{"id":6323,"date":"2020-08-04T10:33:38","date_gmt":"2020-08-04T10:33:38","guid":{"rendered":"https:\/\/www.thegioimaychu.vn\/blog\/?p=6323"},"modified":"2020-08-04T10:33:38","modified_gmt":"2020-08-04T10:33:38","slug":"linh-vuc-ai-dang-dieu-chinh-de-thich-nghi-cho-nam-2020","status":"publish","type":"post","link":"https:\/\/thegioimaychu.vn\/blog\/tong-hop\/linh-vuc-ai-dang-dieu-chinh-de-thich-nghi-cho-nam-2020-p6323\/","title":{"rendered":"L\u0129nh v\u1ef1c AI \u0111ang \u0111i\u1ec1u ch\u1ec9nh \u0111\u1ec3 th\u00edch nghi cho n\u0103m 2020"},"content":{"rendered":"<style>.iblink{color:#975!important;}.iblink:hover{color:orange!important;}<\/style><p>N\u0103m 2020 \u0111\u00e3 khi\u1ebfn m\u1ecdi ng\u00e0nh c\u00f4ng nghi\u1ec7p suy ngh\u0129 l\u1ea1i nh\u1eefng c\u00e1ch \u0111\u1ec3 ti\u1ebfn l\u00ean ph\u00eda tr\u01b0\u1edbc gi\u1eefa tr\u1eadn chi\u1ebfn to\u00e0n c\u1ea7u v\u1edbi COVID-19.\u00a0\u1ede c\u1ea5p \u0111\u1ed9 c\u00e1 nh\u00e2n, ch\u00fang ta ph\u1ea3i \u0111i\u1ec1u ch\u1ec9nh m\u1ed9t c\u00e1ch s\u1ed1ng m\u1edbi.\u00a0Ch\u00fang ta \u0111\u00e3 b\u1eaft \u0111\u1ea7u ch\u1ea5p nh\u1eadn nh\u1eefng thay \u0111\u1ed5i n\u00e0y v\u00e0 t\u00ecm ra gi\u1ea3i ph\u00e1p cho cu\u1ed9c s\u1ed1ng m\u1edbi theo c\u00e1c quy t\u1eafc b\u1ecb \u00e1p \u0111\u1eb7t b\u1edfi \u0111\u1ea1i d\u1ecbch n\u00e0y.\u00a0Trong khi con ng\u01b0\u1eddi l\u00e0 b\u1ea5t \u0111\u1ecbnh, AI \u0111ang c\u1ed1 g\u1eafng \u0111\u1ec3 ti\u1ebfn l\u00ean.<\/p>\n<p>C\u00f3 m\u1ed9t v\u1ea5n \u0111\u1ec1 v\u1edbi AI training v\u00e0o n\u0103m 2020 l\u00e0, th\u1eadt b\u1ea5t ng\u1edd, ch\u00fang ta \u0111\u00e3 ph\u1ea3i thay \u0111\u1ed5i c\u00e1c chu\u1ea9n m\u1ef1c v\u0103n h\u00f3a v\u00e0 x\u00e3 h\u1ed9i.\u00a0Nh\u1eefng &#8220;th\u1ef1c t\u1ebf&#8221; m\u00e0 ch\u00fang ta \u0111\u00e3 d\u1ea1y cho c\u00e1c thu\u1eadt to\u00e1n, c\u00e1c m\u00f4 h\u00ecnh AI, kh\u00f4ng c\u00f2n th\u1ef1c s\u1ef1 \u0111\u00fang n\u1eefa. C\u1ee5 th\u1ec3 v\u1edbi AI v\u1ec1 th\u1ecb gi\u00e1c (Visual), c\u1ea7n l\u00e0m cho ch\u00fang di\u1ec5n gi\u1ea3i \u0111\u01b0\u1ee3c c\u00e1ch ch\u00fang ta s\u1ed1ng v\u1edbi b\u1ed1i c\u1ea3nh ho\u00e0n to\u00e0n m\u1edbi m\u00e0 ch\u00fang ch\u01b0a \u0111\u01b0\u1ee3c d\u1ea1y tr\u01b0\u1edbc \u0111\u00e2y.<\/p>\n<p>C\u00e1c thu\u1eadt to\u00e1n v\u1eabn \u0111ang \u0111i\u1ec1u ch\u1ec9nh theo h\u00e0ng \u0111\u1ee3i th\u1ecb gi\u00e1c m\u1edbi v\u00e0 c\u1ed1 g\u1eafng hi\u1ec3u c\u00e1ch x\u00e1c \u0111\u1ecbnh ch\u00ednh x\u00e1c ch\u00fang.\u00a0Khi Visual AI b\u1eaft k\u1ecbp v\u1edbi t\u00ecnh h\u00ecnh m\u1edbi, ch\u00fang ta c\u0169ng c\u1ea7n nh\u1ea5n m\u1ea1nh t\u1ea7m quan tr\u1ecdng m\u1edbi \u0111\u1ed1i v\u1edbi vi\u1ec7c c\u1eadp nh\u1eadt th\u01b0\u1eddng xuy\u00ean trong quy tr\u00ecnh \u0111\u00e0o t\u1ea1o AI, \u0111\u1ec3 c\u00e1c dataset \u0111\u01b0\u1ee3c \u0111\u00e0o t\u1ea1o kh\u00f4ng ch\u00ednh x\u00e1c v\u00e0 c\u00e1c m\u00f4 h\u00ecnh ngu\u1ed3n m\u1edf c\u00f3 s\u1eb5n t\u1eeb tr\u01b0\u1edbc c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c s\u1eeda ch\u1eefa \u0111\u1ec3 ph\u1ea3n \u00e1nh \u0111\u00fang th\u1ef1c t\u1ebf.<\/p>\n<p>C\u00e1c m\u00f4 h\u00ecnh <a class=\"iblink\" href=\"\/blog\/tag\/computer-vision\/\">th\u1ecb gi\u00e1c m\u00e1y t\u00ednh<\/a> \u0111ang v\u1eadt l\u1ed9n \u0111\u1ec3 g\u00e1n nh\u00e3n c\u00e1c m\u00f4 t\u1ea3 th\u00edch h\u1ee3p cho c\u00e1c ho\u1ea1t c\u1ea3nh ho\u1eb7c t\u00ecnh hu\u1ed1ng m\u1edbi m\u00e0 ch\u00fang ta th\u1ea5y trong th\u1eddi \u0111\u1ea1i COVID-19. C\u00e1c th\u1ec3 lo\u1ea1i \u0111\u00e3 thay \u0111\u1ed5i.\u00a0V\u00ed d\u1ee5, h\u00ecnh \u1ea3nh c\u1ee7a m\u1ed9t ng\u01b0\u1eddi cha \u0111ang l\u00e0m vi\u1ec7c t\u1ea1i nh\u00e0 trong khi con trai \u00f4ng ta \u0111ang ch\u01a1i.\u00a0AI v\u1eabn \u0111ang ph\u00e2n lo\u1ea1i n\u00f3 v\u1edbi c\u00e1c t\u1eeb kh\u00f3a &#8220;th\u01b0 gi\u00e3n&#8221;, &#8220;gi\u1ea3i tr\u00ed&#8221;.\u00a0N\u00f3 kh\u00f4ng \u0111\u01b0\u1ee3c x\u00e1c \u0111\u1ecbnh \u0111\u00e2y l\u00e0 &#8220;v\u0103n ph\u00f2ng&#8221; hay &#8220;c\u00f4ng vi\u1ec7c&#8221;, m\u1eb7c d\u00f9 th\u1ef1c t\u1ebf l\u00e0 h\u00ecnh \u1ea3nh l\u00e0m vi\u1ec7c v\u1edbi con b\u1ea1n b\u00ean c\u1ea1nh hi\u1ec7n \u0111\u00e3 r\u1ea5t ph\u1ed5 bi\u1ebfn \u0111\u1ed1i v\u1edbi nhi\u1ec1u gia \u0111\u00ecnh trong th\u1eddi \u0111i\u1ec3m hi\u1ec7n t\u1ea1i.<\/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><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2020\/08\/tgmc-blog-5f2932d3d7686.jpg\" alt=\"\" \/><br \/>\nCh\u1ee7 \u0111\u1ec1 c\u1ee7a b\u1ee9c h\u00ecnh n\u00e0y l\u00e0 &#8220;th\u01b0 gi\u00e3n&#8221;, hay &#8220;l\u00e0m vi\u1ec7c&#8221;? &#8211; GettyImages<\/p>\n<p>\u1ede c\u1ea5p \u0111\u1ed9 k\u1ef9 thu\u1eadt h\u01a1n, ch\u00fang ta c\u00f3 c\u00e1c m\u00f4 t\u1ea3 pixel kh\u00e1c nhau v\u1ec1 th\u1ebf gi\u1edbi c\u1ee7a ch\u00fang ta.\u00a0T\u1ea1i Getty Images, ch\u00fang t\u00f4i \u0111\u00e3 \u0111\u00e0o t\u1ea1o AI \u0111\u1ec3 bi\u1ebft &#8220;quan s\u00e1t&#8221;.\u00a0\u0110i\u1ec1u n\u00e0y c\u00f3 ngh\u0129a l\u00e0 c\u00e1c thu\u1eadt to\u00e1n c\u00f3 th\u1ec3 x\u00e1c \u0111\u1ecbnh h\u00ecnh \u1ea3nh v\u00e0 ph\u00e2n lo\u1ea1i ch\u00fang d\u1ef1a tr\u00ean c\u1ea5u tr\u00fac pixel c\u1ee7a h\u00ecnh \u1ea3nh \u0111\u00f3 v\u00e0 quy\u1ebft \u0111\u1ecbnh nh\u1eefng g\u00ec n\u00f3 bao g\u1ed3m.\u00a0Thay \u0111\u1ed5i nhanh ch\u00f3ng c\u00e1ch ch\u00fang ta s\u1ed1ng h\u00e0ng ng\u00e0y c\u00f3 ngh\u0129a l\u00e0 ch\u00fang ta c\u0169ng thay \u0111\u1ed5i nh\u1eefng g\u00ec m\u1ed9t th\u1ec3 lo\u1ea1i ho\u1eb7c tag (ch\u1eb3ng h\u1ea1n nh\u01b0 &#8220;lau d\u1ecdn&#8221;) \u0111\u01b0\u1ee3c g\u00e1n cho s\u1ef1 vi\u1ec7c.<\/p>\n<p>H\u00e3y ngh\u0129 v\u1ec1 n\u00f3 theo c\u00e1ch n\u00e0y &#8211; vi\u1ec7c v\u1ec7 sinh b\u00e2y gi\u1edd c\u00f3 th\u1ec3 bao g\u1ed3m c\u1ea3 vi\u1ec7c lau s\u1ea1ch c\u00e1c b\u1ec1 m\u1eb7t nh\u00ecn \u0111ang r\u1ea5t s\u1ea1ch s\u1ebd.\u00a0C\u00e1c thu\u1eadt to\u00e1n tr\u01b0\u1edbc \u0111\u00e2y \u0111\u00e3 \u0111\u01b0\u1ee3c d\u1ea1y r\u1eb1ng, \u0111\u1ec3 m\u00f4 t\u1ea3 vi\u1ec7c l\u00e0m s\u1ea1ch, c\u1ea7n ph\u1ea3i c\u00f3 m\u1ed9t th\u1ee9 g\u00ec \u0111\u00f3 c\u00f3 b\u1ec1 m\u1eb7t d\u01a1 b\u1ea9n.\u00a0B\u00e2y gi\u1edd, \u0111i\u1ec1u n\u00e0y s\u1ebd kh\u00e1c.\u00a0C\u00e1c h\u1ec7 th\u1ed1ng c\u1ee7a ch\u00fang ta ph\u1ea3i \u0111\u01b0\u1ee3c \u0111\u00e0o t\u1ea1o l\u1ea1i \u0111\u1ec3 t\u00ednh \u0111\u1ebfn c\u00e1c tham s\u1ed1 \u1ea5n \u0111\u1ecbnh danh m\u1ee5c \u0111\u01b0\u1ee3c \u0111\u1ecbnh ngh\u0129a l\u1ea1i n\u00e0y.<\/p>\n<p>\u0110i\u1ec1u n\u00e0y c\u0169ng li\u00ean quan \u0111\u1ebfn quy m\u00f4 nh\u1ecf h\u01a1n.\u00a0Ai \u0111\u00f3 c\u00f3 th\u1ec3 n\u1eafm l\u1ea5y tay n\u1eafm c\u1eeda b\u1eb1ng m\u1ed9t mi\u1ebfng lau nh\u1ecf ho\u1eb7c lau tay l\u00e1i khi ng\u1ed3i trong xe.\u00a0Nh\u1eefng g\u00ec \u0111\u00e3 t\u1eebng l\u00e0 m\u1ed9t chi ti\u1ebft t\u1ea7m th\u01b0\u1eddng b\u00e2y gi\u1edd gi\u1eef vai tr\u00f2 quan tr\u1ecdng khi m\u1ecdi ng\u01b0\u1eddi c\u1ed1 g\u1eafng gi\u1eef an to\u00e0n.\u00a0Ch\u00fang ta c\u1ea7n n\u1eafm b\u1eaft nh\u1eefng s\u1eafc th\u00e1i nh\u1ecf n\u00e0y \u0111\u1ec3 n\u00f3 \u0111\u01b0\u1ee3c g\u1eafn th\u1ebb th\u00edch h\u1ee3p.\u00a0Sau \u0111\u00f3, AI c\u00f3 th\u1ec3 b\u1eaft \u0111\u1ea7u hi\u1ec3u th\u1ebf gi\u1edbi c\u1ee7a ch\u00fang ta v\u00e0o n\u0103m 2020 v\u00e0 t\u1ea1o ra k\u1ebft qu\u1ea3 ch\u00ednh x\u00e1c.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2020\/08\/tgmc-blog-5f2932d6eb2df.jpg\" alt=\"\" \/><br \/>\nB\u00ecnh th\u01b0\u1eddng m\u1edbi &#8211; Getty Images<\/p>\n<p>M\u1ed9t v\u1ea5n \u0111\u1ec1 kh\u00e1c c\u1ee7a AI ngay b\u00e2y gi\u1edd l\u00e0 c\u00e1c thu\u1eadt to\u00e1n h\u1ecdc m\u00e1y v\u1eabn \u0111ang c\u1ed1 g\u1eafng hi\u1ec3u c\u00e1ch x\u00e1c \u0111\u1ecbnh v\u00e0 ph\u00e2n lo\u1ea1i khu\u00f4n m\u1eb7t qua kh\u1ea9u trang.\u00a0Khu\u00f4n m\u1eb7t \u0111ang \u0111\u01b0\u1ee3c ph\u00e1t hi\u1ec7n ch\u1ec9 l\u00e0 m\u1ed9t n\u1eeda b\u00ean tr\u00ean, ho\u1eb7c l\u00e0 hai khu\u00f4n m\u1eb7t &#8211; m\u1ed9t khu\u00f4n m\u1eb7t v\u1edbi kh\u1ea9u trang v\u00e0 c\u00e1i th\u1ee9 hai ch\u1ec9 c\u00f3 \u0111\u00f4i m\u1eaft.\u00a0\u0110i\u1ec1u n\u00e0y t\u1ea1o ra s\u1ef1 kh\u00f4ng nh\u1ea5t qu\u00e1n v\u00e0 h\u1ea1n ch\u1ebf kh\u1ea3 n\u0103ng s\u1eed d\u1ee5ng ch\u00ednh x\u00e1c c\u00e1c m\u00f4 h\u00ecnh nh\u1eadn di\u1ec7n khu\u00f4n m\u1eb7t.<\/p>\n<p>M\u1ed9t h\u01b0\u1edbng gi\u1ea3i quy\u1ebft l\u00e0 \u0111\u00e0o t\u1ea1o l\u1ea1i c\u00e1c thu\u1eadt to\u00e1n \u0111\u1ec3 ho\u1ea1t \u0111\u1ed9ng t\u1ed1t h\u01a1n khi ch\u1ec9 \u0111\u01b0\u1ee3c \u0111\u01b0a ra ph\u1ea7n tr\u00ean c\u1ee7a khu\u00f4n m\u1eb7t (ph\u00eda tr\u00ean kh\u1ea9u trang).\u00a0V\u1ea5n \u0111\u1ec1 kh\u1ea9u trang t\u01b0\u01a1ng t\u1ef1 nh\u01b0 c\u00e1c th\u00e1ch th\u1ee9c ph\u00e1t hi\u1ec7n khu\u00f4n m\u1eb7t c\u1ed5 \u0111i\u1ec3n nh\u01b0 nh\u1eefng ng\u01b0\u1eddi \u0111eo k\u00ednh r\u00e2m ho\u1eb7c ph\u00e1t hi\u1ec7n khu\u00f4n m\u1eb7t c\u1ee7a ai \u0111\u00f3 th\u1ec3 hi\u1ec7n tr\u00ean h\u1ed3 s\u01a1.\u00a0B\u00e2y gi\u1edd kh\u1ea9u trang c\u0169ng l\u00e0 \u0111i\u1ec3m chung.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2020\/08\/tgmc-blog-5f2932d845293.jpg\" alt=\"\" \/><br \/>\nKhu\u00f4n m\u1eb7t b\u00ecnh th\u01b0\u1eddng b\u00e2y gi\u1edd bao g\u1ed3m c\u1ea3 kh\u1ea9u trang &#8211;\u00a0Getty Images<\/p>\n<p>\u0110i\u1ec1u n\u00e0y cho ch\u00fang ta th\u1ea5y r\u1eb1ng c\u00e1c m\u00f4 h\u00ecnh <a class=\"iblink\" href=\"\/blog\/tag\/computer-vision\/\">th\u1ecb gi\u00e1c m\u00e1y t\u00ednh<\/a> v\u1eabn c\u00f2n m\u1ed9t ch\u1eb7ng \u0111\u01b0\u1eddng d\u00e0i tr\u01b0\u1edbc khi th\u1ef1c s\u1ef1 c\u00f3 th\u1ec3 &#8220;nh\u00ecn th\u1ea5y&#8221; h\u1ebft m\u1ecdi th\u1ee9 trong b\u1ed1i c\u1ea3nh x\u00e3 h\u1ed9i kh\u00f4ng ng\u1eebng thay \u0111\u1ed5i v\u00e0 ph\u00e1t tri\u1ec3n c\u1ee7a ch\u00fang ta.\u00a0C\u00e1ch \u0111\u1ec3 h\u00f3a gi\u1ea3i \u0111i\u1ec1u n\u00e0y l\u00e0 x\u00e2y d\u1ef1ng c\u00e1c b\u1ed9 d\u1eef li\u1ec7u m\u1ea1nh m\u1ebd.\u00a0Sau \u0111\u00f3, ch\u00fang ta c\u00f3 th\u1ec3 hu\u1ea5n luy\u1ec7n c\u00e1c m\u00f4 h\u00ecnh th\u1ecb gi\u00e1c m\u00e1y t\u00ednh \u0111\u1ec3 gi\u1ea3i th\u00edch cho v\u00f4 s\u1ed1 c\u00e1ch kh\u00e1c nhau m\u00e0 m\u1ed9t khu\u00f4n m\u1eb7t c\u00f3 th\u1ec3 b\u1ecb c\u1ea3n tr\u1edf ho\u1eb7c che ph\u1ee7.<\/p>\n<p>T\u1ea1i th\u1eddi \u0111i\u1ec3m n\u00e0y, ch\u00fang ta \u0111ang m\u1edf r\u1ed9ng c\u00e1c th\u00f4ng s\u1ed1 v\u1ec1 nh\u1eefng g\u00ec thu\u1eadt to\u00e1n nh\u00ecn th\u1ea5y tr\u00ean khu\u00f4n m\u1eb7t &#8211; c\u00f3 th\u1ec3 l\u00e0 m\u1ed9t ng\u01b0\u1eddi \u0111eo kh\u1ea9u trang t\u1ea1i c\u1eeda h\u00e0ng t\u1ea1p h\u00f3a, m\u1ed9t y t\u00e1 \u0111eo kh\u1ea9u trang nh\u01b0 m\u1ed9t ph\u1ea7n c\u1ee7a c\u00f4ng vi\u1ec7c h\u00e0ng ng\u00e0y c\u1ee7a h\u1ecd ho\u1eb7c m\u1ed9t ng\u01b0\u1eddi che ch\u1edf khu\u00f4n m\u1eb7t c\u1ee7a h\u1ecd v\u00ec l\u00fd do t\u00f4n gi\u00e1o.<\/p>\n<p>Khi ch\u00fang ta t\u1ea1o n\u1ed9i dung c\u1ea7n thi\u1ebft \u0111\u1ec3 x\u00e2y d\u1ef1ng c\u00e1c b\u1ed9 d\u1eef li\u1ec7u m\u1ea1nh m\u1ebd n\u00e0y, ch\u00fang ta n\u00ean bi\u1ebft v\u1ec1 kh\u1ea3 n\u0103ng thi\u00ean v\u1ecb kh\u00f4ng ch\u1ee7 \u00fd (unintentional bias) t\u0103ng l\u00ean.\u00a0M\u1eb7c d\u00f9 m\u1ed9t s\u1ed1 sai l\u1ec7ch s\u1ebd lu\u00f4n t\u1ed3n t\u1ea1i trong AI, nh\u01b0ng b\u00e2y gi\u1edd ch\u00fang ta nh\u1eadn th\u1ea5y c\u00e1c b\u1ed9 d\u1eef li\u1ec7u m\u1ea5t c\u00e2n b\u1eb1ng v\u1edbi vi\u1ec7c m\u00f4 t\u1ea3 s\u1ef1 v\u1eadt trong &#8220;b\u00ecnh th\u01b0\u1eddng m\u1edbi&#8221; c\u1ee7a ch\u00fang ta.\u00a0V\u00ed d\u1ee5, ch\u00fang ta \u0111ang th\u1ea5y nhi\u1ec1u h\u00ecnh \u1ea3nh ng\u01b0\u1eddi da tr\u1eafng \u0111eo m\u1eb7t n\u1ea1 h\u01a1n c\u00e1c s\u1eafc t\u1ed9c kh\u00e1c.<\/p>\n<p>\u0110\u00e2y c\u00f3 th\u1ec3 l\u00e0 h\u1ec7 qu\u1ea3 c\u1ee7a c\u00e1c l\u1ec7nh gi\u00e3n c\u00e1ch x\u00e3 h\u1ed9i nghi\u00eam ng\u1eb7t, m\u00e0 c\u00e1c nhi\u1ebfp \u1ea3nh b\u1ecb h\u1ea1n ch\u1ebf ti\u1ebfp c\u1eadn c\u1ed9ng \u0111\u1ed3ng c\u1ee7a h\u1ecd v\u00e0 kh\u00f4ng th\u1ec3 \u0111a d\u1ea1ng h\u00f3a \u0111\u1ed1i t\u01b0\u1ee3ng nh\u01b0 mong mu\u1ed1n.\u00a0N\u00f3 c\u00f3 th\u1ec3 l\u00e0 do phong c\u00e1ch c\u1ee7a c\u00e1c nhi\u1ebfp \u1ea3nh gia ch\u1ecdn ch\u1ee5p ch\u1ee7 \u0111\u1ec1 n\u00e0y.\u00a0Ho\u1eb7c, do m\u1ee9c \u0111\u1ed9 \u1ea3nh h\u01b0\u1edfng c\u1ee7a COVID-19 \u0111\u1ed1i v\u1edbi c\u00e1c khu v\u1ef1c kh\u00e1c nhau.\u00a0B\u1ea5t k\u1ec3 l\u00fd do l\u00e0 g\u00ec, s\u1ef1 m\u1ea5t c\u00e2n b\u1eb1ng n\u00e0y s\u1ebd d\u1eabn \u0111\u1ebfn c\u00e1c thu\u1eadt to\u00e1n c\u00f3 th\u1ec3 ph\u00e1t hi\u1ec7n ch\u00ednh x\u00e1c h\u01a1n m\u1ed9t ng\u01b0\u1eddi da tr\u1eafng \u0111eo kh\u1ea9u trang h\u01a1n b\u1ea5t k\u1ef3 ch\u1ee7ng t\u1ed9c n\u00e0o kh\u00e1c.<\/p>\n<p>C\u00e1c nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u v\u00e0 nh\u1eefng ng\u01b0\u1eddi x\u00e2y d\u1ef1ng c\u00e1c s\u1ea3n ph\u1ea9m v\u1edbi c\u00e1c m\u00f4 h\u00ecnh c\u00f3 tr\u00e1ch nhi\u1ec7m t\u0103ng l\u00ean \u0111\u1ec3 ki\u1ec3m tra t\u00ednh ch\u00ednh x\u00e1c c\u1ee7a c\u00e1c m\u00f4 h\u00ecnh theo s\u1ef1 thay \u0111\u1ed5i trong c\u00e1c chu\u1ea9n m\u1ef1c x\u00e3 h\u1ed9i.\u00a0Ki\u1ec3m tra th\u01b0\u1eddng xuy\u00ean, c\u1eadp nh\u1eadt d\u1eef li\u1ec7u v\u00e0 m\u00f4 h\u00ecnh \u0111\u00e0o t\u1ea1o l\u00e0 ch\u00eca kh\u00f3a \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o ch\u1ea5t l\u01b0\u1ee3ng v\u00e0 \u0111\u1ed9 b\u1ec1n c\u1ee7a c\u00e1c m\u00f4 h\u00ecnh h\u01a1n bao gi\u1edd h\u1ebft t\u1ea1i th\u1eddi \u0111i\u1ec3m n\u00e0y.\u00a0N\u1ebfu \u0111\u1ea7u ra kh\u00f4ng ch\u00ednh x\u00e1c, c\u00e1c nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u c\u00f3 th\u1ec3 nhanh ch\u00f3ng x\u00e1c \u0111\u1ecbnh ch\u00fang.<\/p>\n<p>\u0110i\u1ec1u \u0111\u00e1ng n\u00f3i l\u00e0 c\u00e1ch s\u1ed1ng hi\u1ec7n t\u1ea1i c\u1ee7a ch\u00fang ta l\u00e0 ch\u1ec9 \u0111\u1ec3 duy tr\u00ec t\u01b0\u01a1ng lai g\u1ea7n.\u00a0V\u00ec \u0111i\u1ec1u n\u00e0y, ch\u00fang ta ph\u1ea3i th\u1eadn tr\u1ecdng v\u1ec1 c\u00e1c b\u1ed9 d\u1eef li\u1ec7u ngu\u1ed3n m\u1edf \u0111ang t\u1eadn d\u1ee5ng cho m\u1ee5c \u0111\u00edch \u0111\u00e0o t\u1ea1o.\u00a0D\u1eef li\u1ec7u c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c thay \u0111\u1ed5i.\u00a0C\u00e1c m\u00f4 h\u00ecnh ngu\u1ed3n m\u1edf kh\u00f4ng th\u1ec3 thay \u0111\u1ed5i c\u1ea7n ph\u1ea3i c\u00f3 tuy\u00ean b\u1ed1 t\u1eeb ch\u1ed1i tr\u00e1ch nhi\u1ec7m \u0111\u1ec3 r\u00f5 r\u00e0ng nh\u1eefng d\u1ef1 \u00e1n n\u00e0o c\u00f3 th\u1ec3 b\u1ecb \u1ea3nh h\u01b0\u1edfng ti\u00eau c\u1ef1c t\u1eeb d\u1eef li\u1ec7u \u0111\u00e0o t\u1ea1o l\u1ed7i th\u1eddi.<\/p>\n<p>X\u00e1c \u0111\u1ecbnh b\u1ed1i c\u1ea3nh m\u1edbi m\u00e0 ch\u00fang ta y\u00eau c\u1ea7u h\u1ec7 th\u1ed1ng hi\u1ec3u l\u00e0 b\u01b0\u1edbc \u0111\u1ea7u ti\u00ean \u0111\u1ec3 h\u01b0\u1edbng Visual AI ti\u1ebfn v\u1ec1 ph\u00eda tr\u01b0\u1edbc.\u00a0Sau \u0111\u00f3, ch\u00fang ta c\u1ea7n th\u00eam n\u1ed9i dung.\u00a0Nhi\u1ec1u m\u00f4 t\u1ea3 v\u1ec1 th\u1ebf gi\u1edbi xung quanh ch\u00fang ta &#8211; v\u00e0 nh\u1eefng quan \u0111i\u1ec3m \u0111a d\u1ea1ng v\u1ec1 n\u00f3.\u00a0Khi ch\u00fang ta t\u00edch l\u0169y n\u1ed9i dung m\u1edbi n\u00e0y, h\u00e3y l\u01b0u tr\u1eef c\u00e1c xu h\u01b0\u1edbng ti\u1ec1m n\u0103ng m\u1edbi v\u00e0 c\u00e1c c\u00e1ch \u0111\u1ec3 gi\u1eef l\u1ea1i c\u00e1c b\u1ed9 d\u1eef li\u1ec7u ngu\u1ed3n m\u1edf hi\u1ec7n c\u00f3.\u00a0T\u1ea5t c\u1ea3 ch\u00fang ta ph\u1ea3i theo d\u00f5i s\u1ef1 kh\u00f4ng nh\u1ea5t qu\u00e1n v\u00e0 kh\u00f4ng ch\u00ednh x\u00e1c.\u00a0S\u1ef1 ki\u00ean tr\u00ec v\u00e0 n\u1ed5 l\u1ef1c \u0111\u1ec3 \u0111\u00e0o t\u1ea1o l\u1ea1i c\u00e1c m\u00f4 h\u00ecnh th\u1ecb gi\u00e1c m\u00e1y t\u00ednh l\u00e0 c\u00e1ch ch\u00fang ta s\u1ebd khai th\u00e1c AI v\u00e0o n\u0103m 2020.<\/p>\n<p><em>Ngu\u1ed3n<\/em> TechCrunch<\/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 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&#273;i&#7873;u ch&#7881;nh m&#7897;t c&aacute;ch s&#7889;ng m&#7899;i.&nbsp;Ch&uacute;ng ta &#273;&atilde; b&#7855;t &#273;&#7847;u ch&#7845;p nh&#7853;n nh&#7919;ng thay &#273;&#7893;i n&agrave;y v&agrave; t&igrave;m ra gi&#7843;i ph&aacute;p cho cu&#7897;c&#8230;<\/p>\n","protected":false},"author":2,"featured_media":6329,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[3,1],"tags":[7,12],"class_list":["post-6323","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-hpc","category-tong-hop","tag-ai","tag-deep-learning"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>L\u0129nh v\u1ef1c AI \u0111ang \u0111i\u1ec1u ch\u1ec9nh \u0111\u1ec3 th\u00edch nghi cho n\u0103m 2020 - 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\/linh-vuc-ai-dang-dieu-chinh-de-thich-nghi-cho-nam-2020-p6323\/\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:title\" content=\"L\u0129nh v\u1ef1c AI \u0111ang \u0111i\u1ec1u ch\u1ec9nh \u0111\u1ec3 th\u00edch nghi cho n\u0103m 2020 - Blog | TheGioiMayChu\" \/>\n<meta name=\"twitter:description\" content=\"N&#259;m 2020 &#273;&atilde; khi&#7871;n m&#7885;i ng&agrave;nh c&ocirc;ng nghi&#7879;p suy ngh&#297; l&#7841;i nh&#7919;ng c&aacute;ch &#273;&#7875; ti&#7871;n l&ecirc;n ph&iacute;a tr&#432;&#7899;c gi&#7919;a tr&#7853;n chi&#7871;n to&agrave;n c&#7847;u v&#7899;i COVID-19.&nbsp;&#7902; c&#7845;p &#273;&#7897; c&aacute; nh&acirc;n, ch&uacute;ng ta ph&#7843;i &#273;i&#7873;u ch&#7881;nh m&#7897;t c&aacute;ch s&#7889;ng m&#7899;i.&nbsp;Ch&uacute;ng ta &#273;&atilde; b&#7855;t &#273;&#7847;u ch&#7845;p nh&#7853;n nh&#7919;ng thay &#273;&#7893;i n&agrave;y v&agrave; t&igrave;m ra gi&#7843;i ph&aacute;p cho cu&#7897;c...\" \/>\n<meta name=\"twitter:image\" content=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2020\/08\/tgmc-blog-5f293950d3c44.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=\"12 minutes\" \/>\n<script type=\"application\/ld+json\" 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