{"id":7644,"date":"2020-12-09T00:28:27","date_gmt":"2020-12-09T00:28:27","guid":{"rendered":"https:\/\/www.thegioimaychu.vn\/blog\/?p=7644"},"modified":"2020-12-09T09:30:08","modified_gmt":"2020-12-09T09:30:08","slug":"nvidia-tao-dot-pha-ve-dao-tao-ai-bang-cach-su-dung-tap-du-lieu-gioi-han","status":"publish","type":"post","link":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/nvidia-tao-dot-pha-ve-dao-tao-ai-bang-cach-su-dung-tap-du-lieu-gioi-han-p7644\/","title":{"rendered":"NVIDIA t\u1ea1o \u0111\u1ed9t ph\u00e1 v\u1ec1 \u0111\u00e0o t\u1ea1o AI b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng t\u1eadp d\u1eef li\u1ec7u gi\u1edbi h\u1ea1n"},"content":{"rendered":"<style>.iblink{color:#975!important;}.iblink:hover{color:orange!important;}<\/style><p>K\u1ef9 thu\u1eadt t\u0103ng c\u01b0\u1eddng d\u1eef li\u1ec7u cho ph\u00e9p m\u00f4 h\u00ecnh AI m\u00f4 ph\u1ecfng t\u00e1c ph\u1ea9m ngh\u1ec7 thu\u1eadt t\u1eeb m\u1ed9t t\u1eadp d\u1eef li\u1ec7u nh\u1ecf t\u1eeb B\u1ea3o t\u00e0ng Ngh\u1ec7 thu\u1eadt Metropolitan &#8211; v\u00e0 m\u1edf ra c\u00e1c \u1ee9ng d\u1ee5ng ti\u1ec1m n\u0103ng m\u1edbi trong c\u00e1c l\u0129nh v\u1ef1c nh\u01b0 ch\u0103m s\u00f3c s\u1ee9c kh\u1ecfe.<\/p>\n<p>M\u00f4 h\u00ecnh AI m\u1edbi nh\u1ea5t c\u1ee7a NVIDIA Research l\u00e0 m\u1ed9t \u0111\u1ed9t ph\u00e1 trong s\u1ed1 c\u00e1c m\u1ea1ng hi\u1ec7n c\u00f3. S\u1eed d\u1ee5ng m\u1ed9t ph\u1ea7n t\u01b0 li\u1ec7u nghi\u00ean c\u1ee9u c\u1ea7n thi\u1ebft c\u1ee7a m\u1ed9t GAN \u0111i\u1ec3n h\u00ecnh, n\u00f3 c\u00f3 th\u1ec3 h\u1ecdc c\u00e1c k\u1ef9 n\u0103ng ph\u1ee9c t\u1ea1p nh\u01b0 m\u00f4 ph\u1ecfng c\u00e1c h\u1ecda s\u0129 n\u1ed5i ti\u1ebfng v\u00e0 t\u00e1i t\u1ea1o h\u00ecnh \u1ea3nh c\u1ee7a m\u00f4 ung th\u01b0.<\/p>\n<p>B\u1eb1ng c\u00e1ch \u00e1p d\u1ee5ng k\u1ef9 thu\u1eadt \u0111\u00e0o t\u1ea1o m\u1ea1ng th\u1ea7n kinh \u0111\u1ed9t ph\u00e1 cho m\u00f4 h\u00ecnh NVIDIA StyleGAN2 ph\u1ed5 bi\u1ebfn, c\u00e1c nh\u00e0 nghi\u00ean c\u1ee9u NVIDIA \u0111\u00e3 &#8220;m\u01b0\u1eddng t\u01b0\u1ee3ng&#8221; l\u1ea1i t\u00e1c ph\u1ea9m ngh\u1ec7 thu\u1eadt d\u1ef1a tr\u00ean \u00edt h\u01a1n 1.500 h\u00ecnh \u1ea3nh t\u1eeb B\u1ea3o t\u00e0ng Ngh\u1ec7 thu\u1eadt Metropolitan. S\u1eed d\u1ee5ng h\u1ec7 th\u1ed1ng NVIDIA DGX \u0111\u1ec3 \u0111\u1ea9y nhanh qu\u00e1 tr\u00ecnh \u0111\u00e0o t\u1ea1o, h\u1ecd \u0111\u00e3 t\u1ea1o ra ngh\u1ec7 thu\u1eadt AI m\u1edbi l\u1ea5y c\u1ea3m h\u1ee9ng t\u1eeb c\u00e1c b\u1ee9c ch\u00e2n dung l\u1ecbch s\u1eed.<\/p>\n<p>K\u1ef9 thu\u1eadt &#8211; \u0111\u01b0\u1ee3c g\u1ecdi l\u00e0 t\u0103ng c\u01b0\u1eddng ph\u00e2n bi\u1ec7t th\u00edch \u1ee9ng, ho\u1eb7c ADA &#8211; gi\u1ea3m s\u1ed1 l\u01b0\u1ee3ng h\u00ecnh \u1ea3nh \u0111\u00e0o t\u1ea1o xu\u1ed1ng 10-20 l\u1ea7n trong khi v\u1eabn thu \u0111\u01b0\u1ee3c k\u1ebft qu\u1ea3 tuy\u1ec7t v\u1eddi. Ph\u01b0\u01a1ng ph\u00e1p t\u01b0\u01a1ng t\u1ef1 m\u1ed9t ng\u00e0y n\u00e0o \u0111\u00f3 c\u00f3 th\u1ec3 c\u00f3 t\u00e1c \u0111\u1ed9ng \u0111\u00e1ng k\u1ec3 trong vi\u1ec7c ch\u0103m s\u00f3c s\u1ee9c kh\u1ecfe, ch\u1eb3ng h\u1ea1n b\u1eb1ng c\u00e1ch t\u1ea1o ra h\u00ecnh \u1ea3nh m\u00f4 h\u1ecdc ung th\u01b0 \u0111\u1ec3 gi\u00fap \u0111\u00e0o t\u1ea1o c\u00e1c m\u00f4 h\u00ecnh AI kh\u00e1c.<\/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>David Luebke, ph\u00f3 ch\u1ee7 t\u1ecbch nghi\u00ean c\u1ee9u \u0111\u1ed3 h\u1ecda c\u1ee7a NVIDIA cho bi\u1ebft: \u201cNh\u1eefng k\u1ebft qu\u1ea3 n\u00e0y c\u00f3 ngh\u0129a l\u00e0 m\u1ecdi ng\u01b0\u1eddi c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng GAN \u0111\u1ec3 gi\u1ea3i quy\u1ebft c\u00e1c v\u1ea5n \u0111\u1ec1 trong \u0111\u00f3 s\u1ed1 l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u qu\u00e1 t\u1ed1n th\u1eddi gian ho\u1eb7c kh\u00f3 l\u1ea5y\u201d. \u201cT\u00f4i n\u00f3ng l\u00f2ng mu\u1ed1n xem c\u00e1c ngh\u1ec7 s\u0129, chuy\u00ean gia y t\u1ebf v\u00e0 nh\u00e0 nghi\u00ean c\u1ee9u s\u1eed d\u1ee5ng n\u00f3 \u0111\u1ec3 l\u00e0m g\u00ec.\u201d<\/p>\n<p>B\u00e0i b\u00e1o nghi\u00ean c\u1ee9u \u0111\u1eb1ng sau d\u1ef1 \u00e1n n\u00e0y s\u1ebd \u0111\u01b0\u1ee3c tr\u00ecnh b\u00e0y trong tu\u1ea7n n\u00e0y t\u1ea1i H\u1ed9i ngh\u1ecb th\u01b0\u1eddng ni\u00ean v\u1ec1 H\u1ec7 th\u1ed1ng x\u1eed l\u00fd th\u00f4ng tin th\u1ea7n kinh, \u0111\u01b0\u1ee3c g\u1ecdi l\u00e0 NeurIPS. \u0110\u00e2y l\u00e0 m\u1ed9t trong 28 b\u00e0i b\u00e1o k\u1ef7 l\u1ee5c c\u1ee7a Nghi\u00ean c\u1ee9u NVIDIA \u0111\u01b0\u1ee3c ch\u1ea5p nh\u1eadn tham d\u1ef1 h\u1ed9i ngh\u1ecb uy t\u00edn.<\/p>\n<p>Ph\u01b0\u01a1ng ph\u00e1p m\u1edbi n\u00e0y l\u00e0 ph\u01b0\u01a1ng ph\u00e1p m\u1edbi nh\u1ea5t trong di s\u1ea3n \u0111\u1ed5i m\u1edbi GAN c\u1ee7a c\u00e1c nh\u00e0 nghi\u00ean c\u1ee9u NVIDIA, nh\u1eefng ng\u01b0\u1eddi \u0111\u00e3 ph\u00e1t tri\u1ec3n c\u00e1c m\u00f4 h\u00ecnh d\u1ef1a tr\u00ean GAN \u0111\u1ed9t ph\u00e1 cho \u1ee9ng d\u1ee5ng v\u1ebd tranh AI GauGAN, c\u00f4ng c\u1ee5 b\u1eaft ch\u01b0\u1edbc c\u00f4ng c\u1ee5 tr\u00f2 ch\u01a1i GameGAN v\u00e0 bi\u1ebfn h\u00ecnh \u1ea3nh th\u00fa c\u01b0ng GANimal. T\u1ea5t c\u1ea3 \u0111\u1ec1u c\u00f3 tr\u00ean NVIDIA AI Playground .<\/p>\n<h3>Th\u1ebf l\u01b0\u1ee1ng nan v\u1ec1 d\u1eef li\u1ec7u \u0111\u00e0o t\u1ea1o<\/h3>\n<p>Gi\u1ed1ng nh\u01b0 h\u1ea7u h\u1ebft c\u00e1c m\u1ea1ng n\u01a1ron, GAN t\u1eeb l\u00e2u \u0111\u00e3 tu\u00e2n theo m\u1ed9t nguy\u00ean t\u1eafc c\u01a1 b\u1ea3n: c\u00e0ng nhi\u1ec1u d\u1eef li\u1ec7u hu\u1ea5n luy\u1ec7n, m\u00f4 h\u00ecnh c\u00e0ng t\u1ed1t. \u0110\u00f3 l\u00e0 b\u1edfi v\u00ec m\u1ed7i GAN bao g\u1ed3m hai m\u1ea1ng h\u1ee3p t\u00e1c &#8211; m\u1ed9t b\u1ed9 t\u1ea1o, t\u1ea1o ra h\u00ecnh \u1ea3nh t\u1ed5ng h\u1ee3p v\u00e0 m\u1ed9t b\u1ed9 ph\u00e2n bi\u1ec7t, t\u00ecm hi\u1ec3u h\u00ecnh \u1ea3nh th\u1ef1c t\u1ebf tr\u00f4ng nh\u01b0 th\u1ebf n\u00e0o d\u1ef1a tr\u00ean d\u1eef li\u1ec7u \u0111\u00e0o t\u1ea1o.<\/p>\n<p>B\u1ed9 ph\u00e2n bi\u1ec7t hu\u1ea5n luy\u1ec7n tr\u00ecnh t\u1ea1o, \u0111\u01b0a ra ph\u1ea3n h\u1ed3i t\u1eebng pixel \u0111\u1ec3 gi\u00fap n\u00f3 c\u1ea3i thi\u1ec7n t\u00ednh ch\u00e2n th\u1ef1c c\u1ee7a c\u00e1c h\u00ecnh \u1ea3nh t\u1ed5ng h\u1ee3p. Nh\u01b0ng v\u1edbi d\u1eef li\u1ec7u \u0111\u00e0o t\u1ea1o h\u1ea1n ch\u1ebf \u0111\u1ec3 h\u1ecdc h\u1ecfi t\u1eeb \u0111\u00f3, m\u1ed9t ng\u01b0\u1eddi ph\u00e2n bi\u1ec7t s\u1ebd kh\u00f4ng th\u1ec3 gi\u00fap ng\u01b0\u1eddi t\u1ea1o ph\u00e1t huy h\u1ebft ti\u1ec1m n\u0103ng c\u1ee7a n\u00f3 &#8211; gi\u1ed1ng nh\u01b0 m\u1ed9t hu\u1ea5n luy\u1ec7n vi\u00ean t\u00e2n binh c\u00f3 kinh nghi\u1ec7m tr\u1eadn \u0111\u1ea5u \u00edt h\u01a1n nhi\u1ec1u so v\u1edbi m\u1ed9t chuy\u00ean gia d\u00e0y d\u1ea1n.<\/p>\n<p>Th\u00f4ng th\u01b0\u1eddng, m\u1ea5t 50.000 \u0111\u1ebfn 100.000 h\u00ecnh \u1ea3nh \u0111\u00e0o t\u1ea1o \u0111\u1ec3 \u0111\u00e0o t\u1ea1o m\u1ed9t GAN ch\u1ea5t l\u01b0\u1ee3ng cao. Nh\u01b0ng trong nhi\u1ec1u tr\u01b0\u1eddng h\u1ee3p, c\u00e1c nh\u00e0 nghi\u00ean c\u1ee9u ch\u1ec9 \u0111\u01a1n gi\u1ea3n l\u00e0 kh\u00f4ng c\u00f3 h\u00e0ng ch\u1ee5c ho\u1eb7c h\u00e0ng tr\u0103m ngh\u00ecn h\u00ecnh \u1ea3nh m\u1eabu theo \u00fd c\u1ee7a h\u1ecd.<\/p>\n<p>Ch\u1ec9 v\u1edbi v\u00e0i ngh\u00ecn h\u00ecnh \u1ea3nh \u0111\u1ec3 \u0111\u00e0o t\u1ea1o, nhi\u1ec1u GAN s\u1ebd ch\u00f9n b\u01b0\u1edbc trong vi\u1ec7c t\u1ea1o ra k\u1ebft qu\u1ea3 th\u1ef1c t\u1ebf. S\u1ef1 c\u1ed1 n\u00e0y, \u0111\u01b0\u1ee3c g\u1ecdi l\u00e0 overfitting, x\u1ea3y ra khi b\u1ed9 ph\u00e2n bi\u1ec7t ch\u1ec9 ghi nh\u1edb c\u00e1c h\u00ecnh \u1ea3nh \u0111\u00e0o t\u1ea1o v\u00e0 kh\u00f4ng cung c\u1ea5p ph\u1ea3n h\u1ed3i h\u1eefu \u00edch cho b\u1ed9 t\u1ea1o.<\/p>\n<p>Trong c\u00e1c nhi\u1ec7m v\u1ee5 ph\u00e2n lo\u1ea1i h\u00ecnh \u1ea3nh, c\u00e1c nh\u00e0 nghi\u00ean c\u1ee9u xoay quanh vi\u1ec7c trang b\u1ecb qu\u00e1 nhi\u1ec1u d\u1eef li\u1ec7u, m\u1ed9t k\u1ef9 thu\u1eadt m\u1edf r\u1ed9ng c\u00e1c t\u1eadp d\u1eef li\u1ec7u nh\u1ecf h\u01a1n b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng c\u00e1c b\u1ea3n sao c\u1ee7a h\u00ecnh \u1ea3nh hi\u1ec7n c\u00f3 b\u1ecb b\u00f3p m\u00e9o ng\u1eabu nhi\u00ean b\u1edfi c\u00e1c quy tr\u00ecnh nh\u01b0 xoay, c\u1eaft ho\u1eb7c l\u1eadt &#8211; bu\u1ed9c m\u00f4 h\u00ecnh ph\u1ea3i t\u1ed5ng qu\u00e1t h\u00f3a t\u1ed1t h\u01a1n.<\/p>\n<p>Nh\u01b0ng nh\u1eefng n\u1ed7 l\u1ef1c tr\u01b0\u1edbc \u0111\u00e2y \u0111\u1ec3 \u00e1p d\u1ee5ng t\u0103ng c\u01b0\u1eddng cho h\u00ecnh \u1ea3nh hu\u1ea5n luy\u1ec7n GAN \u0111\u00e3 d\u1eabn \u0111\u1ebfn vi\u1ec7c t\u1ea1o ra m\u1ed9t b\u1ed9 t\u1ea1o c\u00f3 th\u1ec3 b\u1eaft ch\u01b0\u1edbc nh\u1eefng bi\u1ebfn d\u1ea1ng \u0111\u00f3, thay v\u00ec t\u1ea1o ra nh\u1eefng h\u00ecnh \u1ea3nh t\u1ed5ng h\u1ee3p \u0111\u00e1ng tin c\u1eady.<\/p>\n<h3>GAN trong m\u1ed9t nhi\u1ec7m v\u1ee5<\/h3>\n<p>Ph\u01b0\u01a1ng ph\u00e1p ADA c\u1ee7a NVIDIA Research \u00e1p d\u1ee5ng t\u0103ng c\u01b0\u1eddng d\u1eef li\u1ec7u m\u1ed9t c\u00e1ch th\u00edch \u1ee9ng, c\u00f3 ngh\u0129a l\u00e0 l\u01b0\u1ee3ng t\u0103ng d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c \u0111i\u1ec1u ch\u1ec9nh t\u1ea1i c\u00e1c \u0111i\u1ec3m kh\u00e1c nhau trong qu\u00e1 tr\u00ecnh \u0111\u00e0o t\u1ea1o \u0111\u1ec3 tr\u00e1nh trang b\u1ecb qu\u00e1 m\u1ee9c. \u0110i\u1ec1u n\u00e0y cho ph\u00e9p c\u00e1c m\u00f4 h\u00ecnh nh\u01b0 StyleGAN2 \u0111\u1ea1t \u0111\u01b0\u1ee3c k\u1ebft qu\u1ea3 \u0111\u00e1ng kinh ng\u1ea1c b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng th\u1ee9 t\u1ef1 h\u00ecnh \u1ea3nh \u0111\u00e0o t\u1ea1o c\u00f3 c\u01b0\u1eddng \u0111\u1ed9 nh\u1ecf h\u01a1n.<\/p>\n<p>Do \u0111\u00f3, c\u00e1c nh\u00e0 nghi\u00ean c\u1ee9u c\u00f3 th\u1ec3 \u00e1p d\u1ee5ng GAN cho c\u00e1c \u1ee9ng d\u1ee5ng kh\u00f4ng th\u1ef1c t\u1ebf tr\u01b0\u1edbc \u0111\u00e2y khi c\u00e1c v\u00ed d\u1ee5 qu\u00e1 khan hi\u1ebfm, qu\u00e1 kh\u00f3 \u0111\u1ec3 l\u1ea5y ho\u1eb7c qu\u00e1 t\u1ed1n th\u1eddi gian \u0111\u1ec3 thu th\u1eadp th\u00e0nh m\u1ed9t t\u1eadp d\u1eef li\u1ec7u l\u1edbn.<\/p>\n<p>C\u00e1c phi\u00ean b\u1ea3n kh\u00e1c nhau c\u1ee7a StyleGAN \u0111\u00e3 \u0111\u01b0\u1ee3c c\u00e1c ngh\u1ec7 s\u0129 s\u1eed d\u1ee5ng \u0111\u1ec3 t\u1ea1o ra c\u00e1c cu\u1ed9c tri\u1ec3n l\u00e3m tuy\u1ec7t \u0111\u1eb9p v\u00e0 s\u1ea3n xu\u1ea5t m\u1ed9t b\u1ed9 truy\u1ec7n tranh m\u1edbi d\u1ef1a tr\u00ean phong c\u00e1ch c\u1ee7a h\u1ecda s\u0129 minh h\u1ecda huy\u1ec1n tho\u1ea1i Osamu Tezuka. N\u00f3 th\u1eadm ch\u00ed c\u00f2n \u0111\u01b0\u1ee3c Adobe \u00e1p d\u1ee5ng \u0111\u1ec3 t\u0103ng s\u1ee9c m\u1ea1nh cho c\u00f4ng c\u1ee5 AI m\u1edbi c\u1ee7a Photoshop, B\u1ed9 l\u1ecdc th\u1ea7n kinh.<\/p>\n<p>V\u1edbi \u00edt d\u1eef li\u1ec7u \u0111\u00e0o t\u1ea1o h\u01a1n c\u1ea7n thi\u1ebft \u0111\u1ec3 b\u1eaft \u0111\u1ea7u, StyleGAN2 v\u1edbi ADA c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c \u00e1p d\u1ee5ng cho c\u00e1c t\u00e1c ph\u1ea9m ngh\u1ec7 thu\u1eadt hi\u1ebfm, ch\u1eb3ng h\u1ea1n nh\u01b0 t\u00e1c ph\u1ea9m c\u1ee7a nh\u00f3m ngh\u1ec7 thu\u1eadt AI c\u00f3 tr\u1ee5 s\u1edf t\u1ea1i Paris. R\u00f5 r\u00e0ng tr\u00ean m\u1eb7t n\u1ea1 Kota ch\u00e2u Phi.<\/p>\n<p>M\u1ed9t \u1ee9ng d\u1ee5ng \u0111\u1ea7y h\u1ee9a h\u1eb9n kh\u00e1c n\u1eb1m trong l\u0129nh v\u1ef1c ch\u0103m s\u00f3c s\u1ee9c kh\u1ecfe, n\u01a1i c\u00e1c h\u00ecnh \u1ea3nh y t\u1ebf v\u1ec1 c\u00e1c b\u1ec7nh hi\u1ebfm g\u1eb7p c\u00f3 th\u1ec3 r\u1ea5t \u00edt v\u00e0 xa v\u00ec h\u1ea7u h\u1ebft c\u00e1c x\u00e9t nghi\u1ec7m \u0111\u1ec1u tr\u1edf l\u1ea1i b\u00ecnh th\u01b0\u1eddng. Vi\u1ec7c t\u00edch l\u0169y m\u1ed9t t\u1eadp d\u1eef li\u1ec7u h\u1eefu \u00edch v\u1ec1 c\u00e1c slide b\u1ec7nh l\u00fd b\u1ea5t th\u01b0\u1eddng s\u1ebd \u0111\u00f2i h\u1ecfi c\u00e1c chuy\u00ean gia y t\u1ebf ph\u1ea3i ghi nh\u00e3n nhi\u1ec1u gi\u1edd.<\/p>\n<p>H\u00ecnh \u1ea3nh t\u1ed5ng h\u1ee3p \u0111\u01b0\u1ee3c t\u1ea1o b\u1eb1ng GAN s\u1eed d\u1ee5ng ADA c\u00f3 th\u1ec3 l\u1ea5p \u0111\u1ea7y kho\u1ea3ng tr\u1ed1ng \u0111\u00f3, t\u1ea1o ra d\u1eef li\u1ec7u \u0111\u00e0o t\u1ea1o cho m\u1ed9t m\u00f4 h\u00ecnh AI kh\u00e1c gi\u00fap c\u00e1c b\u00e1c s\u0129 b\u1ec7nh h\u1ecdc ho\u1eb7c b\u00e1c s\u0129 X quang ph\u00e1t hi\u1ec7n c\u00e1c t\u00ecnh tr\u1ea1ng hi\u1ebfm g\u1eb7p tr\u00ean h\u00ecnh \u1ea3nh b\u1ec7nh l\u00fd ho\u1eb7c nghi\u00ean c\u1ee9u MRI. M\u1ed9t ph\u1ea7n th\u01b0\u1edfng b\u1ed5 sung: V\u1edbi d\u1eef li\u1ec7u do AI t\u1ea1o ra, kh\u00f4ng c\u00f3 d\u1eef li\u1ec7u b\u1ec7nh nh\u00e2n ho\u1eb7c m\u1ed1i quan t\u00e2m v\u1ec1 quy\u1ec1n ri\u00eang t\u01b0, gi\u00fap c\u00e1c t\u1ed5 ch\u1ee9c ch\u0103m s\u00f3c s\u1ee9c kh\u1ecfe chia s\u1ebb t\u1eadp d\u1eef li\u1ec7u d\u1ec5 d\u00e0ng h\u01a1n.<\/p>\n<h3>NVIDIA Research t\u1ea1i NeurIPS<\/h3>\n<p>Nh\u00f3m nghi\u00ean c\u1ee9u NVIDIA bao g\u1ed3m h\u01a1n 200 nh\u00e0 khoa h\u1ecdc tr\u00ean to\u00e0n c\u1ea7u, t\u1eadp trung v\u00e0o c\u00e1c l\u0129nh v\u1ef1c bao g\u1ed3m AI, <a class=\"iblink\" href=\"\/blog\/tag\/computer-vision\/\">th\u1ecb gi\u00e1c m\u00e1y t\u00ednh<\/a>, \u00f4 t\u00f4 t\u1ef1 l\u00e1i, ng\u01b0\u1eddi m\u00e1y v\u00e0 \u0111\u1ed3 h\u1ecda. H\u01a1n hai ch\u1ee5c b\u00e0i b\u00e1o c\u1ee7a c\u00e1c nh\u00e0 nghi\u00ean c\u1ee9u NVIDIA s\u1ebd \u0111\u01b0\u1ee3c gi\u1edbi thi\u1ec7u t\u1ea1i NeurIPS, h\u1ed9i ngh\u1ecb nghi\u00ean c\u1ee9u AI l\u1edbn nh\u1ea5t trong n\u0103m, di\u1ec5n ra h\u1ea7u nh\u01b0 t\u1eeb ng\u00e0y 6 \u0111\u1ebfn ng\u00e0y 12 th\u00e1ng 12.<\/p>\n<p>Xem to\u00e0n b\u1ed9 <a href=\"https:\/\/www.nvidia.com\/en-us\/events\/neurips\/\">c\u00e1c b\u00e0i b\u00e1o c\u1ee7a NVIDIA Research t\u1ea1i NeurIPS<\/a>.<\/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=23415\">B\u01b0\u1edbc v\u00e0o k\u1ef7 nguy\u00ean tr\u1ee3 l\u00fd AI c\u00e1 nh\u00e2n &#8211; so s\u00e1nh chi ti\u1ebft NVIDIA RTX Spark v\u00e0 DGX Spark<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=23322\">NVIDIA RTX PRO 4500 Blackwell Server Edition: B\u01b0\u1edbc nh\u1ea3y v\u1ecdt t\u1eeb th\u1ebf h\u1ec7 L4 cho h\u1ea1 t\u1ea7ng AI suy lu\u1eadn hi\u1ec7u n\u0103ng cao<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=23119\">NVIDIA NGC\u2011ready Low\u2011latency Edge AI: Gi\u1ea3i ph\u00e1p cho Retail, Manufacturing v\u00e0 Smart Cities<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=23110\">So s\u00e1nh s\u1ee9c m\u1ea1nh c\u1ee7a m\u00e1y t\u00ednh AI DGX Spark v\u1edbi c\u00e1c card GPU m\u00e1y tr\u1ea1m chuy\u00ean nghi\u1ec7p c\u1ee7a NVIDIA<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=22969\">T\u1eeb Orin \u0111\u1ebfn Thor: B\u01b0\u1edbc nh\u1ea3y v\u1ecdt ki\u1ebfn tr\u00fac c\u1ee7a NVIDIA JetPack 7.0 v\u00e0 t\u01b0\u01a1ng lai c\u1ee7a robot h\u00ecnh ng\u01b0\u1eddi<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=22887\">T\u1ea1i sao g\u1ecdi NVIDIA DGX Spark l\u00e0 Si\u00eau m\u00e1y t\u00ednh AI c\u00e1 nh\u00e2n?<\/a><\/li>\n<\/ul>\n<\/p>","protected":false},"excerpt":{"rendered":"<p>K&#7929; thu&#7853;t t&#259;ng c&#432;&#7901;ng d&#7919; li&#7879;u cho ph&eacute;p m&ocirc; h&igrave;nh AI m&ocirc; ph&#7887;ng t&aacute;c ph&#7849;m ngh&#7879; thu&#7853;t t&#7915; m&#7897;t t&#7853;p d&#7919; li&#7879;u nh&#7887; t&#7915; B&#7843;o t&agrave;ng Ngh&#7879; thu&#7853;t Metropolitan &ndash; v&agrave; m&#7903; ra c&aacute;c &#7913;ng d&#7909;ng ti&#7873;m n&#259;ng m&#7899;i trong c&aacute;c l&#297;nh v&#7921;c nh&#432; ch&#259;m s&oacute;c s&#7913;c kh&#7887;e. M&ocirc; h&igrave;nh AI m&#7899;i nh&#7845;t c&#7911;a NVIDIA&#8230;<\/p>\n","protected":false},"author":2,"featured_media":7648,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[3,1],"tags":[7,12,1314],"class_list":["post-7644","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-hpc","category-tong-hop","tag-ai","tag-deep-learning","tag-nvidia"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>NVIDIA t\u1ea1o \u0111\u1ed9t ph\u00e1 v\u1ec1 \u0111\u00e0o t\u1ea1o AI b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng t\u1eadp d\u1eef li\u1ec7u gi\u1edbi h\u1ea1n - Blog | TheGioiMayChu<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/nvidia-tao-dot-pha-ve-dao-tao-ai-bang-cach-su-dung-tap-du-lieu-gioi-han-p7644\/\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:title\" content=\"NVIDIA t\u1ea1o \u0111\u1ed9t ph\u00e1 v\u1ec1 \u0111\u00e0o t\u1ea1o AI b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng t\u1eadp d\u1eef li\u1ec7u gi\u1edbi h\u1ea1n - Blog | TheGioiMayChu\" \/>\n<meta name=\"twitter:description\" content=\"K&#7929; thu&#7853;t t&#259;ng c&#432;&#7901;ng d&#7919; li&#7879;u cho ph&eacute;p m&ocirc; h&igrave;nh AI m&ocirc; ph&#7887;ng t&aacute;c ph&#7849;m ngh&#7879; thu&#7853;t t&#7915; m&#7897;t t&#7853;p d&#7919; li&#7879;u nh&#7887; t&#7915; B&#7843;o t&agrave;ng Ngh&#7879; thu&#7853;t Metropolitan &ndash; v&agrave; m&#7903; ra c&aacute;c &#7913;ng d&#7909;ng ti&#7873;m n&#259;ng m&#7899;i trong c&aacute;c l&#297;nh v&#7921;c nh&#432; ch&#259;m s&oacute;c s&#7913;c kh&#7887;e. 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