{"id":17927,"date":"2023-12-20T10:41:51","date_gmt":"2023-12-20T02:41:51","guid":{"rendered":"https:\/\/incit.org\/?p=17927"},"modified":"2025-04-15T01:24:41","modified_gmt":"2025-04-14T17:24:41","slug":"the-impact-of-the-industrial-metaverse-and-generative-ai-on-smart-manufacturing","status":"publish","type":"post","link":"https:\/\/incit.org\/vi\/thought-leadership\/the-impact-of-the-industrial-metaverse-and-generative-ai-on-smart-manufacturing\/","title":{"rendered":"T\u00e1c \u0111\u1ed9ng c\u1ee7a si\u00eau v\u0169 tr\u1ee5 c\u00f4ng nghi\u1ec7p v\u00e0 AI t\u1ea1o ra \u0111\u1ed1i v\u1edbi s\u1ea3n xu\u1ea5t th\u00f4ng minh"},"content":{"rendered":"<p>Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o trong \u0111i\u1ec7n to\u00e1n \u0111\u00e3 m\u1edf \u0111\u01b0\u1eddng cho c\u00e1c quy tr\u00ecnh m\u1edbi v\u00e0 th\u00f4ng minh h\u01a1n, cho ph\u00e9p ph\u00e2n t\u00edch d\u1ef1 \u0111o\u00e1n ch\u00ednh x\u00e1c h\u01a1n, h\u1ec7 th\u1ed1ng t\u1ef1 \u0111\u1ed9ng, v.v. G\u1ea7n \u0111\u00e2y, AI ti\u00ean ti\u1ebfn h\u01a1n \u2013 AI t\u1ea1o sinh \u2013 t\u1eadn d\u1ee5ng c\u00e1c thu\u1eadt to\u00e1n h\u1ecdc m\u00e1y \u0111\u00e3 xu\u1ea5t hi\u1ec7n, m\u1edf ra c\u00e1nh c\u1eeda m\u1edbi cho c\u00e1c kh\u1ea3 n\u0103ng th\u00f4ng minh h\u01a1n tr\u01b0\u1edbc \u0111\u00e2y.<\/p>\n<p>Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o t\u1ea1o ra, \u0111\u01b0\u1ee3c ph\u00e1t tri\u1ec3n m\u1ed9t ph\u1ea7n t\u1eeb <a href=\"https:\/\/machinelearningmastery.com\/what-are-generative-adversarial-networks-gans\/\" target=\"_blank\" rel=\"noopener\">m\u1ea1ng \u0111\u1ed1i ngh\u1ecbch t\u1ea1o sinh (GAN)<\/a>, l\u00e0 m\u1ed9t lo\u1ea1i AI li\u00ean quan \u0111\u1ebfn vi\u1ec7c \u0111\u00e0o t\u1ea1o hai m\u1ea1ng n\u01a1-ron \u0111\u1ec3 l\u00e0m vi\u1ec7c c\u00f9ng nhau nh\u1eb1m t\u1ea1o ra d\u1eef li\u1ec7u m\u1edbi. Trong n\u0103m qua, AI t\u1ea1o sinh \u0111\u00e3 c\u00f3 s\u1ef1 gia t\u0103ng nhanh ch\u00f3ng v\u1ec1 m\u1ee9c \u0111\u1ed9 ph\u1ed5 bi\u1ebfn v\u1edbi s\u1ef1 ra \u0111\u1eddi c\u1ee7a c\u00e1c chatbot h\u1ed7 tr\u1ee3 AI, ch\u1eb3ng h\u1ea1n nh\u01b0 ChatGPT.<\/p>\n<p>Trong s\u1ea3n xu\u1ea5t, AI t\u1ea1o sinh c\u0169ng \u0111ang ng\u00e0y c\u00e0ng tr\u1edf n\u00ean quan tr\u1ecdng trong c\u00e1c gi\u1ea3i ph\u00e1p s\u1ea3n xu\u1ea5t th\u00f4ng minh c\u00f9ng v\u1edbi c\u00e1c c\u00f4ng ngh\u1ec7 ti\u00ean ti\u1ebfn kh\u00e1c nh\u01b0 b\u1ea3n sao k\u1ef9 thu\u1eadt s\u1ed1, th\u1ef1c t\u1ebf t\u0103ng c\u01b0\u1eddng v\u00e0 th\u1ef1c t\u1ebf \u1ea3o, v\u00e0 c\u00e1c c\u00f4ng c\u1ee5 Internet v\u1ea1n v\u1eadt c\u00f4ng nghi\u1ec7p (IIoT). V\u1edbi ti\u1ec1m n\u0103ng t\u1ed1i \u01b0u h\u00f3a quy tr\u00ecnh s\u1ea3n xu\u1ea5t, c\u1ea3i thi\u1ec7n thi\u1ebft k\u1ebf s\u1ea3n ph\u1ea9m v\u00e0 n\u00e2ng cao hi\u1ec7u qu\u1ea3 chung c\u1ee7a ng\u00e0nh s\u1ea3n xu\u1ea5t, kh\u00f4ng c\u00f3 g\u00ec ng\u1ea1c nhi\u00ean khi gi\u00e1 tr\u1ecb th\u1ecb tr\u01b0\u1eddng chung c\u1ee7a AI t\u1ea1o sinh trong l\u0129nh v\u1ef1c n\u00e0y \u0111\u01b0\u1ee3c d\u1ef1 \u0111o\u00e1n s\u1ebd t\u0103ng t\u1eeb <a href=\"https:\/\/www.precedenceresearch.com\/generative-ai-in-manufacturing-market\" target=\"_blank\" rel=\"noopener\">US$225 tri\u1ec7u n\u0103m 2022 l\u00ean US$6,963.45 tri\u1ec7u<\/a> v\u00e0o n\u0103m 2032.<\/p>\n<p>Nh\u01b0ng \u0111\u00e2y kh\u00f4ng ph\u1ea3i l\u00e0 c\u00f4ng ngh\u1ec7 ti\u00ean ti\u1ebfn duy nh\u1ea5t t\u1ea1o n\u00ean l\u00e0n s\u00f3ng trong ng\u00e0nh. Vi\u1ec7c s\u1eed d\u1ee5ng metaverse c\u00f4ng nghi\u1ec7p \u2013 m\u1ed9t \u0111\u1ea1i di\u1ec7n \u1ea3o c\u1ee7a th\u1ebf gi\u1edbi v\u1eadt l\u00fd \u2013 \u0111ang tr\u1edf n\u00ean ph\u1ed5 bi\u1ebfn h\u01a1n khi ng\u00e0y c\u00e0ng nhi\u1ec1u nh\u00e0 s\u1ea3n xu\u1ea5t chuy\u1ec3n \u0111\u1ed5i k\u1ef9 thu\u1eadt s\u1ed1, cho ph\u00e9p t\u00edch h\u1ee3p c\u00e1c h\u1ec7 th\u1ed1ng k\u1ef9 thu\u1eadt s\u1ed1 v\u00e0 v\u1eadt l\u00fd. C\u00f9ng nhau, AI t\u1ea1o sinh v\u00e0 metaverse c\u00f4ng nghi\u1ec7p \u0111ang c\u00e1ch m\u1ea1ng h\u00f3a ng\u00e0nh s\u1ea3n xu\u1ea5t b\u1eb1ng c\u00e1ch cho ph\u00e9p hi\u1ec7u qu\u1ea3, t\u00ednh linh ho\u1ea1t v\u00e0 \u0111\u1ed5i m\u1edbi cao h\u01a1n.<\/p>\n<h2>Ti\u1ec1m n\u0103ng c\u1ee7a AI t\u1ea1o sinh trong s\u1ea3n xu\u1ea5t<\/h2>\n<p>Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o t\u1ea1o ra l\u00e0 m\u1ed9t c\u00f4ng c\u1ee5 m\u1ea1nh m\u1ebd cho c\u00e1c nh\u00e0 s\u1ea3n xu\u1ea5t v\u00ec n\u00f3 cho ph\u00e9p t\u1ea1o ra c\u00e1c thi\u1ebft k\u1ebf, quy tr\u00ecnh v\u00e0 s\u1ea3n ph\u1ea9m m\u1edbi m\u00e0 c\u00e1c ph\u01b0\u01a1ng ph\u00e1p truy\u1ec1n th\u1ed1ng kh\u00f3 ho\u1eb7c kh\u00f4ng th\u1ec3 \u0111\u1ea1t \u0111\u01b0\u1ee3c. B\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o t\u1ea1o ra, c\u00e1c nh\u00e0 s\u1ea3n xu\u1ea5t c\u00f3 th\u1ec3 \u0111\u1ea1t \u0111\u01b0\u1ee3c m\u1ee9c \u0111\u1ed9 t\u1ed1i \u01b0u h\u00f3a quy tr\u00ecnh, gi\u1ea3m thi\u1ec3u ch\u1ea5t th\u1ea3i v\u00e0 c\u1ea3i thi\u1ec7n ch\u1ea5t l\u01b0\u1ee3ng t\u1ed5ng th\u1ec3 cao h\u01a1n. Ngo\u00e0i ra, tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o t\u1ea1o ra c\u00f3 th\u1ec3 gi\u00fap c\u00e1c nh\u00e0 s\u1ea3n xu\u1ea5t x\u00e1c \u0111\u1ecbnh c\u00e1c c\u01a1 h\u1ed9i m\u1edbi \u0111\u1ec3 \u0111\u1ed5i m\u1edbi v\u00e0 t\u0103ng tr\u01b0\u1edfng.<\/p>\n<h2>Nghi\u00ean c\u1ee9u tr\u01b0\u1eddng h\u1ee3p AI t\u1ea1o sinh: ng\u00e0nh h\u00e0ng kh\u00f4ng<\/h2>\n<p>Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) \u0111\u00e3 v\u00e0 \u0111ang \u0111\u01b0\u1ee3c \u00e1p d\u1ee5ng v\u00e0 th\u1eed nghi\u1ec7m trong ng\u00e0nh h\u00e0ng kh\u00f4ng \u0111\u1ec3 <a href=\"https:\/\/www.ibm.com\/blog\/how-generative-ai-can-transform-the-aviation-industry\/\" target=\"_blank\" rel=\"noopener\">c\u1ea3i thi\u1ec7n giao ti\u1ebfp<\/a> v\u00e0 n\u00e2ng cao tr\u1ea3i nghi\u1ec7m d\u1ecbch v\u1ee5 kh\u00e1ch h\u00e0ng, ngo\u00e0i vi\u1ec7c tri\u1ec3n khai \u0111\u1ec3 c\u1ea3i thi\u1ec7n qu\u1ea3n l\u00fd h\u00e0ng t\u1ed3n kho. Ngo\u00e0i ra, c\u00e1c nh\u00e0 s\u1ea3n xu\u1ea5t m\u00e1y bay c\u00f3 th\u1ec3 khai th\u00e1c AI t\u1ea1o sinh \u0111\u1ec3 s\u1ea3n xu\u1ea5t c\u00e1c b\u1ed9 ph\u1eadn m\u00e1y bay, t\u1ed1i \u01b0u h\u00f3a quy tr\u00ecnh thi\u1ebft k\u1ebf v\u00e0 t\u1ea1o m\u1eabu v\u1edbi s\u1ef1 tr\u1ee3 gi\u00fap c\u1ee7a t\u1ef1 \u0111\u1ed9ng h\u00f3a h\u1ed7 tr\u1ee3 AI v\u00e0 b\u1ea3n sao k\u1ef9 thu\u1eadt s\u1ed1.<\/p>\n<p>Nhi\u1ec1u b\u01b0\u1edbc \u0111ang \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n trong ng\u00e0nh h\u00e0ng kh\u00f4ng \u0111\u1ec3 chu\u1ea9n b\u1ecb cho vi\u1ec7c s\u1eed d\u1ee5ng AI ti\u00ean ti\u1ebfn h\u01a1n \u2013 C\u01a1 quan An to\u00e0n H\u00e0ng kh\u00f4ng Li\u00ean minh Ch\u00e2u \u00c2u (EASA) \u0111\u00e3 c\u00f4ng b\u1ed1 <a href=\"https:\/\/www.ainonline.com\/aviation-news\/aerospace\/2023-06-14\/beyond-automation-how-ai-transforming-aviation\" target=\"_blank\" rel=\"noopener\">L\u1ed9 tr\u00ecnh AI 2.0<\/a> v\u00e0o \u0111\u1ea7u th\u00e1ng 5, ph\u00e1c th\u1ea3o k\u1ebf ho\u1ea1ch chi ti\u1ebft v\u1ec1 vi\u1ec7c t\u00edch h\u1ee3p AI v\u00e0o ng\u00e0nh.<\/p>\n<h2>Nghi\u00ean c\u1ee9u \u0111i\u1ec3n h\u00ecnh v\u1ec1 AI t\u1ea1o sinh: ng\u00e0nh c\u00f4ng nghi\u1ec7p \u00f4 t\u00f4<\/h2>\n<p>M\u1ed9t v\u00ed d\u1ee5 kh\u00e1c v\u1ec1 AI t\u1ea1o sinh trong h\u00e0nh \u0111\u1ed9ng l\u00e0 <a href=\"https:\/\/www.leewayhertz.com\/generative-ai-in-automotive-industry\/\" target=\"_blank\" rel=\"noopener\">ph\u1ea7n m\u1ec1m thi\u1ebft k\u1ebf s\u00e1ng t\u1ea1o<\/a> trong ng\u00e0nh c\u00f4ng nghi\u1ec7p \u00f4 t\u00f4. C\u00e1c nh\u00e0 s\u1ea3n xu\u1ea5t \u0111\u00e3 b\u1eaft \u0111\u1ea7u s\u1eed d\u1ee5ng ph\u1ea7n m\u1ec1m h\u1ed7 tr\u1ee3 AI n\u00e0y \u0111\u1ec3 t\u1ea1o ra nhi\u1ec1u thi\u1ebft k\u1ebf h\u1ec7 th\u1ed1ng xe m\u1edbi v\u00e0 ph\u1ee9c t\u1ea1p nh\u1edd v\u00e0o s\u1ed1 l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u v\u00e0 m\u00f4 ph\u1ecfng m\u00e0 n\u00f3 c\u00f3 th\u1ec3 t\u1ea1o ra.<\/p>\n<p>Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o c\u0169ng trao quy\u1ec1n cho c\u00e1c nh\u00e0 s\u1ea3n xu\u1ea5t xe c\u00f3 kh\u1ea3 n\u0103ng ph\u00e2n t\u00edch s\u00e2u h\u01a1n d\u1eef li\u1ec7u m\u00e1y m\u00f3c v\u00e0 c\u1ea3m bi\u1ebfn trong xe \u0111\u1ec3 d\u1ef1 b\u00e1o b\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n c\u00f3 \u0111\u1ed9 ch\u00ednh x\u00e1c cao. Ph\u00e2n t\u00edch n\u00e0y s\u1eed d\u1ee5ng d\u1eef li\u1ec7u l\u1ecbch s\u1eed gi\u00fap x\u00e1c \u0111\u1ecbnh c\u00e1c v\u1ea5n \u0111\u1ec1 s\u1edbm h\u01a1n nhi\u1ec1u, cho ph\u00e9p c\u00e1c nh\u00e0 s\u1ea3n xu\u1ea5t th\u1ef1c hi\u1ec7n c\u00e1c b\u01b0\u1edbc ch\u1ee7 \u0111\u1ed9ng \u0111\u1ec3 ng\u0103n ng\u1eeba v\u00e0 kh\u1eafc ph\u1ee5c c\u00e1c v\u1ea5n \u0111\u1ec1 nh\u1eb1m \u0111\u1ea1t hi\u1ec7u qu\u1ea3 cao h\u01a1n v\u00e0 \u00edt l\u00e3ng ph\u00ed h\u01a1n.<\/p>\n<h2>AI t\u1ea1o sinh c\u00f3 th\u1ec3 c\u1ea3i thi\u1ec7n si\u00eau v\u0169 tr\u1ee5 c\u00f4ng nghi\u1ec7p nh\u01b0 th\u1ebf n\u00e0o<\/h2>\n<p>M\u1eb7c d\u00f9 AI t\u1ea1o sinh c\u00f3 ti\u1ec1m n\u0103ng to l\u1edbn trong h\u00e0nh tr\u00ecnh chuy\u1ec3n \u0111\u1ed5i s\u1ed1 c\u1ee7a ng\u00e0nh s\u1ea3n xu\u1ea5t, nh\u01b0ng \u0111\u00e2y kh\u00f4ng ph\u1ea3i l\u00e0 gi\u1ea3i ph\u00e1p s\u1ed1 ti\u00ean ti\u1ebfn duy nh\u1ea5t th\u00fac \u0111\u1ea9y ng\u00e0nh n\u00e0y ph\u00e1t tri\u1ec3n. S\u1ef1 tr\u1ed7i d\u1eady c\u1ee7a si\u00eau v\u0169 tr\u1ee5 s\u1ea3n xu\u1ea5t c\u0169ng d\u1eabn \u0111\u1ebfn qu\u00e1 tr\u00ecnh t\u1ed1i \u01b0u h\u00f3a l\u1edbn h\u01a1n tr\u01b0\u1edbc \u0111\u00e2y, nh\u1edd kh\u1ea3 n\u0103ng t\u1ea1o ra th\u1ebf gi\u1edbi \u1ea3o th\u00f4ng qua s\u1ef1 tr\u1ee3 gi\u00fap c\u1ee7a b\u1ea3n sao k\u1ef9 thu\u1eadt s\u1ed1.<\/p>\n<p>Vi\u1ec7c s\u1eed d\u1ee5ng b\u1ea3n sao k\u1ef9 thu\u1eadt s\u1ed1 trong s\u1ea3n xu\u1ea5t \u0111\u00e3 gi\u00fap c\u00e1c nh\u00e0 s\u1ea3n xu\u1ea5t c\u00f3 \u0111\u01b0\u1ee3c s\u1ef1 linh ho\u1ea1t h\u01a1n v\u00ec h\u1ecd c\u00f3 th\u1ec3 m\u00f4 ph\u1ecfng c\u00e1c quy tr\u00ecnh v\u1eadn h\u00e0nh, \u0111\u1ea7u v\u00e0o m\u00e1y m\u00f3c v\u00e0 t\u1ef1 \u0111\u1ed9ng h\u00f3a trong phi\u00ean b\u1ea3n sao ch\u00e9p \u1ea3o c\u1ee7a c\u00e1c h\u1ec7 th\u1ed1ng trong th\u1ebf gi\u1edbi th\u1ef1c. B\u1eb1ng c\u00e1ch k\u1ebft h\u1ee3p s\u1ee9c m\u1ea1nh c\u1ee7a AI t\u1ea1o ra v\u1edbi si\u00eau v\u0169 tr\u1ee5 c\u00f4ng nghi\u1ec7p, c\u00e1c nh\u00e0 s\u1ea3n xu\u1ea5t c\u00f3 th\u1ec3 \u0111\u1ea1t \u0111\u01b0\u1ee3c m\u1ee9c hi\u1ec7u qu\u1ea3, s\u1ef1 nhanh nh\u1eb9n v\u00e0 \u0111\u1ed5i m\u1edbi cao h\u01a1n.<\/p>\n<p>V\u00ed d\u1ee5, c\u00e1c b\u1ea3n sao k\u1ef9 thu\u1eadt s\u1ed1 \u0111\u01b0\u1ee3c t\u1ea1o ra b\u1eb1ng AI t\u1ea1o sinh c\u00f3 th\u1ec3 ch\u00ednh x\u00e1c h\u01a1n, c\u00f3 th\u1ec3 ph\u00e2n t\u00edch nhi\u1ec1u d\u1eef li\u1ec7u th\u1eddi gian th\u1ef1c h\u01a1n v\u00e0 <a href=\"https:\/\/www.ibm.com\/blog\/will-generative-ai-make-the-digital-twin-promise-real-in-the-energy-and-utilities-industry\/\" target=\"_blank\" rel=\"noopener\">c\u1ea3i thi\u1ec7n vi\u1ec7c s\u1eed d\u1ee5ng n\u0103ng l\u01b0\u1ee3ng<\/a> so v\u1edbi c\u00e1c thu\u1eadt to\u00e1n AI v\u00e0 m\u00e1y h\u1ecdc truy\u1ec1n th\u1ed1ng.<a href=\"https:\/\/www2.deloitte.com\/us\/en\/pages\/about-deloitte\/articles\/press-releases\/deloittes-15th-annual-tech-trends-report.html\" target=\"_blank\" rel=\"noopener\"> B\u00e1o c\u00e1o Xu h\u01b0\u1edbng c\u00f4ng ngh\u1ec7 th\u01b0\u1eddng ni\u00ean l\u1ea7n th\u1ee9 15 c\u1ee7a Deloitte<\/a> c\u0169ng n\u00eau r\u1eb1ng AI t\u1ea1o sinh \u2013 khi k\u1ebft h\u1ee3p v\u1edbi \u0111i\u1ec7n to\u00e1n kh\u00f4ng gian m\u1edbi v\u00e0 si\u00eau v\u0169 tr\u1ee5 c\u00f4ng nghi\u1ec7p \u2013 s\u1ebd l\u00e0 \u201cch\u1ea5t x\u00fac t\u00e1c t\u0103ng tr\u01b0\u1edfng\u201d m\u1edbi cho ph\u00e9p c\u00e1c nh\u00e0 s\u1ea3n xu\u1ea5t kh\u00f4ng ch\u1ec9 \u0111\u1ea1t \u0111\u01b0\u1ee3c nh\u1eefng ti\u1ebfn b\u1ed9 m\u1edbi trong ng\u00e0nh c\u1ee7a h\u1ecd m\u00e0 c\u00f2n n\u00e2ng cao n\u0103ng l\u1ef1c.<\/p>\n<h2>Nh\u1eefng th\u00e1ch th\u1ee9c ti\u1ec1m \u1ea9n khi s\u1eed d\u1ee5ng AI t\u1ea1o sinh trong si\u00eau v\u0169 tr\u1ee5 c\u00f4ng nghi\u1ec7p<\/h2>\n<p>L\u1ee3i \u00edch ti\u1ec1m n\u0103ng c\u1ee7a vi\u1ec7c s\u1eed d\u1ee5ng AI t\u1ea1o sinh trong si\u00eau v\u0169 tr\u1ee5 c\u00f4ng nghi\u1ec7p l\u00e0 r\u1ea5t nhi\u1ec1u. Tuy nhi\u00ean, c\u0169ng c\u00f3 nh\u1eefng th\u00e1ch th\u1ee9c m\u00e0 c\u00e1c nh\u00e0 s\u1ea3n xu\u1ea5t c\u1ea7n c\u00e2n nh\u1eafc khi s\u1eed d\u1ee5ng c\u00e1c c\u00f4ng c\u1ee5 v\u00e0 gi\u1ea3i ph\u00e1p ti\u00ean ti\u1ebfn do AI \u0111i\u1ec1u khi\u1ec3n nh\u01b0 v\u1eady.<\/p>\n<p><a href=\"https:\/\/www.dxtalks.com\/blog\/news-2\/generative-ai-in-the-metaverse-challenges-and-opportunities-in-the-virtual-world-414\" target=\"_blank\" rel=\"noopener\">C\u00e1c quy tr\u00ecnh AI c\u00f3 th\u1ec3 r\u1ea5t t\u1ed1n k\u00e9m<\/a> \u0111\u1ed1i v\u1edbi c\u00e1c t\u1ed5 ch\u1ee9c kh\u00f4ng \u0111\u01b0\u1ee3c trang b\u1ecb \u0111\u1ea7y \u0111\u1ee7 \u0111\u1ec3 ch\u1ea1y c\u00e1c ch\u1ee9c n\u0103ng \u0111\u00f2i h\u1ecfi nhi\u1ec1u t\u00e0i nguy\u00ean nh\u01b0 v\u1eady do l\u01b0\u1ee3ng d\u1eef li\u1ec7u l\u1edbn c\u1ea7n thi\u1ebft. V\u1edbi c\u00e1c thu\u1eadt to\u00e1n AI t\u1ea1o ra c\u00f3 th\u1ec3 \u0111\u00f2i h\u1ecfi kh\u1eaft khe nh\u01b0 th\u1ebf n\u00e0o, c\u00e1c nh\u00e0 s\u1ea3n xu\u1ea5t ph\u1ea3i bi\u1ebft c\u00e1ch c\u00e2n b\u1eb1ng c\u00e1c ngu\u1ed3n l\u1ef1c c\u1ee7a m\u00ecnh \u0111\u1ec3 c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng hi\u1ec7n c\u00f3 c\u00f3 th\u1ec3 theo k\u1ecbp c\u00e1c nhu c\u1ea7u ho\u1ea1t \u0111\u1ed9ng h\u00e0ng ng\u00e0y trong t\u1ed5 ch\u1ee9c.<\/p>\n<p>H\u01a1n n\u1eefa, c\u00f3 b\u1ed1n r\u1ee7i ro chung kh\u00e1c li\u00ean quan khi s\u1eed d\u1ee5ng AI t\u1ea1o sinh. Nh\u01b0 \u0111\u00e3 n\u00eau trong <a href=\"https:\/\/explore.pwc.com\/generativeai?_pfses=4rk2CASHbqF8G9R7b5nmXPs6\" target=\"_blank\" rel=\"noopener\">S\u1ed5 tay qu\u1ea3n l\u00fd r\u1ee7i ro c\u1ee7a PwC d\u00e0nh cho AI<\/a>, \u0111\u00f3 l\u00e0 r\u1ee7i ro d\u1eef li\u1ec7u, r\u1ee7i ro m\u00f4 h\u00ecnh v\u00e0 sai l\u1ec7ch, r\u1ee7i ro v\u1ec1 l\u1eddi nh\u1eafc ho\u1eb7c \u0111\u1ea7u v\u00e0o v\u00e0 r\u1ee7i ro v\u1ec1 ng\u01b0\u1eddi d\u00f9ng.<\/p>\n<p>C\u00e1c nh\u00e0 s\u1ea3n xu\u1ea5t ph\u1ea3i n\u1eafm r\u00f5 nh\u1eefng r\u1ee7i ro n\u00e0y v\u00e0 c\u00e1ch qu\u1ea3n l\u00fd ch\u00fang. Bao g\u1ed3m ph\u00e1t tri\u1ec3n c\u00e1c chi\u1ebfn l\u01b0\u1ee3c qu\u1ea3n tr\u1ecb AI ph\u00f9 h\u1ee3p, \u0111\u1ea3m b\u1ea3o d\u1eef li\u1ec7u kh\u00f4ng b\u1ecb h\u1ecfng, ng\u0103n ch\u1eb7n vi\u1ec7c s\u1eed d\u1ee5ng d\u1eef li\u1ec7u b\u1ecb \u1ea3nh h\u01b0\u1edfng b\u1edfi l\u1ed7i c\u1ee7a ng\u01b0\u1eddi d\u00f9ng, v.v.<\/p>\n<h2>Chu\u1ea9n b\u1ecb cho t\u1ed5 ch\u1ee9c c\u1ee7a b\u1ea1n \u0111\u1ec3 \u1ee9ng d\u1ee5ng AI t\u1ea1o sinh<\/h2>\n<p>Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o t\u1ea1o ra \u0111ang c\u00f3 t\u00e1c \u0111\u1ed9ng \u0111\u00e1ng k\u1ec3 \u0111\u1ebfn s\u1ea3n xu\u1ea5t th\u00f4ng minh v\u00e0 si\u00eau v\u0169 tr\u1ee5 c\u00f4ng nghi\u1ec7p. Khi C\u00f4ng nghi\u1ec7p 4.0 ph\u00e1t tri\u1ec3n h\u01a1n n\u1eefa, c\u00e1c c\u00f4ng ngh\u1ec7 s\u1ea3n xu\u1ea5t th\u00f4ng minh m\u1edbi h\u01a1n v\u00e0 ti\u00ean ti\u1ebfn h\u01a1n n\u00e0y c\u00f3 th\u1ec3 \u0111\u01b0a c\u00e1c nh\u00e0 s\u1ea3n xu\u1ea5t \u0111\u1ebfn g\u1ea7n h\u01a1n v\u1edbi m\u1ee5c ti\u00eau chuy\u1ec3n \u0111\u1ed5i k\u1ef9 thu\u1eadt s\u1ed1 c\u1ee7a h\u1ecd \u0111\u1ec3 \u0111\u1ea1t \u0111\u01b0\u1ee3c hi\u1ec7u qu\u1ea3 v\u00e0 t\u00ednh linh ho\u1ea1t cao h\u01a1n trong khi gi\u1ea3m chi ph\u00ed, l\u00e3ng ph\u00ed v\u00e0 th\u1eddi gian ch\u1ebft.<\/p>\n<p>Tuy nhi\u00ean, c\u00e1c nh\u00e0 l\u00e3nh \u0111\u1ea1o s\u1ea3n xu\u1ea5t ph\u1ea3i hi\u1ec3u r\u1eb1ng h\u1ecd kh\u00f4ng th\u1ec3 c\u1ea3i thi\u1ec7n ho\u1ea1t \u0111\u1ed9ng c\u1ee7a m\u00ecnh n\u1ebfu h\u1ecd kh\u00f4ng th\u1ec3 x\u00e1c \u0111\u1ecbnh c\u00e1c l\u0129nh v\u1ef1c c\u1ea7n gi\u1ea3i quy\u1ebft. V\u1edbi s\u1ef1 tr\u1ee3 gi\u00fap c\u1ee7a c\u00e1c c\u00f4ng c\u1ee5 \u0111\u00e1nh gi\u00e1 chu\u1ea9n m\u1ef1c trung l\u1eadp v\u00e0 c\u00e1c khu\u00f4n kh\u1ed5 \u0111\u00e1nh gi\u00e1 m\u1ee9c \u0111\u1ed9 tr\u01b0\u1edfng th\u00e0nh nh\u01b0 <a href=\"https:\/\/incit.org\/en\/services\/siri\/\">Ch\u1ec9 s\u1ed1 s\u1eb5n s\u00e0ng c\u1ee7a ng\u00e0nh c\u00f4ng nghi\u1ec7p th\u00f4ng minh (SIRI)<\/a>, h\u1ecd c\u00f3 th\u1ec3 mong \u0111\u1ee3i nh\u1eefng c\u1ea3i ti\u1ebfn to l\u1edbn v\u1ec1 m\u1eb7t t\u1ed5 ch\u1ee9c \u0111\u1ec3 \u0111\u01b0a ho\u1ea1t \u0111\u1ed9ng c\u1ee7a m\u00ecnh l\u00ean m\u1ed9t t\u1ea7m cao m\u1edbi.<\/p>\n<p>T\u00ecm hi\u1ec3u th\u00eam v\u1ec1 <a href=\"https:\/\/incit.org\/en\/services\/siri\/\">Ch\u1ec9 s\u1ed1 s\u1eb5n s\u00e0ng c\u1ee7a ng\u00e0nh c\u00f4ng nghi\u1ec7p th\u00f4ng minh<\/a> ho\u1eb7c li\u00ean h\u1ec7 v\u1edbi ch\u00fang t\u00f4i <a href=\"https:\/\/incit.org\/en\/contact-us\/\">\u0111\u00e2y<\/a> \u0111\u1ec3 b\u1eaft \u0111\u1ea7u m\u1ed9t cu\u1ed9c tr\u00f2 chuy\u1ec7n.<\/p>","protected":false},"excerpt":{"rendered":"<p>Artificial intelligence in computing has paved the way toward new and smarter processes, enabling more accurate predictive analytics, autonomous systems, and more. Recently, more advanced AI \u2013 generative AI \u2013 which leverages machine learning algorithms has emerged, opening new doors to even smarter capabilities than before. Generative AI, developed partly from generative adversarial networks (GANs), [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":35259,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[17],"tags":[91,27,90],"class_list":["post-17927","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-thought-leadership","tag-generative-ai","tag-mainspotlight","tag-metaverse"],"acf":{"topic":"metaverse"},"_links":{"self":[{"href":"https:\/\/incit.org\/vi\/wp-json\/wp\/v2\/posts\/17927","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/incit.org\/vi\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/incit.org\/vi\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/incit.org\/vi\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/incit.org\/vi\/wp-json\/wp\/v2\/comments?post=17927"}],"version-history":[{"count":1,"href":"https:\/\/incit.org\/vi\/wp-json\/wp\/v2\/posts\/17927\/revisions"}],"predecessor-version":[{"id":35260,"href":"https:\/\/incit.org\/vi\/wp-json\/wp\/v2\/posts\/17927\/revisions\/35260"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/incit.org\/vi\/wp-json\/wp\/v2\/media\/35259"}],"wp:attachment":[{"href":"https:\/\/incit.org\/vi\/wp-json\/wp\/v2\/media?parent=17927"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/incit.org\/vi\/wp-json\/wp\/v2\/categories?post=17927"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/incit.org\/vi\/wp-json\/wp\/v2\/tags?post=17927"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}