>\u0110\u01b0\u1ee3c \u0111\u01b0a ra v\u1edbi t\u00ecnh tr\u1ea1ng hi\u1ec7n t\u1ea1i c\u1ee7a c\u00f4ng ngh\u1ec7 AI, AI c\u00f3 th\u1ec3 gi\u1ea3i th\u00edch kh\u00f4ng ph\u1ea3i l\u00e0 m\u1ee5c ti\u00eau hay k\u1ef3 v\u1ecdng h\u1ee3p l\u00fd; tuy nhi\u00ean, ch\u00fang t\u00f4i c\u1ea7n \u0111\u1ea3m b\u1ea3o r\u1eb1ng c\u00e1c <a class=\"iblink\" href=\"\/blog\/tag\/data-platform\/\">n\u1ec1n t\u1ea3ng d\u1eef li\u1ec7u<\/a> h\u1ed7 tr\u1ee3 machine learning m\u1edbi c\u00f3 c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng c\u1ea7n thi\u1ebft \u0111\u1ec3 th\u1ef1c hi\u1ec7n qu\u1ea3n tr\u1ecb, minh b\u1ea1ch v\u00e0 l\u1eb7p l\u1ea1i. N\u1ebfu ch\u00fang ta c\u00f3 th\u1ec3 \u0111\u00e1nh gi\u00e1 d\u1eef li\u1ec7u \u0111\u00e0o t\u1ea1o m\u1ed9t m\u00f4 h\u00ecnh tr\u01b0\u1edbc \u0111\u00f3 v\u00e0 li\u00ean t\u1ee5c \u0111\u00e1nh gi\u00e1 hi\u1ec7u su\u1ea5t c\u1ee7a m\u00f4 h\u00ecnh \u0111\u00f3, th\u00ec ch\u00fang ta c\u00f3 th\u1ec3 t\u00ecm th\u1ea5y c\u00e1c l\u1ed7 h\u1ed5ng trong h\u1ec7 th\u1ed1ng t\u1ea1o ra s\u1ef1 thi\u00ean v\u1ecb kh\u00f4ng ch\u1ee7 \u00fd v\u00e0 kh\u1eafc ph\u1ee5c ch\u00fang tr\u01b0\u1edbc khi ch\u00fang ta ph\u1ea3i nghe v\u1ec1 ch\u00fang tr\u00ean Twitter. Farooq, Gi\u00e1m \u0111\u1ed1c s\u1ea3n ph\u1ea9m, Kinetica<\/p>\n<p>C\u00e1c Bots kh\u00f4ng c\u00f2n gi\u1edbi h\u1ea1n trong c\u00e1c t\u01b0\u01a1ng t\u00e1c \u0111\u01a1n gi\u1ea3n c\u1ee7a kh\u00e1ch h\u00e0ng. H\u1ecd s\u1eed d\u1ee5ng x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean \u0111\u1ec3 hi\u1ec3u r\u00f5 h\u01a1n \u00fd \u0111\u1ecbnh c\u1ee7a ng\u01b0\u1eddi d\u00f9ng v\u00e0 \u0111\u01b0a ra c\u00e1c ph\u1ea3n h\u1ed3i ph\u00f9 h\u1ee3p, h\u1eefu \u00edch. V\u1edbi nhi\u1ec1u cu\u1ed9c h\u1ed9i tho\u1ea1i \u0111\u01b0\u1ee3c l\u00e8o l\u00e1i th\u00e0nh c\u00f4ng b\u1edfi bot, th\u01b0\u01a1ng hi\u1ec7u s\u1ebd t\u0103ng vi\u1ec7c s\u1eed d\u1ee5ng c\u1ee7a h\u1ecd \u0111\u1ec3 c\u1ea3i thi\u1ec7n th\u1eddi gian \u0111\u00e1p \u1ee9ng v\u00e0 l\u00e1i xe hi\u1ec7u qu\u1ea3 trung t\u00e2m li\u00ean l\u1ea1c l\u1edbn h\u01a1n\u201d-Ido Bornstein-HaCohen, Gi\u00e1m \u0111\u1ed1c \u0111i\u1ec1u h\u00e0nh, Conversocial<\/p>\n<p>V\u00e0o n\u0103m 2020, ch\u00fang ta s\u1ebd th\u1ea5y AR \u0111\u01b0\u1ee3c coi l\u00e0 m\u1ed9t gi\u1ea3i ph\u00e1p kinh doanh gi\u1ea3i quy\u1ebft c\u00e1c v\u1ea5n \u0111\u1ec1 trong c\u00e1c ng\u00e0nh c\u00f4ng nghi\u1ec7p v\u00e0 thay \u0111\u1ed5i c\u00e1ch th\u1ee9c ho\u1ea1t \u0111\u1ed9ng c\u1ee7a c\u00e1c doanh nghi\u1ec7p. AI v\u00e0 AR s\u1ebd ti\u1ebfp t\u1ee5c m\u1edf r\u1ed9ng sang c\u00e1c ng\u00e0nh c\u00f4ng nghi\u1ec7p m\u1edbi nh\u01b0 b\u1ea5t \u0111\u1ed9ng s\u1ea3n th\u01b0\u01a1ng m\u1ea1i v\u00e0 c\u00e1c ng\u00e0nh d\u1ecdc kh\u00e1c trong b\u1ea5t \u0111\u1ed9ng s\u1ea3n v\u1eadt l\u00fd nh\u01b0 trung t\u00e2m th\u01b0\u01a1ng m\u1ea1i v\u00e0 c\u00e1c c\u01a1 s\u1edf b\u00e1n l\u1ebb kh\u00e1c. C\u00e1c t\u00ednh n\u0103ng ch\u00ednh c\u1ee7a s\u1ea3n ph\u1ea9m s\u1ebd bao g\u1ed3m AR cho \u0110i\u1ec1u h\u01b0\u1edbng trong nh\u00e0, t\u00ecm ki\u1ebfm AR, h\u1ec7 th\u1ed1ng b\u00e1n v\u00e9 AR. C\u00e1c \u1ee9ng d\u1ee5ng \/ tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng h\u00e0ng \u0111\u1ea7u s\u1ebd bao g\u1ed3m c\u00e1c \u1ee9ng d\u1ee5ng \u0111\u1ec3 b\u1ea3o tr\u00ec v\u00e0 v\u1eadn h\u00e0nh t\u00f2a nh\u00e0, c\u00e1c \u1ee9ng d\u1ee5ng nh\u01b0 b\u1ed9 \u0111i\u1ec1u khi\u1ec3n IoT trung t\u00e2m v\u00e0 h\u01b0\u1edbng d\u1eabn vi\u00ean k\u1ef9 thu\u1eadt s\u1ed1 \u0111\u1ec3 ki\u1ec3m so\u00e1t truy c\u1eadp v\u00e0 \u0111i\u1ec1u h\u01b0\u1edbng c\u1ee7a c\u00e1c t\u00f2a nh\u00e0 si\u00eau \u00e2mEmil Alon, CEO, Resonai<\/p>\n<p>Trong khi \u0111\u1ea7u t\u01b0 v\u00e0o AI tr\u00ean to\u00e0n doanh nghi\u1ec7p \u0111\u00e3 ph\u00e1t tri\u1ec3n v\u01b0\u1ee3t b\u1eadc, m\u1ed9t th\u00e1ch th\u1ee9c l\u1edbn \u0111\u1eb7c bi\u1ec7t \u0111\u1ed1i v\u1edbi c\u00e1c chuy\u00ean gia CNTT l\u00e0 \u0111o l\u01b0\u1eddng ROI c\u1ee7a n\u00f3. C\u00e1c s\u1ea3n ph\u1ea9m doanh nghi\u1ec7p do AI cung c\u1ea5p \u0111\u00e3 m\u1ea5t nhi\u1ec1u th\u1eddi gian \u0111\u1ec3 s\u1ea3n xu\u1ea5t h\u01a1n d\u1ef1 ki\u1ebfn do nh\u1eefng th\u00e1ch th\u1ee9c trong vi\u1ec7c x\u00e2y d\u1ef1ng b\u1ed9 d\u1eef li\u1ec7u \u0111\u00e0o t\u1ea1o, t\u00ednh ch\u1ea5t kh\u00f4ng x\u00e1c \u0111\u1ecbnh c\u1ee7a machine learning v\u00e0 thi\u1ebfu s\u1ef1 tr\u01b0\u1edfng th\u00e0nh c\u1ee7a c\u00e1c c\u00f4ng c\u1ee5 n\u1ec1n t\u1ea3ng machine learning. B\u1ea5t k\u1ec3 nh\u1eefng th\u00e1ch th\u1ee9c n\u00e0y, AI s\u1ebd c\u00f3 \u1ea3nh h\u01b0\u1edfng tr\u00ean c\u00e1c \u1ee9ng d\u1ee5ng v\u00e0 c\u00e1c ng\u00e0nh c\u00f4ng nghi\u1ec7p kh\u00f4ng th\u1ec3 b\u1ecf qua\u201d-Chris Ackerson, Gi\u00e1m \u0111\u1ed1c Product Search v\u00e0 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o, AlphaSense<\/p>\n<p>Tr\u00ed th\u00f4ng minh nh\u00e2n t\u1ea1o s\u1ebd \u0111\u01b0\u1ee3c tr\u01b0ng b\u00e0y \u0111\u1ea7y \u0111\u1ee7 t\u1ea1i Th\u1ebf v\u1eadn h\u1ed9i Olympic \u1edf Tokyo v\u00e0o n\u0103m t\u1edbi. Ch\u00fang ta c\u00f3 th\u1ec3 mong \u0111\u1ee3i c\u00e1c tr\u1ee3 l\u00fd robot, \u0111\u01b0\u1ee3c h\u1ed7 tr\u1ee3 b\u1edfi AI, l\u00e0 m\u1ed9t ph\u1ea7n c\u1ee7a c\u00e1c pha nguy hi\u1ec3m c\u00f4ng khai d\u1eabn \u0111\u1ebfn Th\u1ebf v\u1eadn h\u1ed9i v\u00e0 t\u00edch c\u1ef1c gi\u00fap \u0111\u1ee1 c\u00e1c quan ch\u1ee9c trong c\u00e1c s\u1ef1 ki\u1ec7n tr\u1ef1c ti\u1ebfp, nh\u01b0 g\u1eafn c\u1edd &#8216;ngo\u00e0i l\u1ec1&#8217; trong c\u00e1c tr\u1eadn b\u00f3ng \u0111\u00e1, ch\u1eb3ng h\u1ea1n. AI c\u0169ng s\u1ebd c\u00f3 kh\u1ea3 n\u0103ng \u0111\u01b0\u1ee3c tham gia trong vi\u1ec7c d\u1ef1 \u0111o\u00e1n \u0111i\u1ec3m b\u1ecf phi\u1ebfu v\u00e0 d\u1ef1 b\u00e1o trong cu\u1ed9c b\u1ea7u c\u1eed t\u1ed5ng th\u1ed1ng M\u1ef9, ti\u1ebfp t\u1ee5c \u0111\u01b0a c\u00f4ng ngh\u1ec7 n\u00e0y v\u00e0o quan \u0111i\u1ec3m ch\u00ednh th\u1ed1ng\u201d-Abhijit Sahay, chuy\u1ec3n \u0111\u1ed5i Gi\u00e1m \u0111\u1ed1c-Data, Altimetrik<\/p>\n<p>C\u00e1c c\u00f4ng c\u1ee5 ph\u00e2n t\u00edch Speech Speech l\u00e0 c\u1ea7u n\u1ed1i quan tr\u1ecdng \u0111\u1ec3 h\u1ed7 tr\u1ee3 T\u1ef1 \u0111\u1ed9ng h\u00f3a qu\u00e1 tr\u00ecnh robot (RPA), v\u00e0 v\u00e0o n\u0103m 2020, ch\u00fang ta s\u1ebd th\u1ea5y hai c\u00f4ng ngh\u1ec7 n\u00e0y ti\u1ebfp t\u1ee5c ho\u1ea1t \u0111\u1ed9ng c\u00f9ng nhau. Ch\u00fang ta s\u1ebd th\u1ea5y s\u1ef1 ti\u1ebfn b\u1ed9 nh\u1ea5t trong vi\u1ec7c d\u1ef1 \u0111o\u00e1n \u00fd \u0111\u1ecbnh b\u1eb1ng c\u00e1ch x\u1ebfp l\u1edbp c\u1ea3m x\u00fac v\u00e0 s\u1ef1 ch\u00e2n th\u00e0nh v\u1edbi d\u1eef li\u1ec7u l\u1ecbch s\u1eed trong th\u1eddi gian th\u1ef1c. Trong 1-2 n\u0103m t\u1edbi, ch\u00fang t\u00f4i s\u1ebd c\u00f3 th\u1ec3 x\u00e1c \u0111\u1ecbnh nh\u1eefng th\u1ee9 nh\u01b0 kh\u1ea3 n\u0103ng ng\u01b0\u1eddi \u0111\u00f3 thanh to\u00e1n h\u00f3a \u0111\u01a1n qu\u00e1 h\u1ea1n c\u1ee7a h\u1ecd. Ki\u1ec3u m\u1ee5c \u0111\u00edch c\u1ee7a kh\u00e1ch h\u00e0ng n\u00e0y cu\u1ed1i c\u00f9ng s\u1ebd r\u1ea5t quan tr\u1ecdng \u0111\u1ed1i v\u1edbi vi\u1ec7c ph\u00e2n t\u00edch kinh doanh v\u00e0 l\u1eadp k\u1ebf ho\u1ea1ch cho TR\u1eccNUeshesh Sachdev, CEO, Uniphore<\/p>\n<p>Nh\u1edd nh\u1eefng ti\u1ebfn b\u1ed9 \u0111\u00e1ng k\u1ec3 trong machine learning, n\u0103m 2020 s\u1ebd l\u00e0 n\u0103m m\u00e0 AI gi\u1ea3i quy\u1ebft to\u00e0n b\u1ed9 ph\u1ea1m vi d\u1ecbch v\u1ee5 t\u00e0i ch\u00ednh. N\u0103m 2019 ch\u1ee9ng ki\u1ebfn s\u1ef1 gia t\u0103ng c\u1ee7a c\u1ed1 v\u1ea5n robo cho c\u00e1c t\u00e0i s\u1ea3n, nh\u01b0 qu\u1ea3n l\u00fd \u0111\u1ea7u t\u01b0, nh\u01b0ng vi\u1ec7c ph\u00e1 v\u1ee1 kh\u00eda c\u1ea1nh tr\u00e1ch nhi\u1ec7m c\u1ee7a t\u00e0i ch\u00ednh c\u00e1 nh\u00e2n \u0111\u00e3 ch\u1ee9ng t\u1ecf kh\u00f3 kh\u0103n h\u01a1n nhi\u1ec1u. B\u00e2y gi\u1edd AI \u0111\u00e3 ph\u00e1t tri\u1ec3n \u0111\u1ebfn m\u1ee9c c\u00f3 th\u1ec3 t\u00ednh \u0111\u1ebfn t\u1ea5t c\u1ea3 c\u00e1c y\u1ebfu t\u1ed1 li\u00ean quan \u0111\u1ebfn qu\u1ea3n l\u00fd n\u1ee3 \u0111\u1ec3 \u0111\u01b0a ra c\u00e1c khuy\u1ebfn ngh\u1ecb \u0111\u01b0\u1ee3c c\u00e1 nh\u00e2n h\u00f3a v\u00e0 c\u00f3 th\u1ec3 th\u1ef1c hi\u1ec7n \u0111\u01b0\u1ee3c cho ng\u01b0\u1eddi ti\u00eau d\u00f9ng H\u1ed3i gi\u00e1oAdari Nazari, \u0110\u1ed3ng s\u00e1ng l\u1eadp v\u00e0 CEO, Credit Sesame<\/p>\n<p>M\u1ed9t k\u1ebft qu\u1ea3 c\u1ee7a kh\u1ea3 n\u0103ng thu th\u1eadp d\u1eef li\u1ec7u r\u1ed9ng l\u1edbn c\u00f9ng v\u1edbi s\u1ee9c m\u1ea1nh t\u00ednh to\u00e1n c\u00f3 th\u1ec3 truy c\u1eadp cao, ch\u00fang ta s\u1ebd th\u1ea5y AI v\u00e0 s\u1ea3n xu\u1ea5t machine learning t\u0103ng c\u01b0\u1eddng tr\u00ean nhi\u1ec1u kh\u00eda c\u1ea1nh c\u1ee7a ng\u00e0nh c\u00f4ng nghi\u1ec7p. Tr\u1ecdng t\u00e2m ch\u00ednh s\u1ebd l\u00e0 kh\u00e1ch h\u00e0ng, l\u00e0m vi\u1ec7c \u0111\u1ec3 n\u00e2ng cao tr\u1ea3i nghi\u1ec7m c\u1ee7a h\u1ecd b\u1eb1ng c\u00e1ch cung c\u1ea5p t\u1ed1c \u0111\u1ed9 thi\u1ebft k\u1ebf, ph\u1ea3n h\u1ed3i v\u00e0 t\u1ed1i \u01b0u h\u00f3a. Secondarily, machine learning s\u1ebd bao la \u1ea3nh h\u01b0\u1edfng \u0111\u1ebfn hi\u1ec7u qu\u1ea3 s\u1ea3n xu\u1ea5t \u0111\u1ec3 c\u1ea3i thi\u1ec7n c\u00e1c l\u0129nh v\u1ef1c nh\u01b0 ki\u1ec3m so\u00e1t qu\u00e1 tr\u00ecnh, ph\u00e1t hi\u1ec7n l\u1ed7i v\u00e0 nhu c\u1ea7u d\u1ef1 \u0111o\u00e1n, cho ph\u00e9p chu\u1ed7i cung \u1ee9ng linh ho\u1ea1t h\u01a1n\u201d-Vicki Holt, Gi\u00e1m \u0111\u1ed1c \u0111i\u1ec1u h\u00e0nh, Protolabs<\/p>\n<p>Sau \u0111\u00f3, s\u1ebd c\u00f3 m\u1ed9t n\u1ec1n t\u1ea3ng t\u1eeb c\u00e1c nh\u00e0 l\u00e3nh \u0111\u1ea1o v\u00e0 c\u00e1c nh\u00e0 kh\u1edfi nghi\u1ec7p t\u01b0 t\u01b0\u1edfng c\u01a1 s\u1edf \u0111\u1ec3 l\u00e0m cho AI c\u00f4ng b\u1eb1ng, c\u00f3 tr\u00e1ch nhi\u1ec7m v\u00e0 minh b\u1ea1ch. V\u1edbi suy ngh\u0129 n\u00e0y, nhi\u1ec1u c\u00f4ng ty Fortune 100 s\u1ebd t\u00ecm c\u00e1ch qu\u1ea3n tr\u1ecb AI \u0111\u1ec3 gi\u1ea3m thi\u1ec3u r\u1ee7i ro thu\u1eadt to\u00e1n v\u00e0 nhi\u1ec1u ti\u1ec3u bang \u1edf M\u1ef9 s\u1ebd \u0111\u01b0a ra c\u00e1c quy \u0111\u1ecbnh xung quanh AI. AI c\u00f3 th\u1ec3 gi\u1ea3i th\u00edch s\u1ebd s\u1edbm tr\u1edf th\u00e0nh xu h\u01b0\u1edbng ch\u00ednh \u0111\u1ec3 gi\u00fap gi\u1ea3i quy\u1ebft nh\u1eefng v\u1ea5n \u0111\u1ec1 n\u00e0y, ngay l\u1eadp t\u1ee9c, \u00f4ng DrakeKrishna Gade, \u0111\u1ed3ng s\u00e1ng l\u1eadp v\u00e0 CEO, Fiddler<\/p>\n<p>V\u00e0o n\u0103m 2020, ch\u00fang ta s\u1ebd th\u1ea5y AI \u1ee9ng d\u1ee5ng v\u00e0 machine learning trong b\u1ea3o hi\u1ec3m \u00f4 t\u00f4 \u1edf quy m\u00f4. Th\u1ee7 t\u1ee5c gi\u1ea5y t\u1edd tr\u1ea7n t\u1ee5c s\u1ebd \u0111\u01b0\u1ee3c gi\u1ea3i quy\u1ebft v\u1edbi s\u1ed1 l\u01b0\u1ee3ng l\u1edbn c\u00e1c quy tr\u00ecnh d\u1ef1a tr\u00ean AI, trong khi con ng\u01b0\u1eddi s\u1ebd \u0111\u01b0\u1ee3c gi\u1ea3i ph\u00f3ng \u0111\u1ec3 mang l\u1ea1i tr\u1ea3i nghi\u1ec7m c\u00e1 nh\u00e2n h\u00f3a, c\u1ea3m \u0111\u1ed9ng, cung c\u1ea5p h\u1ed7 tr\u1ee3 c\u1ea3m x\u00fac cho c\u00e1c ch\u00ednh s\u00e1ch sau m\u1ed9t s\u1ef1 ki\u1ec7n \u0111au th\u01b0\u01a1ng, ngay l\u1eadp t\u1ee9c<\/p>\n<p>Ph\u1ea7n m\u1ec1m AI AI s\u1ebd \u0111\u01b0\u1ee3c t\u00edch h\u1ee3p li\u1ec1n m\u1ea1ch v\u00e0 d\u1ea7n d\u1ea7n v\u00e0o c\u00f4ng vi\u1ec7c h\u00e0ng ng\u00e0y c\u1ee7a ch\u00fang t\u00f4i \u0111\u1ec3 gi\u00fap ch\u00fang t\u00f4i hi\u1ec7u qu\u1ea3 v\u00e0 hi\u1ec7u qu\u1ea3 h\u01a1n trong c\u00f4ng vi\u1ec7c. Kh\u00f4ng gi\u1ed1ng nh\u01b0 &#8216;robot gi\u1ebft ng\u01b0\u1eddi&#8217; m\u00e0 m\u1ecdi ng\u01b0\u1eddi nh\u00ecn th\u1ea5y trong phim, lo\u1ea1i t\u1ef1 \u0111\u1ed9ng h\u00f3a n\u00e0y s\u1ebd g\u1ea7n nh\u01b0 v\u00f4 h\u00ecnh. Khi nhi\u1ec1u nhi\u1ec7m v\u1ee5 tr\u1edf n\u00ean t\u1ef1 \u0111\u1ed9ng, l\u00e3nh \u0111\u1ea1o c\u1ea7n \u01b0u ti\u00ean \u0111\u00e0o t\u1ea1o li\u00ean t\u1ee5c cho nh\u00e2n vi\u00ean c\u00f3 tr\u00e1ch nhi\u1ec7m c\u00f4ng vi\u1ec7c c\u00f3 th\u1ec3 thay \u0111\u1ed5i. H\u1ecd c\u0169ng s\u1ebd c\u1ea7n nh\u1ea5n m\u1ea1nh c\u00e1c k\u1ef9 n\u0103ng m\u1ec1m khi tuy\u1ec3n d\u1ee5ng giao ti\u1ebfp, l\u00e0m vi\u1ec7c theo nh\u00f3m, th\u1ea5u c\u1ea3m, \u0111i\u1ec1u m\u00e0 ch\u00fang ta bi\u1ebft kh\u00f4ng th\u1ec3 thay th\u1ebf b\u1eb1ng thu\u1eadt to\u00e1n Ti\u00eau h\u00f3aChristine Trodella, Tr\u01b0\u1edfng Ch\u00e2u M\u1ef9, N\u01a1i l\u00e0m vi\u1ec7c , Facebook<\/p>\n<p>Sau khi AI ti\u1ebfp t\u1ee5c ph\u00e1t tri\u1ec3n, n\u0103m 2020 s\u1ebd ch\u1ee9ng ki\u1ebfn c\u00e1c thi\u1ebft b\u1ecb v\u00e0 \u1ee9ng d\u1ee5ng cung c\u1ea5p c\u00e1c d\u1ecbch v\u1ee5 \u0111\u01b0\u1ee3c c\u00e1 nh\u00e2n h\u00f3a nhi\u1ec1u h\u01a1n; \u0111i\u1ec1u n\u00e0y s\u1ebd \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n th\u00f4ng qua s\u1ef1 hi\u1ec3u bi\u1ebft ng\u00e0y c\u00e0ng t\u0103ng v\u1ec1 h\u00e0nh vi v\u00e0 ki\u1ec3u t\u00ecm ki\u1ebfm c\u1ee7a ng\u01b0\u1eddi d\u00f9ng, cho ph\u00e9p c\u00e1c t\u1ed5 ch\u1ee9c c\u00f3 c\u00e1i nh\u00ecn s\u00e2u s\u1eafc h\u01a1n v\u1ec1 s\u1edf th\u00edch c\u1ee7a ng\u01b0\u1eddi d\u00f9ng v\u00e0 do \u0111\u00f3 cung c\u1ea5p nhi\u1ec1u tr\u1ea3i nghi\u1ec7m l\u1ea5y con ng\u01b0\u1eddi l\u00e0m trung t\u00e2m h\u01a1n trong th\u1eddi gian th\u1ef1c. Kinh<\/p>\n<p>Trong t\u01b0\u01a1ng lai, m\u1ecdi ng\u01b0\u1eddi s\u1ebd \u00e1p d\u1ee5ng m\u1ed9t s\u1ed1 lo\u1ea1i c\u00f4ng ngh\u1ec7 AI khi n\u00f3 ng\u00e0y c\u00e0ng tr\u1edf n\u00ean quan tr\u1ecdng h\u01a1n. Nh\u01b0ng ch\u1ec9 v\u00ec c\u00e1c \u0111\u1ed9i bi\u1ebft c\u00e1ch x\u00e2y d\u1ef1ng AI kh\u00f4ng c\u00f3 ngh\u0129a l\u00e0 h\u1ecd bi\u1ebft c\u00e1ch s\u1eed d\u1ee5ng n\u00f3 \u0111\u00fang c\u00e1ch. B\u1ea1n c\u00f3 th\u1ec3 x\u00e2y d\u1ef1ng m\u1ed9t thu\u1eadt to\u00e1n cho h\u1ea7u h\u1ebft m\u1ecdi th\u1ee9 nh\u01b0ng \u0111i\u1ec1u \u0111\u00f3 kh\u00f4ng c\u00f3 ngh\u0129a l\u00e0 n\u00f3 s\u1ebd c\u00f3 ti\u1ec7n \u00edch trong m\u1ed9t doanh nghi\u1ec7p ho\u1eb7c c\u00f3 kh\u1ea3 n\u0103ng th\u00edch \u1ee9ng d\u1eef li\u1ec7u m\u1edbi. Khi s\u1ef1 ph\u1ee9c t\u1ea1p trong ph\u1ea7n m\u1ec1m t\u0103ng l\u00ean, vi\u1ec7c hi\u1ec3u \u0111\u01b0\u1ee3c s\u1ef1 kh\u00e1c bi\u1ec7t gi\u1eefa vi\u1ec7c x\u00e2y d\u1ef1ng AI v\u00e0 s\u1eed d\u1ee5ng n\u00f3 s\u1ebd r\u1ea5t quan tr\u1ecdng khi ch\u00fang ta b\u01b0\u1edbc v\u00e0o n\u0103m 2020, \u0110i\u00eanJon Seaton, Gi\u00e1m \u0111\u1ed1c Khoa h\u1ecdc D\u1eef li\u1ec7u, Ch\u1ee9c n\u0103ng<\/p>\n<p>100% AI \u0111ang c\u00e1ch m\u1ea1ng h\u00f3a vi\u1ec7c mua v\u00e0 b\u00e1n c\u00e1c d\u1ecbch v\u1ee5 B2B ph\u1ee9c t\u1ea1p, theo truy\u1ec1n th\u1ed1ng \u0111\u1ec3 l\u1ea1i c\u00e1c quy tr\u00ecnh t\u01b0\u01a1ng t\u1ef1, b\u1eb1ng c\u00e1ch hi\u1ec3u v\u00e0 \u0111\u00e1p \u1ee9ng s\u1ef1 ph\u1ee9c t\u1ea1p c\u1ee7a \u00fd \u0111\u1ecbnh c\u1ee7a con ng\u01b0\u1eddi. M\u00e1y v\u00e0 deep learning gi\u00fap ng\u01b0\u1eddi d\u00f9ng c\u00e1c d\u1ecbch v\u1ee5 B2B ph\u1ee9c t\u1ea1p c\u00f3 th\u1ec3 x\u00e1c \u0111\u1ecbnh v\u00e0 kh\u1edbp c\u00e1c y\u00eau c\u1ea7u ph\u1ee9c t\u1ea1p v\u1edbi c\u00e1c \u0111\u1ed1i t\u00e1c th\u01b0\u01a1ng m\u1ea1i (nh\u00e0 cung c\u1ea5p) l\u00fd t\u01b0\u1edfng th\u00f4ng qua quy tr\u00ecnh nh\u1eadn d\u1ea1ng nhu c\u1ea7u tr\u1ef1c quan v\u00e0 hi\u1ec3u bi\u1ebft s\u00e2u r\u1ed9ng v\u1ec1 s\u1ee9c m\u1ea1nh v\u00e0 kh\u1ea3 n\u0103ng c\u1ee7a \u0111\u1ed1i t\u00e1c th\u01b0\u01a1ng m\u1ea1i. Tr\u1ea3i nghi\u1ec7m ng\u01b0\u1eddi d\u00f9ng ti\u1ebfp t\u1ee5c \u0111\u01b0\u1ee3c c\u1ea3i thi\u1ec7n khi AI tr\u1edf n\u00ean th\u00f4ng tin t\u1ed1t h\u01a1n v\u1ec1 c\u00e1c s\u1edf th\u00edch c\u00e1 nh\u00e2n v\u00e0 y\u00eau c\u1ea7u c\u1ee7a c\u00f4ng ty v\u1edbi m\u1ecdi t\u01b0\u01a1ng t\u00e1c, \u0111\u1eb7c bi\u1ec7t l\u00e0 c\u00e1c l\u0129nh v\u1ef1c v\u00f4 h\u00ecnh nh\u01b0 v\u0103n h\u00f3a t\u1ed5 ch\u1ee9c v\u00e0 c\u00e1c gi\u00e1 tr\u1ecb c\u1ee7a L\u00caIKeith Hausmann, Gi\u00e1m \u0111\u1ed1c doanh thu, Globality<\/p>\n<p>B\u0103ng th\u00f4ng \u0111\u1eb7c bi\u1ec7t c\u1ee7a nh\u00f3m 5G v\u00e0 c\u00e1c \u1ee9ng d\u1ee5ng m\u00e0 n\u00f3 cho ph\u00e9p, ch\u1eb3ng h\u1ea1n nh\u01b0 c\u00e1c ph\u01b0\u01a1ng ti\u1ec7n \u0111\u01b0\u1ee3c k\u1ebft n\u1ed1i, s\u1ebd \u0111\u1ea9y r\u1ea5t nhi\u1ec1u t\u00ednh to\u00e1n v\u00e0 m\u00f4 h\u00ecnh machine learning ph\u1ee5c v\u1ee5 cho Telco Edge. \u0110i\u1ec1u n\u00e0y s\u1ebd y\u00eau c\u1ea7u c\u00e1c nh\u00e0 ph\u00e1t tri\u1ec3n \u1ee9ng d\u1ee5ng ti\u00eau th\u1ee5 c\u00e1c d\u1ecbch v\u1ee5 gi\u1ed1ng nh\u01b0 CDN nh\u01b0ng \u0111\u1ec3 x\u1eed l\u00fd d\u1eef li\u1ec7u v\u00e0 ph\u1ee5c v\u1ee5 m\u00f4 h\u00ecnh. Ch\u00fang ta c\u0169ng s\u1ebd b\u1eaft \u0111\u1ea7u th\u1ea5y nhi\u1ec1u \u1ee9ng d\u1ee5ng th\u00fa v\u1ecb h\u01a1n v\u1ec1 k\u1ef9 thu\u1eadt AI trong c\u00e1c l\u0129nh v\u1ef1c kh\u00e1c, ng\u00f4i sao , ng\u00f4i sao v\u00e0 c\u00f4ng ngh\u1ec7, Lentiq<\/p>\n<p>Ph\u1ea7n m\u1ec1m AI AI s\u1ebd \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 t\u00ecm ra nh\u1eefng c\u00e1ch m\u1edbi \u0111\u1ec3 t\u00ecm hi\u1ec3u th\u00eam v\u1ec1 ng\u01b0\u1eddi ti\u00eau d\u00f9ng s\u1ea3n ph\u1ea9m v\u00e0 d\u1ecbch v\u1ee5 nh\u1eb1m \u0111\u01b0a h\u1ecd \u0111\u1ebfn n\u1ed9i dung c\u00f3 kh\u1ea3 n\u0103ng \u0111\u01b0\u1ee3c h\u1ecd quan t\u00e2m nh\u1ea5t. Trong khi Facebook l\u00e0 ng\u01b0\u1eddi s\u1edbm ch\u1ea5p nh\u1eadn AI t\u1eeb g\u00f3c \u0111\u1ed9 ti\u1ebfp th\u1ecb, c\u00e1c n\u1ec1n t\u1ea3ng kh\u00e1c \u0111ang theo sau. C\u00e1c \u1ee9ng d\u1ee5ng nh\u01b0 \u1ee9ng d\u1ee5ng n\u00e0y c\u00f3 kh\u1ea3 n\u0103ng ph\u1ea3n \u1ee9ng v\u1edbi d\u1eef li\u1ec7u th\u00f4ng qua AI, machine learning v\u00e0 ph\u00e2n t\u00edch d\u1ef1 \u0111o\u00e1n \u0111\u01b0\u1ee3c trang b\u1ecb \u0111\u1ec3 cung c\u1ea5p c\u00e1c gi\u1ea3i ph\u00e1p d\u1ef1a tr\u00ean d\u1eef li\u1ec7u cho c\u00e1c v\u1ea5n \u0111\u1ec1 c\u1ee7a kh\u00e1ch h\u00e0ng th\u00f4ng qua h\u1ed7 tr\u1ee3 c\u00e1 nh\u00e2n h\u00f3a, t\u1ef1 \u0111\u1ed9ng h\u00f3a quy tr\u00ecnh v\u00e0 c\u00e1c t\u00ednh n\u0103ng kh\u00e1c , V\u1ed1n BIP<\/p>\n<p>Trong khi AI v\u00e0 machine learning s\u1ebd t\u0103ng s\u1ed1 l\u01b0\u1ee3ng t\u1ef1 \u0111\u1ed9ng h\u00f3a t\u1ea1i n\u01a1i l\u00e0m vi\u1ec7c, ch\u1ec9 m\u1ed9t t\u1ef7 l\u1ec7 nh\u1ecf c\u00f4ng vi\u1ec7c s\u1ebd \u0111\u01b0\u1ee3c thay th\u1ebf ho\u00e0n to\u00e0n. Thay v\u00e0o \u0111\u00f3, nh\u1eefng g\u00ec ch\u00fang ta s\u1ebd th\u1ea5y l\u00e0 con ng\u01b0\u1eddi s\u1ebd ng\u00e0y c\u00e0ng l\u00e0m vi\u1ec7c b\u00ean c\u1ea1nh m\u00e1y m\u00f3c. \u0110i\u1ec1u \u0111\u00f3 \u0111\u00e3 x\u1ea3y ra trong qu\u00e1 kh\u1ee9, t\u1eeb m\u00e1y k\u00e9o trong c\u00e1c trang tr\u1ea1i \u0111\u1ebfn b\u1ea3ng t\u00ednh trong m\u00f4i tr\u01b0\u1eddng v\u0103n ph\u00f2ng. Vi\u1ec7c t\u1ef1 \u0111\u1ed9ng h\u00f3a c\u00e1c c\u00f4ng vi\u1ec7c nh\u00e0m ch\u00e1n ho\u1eb7c ph\u00e2n t\u00edch ph\u1ee9c t\u1ea1p s\u1ebd gi\u00fap l\u00e0m phong ph\u00fa th\u00eam nhi\u1ec1u ch\u1ee9c n\u0103ng c\u00f4ng vi\u1ec7c v\u00e0 cho ph\u00e9p c\u00e1c c\u00e1 nh\u00e2n \u0111\u1ec3 t\u1eadp trung nhi\u1ec1u th\u1eddi gian v\u00e0 s\u1ef1 ch\u00fa \u00fd v\u00e0o c\u00e1c nhu c\u1ea7u chi\u1ebfn l\u01b0\u1ee3c c\u1ee7a doanh nghi\u1ec7p\u201d-Julia Kanouse, Gi\u00e1m \u0111\u1ed1c \u0111i\u1ec1u h\u00e0nh, Hi\u1ec7p h\u1ed9i C\u00f4ng ngh\u1ec7 Illinois<\/p>\n<p>Trong v\u00e0i n\u0103m qua, AI AI \u0111\u00e3 \u0111\u01b0\u1ee3c qu\u1ea3ng c\u00e1o r\u1ea7m r\u1ed9, nh\u01b0ng b\u00e2y gi\u1edd ch\u00fang ta b\u1eaft \u0111\u1ea7u th\u1ea5y nh\u1eefng kh\u1ea3 n\u0103ng th\u1ef1c s\u1ef1 v\u00e0 c\u00e1c gi\u1edbi h\u1ea1n c\u1ee7a c\u00f4ng ngh\u1ec7. Trong khi AI c\u00f3 th\u1ec3 \u0111\u01b0a ra d\u1ef1 \u0111o\u00e1n, n\u00f3 thi\u1ebfu y\u1ebfu t\u1ed1 th\u00edch \u1ee9ng c\u1ee7a con ng\u01b0\u1eddi v\u1edbi c\u00e1c t\u00ecnh hu\u1ed1ng trong th\u1ebf gi\u1edbi th\u1ef1c. Nh\u00ecn chung, li\u00ean k\u1ebft b\u1ecb thi\u1ebfu l\u1edbn nh\u1ea5t trong AI hi\u1ec7n nay l\u00e0 thi\u1ebfu chuy\u00ean m\u00f4n v\u1ec1 b\u1ed1i c\u1ea3nh v\u00e0 l\u0129nh v\u1ef1c. \u0110\u1ec3 l\u1ea5p \u0111\u1ea7y kho\u1ea3ng tr\u1ed1ng \u0111\u00f3, v\u00e0o n\u0103m 2020, ch\u00fang ta s\u1ebd b\u1eaft \u0111\u1ea7u th\u1ea5y vi\u1ec7c s\u1eed d\u1ee5ng tr\u00ed th\u00f4ng minh theo ng\u1eef c\u1ea3nh ng\u00e0y c\u00e0ng t\u0103ng v\u00e0 d\u1eef li\u1ec7u c\u1ea7n thi\u1ebft \u0111\u1ec3 r\u00fat ra nh\u1eefng hi\u1ec3u bi\u1ebft nh\u01b0 v\u1ecb tr\u00ed c\u1ee7a ng\u01b0\u1eddi d\u00f9ng, th\u1eddi ti\u1ebft v\u00e0 nhi\u1ec1u h\u01a1n n\u1eefa. Hossein Rahnama, Ng\u01b0\u1eddi s\u00e1ng l\u1eadp v\u00e0 Gi\u00e1m \u0111\u1ed1c \u0111i\u1ec1u h\u00e0nh, Flybits<\/p>\n<p>V\u00e0o n\u0103m 2020, ch\u00fang ta s\u1ebd th\u1ea5y c\u00e1c nh\u00e0 l\u00e3nh \u0111\u1ea1o nh\u00e2n s\u1ef1 t\u1eadn d\u1ee5ng AI \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh r\u00f5 h\u01a1n nh\u00e2n vi\u00ean n\u00e0o c\u00f3 th\u1ec3 s\u1eafp s\u1eeda b\u1ecf vi\u1ec7c. Khi b\u1ed9 d\u1eef li\u1ec7u nh\u00e2n s\u1ef1 m\u1edf r\u1ed9ng v\u1edbi c\u00e1c y\u1ebfu t\u1ed1 m\u1edbi nh\u01b0 ph\u1ea3n h\u1ed3i kh\u1ea3o s\u00e1t, m\u1ee9c \u0111\u1ed9 nh\u1eadn bi\u1ebft ngang h\u00e0ng c\u1ee7a nh\u00e2n vi\u00ean v\u00e0 m\u1ee9c \u0111\u1ed9 g\u1eafn k\u1ebft c\u1ee7a nh\u00e2n vi\u00ean trong c\u00e1c n\u1ec1n t\u1ea3ng truy\u1ec1n th\u00f4ng nh\u00e2n s\u1ef1, do \u0111\u00f3, ch\u1ea5t l\u01b0\u1ee3ng c\u1ee7a c\u00e1c thu\u1eadt to\u00e1n trong kh\u1ea3 n\u0103ng \u0111\u00e1nh gi\u00e1 t\u00ecnh c\u1ea3m c\u1ee7a nh\u00e2n vi\u00ean. \u0110\u1ed1i v\u1edbi c\u00e1c nh\u00e0 l\u00e3nh \u0111\u1ea1o nh\u00e2n s\u1ef1 t\u00ecm ki\u1ebfm \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh r\u00f5 h\u01a1n v\u1ec1 th\u00e1i \u0111\u1ed9 m\u00e0 lu\u00e2n chuy\u1ec3n nh\u00e2n vi\u00ean \u1ed5 \u0111\u0129a v\u00e0 t\u0103ng duy tr\u00ec, s\u1eed d\u1ee5ng AI \u0111\u1ec3 cung c\u1ea5p c\u00e1i nh\u00ecn s\u00e2u v\u00e0o s\u1ef1 tham gia c\u1ee7a nh\u00e2n vi\u00ean s\u1ebd r\u1ea5t quan tr\u1ecdng\u201d-Steve Beauchamp, Gi\u00e1m \u0111\u1ed1c \u0111i\u1ec1u h\u00e0nh, Paylocity<\/p>\n<p>V\u00e0o n\u0103m 2020, AI s\u1ebd \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 gi\u00fap c\u00e1c c\u00f4ng ty th\u00fac \u0111\u1ea9y t\u1ef1 \u0111\u1ed9ng h\u00f3a trong quy tr\u00ecnh c\u1ee7a h\u1ecd b\u1eb1ng c\u00e1ch th\u1ef1c hi\u1ec7n c\u00f4ng vi\u1ec7c \u0111\u1ee7 ch\u00ednh x\u00e1c \u0111\u1ec3 thay th\u1ebf c\u00e1c nhi\u1ec7m v\u1ee5 ch\u1ec9 ho\u00e0n th\u00e0nh tr\u01b0\u1edbc \u0111\u00e2y c\u1ee7a con ng\u01b0\u1eddi. Khi AI \u0111\u01b0\u1ee3c t\u1eadn d\u1ee5ng ch\u00ednh x\u00e1c, n\u00f3 c\u00f3 th\u1ec3 gi\u00fap nh\u00e0 tuy\u1ec3n d\u1ee5ng x\u00e1c \u0111\u1ecbnh c\u00e1c khu v\u1ef1c n\u01a1i h\u1ecd c\u00f3 th\u1ec3 lo\u1ea1i b\u1ecf s\u1ef1 thi\u00ean v\u1ecb, ch\u1eb3ng h\u1ea1n nh\u01b0 trong c\u00e1c m\u00f4 t\u1ea3 c\u00f4ng vi\u1ec7c. AI l\u00e0 kh\u00f4ng c\u00f3 kh\u1ea3 n\u0103ng s\u1eb5n s\u00e0ng \u0111\u1ec3 th\u1ef1c hi\u1ec7n l\u1ef1a ch\u1ecdn tuy\u1ec3n d\u1ee5ng ch\u00ednh th\u1ee9c, nh\u01b0ng n\u00f3 s\u1ebd t\u0103ng t\u1ed1c \u0111\u1ed9 \u0111\u00e1ng k\u1ec3 l\u00ean nhi\u1ec1u b\u01b0\u1edbc \u0111\u01b0\u1ee3c ho\u00e0n th\u00e0nh b\u1edfi nh\u00e0 tuy\u1ec3n d\u1ee5ng ng\u00e0y h\u00f4m nay\u201d-Adam Godson, C\u00f4ng ngh\u1ec7 v\u00e0 Gi\u00e1m \u0111\u1ed1c s\u1ea3n ph\u1ea9m s\u00e1ng t\u1ea1o, Cielo<\/p>\n<p>V\u00e0o n\u0103m 2020, ch\u00fang t\u00f4i hy v\u1ecdng AI s\u1ebd \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng th\u01b0\u1eddng xuy\u00ean h\u01a1n trong kh\u00f4ng gian nh\u1eadp c\u01b0 d\u1ef1a tr\u00ean vi\u1ec7c l\u00e0m \u0111\u1ec3 cung c\u1ea5p cho lu\u1eadt s\u01b0, l\u00e3nh \u0111\u1ea1o ngu\u1ed3n nh\u00e2n l\u1ef1c v\u00e0 t\u00e0i n\u0103ng n\u01b0\u1edbc ngo\u00e0i m\u1ed9t quy tr\u00ecnh nh\u1eadp c\u01b0 li\u1ec1n m\u1ea1ch v\u00e0 \u00edt c\u0103ng th\u1eb3ng h\u01a1n. B\u1eb1ng c\u00e1ch t\u00edch h\u1ee3p AI v\u00e0 c\u00f4ng ngh\u1ec7 v\u00e0o qu\u00e1 tr\u00ecnh nh\u1eadp c\u01b0, c\u00e1c nh\u00e0 l\u00e3nh \u0111\u1ea1o nh\u00e2n s\u1ef1 s\u1ebd \u0111\u01b0\u1ee3c trang b\u1ecb c\u00e1c ngu\u1ed3n l\u1ef1c, c\u00f4ng c\u1ee5 v\u00e0 d\u1eef li\u1ec7u h\u1ecd c\u1ea7n \u0111\u1ec3 t\u00e0i tr\u1ee3 cho c\u00e1c c\u00f4ng d\u00e2n n\u01b0\u1edbc ngo\u00e0i v\u00e0 qu\u1ea3n l\u00fd c\u00e1c ch\u01b0\u01a1ng tr\u00ecnh nh\u1eadp c\u01b0 m\u1ed9t c\u00e1ch chu \u0111\u00e1o, hi\u1ec7u qu\u1ea3 v\u00e0 ti\u1ebfp t\u1ee5c tu\u00e2n th\u1ee7 \u0111i\u1ec1u tra, MitchRichard Burke, CEO, Envoy Global<\/p>\n<p>V\u00e0o n\u0103m 2020, ch\u00fang t\u00f4i hy v\u1ecdng s\u1ebd th\u1ea5y c\u00e1c nh\u00f3m thu nh\u1eadn t\u00e0i n\u0103ng ti\u1ebfp t\u1ee5c s\u1eed d\u1ee5ng AI \u0111\u1ec3 th\u00fac \u0111\u1ea9y s\u1ef1 c\u00f4ng b\u1eb1ng, d\u1ef1 \u0111o\u00e1n t\u1ed1t h\u01a1n ph\u00f9 h\u1ee3p cho vi\u1ec7c thu\u00ea, h\u1ee3p l\u00fd h\u00f3a quy tr\u00ecnh v\u00e0 c\u1ea3i thi\u1ec7n tr\u1ea3i nghi\u1ec7m c\u1ee7a \u1ee9ng vi\u00ean. C\u00e1c nh\u00f3m thu nh\u1eadn t\u00e0i n\u0103ng c\u0169ng s\u1ebd s\u1eed d\u1ee5ng AI \u0111\u1ec3 d\u1ef1 \u0111o\u00e1n t\u1ed1t h\u01a1n kh\u1ea3 n\u0103ng th\u00e0nh c\u00f4ng c\u1ee7a \u1ee9ng vi\u00ean trong c\u00f4ng vi\u1ec7c, th\u1ef1c hi\u1ec7n ki\u1ec3m so\u00e1t thi\u00ean v\u1ecb v\u00e0 cung c\u1ea5p cho \u1ee9ng vi\u00ean ph\u1ea3n h\u1ed3i theo th\u1eddi gian th\u1ef1c. Nh\u01b0 AI ti\u1ebfp t\u1ee5c \u0111\u00f3ng m\u1ed9t vai tr\u00f2 quan tr\u1ecdng trong tuy\u1ec3n d\u1ee5ng, t\u1ed5 ch\u1ee9c ph\u1ea3i \u0111\u1ea3m b\u1ea3o c\u00f4ng ngh\u1ec7 tuy\u1ec3n d\u1ee5ng c\u1ee7a h\u1ecd c\u00f3 l\u1ee3i cho th\u00ed sinh c\u00e1 nh\u00e2n v\u00e0 th\u00f4ng qua c\u00e1c ti\u00eau chu\u1ea9n m\u1edf m\u00e0 l\u00e0 trong su\u1ed1t, c\u00f3 th\u1ec3 ki\u1ec3m ch\u1ee9ng, t\u00e1i s\u1ea3n xu\u1ea5t v\u00e0 \u0111\u01b0\u1ee3c xu\u1ea5t b\u1ea3n\u201d-Eric Sydell, Ti\u1ebfn s\u0129, Ph\u00f3 Ch\u1ee7 t\u1ecbch c\u1ee7a \u0110\u1ed5i m\u1edbi, Thu\u00ea hi\u1ec7n \u0111\u1ea1i<\/p>\n<p>Gi\u00e1o d\u1ee5c \u0111\u1ea1i h\u1ecdc s\u1ebd ti\u1ebfp t\u1ee5c th\u1ea5y gi\u00e1 tr\u1ecb c\u1ee7a vi\u1ec7c th\u1ef1c hi\u1ec7n c\u00e1c gi\u1ea3i ph\u00e1p d\u1ef1a tr\u00ean AI khi ch\u00fang ta \u0111i v\u00e0o n\u0103m 2020. Ch\u00fang ta s\u1ebd th\u1ea5y vi\u1ec7c s\u1eed d\u1ee5ng AI ng\u00e0y c\u00e0ng t\u0103ng trong c\u00e1c c\u00f4ng c\u1ee5 h\u1ecdc t\u1eadp c\u00f3 th\u1ec3 \u0111o l\u01b0\u1eddng v\u00e0 d\u1ef1 \u0111o\u00e1n vi\u1ec7c s\u1eed d\u1ee5ng tr\u00ean nhi\u1ec1u \u0111\u1ed1i t\u01b0\u1ee3ng, \u0111\u1eb7c bi\u1ec7t l\u00e0 trong STEM, theo th\u1ee9 t\u1ef1 \u0111\u1ec3 cung c\u1ea5p cho sinh vi\u00ean nh\u1eefng con \u0111\u01b0\u1eddng c\u00e1 nh\u00e2n h\u00f3a h\u01a1n \u0111\u1ec3 th\u00e0nh c\u00f4ng. Ngo\u00e0i ra, nh\u1eefng ti\u1ebfn b\u1ed9 c\u1ee7a AI trong c\u00e1c ph\u00e2n t\u00edch \u0111\u1ecbnh t\u00ednh v\u1ec1 c\u00e1ch vi\u1ebft v\u0103n b\u1ea3n bao g\u1ed3m c\u1ea5u tr\u00fac l\u1eadp lu\u1eadn, m\u1ee9c \u0111\u1ed9 ph\u00f9 h\u1ee3p v\u00e0 giai \u0111i\u1ec7u s\u1ebd d\u1eabn \u0111\u1ebfn vi\u1ec7c s\u1eed d\u1ee5ng ng\u00e0y c\u00e0ng nhi\u1ec1u c\u00e1c gi\u1ea3i ph\u00e1p vi\u1ebft d\u1ef1a tr\u00ean AI trong ed edKanuj Malhotra, Ch\u1ee7 t\u1ecbch Gi\u1ea3i ph\u00e1p Sinh vi\u00ean K\u1ef9 thu\u1eadt s\u1ed1, BNED<\/p>\n<p>Khi c\u00e1c doanh nghi\u1ec7p chuy\u1ec3n t\u1eeb th\u1ef1c hi\u1ec7n sang \u0111\u00e1nh gi\u00e1 v\u00e0o n\u0103m 2020, ch\u00fang ta s\u1ebd b\u1eaft \u0111\u1ea7u th\u1ea5y c\u00e1c tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng ph\u1ed5 bi\u1ebfn c\u1ee7a AI thay \u0111\u1ed5i. C\u00e1c c\u00f4ng ty \u0111\u00e3 \u00e1p d\u1ee5ng c\u00e1c gi\u1ea3i ph\u00e1p AI v\u1edbi m\u1ee5c \u0111\u00edch g\u00e2y \u1ea5n t\u01b0\u1ee3ng v\u1edbi kh\u00e1ch h\u00e0ng v\u00e0 nh\u00e2n vi\u00ean b\u1eb1ng c\u00e1c t\u01b0\u01a1ng t\u00e1c b\u1ea5t ng\u1edd ho\u1eb7c qua c\u00e1c t\u01b0\u01a1ng t\u00e1c h\u00e0ng \u0111\u1ea7u, s\u1ebd kh\u00f4ng th\u1ea5y k\u1ebft qu\u1ea3 gi\u1ed1ng nh\u01b0 c\u00e1c c\u00f4ng ty s\u1eed d\u1ee5ng AI \u0111\u1ec3 \u0111\u01a1n gi\u1ea3n h\u00f3a c\u00e1c t\u01b0\u01a1ng t\u00e1c theo c\u00e1ch hi\u1ec7u qu\u1ea3 nh\u1ea5t, nh\u01b0 l\u00e0m th\u1ee7 t\u1ee5c gi\u1ea5y t\u1edd. S\u1ee9c m\u1ea1nh th\u1ef1c s\u1ef1 c\u1ee7a AI s\u1ebd \u0111\u01b0\u1ee3c ti\u1ebft l\u1ed9 v\u1ec1 vi\u1ec7c lo\u1ea1i b\u1ecf c\u00e1c nhi\u1ec7m v\u1ee5 c\u1ed3ng k\u1ec1nh c\u1ee7a AI \u0111\u1ec3 cung c\u1ea5p cho c\u00e1c b\u00ean li\u00ean quan nh\u1eefng t\u01b0\u01a1ng t\u00e1c t\u00edch c\u1ef1c, nh\u1ea5t qu\u00e1n gi\u00fap cu\u1ed9c s\u1ed1ng h\u00e0ng ng\u00e0y c\u1ee7a h\u1ecd tr\u1edf n\u00ean d\u1ec5 d\u00e0ng h\u01a1n \u0110i\u00eanZviki Ben-Ishay, \u0110\u1ed3ng s\u00e1ng l\u1eadp v\u00e0 CEO, Lightico<\/p>\n<p><em>Ngu\u1ed3n<\/em> Forbes<\/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>T&ocirc;i: Alex Alexa, cho t&ocirc;i bi&#7871;t &#273;i&#7873;u g&igrave; s&#7869; x&#7843;y ra v&agrave;o n&#259;m 2020. Amazon AI: &#272;&acirc;y l&agrave; nh&#7919;ng g&igrave; t&ocirc;i t&igrave;m th&#7845;y tr&ecirc;n Wikipedia: Gi&#7843;i v&ocirc; &#273;&#7883;ch b&oacute;ng &#273;&aacute; ch&acirc;u &Acirc;u UEFA 2020 [ti&#7871;p t&#7909;c &#273;&#7885;c t&#7915; Wikipedia] T&ocirc;i: Alex Alexa, h&atilde;y cho t&ocirc;i m&#7897;t d&#7921; &#273;o&aacute;n cho n&#259;m 2020. Amazon AI: V&#361; tr&#7909;&#8230;<\/p>\n","protected":false},"author":2,"featured_media":3434,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[3,1],"tags":[7,12,1335],"class_list":["post-3431","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-hpc","category-tong-hop","tag-ai","tag-deep-learning","tag-ict-trends"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>120 d\u1ef1 b\u00e1o th\u00fa v\u1ecb v\u1ec1 AI cho n\u0103m 2020 t\u1eeb l\u00e3nh \u0111\u1ea1o c\u00e1c h\u00e3ng c\u00f4ng ngh\u1ec7 - 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\/tong-hop\/120-du-bao-thu-vi-ve-ai-cho-nam-2020-p3431\/\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:title\" content=\"120 d\u1ef1 b\u00e1o th\u00fa v\u1ecb v\u1ec1 AI cho n\u0103m 2020 t\u1eeb l\u00e3nh \u0111\u1ea1o c\u00e1c h\u00e3ng c\u00f4ng ngh\u1ec7 - Blog | TheGioiMayChu\" \/>\n<meta name=\"twitter:description\" content=\"T&ocirc;i: Alex Alexa, cho t&ocirc;i bi&#7871;t &#273;i&#7873;u g&igrave; s&#7869; x&#7843;y ra v&agrave;o n&#259;m 2020. Amazon AI: &#272;&acirc;y l&agrave; nh&#7919;ng g&igrave; t&ocirc;i t&igrave;m th&#7845;y tr&ecirc;n Wikipedia: Gi&#7843;i v&ocirc; &#273;&#7883;ch b&oacute;ng &#273;&aacute; ch&acirc;u &Acirc;u UEFA 2020 [ti&#7871;p t&#7909;c &#273;&#7885;c t&#7915; Wikipedia] T&ocirc;i: Alex Alexa, h&atilde;y cho t&ocirc;i m&#7897;t d&#7921; &#273;o&aacute;n cho n&#259;m 2020. Amazon AI: V&#361; tr&#7909;...\" \/>\n<meta name=\"twitter:image\" content=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2019\/12\/AI111-e1575947740402.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=\"115 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/tong-hop\\\/120-du-bao-thu-vi-ve-ai-cho-nam-2020-p3431\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/tong-hop\\\/120-du-bao-thu-vi-ve-ai-cho-nam-2020-p3431\\\/\"},\"author\":{\"name\":\"Vanito Hoang\",\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/#\\\/schema\\\/person\\\/feccec179330cfebfaa805639a357d18\"},\"headline\":\"120 d\u1ef1 b\u00e1o th\u00fa v\u1ecb v\u1ec1 AI cho n\u0103m 2020 t\u1eeb l\u00e3nh \u0111\u1ea1o c\u00e1c h\u00e3ng c\u00f4ng ngh\u1ec7\",\"datePublished\":\"2019-12-10T00:22:35+00:00\",\"dateModified\":\"2019-12-13T01:14:47+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/tong-hop\\\/120-du-bao-thu-vi-ve-ai-cho-nam-2020-p3431\\\/\"},\"wordCount\":23101,\"publisher\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/tong-hop\\\/120-du-bao-thu-vi-ve-ai-cho-nam-2020-p3431\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/wp-content\\\/uploads\\\/2019\\\/12\\\/AI111-e1575947740402.jpg\",\"keywords\":[\"ai\",\"deep learning\",\"ict trends\"],\"articleSection\":[\"AI - HPC\",\"T\u1ed5ng h\u1ee3p\"],\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/tong-hop\\\/120-du-bao-thu-vi-ve-ai-cho-nam-2020-p3431\\\/\",\"url\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/tong-hop\\\/120-du-bao-thu-vi-ve-ai-cho-nam-2020-p3431\\\/\",\"name\":\"120 d\u1ef1 b\u00e1o th\u00fa v\u1ecb v\u1ec1 AI cho n\u0103m 2020 t\u1eeb l\u00e3nh \u0111\u1ea1o c\u00e1c h\u00e3ng c\u00f4ng ngh\u1ec7 - Blog | TheGioiMayChu\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/tong-hop\\\/120-du-bao-thu-vi-ve-ai-cho-nam-2020-p3431\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/tong-hop\\\/120-du-bao-thu-vi-ve-ai-cho-nam-2020-p3431\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/wp-content\\\/uploads\\\/2019\\\/12\\\/AI111-e1575947740402.jpg\",\"datePublished\":\"2019-12-10T00:22:35+00:00\",\"dateModified\":\"2019-12-13T01:14:47+00:00\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/tong-hop\\\/120-du-bao-thu-vi-ve-ai-cho-nam-2020-p3431\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/tong-hop\\\/120-du-bao-thu-vi-ve-ai-cho-nam-2020-p3431\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/tong-hop\\\/120-du-bao-thu-vi-ve-ai-cho-nam-2020-p3431\\\/#primaryimage\",\"url\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/wp-content\\\/uploads\\\/2019\\\/12\\\/AI111-e1575947740402.jpg\",\"contentUrl\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/wp-content\\\/uploads\\\/2019\\\/12\\\/AI111-e1575947740402.jpg\",\"width\":802,\"height\":397},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/tong-hop\\\/120-du-bao-thu-vi-ve-ai-cho-nam-2020-p3431\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Trang ch\u1ee7\",\"item\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"T\u1ed5ng h\u1ee3p\",\"item\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/.\\\/tong-hop\\\/\"},{\"@type\":\"ListItem\",\"position\":3,\"name\":\"120 d\u1ef1 b\u00e1o th\u00fa v\u1ecb v\u1ec1 AI cho n\u0103m 2020 t\u1eeb l\u00e3nh \u0111\u1ea1o c\u00e1c h\u00e3ng c\u00f4ng ngh\u1ec7\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/#website\",\"url\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/\",\"name\":\"Blog | TheGioiMayChu\",\"description\":\"C\u1eadp nh\u1eadt xu h\u01b0\u1edbng c\u00f4ng ngh\u1ec7 m\u00e1y ch\u1ee7\",\"publisher\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/#organization\",\"name\":\"Blog | TheGioiMayChu\",\"url\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/wp-content\\\/uploads\\\/2018\\\/08\\\/cropped-ntcnlog-logo-2.png\",\"contentUrl\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/wp-content\\\/uploads\\\/2018\\\/08\\\/cropped-ntcnlog-logo-2.png\",\"width\":500,\"height\":73,\"caption\":\"Blog | TheGioiMayChu\"},\"image\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/#\\\/schema\\\/logo\\\/image\\\/\"},\"sameAs\":[\"https:\\\/\\\/www.facebook.com\\\/thegioimaychu\\\/\"]},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/#\\\/schema\\\/person\\\/feccec179330cfebfaa805639a357d18\",\"name\":\"Vanito Hoang\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/e8187f37f72d74f9380a1367c8c530debee44f226a3301f0765c68f7cc1f3fa4?s=96&d=mm&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/e8187f37f72d74f9380a1367c8c530debee44f226a3301f0765c68f7cc1f3fa4?s=96&d=mm&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/e8187f37f72d74f9380a1367c8c530debee44f226a3301f0765c68f7cc1f3fa4?s=96&d=mm&r=g\",\"caption\":\"Vanito Hoang\"},\"url\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/author\\\/vanito\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"120 d\u1ef1 b\u00e1o th\u00fa v\u1ecb v\u1ec1 AI cho n\u0103m 2020 t\u1eeb l\u00e3nh \u0111\u1ea1o c\u00e1c h\u00e3ng c\u00f4ng ngh\u1ec7 - Blog | TheGioiMayChu","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/thegioimaychu.vn\/blog\/tong-hop\/120-du-bao-thu-vi-ve-ai-cho-nam-2020-p3431\/","twitter_card":"summary_large_image","twitter_title":"120 d\u1ef1 b\u00e1o th\u00fa v\u1ecb v\u1ec1 AI cho n\u0103m 2020 t\u1eeb l\u00e3nh \u0111\u1ea1o c\u00e1c h\u00e3ng c\u00f4ng ngh\u1ec7 - Blog | TheGioiMayChu","twitter_description":"T&ocirc;i: Alex Alexa, cho t&ocirc;i bi&#7871;t &#273;i&#7873;u g&igrave; s&#7869; x&#7843;y ra v&agrave;o n&#259;m 2020. Amazon AI: &#272;&acirc;y l&agrave; nh&#7919;ng g&igrave; t&ocirc;i t&igrave;m th&#7845;y tr&ecirc;n Wikipedia: Gi&#7843;i v&ocirc; &#273;&#7883;ch b&oacute;ng &#273;&aacute; ch&acirc;u &Acirc;u UEFA 2020 [ti&#7871;p t&#7909;c &#273;&#7885;c t&#7915; Wikipedia] T&ocirc;i: Alex Alexa, h&atilde;y cho t&ocirc;i m&#7897;t d&#7921; &#273;o&aacute;n cho n&#259;m 2020. Amazon AI: V&#361; tr&#7909;...","twitter_image":"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2019\/12\/AI111-e1575947740402.jpg","twitter_misc":{"Written by":"Vanito Hoang","Est. reading time":"115 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/thegioimaychu.vn\/blog\/tong-hop\/120-du-bao-thu-vi-ve-ai-cho-nam-2020-p3431\/#article","isPartOf":{"@id":"https:\/\/thegioimaychu.vn\/blog\/tong-hop\/120-du-bao-thu-vi-ve-ai-cho-nam-2020-p3431\/"},"author":{"name":"Vanito Hoang","@id":"https:\/\/thegioimaychu.vn\/blog\/#\/schema\/person\/feccec179330cfebfaa805639a357d18"},"headline":"120 d\u1ef1 b\u00e1o th\u00fa v\u1ecb v\u1ec1 AI cho n\u0103m 2020 t\u1eeb l\u00e3nh \u0111\u1ea1o c\u00e1c h\u00e3ng c\u00f4ng ngh\u1ec7","datePublished":"2019-12-10T00:22:35+00:00","dateModified":"2019-12-13T01:14:47+00:00","mainEntityOfPage":{"@id":"https:\/\/thegioimaychu.vn\/blog\/tong-hop\/120-du-bao-thu-vi-ve-ai-cho-nam-2020-p3431\/"},"wordCount":23101,"publisher":{"@id":"https:\/\/thegioimaychu.vn\/blog\/#organization"},"image":{"@id":"https:\/\/thegioimaychu.vn\/blog\/tong-hop\/120-du-bao-thu-vi-ve-ai-cho-nam-2020-p3431\/#primaryimage"},"thumbnailUrl":"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2019\/12\/AI111-e1575947740402.jpg","keywords":["ai","deep learning","ict trends"],"articleSection":["AI - HPC","T\u1ed5ng h\u1ee3p"],"inLanguage":"en-US"},{"@type":"WebPage","@id":"https:\/\/thegioimaychu.vn\/blog\/tong-hop\/120-du-bao-thu-vi-ve-ai-cho-nam-2020-p3431\/","url":"https:\/\/thegioimaychu.vn\/blog\/tong-hop\/120-du-bao-thu-vi-ve-ai-cho-nam-2020-p3431\/","name":"120 d\u1ef1 b\u00e1o th\u00fa v\u1ecb v\u1ec1 AI cho n\u0103m 2020 t\u1eeb l\u00e3nh \u0111\u1ea1o c\u00e1c h\u00e3ng c\u00f4ng ngh\u1ec7 - Blog | TheGioiMayChu","isPartOf":{"@id":"https:\/\/thegioimaychu.vn\/blog\/#website"},"primaryImageOfPage":{"@id":"https:\/\/thegioimaychu.vn\/blog\/tong-hop\/120-du-bao-thu-vi-ve-ai-cho-nam-2020-p3431\/#primaryimage"},"image":{"@id":"https:\/\/thegioimaychu.vn\/blog\/tong-hop\/120-du-bao-thu-vi-ve-ai-cho-nam-2020-p3431\/#primaryimage"},"thumbnailUrl":"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2019\/12\/AI111-e1575947740402.jpg","datePublished":"2019-12-10T00:22:35+00:00","dateModified":"2019-12-13T01:14:47+00:00","breadcrumb":{"@id":"https:\/\/thegioimaychu.vn\/blog\/tong-hop\/120-du-bao-thu-vi-ve-ai-cho-nam-2020-p3431\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/thegioimaychu.vn\/blog\/tong-hop\/120-du-bao-thu-vi-ve-ai-cho-nam-2020-p3431\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/thegioimaychu.vn\/blog\/tong-hop\/120-du-bao-thu-vi-ve-ai-cho-nam-2020-p3431\/#primaryimage","url":"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2019\/12\/AI111-e1575947740402.jpg","contentUrl":"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2019\/12\/AI111-e1575947740402.jpg","width":802,"height":397},{"@type":"BreadcrumbList","@id":"https:\/\/thegioimaychu.vn\/blog\/tong-hop\/120-du-bao-thu-vi-ve-ai-cho-nam-2020-p3431\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Trang ch\u1ee7","item":"https:\/\/thegioimaychu.vn\/blog\/"},{"@type":"ListItem","position":2,"name":"T\u1ed5ng h\u1ee3p","item":"https:\/\/thegioimaychu.vn\/blog\/.\/tong-hop\/"},{"@type":"ListItem","position":3,"name":"120 d\u1ef1 b\u00e1o th\u00fa v\u1ecb v\u1ec1 AI cho n\u0103m 2020 t\u1eeb l\u00e3nh \u0111\u1ea1o c\u00e1c h\u00e3ng c\u00f4ng ngh\u1ec7"}]},{"@type":"WebSite","@id":"https:\/\/thegioimaychu.vn\/blog\/#website","url":"https:\/\/thegioimaychu.vn\/blog\/","name":"Blog | TheGioiMayChu","description":"C\u1eadp nh\u1eadt xu h\u01b0\u1edbng c\u00f4ng ngh\u1ec7 m\u00e1y ch\u1ee7","publisher":{"@id":"https:\/\/thegioimaychu.vn\/blog\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/thegioimaychu.vn\/blog\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/thegioimaychu.vn\/blog\/#organization","name":"Blog | TheGioiMayChu","url":"https:\/\/thegioimaychu.vn\/blog\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/thegioimaychu.vn\/blog\/#\/schema\/logo\/image\/","url":"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2018\/08\/cropped-ntcnlog-logo-2.png","contentUrl":"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2018\/08\/cropped-ntcnlog-logo-2.png","width":500,"height":73,"caption":"Blog | TheGioiMayChu"},"image":{"@id":"https:\/\/thegioimaychu.vn\/blog\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/thegioimaychu\/"]},{"@type":"Person","@id":"https:\/\/thegioimaychu.vn\/blog\/#\/schema\/person\/feccec179330cfebfaa805639a357d18","name":"Vanito Hoang","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/secure.gravatar.com\/avatar\/e8187f37f72d74f9380a1367c8c530debee44f226a3301f0765c68f7cc1f3fa4?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/e8187f37f72d74f9380a1367c8c530debee44f226a3301f0765c68f7cc1f3fa4?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/e8187f37f72d74f9380a1367c8c530debee44f226a3301f0765c68f7cc1f3fa4?s=96&d=mm&r=g","caption":"Vanito Hoang"},"url":"https:\/\/thegioimaychu.vn\/blog\/author\/vanito\/"}]}},"_links":{"self":[{"href":"https:\/\/thegioimaychu.vn\/blog\/wp-json\/wp\/v2\/posts\/3431","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/thegioimaychu.vn\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/thegioimaychu.vn\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/thegioimaychu.vn\/blog\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/thegioimaychu.vn\/blog\/wp-json\/wp\/v2\/comments?post=3431"}],"version-history":[{"count":8,"href":"https:\/\/thegioimaychu.vn\/blog\/wp-json\/wp\/v2\/posts\/3431\/revisions"}],"predecessor-version":[{"id":3456,"href":"https:\/\/thegioimaychu.vn\/blog\/wp-json\/wp\/v2\/posts\/3431\/revisions\/3456"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/thegioimaychu.vn\/blog\/wp-json\/wp\/v2\/media\/3434"}],"wp:attachment":[{"href":"https:\/\/thegioimaychu.vn\/blog\/wp-json\/wp\/v2\/media?parent=3431"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/thegioimaychu.vn\/blog\/wp-json\/wp\/v2\/categories?post=3431"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/thegioimaychu.vn\/blog\/wp-json\/wp\/v2\/tags?post=3431"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}