{"id":7901,"date":"2020-12-29T08:02:43","date_gmt":"2020-12-29T08:02:43","guid":{"rendered":"https:\/\/www.thegioimaychu.vn\/blog\/?p=7901"},"modified":"2020-12-29T08:02:43","modified_gmt":"2020-12-29T08:02:43","slug":"khao-sat-nghien-cuu-ve-ai-cho-thay-machine-learning-can-mot-su-thay-doi-ve-van-hoa","status":"publish","type":"post","link":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/khao-sat-nghien-cuu-ve-ai-cho-thay-machine-learning-can-mot-su-thay-doi-ve-van-hoa-p7901\/","title":{"rendered":"Kh\u1ea3o s\u00e1t nghi\u00ean c\u1ee9u v\u1ec1 AI cho th\u1ea5y machine learning c\u1ea7n m\u1ed9t s\u1ef1 thay \u0111\u1ed5i v\u1ec1 v\u0103n h\u00f3a"},"content":{"rendered":"<style>.iblink{color:#975!important;}.iblink:hover{color:orange!important;}<\/style><p>C\u1ed9ng \u0111\u1ed3ng Machine Learning, \u0111\u1eb7c bi\u1ec7t trong l\u0129nh v\u1ef1c <a class=\"iblink\" href=\"\/blog\/tag\/computer-vision\/\">th\u1ecb gi\u00e1c m\u00e1y t\u00ednh<\/a> v\u00e0 x\u1eed l\u00fd ng\u00f4n ng\u1eef, \u0111ang g\u1eb7p v\u1ea5n \u0111\u1ec1 v\u1ec1 v\u0103n h\u00f3a trong vi\u1ec7c s\u1eed d\u1ee5ng d\u1eef li\u1ec7u. \u0110\u00f3 l\u00e0 theo m\u1ed9t cu\u1ed9c kh\u1ea3o s\u00e1t nghi\u00ean c\u1ee9u v\u1ec1 th\u1ef1c ti\u1ec5n thu th\u1eadp v\u00e0 s\u1eed d\u1ee5ng t\u1eadp d\u1eef li\u1ec7u c\u1ee7a c\u1ed9ng \u0111\u1ed3ng \u0111\u01b0\u1ee3c c\u00f4ng b\u1ed1 v\u00e0o \u0111\u1ea7u th\u00e1ng n\u00e0y.<\/p>\n<p>\u0110i\u1ec1u c\u1ea7n thi\u1ebft l\u00e0 c\u1ea7n c\u00f3 m\u1ed9t thay \u0111\u1ed5i kh\u1ecfi s\u1ef1 ph\u1ee5 thu\u1ed9c v\u00e0o c\u00e1c b\u1ed9 d\u1eef li\u1ec7u l\u1edbn, \u0111\u01b0\u1ee3c qu\u1ea3n l\u00fd k\u00e9m, s\u1eed d\u1ee5ng \u0111\u1ec3 \u0111\u00e0o t\u1ea1o c\u00e1c m\u00f4 h\u00ecnh Machine Learning. Thay v\u00e0o \u0111\u00f3, nghi\u00ean c\u1ee9u \u0111\u1ec1 xu\u1ea5t m\u1ed9t n\u1ec1n v\u0103n h\u00f3a quan t\u00e2m \u0111\u1ebfn nh\u1eefng c\u00e1 nh\u00e2n hi\u1ec7n di\u1ec7n b\u00ean trong b\u1ed9 d\u1eef li\u1ec7u v\u00e0 t\u00f4n tr\u1ecdng quy\u1ec1n ri\u00eang t\u01b0 c\u0169ng nh\u01b0 t\u00e0i s\u1ea3n c\u1ee7a h\u1ecd. Nh\u01b0ng trong m\u00f4i tr\u01b0\u1eddng Machine Learning ng\u00e0y nay, c\u00e1c t\u00e1c gi\u1ea3 kh\u1ea3o s\u00e1t cho bi\u1ebft, &#8220;b\u1ea5t c\u1ee9 \u0111i\u1ec1u g\u00ec c\u0169ng c\u00f3 th\u1ec3 x\u1ea3y ra&#8221;.<\/p>\n<p>Trong b\u00e0i b\u00e1o &#8220;D\u1eef li\u1ec7u v\u00e0 n\u1ed9i dung c\u1ee7a n\u00f3: M\u1ed9t cu\u1ed9c kh\u1ea3o s\u00e1t v\u1ec1 vi\u1ec7c ph\u00e1t tri\u1ec3n v\u00e0 s\u1eed d\u1ee5ng t\u1eadp d\u1eef li\u1ec7u trong Machine Learning&#8221; \u0111\u01b0\u1ee3c vi\u1ebft b\u1edfi c\u00e1c nh\u00e0 ng\u00f4n ng\u1eef h\u1ecdc Amandalynne Paullada v\u00e0 Emily Bender c\u1ee7a \u0110\u1ea1i h\u1ecdc Washington, Inioluwa Deborah Raji, \u0111\u1ed3ng s\u00e1ng l\u1eadp c\u1ee7a c\u1ee7a Mozilla Foundation, v\u00e0 c\u00e1c nh\u00e0 khoa h\u1ecdc nghi\u00ean c\u1ee9u c\u1ee7a Google l\u00e0 Emily Denton v\u00e0 Alex Hanna. B\u00e0i b\u00e1o k\u1ebft lu\u1eadn r\u1eb1ng c\u00e1c m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn c\u00f3 kh\u1ea3 n\u0103ng duy tr\u00ec c\u00e1c \u0111\u1ecbnh ki\u1ebfn \u200b\u200bv\u00e0 th\u00e0nh ki\u1ebfn \u200b\u200b\u0111\u1ed1i v\u1edbi m\u1ed9t lo\u1ea1t c\u00e1c c\u1ed9ng \u0111\u1ed3ng b\u1ecb thi\u1ec7t th\u00f2i v\u00e0 r\u1eb1ng c\u00e1c b\u1ed9 d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c ch\u00fa th\u00edch k\u00e9m l\u00e0 m\u1ed9t ph\u1ea7n c\u1ee7a v\u1ea5n \u0111\u1ec1.<\/p>\n<p>C\u00f4ng vi\u1ec7c c\u0169ng y\u00eau c\u1ea7u c\u00e1c th\u1ef1c h\u00e0nh qu\u1ea3n l\u00fd d\u1eef li\u1ec7u v\u00e0 t\u00e0i li\u1ec7u nghi\u00eam ng\u1eb7t h\u01a1n. C\u00e1c t\u1eadp d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n theo c\u00e1ch n\u00e0y ch\u1eafc ch\u1eafn s\u1ebd \u0111\u00f2i h\u1ecfi nhi\u1ec1u th\u1eddi gian, ti\u1ec1n b\u1ea1c v\u00e0 n\u1ed7 l\u1ef1c h\u01a1n nh\u01b0ng s\u1ebd &#8220;khuy\u1ebfn kh\u00edch vi\u1ec7c nghi\u00ean c\u1ee9u c\u00e1c ph\u01b0\u01a1ng ph\u00e1p ti\u1ebfp c\u1eadn Machine Learning v\u01b0\u1ee3t ra ngo\u00e0i m\u00f4 h\u00ecnh hi\u1ec7n t\u1ea1i c\u1ee7a c\u00e1c k\u1ef9 thu\u1eadt theo quy m\u00f4 th\u1ea7n t\u01b0\u1ee3ng h\u00f3a&#8221;.<\/p>\n<p>&#8220;Ch\u00fang t\u00f4i l\u1eadp lu\u1eadn r\u1eb1ng c\u00e1c b\u1ea3n s\u1eeda l\u1ed7i t\u1eadp trung gi\u1edbi h\u1ea1n v\u00e0o vi\u1ec7c c\u1ea3i thi\u1ec7n t\u1eadp d\u1eef li\u1ec7u b\u1eb1ng c\u00e1ch l\u00e0m cho ch\u00fang \u0111\u1ea1i di\u1ec7n h\u01a1n ho\u1eb7c th\u00e1ch th\u1ee9c h\u01a1n, c\u00f3 th\u1ec3 m\u1ea5t \u0111i c\u00e1c \u0111i\u1ec3m chung m\u00e0 nh\u1eefng \u0111\u00e1nh gi\u00e1 n\u00e0y n\u00eau ra v\u00e0 ch\u00fang ta s\u1ebd b\u1ecb m\u1eafc k\u1eb9t trong tr\u00f2 ch\u01a1i t\u1eadp d\u1eef li\u1ec7u thay v\u00ec ti\u1ebfn b\u1ed9, mi\u1ec5n l\u00e0 kh\u00e1i ni\u1ec7m v\u1ec1 &#8216;ti\u1ebfn \u0111\u1ed9&#8217; \u0111\u01b0\u1ee3c x\u00e1c \u0111\u1ecbnh ph\u1ea7n l\u1edbn b\u1edfi hi\u1ec7u su\u1ea5t tr\u00ean b\u1ed9 d\u1eef li\u1ec7u, &#8220;b\u00e0i b\u00e1o vi\u1ebft. &#8220;N\u1ebfu \u0111i\u1ec1u n\u00e0y x\u1ea3y ra, ch\u00fang t\u00f4i d\u1ef1 \u0111o\u00e1n r\u1eb1ng Machine Learning nh\u01b0 m\u1ed9t l\u0129nh v\u1ef1c s\u1ebd \u0111\u01b0\u1ee3c \u0111\u1ecbnh v\u1ecb t\u1ed1t h\u01a1n \u0111\u1ec3 hi\u1ec3u c\u00e1ch c\u00f4ng ngh\u1ec7 c\u1ee7a n\u00f3 t\u00e1c \u0111\u1ed9ng \u0111\u1ebfn con ng\u01b0\u1eddi v\u00e0 thi\u1ebft k\u1ebf c\u00e1c gi\u1ea3i ph\u00e1p ho\u1ea1t \u0111\u1ed9ng v\u1edbi \u0111\u1ed9 trung th\u1ef1c v\u00e0 c\u00f4ng b\u1eb1ng trong b\u1ed1i c\u1ea3nh tri\u1ec3n khai c\u1ee7a h\u1ecd.&#8221;<\/p>\n<p>C\u00e1c s\u1ef1 ki\u1ec7n trong n\u0103m qua \u0111\u00e3 l\u00e0m s\u00e1ng t\u1ecf nh\u1eefng thi\u1ebfu s\u00f3t c\u1ee7a c\u1ed9ng \u0111\u1ed3ng Machine Learning v\u00e0 th\u01b0\u1eddng g\u00e2y h\u1ea1i cho nh\u1eefng ng\u01b0\u1eddi thu\u1ed9c c\u00e1c c\u1ed9ng \u0111\u1ed3ng b\u1ecb thi\u1ec7t th\u00f2i. Sau khi Google sa th\u1ea3i Timnit Gebru, m\u1ed9t s\u1ef1 c\u1ed1 m\u00e0 nh\u00e2n vi\u00ean Google g\u1ecdi l\u00e0 m\u1ed9t tr\u01b0\u1eddng h\u1ee3p &#8220;ki\u1ec3m duy\u1ec7t nghi\u00ean c\u1ee9u ch\u01b0a t\u1eebng c\u00f3&#8221;, Reuters \u0111\u01b0a tin h\u00f4m th\u1ee9 T\u01b0 r\u1eb1ng c\u00f4ng ty \u0111\u00e3 b\u1eaft \u0111\u1ea7u th\u1ef1c hi\u1ec7n \u0111\u00e1nh gi\u00e1 c\u00e1c b\u00e0i nghi\u00ean c\u1ee9u v\u1ec1 &#8220;ch\u1ee7 \u0111\u1ec1 nh\u1ea1y c\u1ea3m&#8221; v\u00e0 \u00edt nh\u1ea5t ba l\u1ea7n, c\u00e1c t\u00e1c gi\u1ea3 Theo truy\u1ec1n th\u00f4ng n\u1ed9i b\u1ed9 v\u00e0 nh\u1eefng ng\u01b0\u1eddi quen thu\u1ed9c v\u1edbi v\u1ea5n \u0111\u1ec1 n\u00e0y, \u0111\u00e3 \u0111\u01b0\u1ee3c y\u00eau c\u1ea7u kh\u00f4ng \u0111\u1eb7t c\u00f4ng ngh\u1ec7 c\u1ee7a Google d\u01b0\u1edbi g\u00f3c \u0111\u1ed9 ti\u00eau c\u1ef1c . Ch\u01b0a c\u00f3 h\u1ed3 s\u01a1 Washington Post c\u1ee7a Gebru tu\u1ea7n n\u00e0y ti\u1ebft l\u1ed9 r\u1eb1ng Gi\u00e1m \u0111\u1ed1c AI c\u1ee7a Google, Jeff Dean \u0111\u00e3 y\u00eau c\u1ea7u c\u00f4 \u0111i\u1ec1u tra t\u00e1c \u0111\u1ed9ng ti\u00eau c\u1ef1c c\u1ee7a c\u00e1c m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn v\u00e0o m\u00f9a thu n\u0103m nay.<\/p>\n<p>Trong c\u00e1c cu\u1ed9c tr\u00f2 chuy\u1ec7n v\u1ec1 GPT-3, \u0111\u1ed3ng t\u00e1c gi\u1ea3 Emily Bender tr\u01b0\u1edbc \u0111\u00f3 \u0111\u00e3 cho hay r\u1eb1ng c\u00f4 mu\u1ed1n th\u1ea5y c\u1ed9ng \u0111\u1ed3ng NLP \u01b0u ti\u00ean cho m\u1ed9t ng\u00e0nh khoa h\u1ecdc t\u1ed1t \u0111\u1eb9p h\u01a1n. Bender l\u00e0 \u0111\u1ed3ng t\u00e1c gi\u1ea3 c\u1ee7a m\u1ed9t b\u00e0i b\u00e1o v\u1edbi Gebru \u0111\u00e3 \u0111\u01b0\u1ee3c \u0111\u01b0a ra c\u00f4ng ch\u00fang v\u00e0o \u0111\u1ea7u th\u00e1ng n\u00e0y sau khi Google sa th\u1ea3i Gebru. B\u00e0i b\u00e1o \u0111\u00f3 \u0111\u00e3 xem x\u00e9t vi\u1ec7c s\u1eed d\u1ee5ng c\u00e1c m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn c\u00f3 th\u1ec3 t\u00e1c \u0111\u1ed9ng \u0111\u1ebfn c\u00e1c c\u1ed9ng \u0111\u1ed3ng b\u1ecb thi\u1ec7t th\u00f2i nh\u01b0 th\u1ebf n\u00e0o. Tu\u1ea7n tr\u01b0\u1edbc, c\u00e1c nh\u00e0 t\u1ed5 ch\u1ee9c h\u1ed9i ngh\u1ecb C\u00f4ng b\u1eb1ng, Tr\u00e1ch nhi\u1ec7m v\u00e0 Minh b\u1ea1ch (FAccT) \u0111\u00e3 ch\u1ea5p nh\u1eadn b\u00e0i b\u00e1o \u0111\u1ec3 xu\u1ea5t b\u1ea3n.<\/p>\n<p>C\u0169ng trong tu\u1ea7n tr\u01b0\u1edbc, Hanna \u0111\u00e3 tham gia c\u00f9ng c\u00e1c \u0111\u1ed3ng nghi\u1ec7p trong nh\u00f3m \u0110\u1ea1o \u0111\u1ee9c AI t\u1ea1i Google v\u00e0 g\u1eedi m\u1ed9t th\u00f4ng b\u00e1o t\u1edbi ban l\u00e3nh \u0111\u1ea1o Google y\u00eau c\u1ea7u kh\u00f4i ph\u1ee5c Gebru. C\u00f9ng ng\u00e0y, c\u00e1c th\u00e0nh vi\u00ean c\u1ee7a Qu\u1ed1c h\u1ed9i quen thu\u1ed9c v\u1edbi thi\u00ean v\u1ecb thu\u1eadt to\u00e1n \u0111\u00e3 g\u1eedi m\u1ed9t l\u00e1 th\u01b0 \u0111\u1ebfn Gi\u00e1m \u0111\u1ed1c \u0111i\u1ec1u h\u00e0nh Google Sundar Pichai y\u00eau c\u1ea7u c\u00e2u tr\u1ea3 l\u1eddi.<\/p>\n<p>Quy\u1ebft \u0111\u1ecbnh c\u1ee7a c\u00f4ng ty trong vi\u1ec7c ki\u1ec3m duy\u1ec7t c\u00e1c nh\u00e0 nghi\u00ean c\u1ee9u AI v\u00e0 sa th\u1ea3i Gebru c\u00f3 th\u1ec3 mang h\u00e0m \u00fd ch\u00ednh s\u00e1ch. Hi\u1ec7n t\u1ea1i, Google, MIT v\u00e0 Stanford l\u00e0 m\u1ed9t s\u1ed1 nh\u00e0 s\u1ea3n xu\u1ea5t t\u00edch c\u1ef1c ho\u1eb7c c\u00f3 \u1ea3nh h\u01b0\u1edfng nh\u1ea5t \u0111\u1ed1i v\u1edbi nghi\u00ean c\u1ee9u AI \u0111\u01b0\u1ee3c c\u00f4ng b\u1ed1 t\u1ea1i c\u00e1c h\u1ed9i ngh\u1ecb h\u1ecdc thu\u1eadt l\u1edbn h\u00e0ng n\u0103m. C\u00e1c th\u00e0nh vi\u00ean c\u1ee7a Qu\u1ed1c h\u1ed9i \u0111\u00e3 \u0111\u1ec1 xu\u1ea5t quy \u0111\u1ecbnh \u0111\u1ec3 b\u1ea3o v\u1ec7 ch\u1ed1ng l\u1ea1i s\u1ef1 thi\u00ean v\u1ecb thu\u1eadt to\u00e1n, trong khi c\u00e1c chuy\u00ean gia k\u00eau g\u1ecdi t\u0103ng thu\u1ebf \u0111\u1ed1i v\u1edbi Big Tech, m\u1ed9t ph\u1ea7n \u0111\u1ec3 t\u00e0i tr\u1ee3 cho nghi\u00ean c\u1ee9u \u0111\u1ed9c l\u1eadp. VentureBeat g\u1ea7n \u0111\u00e2y \u0111\u00e3 n\u00f3i chuy\u1ec7n v\u1edbi s\u00e1u chuy\u00ean gia v\u1ec1 AI, \u0111\u1ea1o \u0111\u1ee9c v\u00e0 lu\u1eadt ph\u00e1p v\u1ec1 nh\u1eefng c\u00e1ch m\u00e0 cu\u1ed9c kh\u1ee7ng ho\u1ea3ng \u0111\u1ea1o \u0111\u1ee9c AI c\u1ee7a Google c\u00f3 th\u1ec3 \u1ea3nh h\u01b0\u1edfng \u0111\u1ebfn ch\u00ednh s\u00e1ch.<\/p>\n<p>\u0110\u1ea7u th\u00e1ng n\u00e0y, &#8220;D\u1eef li\u1ec7u v\u00e0 c\u00e1c n\u1ed9i dung c\u1ee7a n\u00f3&#8221; \u0111\u00e3 nh\u1eadn \u0111\u01b0\u1ee3c gi\u1ea3i th\u01b0\u1edfng t\u1eeb c\u00e1c nh\u00e0 t\u1ed5 ch\u1ee9c c\u1ee7a h\u1ed9i th\u1ea3o ML Retrospectives, Surveys and Meta-analyzes t\u1ea1i NeurIPS, m\u1ed9t h\u1ed9i ngh\u1ecb nghi\u00ean c\u1ee9u v\u1ec1 AI thu h\u00fat 22.000 ng\u01b0\u1eddi tham d\u1ef1. G\u1ea7n 2.000 b\u00e0i b\u00e1o \u0111\u00e3 \u0111\u01b0\u1ee3c xu\u1ea5t b\u1ea3n t\u1ea1i NeurIPS n\u0103m nay, bao g\u1ed3m c\u00e1c c\u00f4ng vi\u1ec7c li\u00ean quan \u0111\u1ebfn ph\u00e1t hi\u1ec7n l\u1ed7i cho c\u00e1c h\u1ec7 th\u1ed1ng quan tr\u1ecdng v\u1ec1 an to\u00e0n ; ph\u01b0\u01a1ng ph\u00e1p nh\u00e2n gi\u1ed1ng ng\u01b0\u1ee3c nhanh h\u01a1n, hi\u1ec7u qu\u1ea3 h\u01a1n ; v\u00e0 s\u1ef1 kh\u1edfi \u0111\u1ea7u c\u1ee7a m\u1ed9t d\u1ef1 \u00e1n coi bi\u1ebfn \u0111\u1ed5i kh\u00ed h\u1eadu nh\u01b0 m\u1ed9t th\u00e1ch th\u1ee9c l\u1edbn c\u1ee7a Machine Learning .<\/p>\n<p>M\u1ed9t b\u00e0i b\u00e1o kh\u00e1c c\u1ee7a Hanna, \u0111\u01b0\u1ee3c tr\u00ecnh b\u00e0y t\u1ea1i h\u1ed9i th\u1ea3o Resistance AI, k\u00eau g\u1ecdi c\u1ed9ng \u0111\u1ed3ng Machine Learning v\u01b0\u1ee3t ra ngo\u00e0i quy m\u00f4 khi xem x\u00e9t c\u00e1ch gi\u1ea3i quy\u1ebft c\u00e1c v\u1ea5n \u0111\u1ec1 x\u00e3 h\u1ed9i c\u00f3 h\u1ec7 th\u1ed1ng v\u00e0 kh\u1eb3ng \u0111\u1ecbnh r\u1eb1ng c\u1ea7n ph\u1ea3i ch\u1ed1ng l\u1ea1i t\u01b0 duy quy m\u00f4. Hanna \u0111\u00e3 n\u00f3i chuy\u1ec7n v\u1edbi VentureBeat v\u00e0o \u0111\u1ea7u n\u0103m nay v\u1ec1 vi\u1ec7c s\u1eed d\u1ee5ng l\u00fd thuy\u1ebft ch\u1ee7ng t\u1ed9c quan tr\u1ecdng khi xem x\u00e9t c\u00e1c v\u1ea5n \u0111\u1ec1 li\u00ean quan \u0111\u1ebfn ch\u1ee7ng t\u1ed9c, danh t\u00ednh v\u00e0 s\u1ef1 c\u00f4ng b\u1eb1ng .<\/p>\n<p>Trong x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean trong nh\u1eefng n\u0103m g\u1ea7n \u0111\u00e2y, c\u00e1c m\u1ea1ng \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng ki\u1ebfn \u200b\u200btr\u00fac m\u1ea1ng th\u1ea7n kinh Transformer v\u00e0 kho d\u1eef li\u1ec7u ng\u00e0y c\u00e0ng l\u1edbn \u0111\u00e3 \u0111\u1ea1t \u0111\u01b0\u1ee3c c\u00e1c \u0111i\u1ec3m hi\u1ec7u su\u1ea5t (benchmark) cao trong c\u00e1c \u0111i\u1ec3m chu\u1ea9n nh\u01b0 GLUE. BERT c\u1ee7a Google v\u00e0 c\u00e1c d\u1eabn xu\u1ea5t c\u1ee7a BERT d\u1eabn \u0111\u1ea7u, theo sau l\u00e0 c\u00e1c m\u1ea1ng nh\u01b0 MT-DNN c\u1ee7a Microsoft , Megatron c\u1ee7a Nvidia v\u00e0 GPT-3 c\u1ee7a OpenAI . \u0110\u01b0\u1ee3c gi\u1edbi thi\u1ec7u v\u00e0o th\u00e1ng 5, GPT-3 l\u00e0 m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn nh\u1ea5t cho \u0111\u1ebfn nay. M\u1ed9t b\u00e0i b\u00e1o v\u1ec1 hi\u1ec7u su\u1ea5t c\u1ee7a m\u00f4 h\u00ecnh \u0111\u00e3 gi\u00e0nh \u0111\u01b0\u1ee3c m\u1ed9t trong ba gi\u1ea3i th\u01b0\u1edfng gi\u1ea5y t\u1ed1t nh\u1ea5t \u0111\u01b0\u1ee3c trao cho c\u00e1c nh\u00e0 nghi\u00ean c\u1ee9u t\u1ea1i NeurIPS n\u0103m nay.<\/p>\n<p>Quy m\u00f4 c\u1ee7a c\u00e1c b\u1ed9 d\u1eef li\u1ec7u kh\u1ed5ng l\u1ed3 khi\u1ebfn cho vi\u1ec7c xem x\u00e9t k\u1ef9 l\u01b0\u1ee1ng n\u1ed9i dung c\u1ee7a ch\u00fang tr\u1edf n\u00ean kh\u00f3 kh\u0103n. \u0110i\u1ec1u n\u00e0y d\u1eabn \u0111\u1ebfn c\u00e1c v\u00ed d\u1ee5 l\u1eb7p \u0111i l\u1eb7p l\u1ea1i v\u1ec1 s\u1ef1 thi\u00ean v\u1ecb thu\u1eadt to\u00e1n tr\u1ea3 l\u1ea1i c\u00e1c k\u1ebft qu\u1ea3 thi\u00ean v\u1ecb khi\u00eau d\u00e2m v\u1ec1 ng\u01b0\u1eddi H\u1ed3i gi\u00e1o, nh\u1eefng ng\u01b0\u1eddi k\u1ef3 l\u1ea1 ho\u1eb7c kh\u00f4ng ph\u00f9 h\u1ee3p v\u1edbi b\u1ea3n d\u1ea1ng gi\u1edbi mong \u0111\u1ee3i, nh\u1eefng ng\u01b0\u1eddi khuy\u1ebft t\u1eadt, ph\u1ee5 n\u1eef v\u00e0 ng\u01b0\u1eddi Da \u0111en, trong s\u1ed1 c\u00e1c nh\u00e2n kh\u1ea9u h\u1ecdc kh\u00e1c.<\/p>\n<p>S\u1ef1 nguy hi\u1ec3m c\u1ee7a c\u00e1c b\u1ed9 d\u1eef li\u1ec7u l\u1edbn c\u0169ng \u0111\u01b0\u1ee3c ch\u1ee9ng minh trong l\u0129nh v\u1ef1c <a class=\"iblink\" href=\"\/blog\/tag\/computer-vision\/\">th\u1ecb gi\u00e1c m\u00e1y t\u00ednh<\/a>, b\u1eb1ng ch\u1ee9ng l\u00e0 c\u00e1c nh\u00e0 nghi\u00ean c\u1ee9u c\u1ee7a \u0110\u1ea1i h\u1ecdc Stanford th\u00f4ng b\u00e1o v\u00e0o th\u00e1ng 12 n\u0103m 2019 r\u1eb1ng h\u1ecd s\u1ebd x\u00f3a c\u00e1c nh\u00e3n v\u00e0 h\u00ecnh \u1ea3nh x\u00fac ph\u1ea1m kh\u1ecfi ImageNet. M\u00f4 h\u00ecnh StyleGAN, do Nvidia ph\u00e1t tri\u1ec3n, c\u0169ng cho k\u1ebft qu\u1ea3 sai l\u1ec7ch sau khi \u0111\u00e0o t\u1ea1o tr\u00ean m\u1ed9t t\u1eadp d\u1eef li\u1ec7u h\u00ecnh \u1ea3nh l\u1edbn. V\u00e0 sau khi ph\u00e1t hi\u1ec7n ra c\u00e1c h\u00ecnh \u1ea3nh v\u00e0 nh\u00e3n ph\u00e2n bi\u1ec7t gi\u1edbi t\u00ednh v\u00e0 ph\u00e2n bi\u1ec7t ch\u1ee7ng t\u1ed9c, nh\u1eefng ng\u01b0\u1eddi t\u1ea1o ra 80 tri\u1ec7u H\u00ecnh \u1ea3nh nh\u1ecf \u0111\u00e3 xin l\u1ed7i v\u00e0 y\u00eau c\u1ea7u c\u00e1c k\u1ef9 s\u01b0 x\u00f3a v\u00e0 kh\u00f4ng s\u1eed d\u1ee5ng t\u00e0i li\u1ec7u n\u00e0y n\u1eefa.<\/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=20978\">Ph\u00e2n t\u00edch video th\u00f4ng minh &#8211; Intelligent Video Analytics: T\u01b0\u01a1ng lai c\u1ee7a m\u1ecdi ng\u00e0nh<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=17896\">T\u1ed5ng quan v\u1ec1 Computer Vision &#8211; Th\u1ecb gi\u00e1c m\u00e1y t\u00ednh<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=15342\">H\u1ec7 sinh th\u00e1i NVIDIA Metropolis m\u1edf r\u1ed9ng v\u1edbi c\u00e1c c\u00f4ng c\u1ee5 ph\u00e1t tri\u1ec3n ti\u00ean ti\u1ebfn \u0111\u1ec3 t\u0103ng t\u1ed1c Vision AI<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=12308\">AI on the Football: \u1ee8ng d\u1ee5ng Computer Vision \u0111\u1ec3 ph\u00e2n t\u00edch d\u1eef li\u1ec7u c\u1ee7a c\u1ea7u th\u1ee7<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=12051\">Computer Vision: M\u1ed9t s\u1ef1 d\u1ecbch chuy\u1ec3n s\u1eafp di\u1ec5n ra?<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=5951\">Computer Vision &#8211; Th\u1ecb gi\u00e1c m\u00e1y t\u00ednh l\u00e0 g\u00ec?<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>C&#7897;ng &#273;&#7891;ng Machine Learning, &#273;&#7863;c bi&#7879;t trong l&#297;nh v&#7921;c th&#7883; gi&aacute;c m&aacute;y t&iacute;nh v&agrave; x&#7917; l&yacute; ng&ocirc;n ng&#7919;, &#273;ang g&#7863;p v&#7845;n &#273;&#7873; v&#7873; v&#259;n h&oacute;a trong vi&#7879;c s&#7917; d&#7909;ng d&#7919; li&#7879;u. &#272;&oacute; l&agrave; theo m&#7897;t cu&#7897;c kh&#7843;o s&aacute;t nghi&ecirc;n c&#7913;u v&#7873; th&#7921;c ti&#7877;n thu th&#7853;p v&agrave; s&#7917; d&#7909;ng t&#7853;p d&#7919; li&#7879;u c&#7911;a c&#7897;ng &#273;&#7891;ng &#273;&#432;&#7907;c&#8230;<\/p>\n","protected":false},"author":2,"featured_media":7903,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[3,1],"tags":[242,519],"class_list":["post-7901","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-hpc","category-tong-hop","tag-computer-vision","tag-object-detection"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.3 - 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