{"id":17017,"date":"2025-04-17T09:27:13","date_gmt":"2025-04-17T02:27:13","guid":{"rendered":"https:\/\/base.vn\/blog\/?p=17017"},"modified":"2025-09-05T11:20:28","modified_gmt":"2025-09-05T04:20:28","slug":"generative-ai-la-gi","status":"publish","type":"post","link":"https:\/\/base.vn\/blog\/generative-ai-la-gi\/","title":{"rendered":"Generative AI l\u00e0 g\u00ec? Gi\u1ea3i m\u00e3 ti\u1ec1m n\u0103ng v\u00e0 \u1ee9ng d\u1ee5ng c\u1ee7a AI t\u1ea1o sinh"},"content":{"rendered":"\n<p>Generative AI l\u00e0 g\u00ec? Kh\u00e1c v\u1edbi c\u00e1c th\u1ebf h\u1ec7 AI tr\u01b0\u1edbc \u0111\u00e2y v\u1ed1n ch\u1ec9 ph\u1ea3n h\u1ed3i d\u1eef li\u1ec7u \u0111\u1ea7u v\u00e0o m\u1ed9t c\u00e1ch gi\u1edbi h\u1ea1n, Generative AI \u2013 hay c\u00f2n g\u1ecdi l\u00e0 \u201cAI t\u1ea1o sinh\u201d \u2013 \u0111\u00e1nh d\u1ea5u m\u1ed9t b\u01b0\u1edbc ti\u1ebfn ngo\u1ea1n m\u1ee5c trong kh\u1ea3 n\u0103ng s\u00e1ng t\u1ea1o c\u1ee7a m\u00e1y m\u00f3c. C\u00f4ng ngh\u1ec7 n\u00e0y kh\u00f4ng ch\u1ec9 hi\u1ec3u th\u00f4ng tin \u0111\u1ea7u v\u00e0o, m\u00e0 c\u00f2n t\u1ea1o ra v\u0103n b\u1ea3n, \u00e2m thanh, video v\u00e0 c\u1ea3 \u0111\u1ed3 h\u1ecda 3D m\u1ed9t c\u00e1ch s\u1ed1ng \u0111\u1ed9ng, g\u1ea7n nh\u01b0 m\u00f4 ph\u1ecfng t\u01b0 duy c\u1ee7a con ng\u01b0\u1eddi.<\/p>\n\n\n\n<p>Ch\u00ednh s\u1ef1 \u0111\u1ed9t ph\u00e1 n\u00e0y \u0111\u00e3 m\u1edf ra nh\u1eefng \u1ee9ng d\u1ee5ng ch\u01b0a t\u1eebng c\u00f3, \u0111\u1ed3ng th\u1eddi c\u0169ng k\u00e9o theo nhi\u1ec1u tranh lu\u1eadn v\u1ec1 \u0111\u1ea1o \u0111\u1ee9c, b\u1ea3n quy\u1ec1n v\u00e0 quy\u1ec1n s\u1edf h\u1eefu tr\u00ed tu\u1ec7. V\u1eady, l\u00e0m th\u1ebf n\u00e0o \u0111\u1ec3 khai th\u00e1c s\u1ee9c m\u1ea1nh c\u1ee7a Generative AI m\u1ed9t c\u00e1ch hi\u1ec7u qu\u1ea3 v\u00e0 c\u00f3 tr\u00e1ch nhi\u1ec7m? Trong n\u1ed9i dung sau, <a href=\"https:\/\/base.vn\/?utm_source=base-blog&amp;utm_content=base.vn\/generative-ai\/\" target=\"_blank\" rel=\"noreferrer noopener\">Base.vn<\/a> s\u1ebd gi\u00fap b\u1ea1n \u0111\u1ecdc gi\u1ea3i m\u00e3 to\u00e0n di\u1ec7n v\u1ec1 GenAI, t\u1eeb kh\u00e1i ni\u1ec7m, c\u00e1c m\u00f4 h\u00ecnh ph\u1ed5 bi\u1ebfn, \u0111\u1ebfn \u1ee9ng d\u1ee5ng th\u1ef1c ti\u1ec5n v\u00e0 nh\u1eefng r\u1ee7i ro c\u1ea7n l\u01b0u \u00fd.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-1-generative-ai-la-gi\"><strong>1. Generative AI l\u00e0 g\u00ec?<\/strong><\/h2>\n\n\n\n<p><strong>Generative AI (AI t\u1ea1o sinh)<\/strong> l\u00e0 m\u1ed9t nh\u00e1nh c\u1ee7a tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o, t\u1eadp trung v\u00e0o kh\u1ea3 n\u0103ng t\u1ea1o ra n\u1ed9i dung m\u1edbi, nh\u01b0 v\u0103n b\u1ea3n, h\u00ecnh \u1ea3nh, \u00e2m thanh, m\u00e3 l\u1eadp tr\u00ecnh, d\u1ef1a tr\u00ean c\u00e1c l\u1eddi nh\u1eafc \u0111\u1ea7u v\u00e0o (prompt).<\/p>\n\n\n\n<p>N\u00f3i m\u1ed9t c\u00e1ch \u0111\u01a1n gi\u1ea3n, Generative AI (hay c\u00f2n g\u1ecdi l\u00e0 GenAI) gi\u1ed1ng nh\u01b0 m\u1ed9t \u201cngh\u1ec7 s\u0129 \u1ea3o\u201d, n\u00f3 h\u1ecdc t\u1eadp t\u1eeb kh\u1ed1i l\u01b0\u1ee3ng d\u1eef li\u1ec7u kh\u1ed5ng l\u1ed3 (nh\u01b0 s\u00e1ch, t\u00e0i li\u1ec7u khoa h\u1ecdc, website c\u00f4ng c\u1ed9ng,\u2026) v\u00e0 t\u1eeb \u0111\u00f3 s\u00e1ng t\u1ea1o ra nh\u1eefng s\u1ea3n ph\u1ea9m ho\u00e0n to\u00e0n m\u1edbi, \u0111\u00f4i khi r\u1ea5t ph\u1ee9c t\u1ea1p v\u00e0 ch\u00e2n th\u1ef1c \u0111\u1ebfn m\u1ee9c kh\u00f3 ph\u00e2n bi\u1ec7t v\u1edbi t\u00e1c ph\u1ea9m do con ng\u01b0\u1eddi t\u1ea1o ra.<\/p>\n\n\n\n<p>Hi\u1ec7n nay, GenAI c\u00f3 th\u1ec3 t\u1ea1o ra nhi\u1ec1u lo\u1ea1i n\u1ed9i dung kh\u00e1c nhau, bao g\u1ed3m:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>V\u0103n b\u1ea3n:<\/strong> B\u00e0i th\u01a1, b\u00e0i vi\u1ebft, email, k\u1ecbch b\u1ea3n phim,&#8230;<\/li>\n\n\n\n<li><strong>H\u00ecnh \u1ea3nh: <\/strong>Tranh v\u1ebd, \u1ea3nh minh h\u1ecda, thi\u1ebft k\u1ebf \u0111\u1ed3 h\u1ecda,&#8230;<\/li>\n\n\n\n<li><strong>\u00c2m thanh:<\/strong> B\u00e0i h\u00e1t, b\u1ea3n nh\u1ea1c, hi\u1ec7u \u1ee9ng ti\u1ebfng \u0111\u1ed9ng,&#8230;<\/li>\n\n\n\n<li><strong>Video: <\/strong>Phim ng\u1eafn, ho\u1ea1t h\u00ecnh, m\u00f4 ph\u1ecfng chuy\u1ec3n \u0111\u1ed9ng,&#8230;<\/li>\n<\/ul>\n\n\n\n<p>Nh\u1eefng \u0111\u1ed9t ph\u00e1 g\u1ea7n \u0111\u00e2y, nh\u01b0 ChatGPT (Generative Pre-trained Transformer) hay c\u00f4ng c\u1ee5 t\u1ea1o \u1ea3nh nh\u01b0 Midjourney, \u0111\u00e3 \u0111\u01b0a kh\u1ea3 n\u0103ng c\u1ee7a GenAI l\u00ean m\u1ed9t t\u1ea7m cao m\u1edbi. Kh\u00f4ng ch\u1ec9 h\u1ed7 tr\u1ee3 c\u00e1c c\u00f4ng vi\u1ec7c mang t\u00ednh s\u00e1ng t\u1ea1o ngh\u1ec7 thu\u1eadt, GenAI c\u00f2n m\u1edf ra ti\u1ec1m n\u0103ng \u1ee9ng d\u1ee5ng trong c\u00e1c l\u0129nh v\u1ef1c nh\u01b0 gi\u00e1o d\u1ee5c, nghi\u00ean c\u1ee9u khoa h\u1ecdc, ti\u1ebfp th\u1ecb, v\u00e0 y t\u1ebf.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/base.vn\/wp-content\/uploads\/2025\/04\/generative-ai-la-gi-1024x576.webp\" alt=\"Generative AI l\u00e0 g\u00ec\" class=\"wp-image-17026\" srcset=\"https:\/\/base.vn\/wp-content\/uploads\/2025\/04\/generative-ai-la-gi-1024x576.webp 1024w, https:\/\/base.vn\/wp-content\/uploads\/2025\/04\/generative-ai-la-gi-300x169.webp 300w, https:\/\/base.vn\/wp-content\/uploads\/2025\/04\/generative-ai-la-gi-768x432.webp 768w, https:\/\/base.vn\/wp-content\/uploads\/2025\/04\/generative-ai-la-gi-1536x864.webp 1536w, https:\/\/base.vn\/wp-content\/uploads\/2025\/04\/generative-ai-la-gi.webp 1920w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading\" id=\"h-2-so-sanh-generative-ai-va-ai-truy\u1ec1n-th\u1ed1ng\"><strong>2. So s\u00e1nh Generative AI v\u00e0 AI truy\u1ec1n th\u1ed1ng<\/strong><\/h2>\n\n\n\n<p><a href=\"https:\/\/base.vn\/blog\/cong-nghe-ai\/\" target=\"_blank\" rel=\"noreferrer noopener\">Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI)<\/a> l\u00e0 m\u1ed9t l\u0129nh v\u1ef1c r\u1ed9ng l\u1edbn trong khoa h\u1ecdc m\u00e1y t\u00ednh, v\u00e0 Generative AI (GenAI) ch\u1ec9 l\u00e0 m\u1ed9t nh\u00e1nh nh\u1ecf trong \u0111\u00f3 (\u00edt nh\u1ea5t l\u00e0 \u1edf th\u1eddi \u0111i\u1ec3m hi\u1ec7n t\u1ea1i). M\u1eb7c d\u00f9 GenAI c\u00f3 nhi\u1ec1u \u0111i\u1ec3m chung v\u1edbi AI truy\u1ec1n th\u1ed1ng, nh\u01b0ng c\u0169ng c\u00f3 nh\u1eefng kh\u00e1c bi\u1ec7t \u0111\u00e1ng k\u1ec3 v\u1ec1 c\u00e1ch th\u1ee9c ho\u1ea1t \u0111\u1ed9ng v\u00e0 m\u1ee5c \u0111\u00edch \u1ee9ng d\u1ee5ng.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-2-1-di\u1ec3m-t\u01b0\u01a1ng-d\u1ed3ng-gi\u1eefa-genai-va-ai-truy\u1ec1n-th\u1ed1ng\"><strong>2.1 \u0110i\u1ec3m t\u01b0\u01a1ng \u0111\u1ed3ng gi\u1eefa GenAI v\u00e0 AI truy\u1ec1n th\u1ed1ng<\/strong><\/h3>\n\n\n\n<p><strong>\u2013 Ph\u1ee5 thu\u1ed9c v\u00e0o d\u1eef li\u1ec7u l\u1edbn:<\/strong> C\u1ea3 hai \u0111\u1ec1u c\u1ea7n kh\u1ed1i l\u01b0\u1ee3ng d\u1eef li\u1ec7u kh\u1ed5ng l\u1ed3 \u0111\u1ec3 h\u1ecdc t\u1eadp v\u00e0 \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh. Tuy nhi\u00ean, GenAI th\u01b0\u1eddng \u0111\u01b0\u1ee3c \u0111\u00e0o t\u1ea1o tr\u00ean t\u1eadp d\u1eef li\u1ec7u l\u1edbn v\u00e0 \u0111a d\u1ea1ng h\u01a1n nhi\u1ec1u.<\/p>\n\n\n\n<p><strong>\u2013 Kh\u1ea3 n\u0103ng h\u1ecdc t\u1eeb d\u1eef li\u1ec7u: <\/strong>C\u1ea3 GenAI l\u1eabn AI truy\u1ec1n th\u1ed1ng \u0111\u1ec1u h\u1ecdc c\u00e1c quy lu\u1eadt (m\u1eabu) t\u1eeb d\u1eef li\u1ec7u \u0111\u1ec3 d\u1ef1 \u0111o\u00e1n ho\u1eb7c ph\u1ea3n h\u1ed3i. B\u00ean c\u1ea1nh \u0111\u00f3, ch\u00fang c\u00f3 th\u1ec3 t\u1ef1 c\u1ea3i thi\u1ec7n qua th\u1eddi gian th\u00f4ng qua qu\u00e1 tr\u00ecnh \u0111i\u1ec1u ch\u1ec9nh d\u1ef1a tr\u00ean ph\u1ea3n h\u1ed3i m\u1edbi.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-2-2-di\u1ec3m-khac-bi\u1ec7t-gi\u1eefa-genai-va-ai-truy\u1ec1n-th\u1ed1ng\"><strong>2.2 \u0110i\u1ec3m kh\u00e1c bi\u1ec7t gi\u1eefa GenAI v\u00e0 AI truy\u1ec1n th\u1ed1ng<\/strong><\/h3>\n\n\n\n<p><strong>\u2013 M\u1ee5c ti\u00eau v\u00e0 ph\u1ea1m vi \u1ee9ng d\u1ee5ng:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>AI truy\u1ec1n th\u1ed1ng \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 th\u1ef1c hi\u1ec7n m\u1ed9t nhi\u1ec7m v\u1ee5 c\u1ee5 th\u1ec3, v\u00ed d\u1ee5 nh\u01b0 ph\u00e1t hi\u1ec7n gian l\u1eadn th\u1ebb t\u00edn d\u1ee5ng ho\u1eb7c x\u00e1c \u0111\u1ecbnh h\u01b0\u1edbng \u0111i cho xe t\u1ef1 l\u00e1i.<\/li>\n\n\n\n<li>GenAI c\u00f3 ph\u1ea1m vi r\u1ed9ng h\u01a1n, v\u1edbi kh\u1ea3 n\u0103ng t\u1ea1o ra n\u1ed9i dung m\u1edbi, nguy\u00ean b\u1ea3n \u2013 nh\u01b0 v\u0103n b\u1ea3n, h\u00ecnh \u1ea3nh hay m\u00e3 l\u1eadp tr\u00ecnh \u2013 m\u00e0 kh\u00f4ng sao ch\u00e9p y nguy\u00ean d\u1eef li\u1ec7u \u0111\u1ea7u v\u00e0o.<\/li>\n<\/ul>\n\n\n\n<p><strong>\u2013 D\u1eef li\u1ec7u \u0111\u00e0o t\u1ea1o:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>AI truy\u1ec1n th\u1ed1ng ch\u1ee7 y\u1ebfu \u0111\u01b0\u1ee3c \u0111\u00e0o t\u1ea1o tr\u00ean d\u1eef li\u1ec7u c\u1ee5 th\u1ec3 v\u00e0 c\u00f3 g\u1eafn nh\u00e3n, ph\u00f9 h\u1ee3p v\u1edbi m\u1ed9t ch\u1ee9c n\u0103ng x\u00e1c \u0111\u1ecbnh.<\/li>\n\n\n\n<li>GenAI l\u1ea1i \u0111\u01b0\u1ee3c hu\u1ea5n luy\u1ec7n tr\u00ean t\u1eadp d\u1eef li\u1ec7u kh\u1ed5ng l\u1ed3 v\u00e0 kh\u00f4ng g\u1eafn nh\u00e3n, sau \u0111\u00f3 m\u1edbi \u0111\u01b0\u1ee3c tinh ch\u1ec9nh (fine-tune) cho nh\u1eefng nhi\u1ec7m v\u1ee5 c\u1ee5 th\u1ec3.<\/li>\n<\/ul>\n\n\n\n<p><strong>\u2013 Ph\u01b0\u01a1ng ph\u00e1p h\u1ecdc:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>AI truy\u1ec1n th\u1ed1ng th\u01b0\u1eddng d\u1ef1a v\u00e0o h\u1ecdc c\u00f3 gi\u00e1m s\u00e1t \u2013 t\u1ee9c d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c g\u1eafn nh\u00e3n s\u1eb5n v\u00e0 h\u1ec7 th\u1ed1ng bi\u1ebft r\u00f5 c\u1ea7n h\u1ecdc g\u00ec.<\/li>\n\n\n\n<li>GenAI kh\u1edfi \u0111\u1ea7u v\u1edbi h\u1ecdc kh\u00f4ng gi\u00e1m s\u00e1t \u2013 h\u1ec7 th\u1ed1ng t\u1ef1 t\u00ecm hi\u1ec3u c\u1ea5u tr\u00fac d\u1eef li\u1ec7u m\u00e0 kh\u00f4ng c\u00f3 h\u01b0\u1edbng d\u1eabn r\u00f5 r\u00e0ng.<\/li>\n<\/ul>\n\n\n\n<p><strong>\u2013 Chi ph\u00ed \u0111\u00e0o t\u1ea1o:<\/strong><\/p>\n\n\n\n<p>Vi\u1ec7c \u0111\u00e0o t\u1ea1o m\u1ed9t m\u00f4 h\u00ecnh GenAI n\u1ec1n t\u1ea3ng (foundation model) c\u00f3 th\u1ec3 \u0111\u00f2i h\u1ecfi chi ph\u00ed cao g\u1ea5p nhi\u1ec1u l\u1ea7n AI truy\u1ec1n th\u1ed1ng. V\u00ed d\u1ee5, ch\u1ec9 ri\u00eang ph\u1ea7n c\u1ee9ng v\u00e0 chi ph\u00ed d\u1ecbch v\u1ee5 \u0111\u00e1m m\u00e2y ph\u1ee5c v\u1ee5 cho qu\u00e1 tr\u00ecnh hu\u1ea5n luy\u1ec7n c\u00f3 th\u1ec3 l\u00ean \u0111\u1ebfn h\u00e0ng tr\u0103m tri\u1ec7u \u0111\u00f4 la. Th\u00eam v\u00e0o \u0111\u00f3 l\u00e0 chi ph\u00ed l\u01b0u tr\u1eef, x\u1eed l\u00fd v\u00e0 chu\u1ea9n h\u00f3a kh\u1ed1i l\u01b0\u1ee3ng d\u1eef li\u1ec7u kh\u1ed5ng l\u1ed3.<\/p>\n\n\n\n<p class=\"has-background\" style=\"background-color:#ebf6fd\"><strong>\u0110\u1ecdc th\u00eam:<\/strong> <a href=\"https:\/\/base.vn\/blog\/ai-agent-la-gi\/\" target=\"_blank\" rel=\"noreferrer noopener\">AI Agent l\u00e0 g\u00ec? \u1ee8ng d\u1ee5ng c\u1ee7a AI Agent trong doanh nghi\u1ec7p<\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-3-g\u1ee3i-y-m\u1ed9t-s\u1ed1-cong-c\u1ee5-generative-ai-thong-d\u1ee5ng\"><strong>3. G\u1ee3i \u00fd m\u1ed9t s\u1ed1 c\u00f4ng c\u1ee5 Generative AI th\u00f4ng d\u1ee5ng<\/strong><\/h2>\n\n\n\n<p>C\u00e1c c\u00f4ng c\u1ee5 GenAI \u0111\u01b0\u1ee3c t\u1ea1o ra \u0111\u1ec3 ph\u1ee5c v\u1ee5 cho nhi\u1ec1u m\u1ee5c \u0111\u00edch s\u1eed d\u1ee5ng kh\u00e1c nhau, ch\u1eb3ng h\u1ea1n nh\u01b0 s\u1ea3n xu\u1ea5t video, s\u00e1ng t\u00e1c nh\u1ea1c, thi\u1ebft k\u1ebf \u0111\u1ed3 h\u1ecda, v.v\u2026 D\u01b0\u1edbi \u0111\u00e2y l\u00e0 m\u1ed9t s\u1ed1 c\u00f4ng c\u1ee5 GenAI ph\u1ed5 bi\u1ebfn nh\u1ea5t hi\u1ec7n nay m\u00e0 doanh nghi\u1ec7p c\u00f3 th\u1ec3 tham kh\u1ea3o:<\/p>\n\n\n\n<p><strong>\u2013 C\u00f4ng c\u1ee5 GenAI vi\u1ebft v\u0103n b\u1ea3n:<\/strong> GPT, AI-Writer, Jasper v\u00e0 Lex.<\/p>\n\n\n\n<p><strong>\u2013 C\u00f4ng c\u1ee5 GenAI thi\u1ebft k\u1ebf h\u00ecnh \u1ea3nh: <\/strong>Adobe Firefly, Midjourney, Dall-E v\u00e0 Stable Diffusion.<\/p>\n\n\n\n<p><strong>\u2013 C\u00f4ng c\u1ee5 GenAI s\u1ea3n xu\u1ea5t nh\u1ea1c:<\/strong> Amper, Suno, Dadabots v\u00e0 MuseNet.<\/p>\n\n\n\n<p><strong>\u2013 C\u00f4ng c\u1ee5 GenAI t\u1ea1o m\u00e3 l\u1eadp tr\u00ecnh:<\/strong> Codex, odeStarter, GitHub Copilot v\u00e0 Tabnine.<\/p>\n\n\n\n<p><strong>\u2013 C\u00f4ng c\u1ee5 GenAI t\u1ed5ng h\u1ee3p gi\u1ecdng n\u00f3i:<\/strong> Descript, Listnr v\u00e0 Podcast.ai.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/base.vn\/wp-content\/uploads\/2025\/04\/generative-ai-thong-dung-1024x576.webp\" alt=\"Generative AI th\u00f4ng d\u1ee5ng\" class=\"wp-image-17030\" srcset=\"https:\/\/base.vn\/wp-content\/uploads\/2025\/04\/generative-ai-thong-dung-1024x576.webp 1024w, https:\/\/base.vn\/wp-content\/uploads\/2025\/04\/generative-ai-thong-dung-300x169.webp 300w, https:\/\/base.vn\/wp-content\/uploads\/2025\/04\/generative-ai-thong-dung-768x432.webp 768w, https:\/\/base.vn\/wp-content\/uploads\/2025\/04\/generative-ai-thong-dung-1536x864.webp 1536w, https:\/\/base.vn\/wp-content\/uploads\/2025\/04\/generative-ai-thong-dung.webp 1920w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading\" id=\"h-4-generative-ai-ho\u1ea1t-d\u1ed9ng-nh\u01b0-th\u1ebf-nao\"><strong>4. Generative AI ho\u1ea1t \u0111\u1ed9ng nh\u01b0 th\u1ebf n\u00e0o?<\/strong><\/h2>\n\n\n\n<p>Generative AI v\u1eadn h\u00e0nh d\u1ef1a tr\u00ean nguy\u00ean l\u00fd <a href=\"https:\/\/base.vn\/blog\/machine-learning-la-gi\/\" target=\"_blank\" rel=\"noreferrer noopener\">h\u1ecdc m\u00e1y (machine learning)<\/a>, \u0111\u1eb7c bi\u1ec7t l\u00e0 c\u00e1c m\u00f4 h\u00ecnh h\u1ecdc s\u00e2u (deep learning). C\u00e1c m\u00f4 h\u00ecnh n\u00e0y h\u1ecdc t\u1eeb nh\u1eefng t\u1eadp d\u1eef li\u1ec7u \u0111\u1ea7u v\u00e0o kh\u1ed5ng l\u1ed3 v\u00e0 s\u1eed d\u1ee5ng ki\u1ebfn th\u1ee9c \u0111\u00e3 h\u1ecdc \u0111\u01b0\u1ee3c \u0111\u1ec3 t\u1ea1o ra n\u1ed9i dung m\u1edbi, ch\u1eb3ng h\u1ea1n nh\u01b0 v\u0103n b\u1ea3n, h\u00ecnh \u1ea3nh, \u00e2m nh\u1ea1c, ho\u1eb7c m\u00e3 l\u1eadp tr\u00ecnh.<\/p>\n\n\n\n<p>M\u1eb7c d\u00f9 khi t\u00ecm hi\u1ec3u AI t\u1ea1o sinh l\u00e0 g\u00ec, ch\u00fang ta s\u1ebd th\u1ea5y m\u1ed7i m\u00f4 h\u00ecnh GenAI c\u00f3 c\u00e1ch v\u1eadn h\u00e0nh ri\u00eang, nh\u01b0ng nh\u00ecn chung, ch\u00fang v\u1eabn tu\u00e2n theo m\u1ed9t quy tr\u00ecnh c\u01a1 b\u1ea3n, g\u1ed3m 3 b\u01b0\u1edbc:<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-b\u01b0\u1edbc-1-thu-th\u1eadp-va-x\u1eed-ly-d\u1eef-li\u1ec7u-d\u1ea7u-vao\"><strong>B\u01b0\u1edbc 1: Thu th\u1eadp v\u00e0 x\u1eed l\u00fd d\u1eef li\u1ec7u \u0111\u1ea7u v\u00e0o<\/strong><\/h3>\n\n\n\n<p>M\u00f4 h\u00ecnh GenAI \u0111\u01b0\u1ee3c hu\u1ea5n luy\u1ec7n tr\u00ean kh\u1ed1i l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u c\u00f3 s\u1eb5n \u2013 nh\u01b0 s\u00e1ch, h\u00ecnh \u1ea3nh, m\u00e3 ngu\u1ed3n ho\u1eb7c c\u00e1c \u0111o\u1ea1n \u00e2m thanh. Tr\u01b0\u1edbc khi \u0111\u01b0a v\u00e0o m\u00f4 h\u00ecnh, d\u1eef li\u1ec7u n\u00e0y s\u1ebd \u0111\u01b0\u1ee3c ti\u1ec1n x\u1eed l\u00fd \u0111\u1ec3 chu\u1ea9n h\u00f3a \u0111\u1ecbnh d\u1ea1ng v\u00e0 lo\u1ea1i b\u1ecf th\u00f4ng tin kh\u00f4ng c\u1ea7n thi\u1ebft. Giai \u0111o\u1ea1n n\u00e0y gi\u00fap m\u00f4 h\u00ecnh h\u1ecdc \u0111\u01b0\u1ee3c c\u00e1c m\u1eabu ng\u00f4n ng\u1eef, c\u1ea5u tr\u00fac h\u00ecnh \u1ea3nh ho\u1eb7c quy lu\u1eadt \u00e2m thanh m\u1ed9t c\u00e1ch ch\u00ednh x\u00e1c h\u01a1n.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-b\u01b0\u1edbc-2-nh\u1eadn-d\u1ea1ng-m\u1eabu-va-h\u1ecdc-d\u1eb7c-tr\u01b0ng\"><strong>B\u01b0\u1edbc 2: Nh\u1eadn d\u1ea1ng m\u1eabu v\u00e0 h\u1ecdc \u0111\u1eb7c tr\u01b0ng<\/strong><\/h3>\n\n\n\n<p>Trong qu\u00e1 tr\u00ecnh hu\u1ea5n luy\u1ec7n, c\u00e1c m\u00f4 h\u00ecnh h\u1ecdc s\u00e2u nh\u01b0 GANs (Generative Adversarial Networks) ho\u1eb7c VAEs (Variational Autoencoders) s\u1ebd t\u00ecm ra c\u00e1c quy lu\u1eadt, \u0111\u1eb7c \u0111i\u1ec3m v\u00e0 m\u1ed1i quan h\u1ec7 b\u00ean trong d\u1eef li\u1ec7u. Nh\u1edd \u0111\u00f3, m\u00f4 h\u00ecnh hi\u1ec3u \u0111\u01b0\u1ee3c b\u1ea3n ch\u1ea5t c\u1ea5u tr\u00fac c\u1ee7a d\u1eef li\u1ec7u \u2013 ch\u1eb3ng h\u1ea1n nh\u01b0 th\u00e0nh ph\u1ea7n c\u1ee7a m\u1ed9t c\u00e2u v\u0103n, ho\u1eb7c phong c\u00e1ch c\u1ee7a m\u1ed9t b\u1ee9c tranh.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-b\u01b0\u1edbc-3-t\u1ea1o-n\u1ed9i-dung-m\u1edbi\"><strong>B\u01b0\u1edbc 3: T\u1ea1o n\u1ed9i dung m\u1edbi<\/strong><\/h3>\n\n\n\n<p>Sau khi h\u1ecdc xong, m\u00f4 h\u00ecnh c\u00f3 th\u1ec3 t\u1ea1o ra n\u1ed9i dung ho\u00e0n to\u00e0n m\u1edbi nh\u01b0ng mang t\u00ednh ch\u1ea5t t\u01b0\u01a1ng \u0111\u1ed3ng v\u1edbi d\u1eef li\u1ec7u \u0111\u00e3 h\u1ecdc. V\u00ed d\u1ee5, m\u1ed9t m\u00f4 h\u00ecnh c\u00f3 th\u1ec3 sinh ra m\u1ed9t b\u00e0i th\u01a1, m\u1ed9t \u0111o\u1ea1n m\u00e3, ho\u1eb7c m\u1ed9t b\u1ee9c tranh m\u1edbi m\u00e0 nh\u00ecn qua r\u1ea5t gi\u1ed1ng v\u1edbi nh\u1eefng g\u00ec con ng\u01b0\u1eddi t\u1eebng t\u1ea1o ra, d\u00f9 ho\u00e0n to\u00e0n kh\u00f4ng sao ch\u00e9p \u201cnguy\u00ean xi\u201d t\u1eeb d\u1eef li\u1ec7u g\u1ed1c.<\/p>\n\n\n\n<p>Ch\u1eb3ng h\u1ea1n, trong tr\u01b0\u1eddng h\u1ee3p c\u1ee7a m\u00f4 h\u00ecnh GANs, qu\u00e1 tr\u00ecnh t\u1ea1o sinh di\u1ec5n ra th\u00f4ng qua hai th\u00e0nh ph\u1ea7n ch\u00ednh: Generator (b\u1ed9 sinh) t\u1ea1o ra d\u1eef li\u1ec7u m\u1edbi; Discriminator (b\u1ed9 ph\u00e2n bi\u1ec7t) \u0111\u00e1nh gi\u00e1 xem d\u1eef li\u1ec7u \u0111\u00f3 c\u00f3 \u201cgi\u1ed1ng th\u1eadt\u201d kh\u00f4ng. Trong qu\u00e1 tr\u00ecnh hu\u1ea5n luy\u1ec7n, hai m\u1ea1ng n\u00e0y c\u1ea1nh tranh v\u00e0 c\u1ea3i ti\u1ebfn li\u00ean t\u1ee5c, gi\u00fap k\u1ebft qu\u1ea3 \u0111\u1ea7u ra ng\u00e0y c\u00e0ng tinh vi v\u00e0 thuy\u1ebft ph\u1ee5c h\u01a1n.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/base.vn\/wp-content\/uploads\/2025\/04\/generative-ai-hoat-dong-the-nao-1024x576.webp\" alt=\"Generative AI ho\u1ea1t \u0111\u1ed9ng th\u1ebf n\u00e0o\" class=\"wp-image-17037\" srcset=\"https:\/\/base.vn\/wp-content\/uploads\/2025\/04\/generative-ai-hoat-dong-the-nao-1024x576.webp 1024w, https:\/\/base.vn\/wp-content\/uploads\/2025\/04\/generative-ai-hoat-dong-the-nao-300x169.webp 300w, https:\/\/base.vn\/wp-content\/uploads\/2025\/04\/generative-ai-hoat-dong-the-nao-768x432.webp 768w, https:\/\/base.vn\/wp-content\/uploads\/2025\/04\/generative-ai-hoat-dong-the-nao-1536x864.webp 1536w, https:\/\/base.vn\/wp-content\/uploads\/2025\/04\/generative-ai-hoat-dong-the-nao.webp 1920w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading\" id=\"h-5-tim-hi\u1ec3u-5-mo-hinh-generative-ai-ph\u1ed5-bi\u1ebfn-hi\u1ec7n-nay\"><strong>5. T\u00ecm hi\u1ec3u 5 m\u00f4 h\u00ecnh Generative AI ph\u1ed5 bi\u1ebfn hi\u1ec7n nay<\/strong><\/h2>\n\n\n\n<p>V\u1edbi s\u1ed1 l\u01b0\u1ee3ng ng\u00e0y c\u00e0ng t\u0103ng c\u1ee7a c\u00e1c m\u00f4 h\u00ecnh GenAI v\u00e0 th\u1eadm ch\u00ed c\u00f2n nhi\u1ec1u h\u01a1n n\u1eefa trong t\u01b0\u01a1ng lai, ch\u00fang ta c\u00f3 th\u1ec3 g\u1eb7p kh\u00f3 kh\u0103n khi l\u1ef1a ch\u1ecdn v\u00e0 \u1ee9ng d\u1ee5ng n\u1ebfu kh\u00f4ng c\u00f3 m\u1ed9t s\u1ed1 ki\u1ebfn \u200b\u200bth\u1ee9c c\u01a1 b\u1ea3n. D\u01b0\u1edbi \u0111\u00e2y l\u00e0 5 m\u00f4 h\u00ecnh Generative AI ph\u1ed5 bi\u1ebfn c\u00f9ng v\u1edbi nh\u1eefng kh\u1ea3 n\u0103ng n\u1ed5i b\u1eadt c\u1ee7a ch\u00fang:<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-5-1-generative-adversarial-networks-gans\"><strong>5.1 Generative Adversarial Networks (GANs)<\/strong><\/h3>\n\n\n\n<p>GANs l\u00e0 m\u1ed9t trong nh\u1eefng m\u00f4 h\u00ecnh GenAI n\u1ed5i ti\u1ebfng nh\u1ea5t, bao g\u1ed3m hai th\u00e0nh ph\u1ea7n ch\u00ednh:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Generator (m\u1ea1ng sinh):<\/strong> T\u1ea1o ra d\u1eef li\u1ec7u m\u1edbi, ch\u1eb3ng h\u1ea1n nh\u01b0 h\u00ecnh \u1ea3nh ho\u1eb7c video.<\/li>\n\n\n\n<li><strong>Discriminator (m\u1ea1ng ph\u00e2n bi\u1ec7t):<\/strong> \u0110\u00e1nh gi\u00e1 t\u00ednh ch\u00e2n th\u1ef1c c\u1ee7a d\u1eef li\u1ec7u \u0111\u00f3 \u2013 li\u1ec7u n\u00f3 c\u00f3 gi\u1ed1ng d\u1eef li\u1ec7u th\u1eadt kh\u00f4ng.<\/li>\n<\/ul>\n\n\n\n<p>Hai m\u1ea1ng n\u00e0y ho\u1ea1t \u0111\u1ed9ng theo c\u01a1 ch\u1ebf c\u1ea1nh tranh li\u00ean t\u1ee5c, trong \u0111\u00f3 Generator c\u1ed1 g\u1eafng \u0111\u00e1nh l\u1eeba Discriminator, c\u00f2n Discriminator th\u00ec kh\u00f4ng ng\u1eebng n\u00e2ng cao kh\u1ea3 n\u0103ng ph\u00e1t hi\u1ec7n d\u1eef li\u1ec7u gi\u1ea3. Nh\u1edd c\u01a1 ch\u1ebf n\u00e0y, GANs c\u00f3 th\u1ec3 t\u1ea1o ra n\u1ed9i dung t\u1ed5ng h\u1ee3p c\u00f3 \u0111\u1ed9 ch\u00e2n th\u1ef1c cao.<\/p>\n\n\n\n<p>M\u1ed9t s\u1ed1 \u1ee9ng d\u1ee5ng ti\u00eau bi\u1ec3u c\u1ee7a m\u00f4 h\u00ecnh n\u00e0y l\u00e0: t\u1ea1o \u1ea3nh v\u00e0 video ch\u00e2n th\u1ef1c; chuy\u1ec3n \u0111\u1ed5i phong c\u00e1ch (v\u00ed d\u1ee5: bi\u1ebfn \u1ea3nh th\u00e0nh tranh ph\u00e1c h\u1ecda); t\u0103ng c\u01b0\u1eddng ch\u1ea5t l\u01b0\u1ee3ng h\u00ecnh \u1ea3nh ho\u1eb7c video c\u0169.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-5-2-variational-autoencoders-vaes\"><strong>5.2 Variational Autoencoders (VAEs)<\/strong><\/h3>\n\n\n\n<p>VAE l\u00e0 m\u00f4 h\u00ecnh h\u1ecdc s\u00e2u bao g\u1ed3m hai ph\u1ea7n ch\u00ednh:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Encoder (b\u1ed9 m\u00e3 h\u00f3a): <\/strong>N\u00e9n d\u1eef li\u1ec7u \u0111\u1ea7u v\u00e0o th\u00e0nh m\u1ed9t d\u1ea1ng bi\u1ec3u di\u1ec5n nh\u1ecf g\u1ecdn h\u01a1n, t\u1eadp trung v\u00e0o c\u00e1c \u0111\u1eb7c \u0111i\u1ec3m quan tr\u1ecdng nh\u1ea5t.<\/li>\n\n\n\n<li><strong>Decoder (b\u1ed9 gi\u1ea3i m\u00e3):<\/strong> T\u00e1i t\u1ea1o l\u1ea1i d\u1eef li\u1ec7u t\u1eeb bi\u1ec3u di\u1ec5n \u0111\u00e3 n\u00e9n.<\/li>\n<\/ul>\n\n\n\n<p>Kh\u00e1c v\u1edbi GANs, VAEs kh\u00f4ng c\u1ea1nh tranh m\u00e0 ho\u1ea1t \u0111\u1ed9ng theo c\u00e1ch h\u1ecdc bi\u1ec3u di\u1ec5n ti\u1ec1m \u1ea9n c\u1ee7a d\u1eef li\u1ec7u, gi\u00fap t\u1ea1o ra n\u1ed9i dung m\u1edbi t\u01b0\u01a1ng t\u1ef1 nh\u01b0 d\u1eef li\u1ec7u \u0111\u00e3 h\u1ecdc, tuy nhi\u00ean, k\u1ebft qu\u1ea3 th\u01b0\u1eddng kh\u00f4ng \u201cs\u1eafc s\u1ea3o\u201d b\u1eb1ng GANs.<\/p>\n\n\n\n<p>M\u1eb7c d\u00f9 VAE c\u00f3 th\u1ec3 t\u1ea1o ra n\u1ed9i dung m\u1edbi, nh\u01b0ng ch\u00fang th\u01b0\u1eddng hi\u1ec7u qu\u1ea3 h\u01a1n trong vi\u1ec7c n\u00e9n v\u00e0 gi\u1ea3i n\u00e9n d\u1eef li\u1ec7u. B\u00ean c\u1ea1nh \u0111\u00f3, ch\u00fang \u0111\u1eb7c bi\u1ec7t h\u1eefu \u00edch trong vi\u1ec7c kh\u1eed nhi\u1ec5u h\u00ecnh \u1ea3nh, v\u00e0 ph\u00e1t hi\u1ec7n b\u1ea5t th\u01b0\u1eddng trong d\u1eef li\u1ec7u, ch\u1eb3ng h\u1ea1n nh\u01b0 gian l\u1eadn t\u00e0i ch\u00ednh ho\u1eb7c l\u1ed7i k\u1ef9 thu\u1eadt<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-5-3-transformer-based-model\"><strong>5.3 Transformer-Based Model<\/strong><\/h3>\n\n\n\n<p>Transformer l\u00e0 n\u1ec1n t\u1ea3ng c\u1ed1t l\u00f5i \u0111\u1ee9ng sau nhi\u1ec1u c\u00f4ng c\u1ee5 GenAI n\u1ed5i b\u1eadt hi\u1ec7n nay nh\u01b0 ChatGPT, GPT-4, Copilot, Gemini v\u00e0 Midjourney. C\u00e1c m\u00f4 h\u00ecnh n\u00e0y ho\u1ea1t \u0111\u1ed9ng d\u1ef1a tr\u00ean c\u01a1 ch\u1ebf \u201cattention\u201d (s\u1ef1 ch\u00fa \u00fd) \u2013 m\u1ed9t k\u1ef9 thu\u1eadt cho ph\u00e9p m\u00f4 h\u00ecnh t\u1eadp trung v\u00e0o nh\u1eefng ph\u1ea7n th\u00f4ng tin quan tr\u1ecdng nh\u1ea5t trong m\u1ed9t chu\u1ed7i d\u1eef li\u1ec7u.<\/p>\n\n\n\n<p>Nh\u1edd c\u01a1 ch\u1ebf n\u00e0y, Transformer c\u00f3 th\u1ec3: ph\u00e2n t\u00edch to\u00e0n b\u1ed9 chu\u1ed7i d\u1eef li\u1ec7u c\u00f9ng l\u00fac; hi\u1ec3u ng\u1eef c\u1ea3nh xuy\u00ean su\u1ed1t chu\u1ed7i; m\u00e3 h\u00f3a d\u1eef li\u1ec7u th\u00e0nh c\u00e1c bi\u1ec3u di\u1ec5n nh\u00fang (embedding), ph\u1ea3n \u00e1nh c\u1ea3 n\u1ed9i dung v\u00e0 b\u1ed1i c\u1ea3nh m\u1ed9t c\u00e1ch ch\u00ednh x\u00e1c.<\/p>\n\n\n\n<p>Ch\u00ednh nh\u1edd kh\u1ea3 n\u0103ng x\u1eed l\u00fd ng\u1eef c\u1ea3nh m\u1ea1nh m\u1ebd, c\u00e1c m\u00f4 h\u00ecnh Transformer c\u00f3 th\u1ec3 t\u1ea1o ra n\u1ed9i dung ph\u1ee9c t\u1ea1p v\u00e0 mang t\u00ednh s\u00e1ng t\u1ea1o cao, ch\u1eb3ng h\u1ea1n nh\u01b0 b\u00e0i \u0111\u0103ng tr\u00ean m\u1ea1ng x\u00e3 h\u1ed9i, b\u00e0i lu\u1eadn, th\u01a1 v\u0103n. Ngo\u00e0i ra, Transformer c\u00f2n c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c t\u00edch h\u1ee3p v\u00e0o c\u00f4ng c\u1ee5 nh\u01b0 b\u1ea3ng t\u00ednh, \u1ee9ng d\u1ee5ng v\u1ebd ho\u1eb7c ph\u1ea7n m\u1ec1m so\u1ea1n th\u1ea3o v\u0103n b\u1ea3n \u0111\u1ec3 t\u1ea1o n\u1ed9i dung \u1edf nhi\u1ec1u \u0111\u1ecbnh d\u1ea1ng kh\u00e1c nhau.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-5-4-diffusion-model\"><strong>5.4 Diffusion Model<\/strong><\/h3>\n\n\n\n<p>M\u00f4 h\u00ecnh khu\u1ebfch t\u00e1n (Diffusion Model) n\u1ed5i b\u1eadt v\u1edbi kh\u1ea3 n\u0103ng t\u1ea1o ra h\u00ecnh \u1ea3nh v\u00e0 video ch\u1ea5t l\u01b0\u1ee3ng cao. Ch\u00fang ho\u1ea1t \u0111\u1ed9ng b\u1eb1ng c\u00e1ch m\u00f4 ph\u1ecfng qu\u00e1 tr\u00ecnh lan truy\u1ec1n ho\u1eb7c khu\u1ebfch t\u00e1n d\u1eef li\u1ec7u qua m\u1ed9t h\u1ec7 th\u1ed1ng, t\u1eeb \u0111\u00f3 h\u1ecdc \u0111\u01b0\u1ee3c c\u00e1ch t\u00e1i t\u1ea1o n\u1ed9i dung m\u1ed9t c\u00e1ch ch\u00e2n th\u1ef1c v\u00e0 sinh \u0111\u1ed9ng.<\/p>\n\n\n\n<p>Tuy nhi\u00ean, do ki\u1ebfn tr\u00fac ph\u1ee9c t\u1ea1p, c\u00e1c m\u00f4 h\u00ecnh n\u00e0y th\u01b0\u1eddng y\u00eau c\u1ea7u th\u1eddi gian hu\u1ea5n luy\u1ec7n l\u00e2u h\u01a1n. Ch\u00ednh v\u00ec v\u1eady, khi l\u1ef1a ch\u1ecdn Diffusion Model, doanh nghi\u1ec7p c\u1ea7n c\u00e2n nh\u1eafc k\u1ef9 l\u01b0\u1ee1ng gi\u1eefa ch\u1ea5t l\u01b0\u1ee3ng \u0111\u1ea7u ra v\u01b0\u1ee3t tr\u1ed9i v\u00e0 hy sinh th\u1eddi gian \u0111\u00e0o t\u1ea1o.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-5-5-autoregressive-model\"><strong>5.5 Autoregressive Model<\/strong><\/h3>\n\n\n\n<p>M\u00f4 h\u00ecnh t\u1ef1 h\u1ed3i quy (Autoregressive Model) s\u1eed d\u1ee5ng m\u1ed9t c\u00e1ch ti\u1ebfp c\u1eadn \u0111\u01a1n gi\u1ea3n \u0111\u1ec3 t\u1ea1o n\u1ed9i dung m\u1edbi: d\u1ef1 \u0111o\u00e1n ph\u1ea7n ti\u1ebfp theo c\u1ee7a chu\u1ed7i d\u1ef1a tr\u00ean nh\u1eefng ph\u1ea7n \u0111\u00e3 c\u00f3, t\u1ee9c l\u00e0 d\u1ef1 \u0111o\u00e1n t\u01b0\u01a1ng lai d\u1ef1a v\u00e0o qu\u00e1 kh\u1ee9.<\/p>\n\n\n\n<p>C\u00e1c m\u00f4 h\u00ecnh n\u00e0y l\u00fd t\u01b0\u1edfng \u0111\u1ec3 th\u1ef1c hi\u1ec7n c\u00e1c t\u00e1c v\u1ee5 x\u1eed l\u00fd d\u1eef li\u1ec7u theo chu\u1ed7i, bao g\u1ed3m: t\u1ea1o v\u0103n b\u1ea3n v\u00e0 m\u00f4 h\u00ecnh h\u00f3a ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean; ph\u00e2n t\u00edch d\u1eef li\u1ec7u tu\u1ea7n t\u1ef1, nh\u01b0 \u00e2m thanh, v\u0103n b\u1ea3n ho\u1eb7c chu\u1ed7i th\u1eddi gian; d\u1ef1 b\u00e1o xu h\u01b0\u1edbng, ch\u1eb3ng h\u1ea1n nh\u01b0 gi\u00e1 c\u1ed5 phi\u1ebfu ho\u1eb7c th\u1eddi ti\u1ebft.<\/p>\n\n\n\n<p>Nh\u1edd c\u1ea5u tr\u00fac d\u1ec5 tri\u1ec3n khai v\u00e0 kh\u1ea3 n\u0103ng x\u1eed l\u00fd m\u1ea1nh m\u1ebd, Autoregressive Model th\u01b0\u1eddng \u0111\u01b0\u1ee3c \u1ee9ng d\u1ee5ng trong c\u00e1c l\u0129nh v\u1ef1c \u0111\u00f2i h\u1ecfi t\u00ednh d\u1ef1 \u0111o\u00e1n cao.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/base.vn\/wp-content\/uploads\/2025\/04\/mo-hinh-generative-ai-1024x576.webp\" alt=\"M\u00f4 h\u00ecnh Generative AI\" class=\"wp-image-17039\" srcset=\"https:\/\/base.vn\/wp-content\/uploads\/2025\/04\/mo-hinh-generative-ai-1024x576.webp 1024w, https:\/\/base.vn\/wp-content\/uploads\/2025\/04\/mo-hinh-generative-ai-300x169.webp 300w, https:\/\/base.vn\/wp-content\/uploads\/2025\/04\/mo-hinh-generative-ai-768x432.webp 768w, https:\/\/base.vn\/wp-content\/uploads\/2025\/04\/mo-hinh-generative-ai-1536x864.webp 1536w, https:\/\/base.vn\/wp-content\/uploads\/2025\/04\/mo-hinh-generative-ai.webp 1920w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading\" id=\"h-6-tieu-chi-danh-gia-m\u1ee9c-d\u1ed9-thanh-cong-c\u1ee7a-mo-hinh-generative-ai\"><strong>6. Ti\u00eau ch\u00ed \u0111\u00e1nh gi\u00e1 m\u1ee9c \u0111\u1ed9 th\u00e0nh c\u00f4ng c\u1ee7a m\u00f4 h\u00ecnh Generative AI<\/strong><\/h2>\n\n\n\n<p>M\u1ed9t m\u00f4 h\u00ecnh Generative AI \u0111\u01b0\u1ee3c xem l\u00e0 hi\u1ec7u qu\u1ea3 v\u00e0 \u0111\u00e1ng s\u1eed d\u1ee5ng khi \u0111\u00e1p \u1ee9ng \u0111\u01b0\u1ee3c c\u00e1c ti\u00eau ch\u00ed quan tr\u1ecdng sau:<\/p>\n\n\n\n<p><strong>\u2013 Ch\u1ea5t l\u01b0\u1ee3ng \u0111\u1ea7u ra v\u01b0\u1ee3t tr\u1ed9i: <\/strong>N\u1ed9i dung do GenAI t\u1ea1o ra c\u1ea7n mang l\u1ea1i c\u1ea3m gi\u00e1c t\u1ef1 nhi\u00ean v\u00e0 ch\u00e2n th\u1ef1c, t\u01b0\u01a1ng \u0111\u01b0\u01a1ng v\u1edbi s\u1ea3n ph\u1ea9m do con ng\u01b0\u1eddi s\u00e1ng t\u1ea1o. \u0110\u1eb7c bi\u1ec7t \u0111\u1ed1i v\u1edbi c\u00e1c l\u0129nh v\u1ef1c nh\u01b0 v\u0103n h\u1ecdc, h\u1ed9i h\u1ecda, thi\u1ebft k\u1ebf hay c\u00e1c s\u1ea3n ph\u1ea9m mang t\u00ednh ngh\u1ec7 thu\u1eadt, n\u1ed9i dung t\u1ea1o ra c\u1ea7n \u0111\u1ea3m b\u1ea3o t\u00ednh \u0111\u1ed9c \u0111\u00e1o v\u00e0 kh\u00e1c bi\u1ec7t, kh\u00f4ng r\u1eadp khu\u00f4n hay s\u00e1o r\u1ed7ng.<\/p>\n\n\n\n<p><strong>\u2013 T\u00ednh nh\u1ea5t qu\u00e1n v\u00e0 \u0111a d\u1ea1ng: <\/strong>M\u00f4 h\u00ecnh GenAI c\u1ea7n duy tr\u00ec \u0111\u01b0\u1ee3c s\u1ef1 \u1ed5n \u0111\u1ecbnh v\u00e0 \u0111\u1ed9 ch\u00ednh x\u00e1c cao trong c\u00e1c k\u1ebft qu\u1ea3 \u0111\u1ea7u ra, \u0111\u1ed3ng th\u1eddi h\u1ea1n ch\u1ebf t\u1ed1i \u0111a c\u00e1c sai s\u00f3t ho\u1eb7c th\u00f4ng tin g\u00e2y hi\u1ec3u nh\u1ea7m. B\u00ean c\u1ea1nh \u0111\u00f3, m\u1ed9t m\u00f4 h\u00ecnh hi\u1ec7u qu\u1ea3 c\u0169ng c\u1ea7n c\u00f3 kh\u1ea3 n\u0103ng t\u1ed5ng qu\u00e1t h\u00f3a d\u1eef li\u1ec7u, t\u1eeb \u0111\u00f3 t\u1ea1o ra nh\u1eefng n\u1ed9i dung \u0111a d\u1ea1ng, bao qu\u00e1t c\u1ea3 c\u00e1c l\u0129nh v\u1ef1c hi\u1ebfm g\u1eb7p ho\u1eb7c \u00edt ph\u1ed5 bi\u1ebfn, m\u00e0 v\u1eabn gi\u1eef \u0111\u01b0\u1ee3c \u0111\u1ed9 tin c\u1eady v\u00e0 ch\u1ea5t l\u01b0\u1ee3ng.<\/p>\n\n\n\n<p><strong>\u2013 T\u1ed1c \u0111\u1ed9 v\u00e0 hi\u1ec7u su\u1ea5t x\u1eed l\u00fd cao: <\/strong>Ngo\u00e0i ch\u1ea5t l\u01b0\u1ee3ng n\u1ed9i dung, t\u1ed1c \u0111\u1ed9 t\u1ea1o sinh c\u0169ng l\u00e0 y\u1ebfu t\u1ed1 c\u1ea7n xem x\u00e9t. M\u1ed9t m\u00f4 h\u00ecnh GenAI l\u00fd t\u01b0\u1edfng kh\u00f4ng ch\u1ec9 t\u1ea1o ra n\u1ed9i dung ch\u1ea5t l\u01b0\u1ee3ng m\u00e0 c\u00f2n c\u1ea7n th\u1ef1c hi\u1ec7n \u0111i\u1ec1u \u0111\u00f3 m\u1ed9t c\u00e1ch nhanh ch\u00f3ng, ph\u1ee5c v\u1ee5 t\u1ed1t cho nhu c\u1ea7u \u1ee9ng d\u1ee5ng t\u1ee9c th\u1eddi trong c\u00f4ng vi\u1ec7c, h\u1ecdc t\u1eadp v\u00e0 c\u00e1c ho\u1ea1t \u0111\u1ed9ng s\u00e1ng t\u1ea1o.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-7-vai-tro-c\u1ee7a-generative-ai-trong-cac-tr\u01b0\u1eddng-h\u1ee3p-c\u1ee5-th\u1ec3\"><strong>7. Vai tr\u00f2 c\u1ee7a Generative AI trong c\u00e1c tr\u01b0\u1eddng h\u1ee3p c\u1ee5 th\u1ec3<\/strong><\/h2>\n\n\n\n<p>GenAI \u0111ang m\u1edf ra ti\u1ec1m n\u0103ng to l\u1edbn trong vi\u1ec7c t\u0103ng t\u1ed1c ho\u1eb7c t\u1ef1 \u0111\u1ed9ng h\u00f3a h\u00e0ng lo\u1ea1t t\u00e1c v\u1ee5. Khi \u0111\u01b0\u1ee3c tri\u1ec3n khai m\u1ed9t c\u00e1ch c\u00f3 ch\u1ee7 \u0111\u00edch, c\u00f4ng c\u1ee5 n\u00e0y c\u00f3 th\u1ec3 gi\u00fap doanh nghi\u1ec7p ti\u1ebft ki\u1ec7m th\u1eddi gian v\u00e0 n\u00e2ng cao ch\u1ea5t l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c. D\u01b0\u1edbi \u0111\u00e2y l\u00e0 m\u1ed9t s\u1ed1 t\u00ecnh hu\u1ed1ng s\u1eed d\u1ee5ng ti\u00eau bi\u1ec3u:<\/p>\n\n\n\n<p><strong>\u2013 R\u00fat ng\u1eafn th\u1eddi gian tra c\u1ee9u th\u00f4ng tin:<\/strong> V\u1edbi giao di\u1ec7n tr\u00f2 chuy\u1ec7n t\u1ef1 nhi\u00ean v\u00e0 th\u00e2n thi\u1ec7n, c\u00e1c c\u00f4ng c\u1ee5 GenAI gi\u00fap nh\u00e2n vi\u00ean t\u00ecm ki\u1ebfm th\u00f4ng tin nhanh ch\u00f3ng, t\u1eeb nh\u1eefng th\u1eafc m\u1eafc \u0111\u01a1n gi\u1ea3n \u0111\u1ebfn c\u00e1c v\u1ea5n \u0111\u1ec1 chuy\u00ean s\u00e2u. V\u00ed d\u1ee5: Nh\u00e2n vi\u00ean b\u00e1n h\u00e0ng c\u00f3 th\u1ec3 nh\u1edd GenAI ph\u00e2n t\u00edch insight kh\u00e1ch h\u00e0ng m\u1ee5c ti\u00eau; L\u1eadp tr\u00ecnh vi\u00ean c\u00f3 th\u1ec3 h\u1ecdc m\u1ed9t ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh m\u1edbi ho\u1eb7c c\u00e1ch gi\u1ea3i quy\u1ebft m\u1ed9t l\u1ed7i c\u1ee5 th\u1ec3 trong m\u1ed9t kho\u1ea3ng th\u1eddi gian ng\u1eafn.<\/p>\n\n\n\n<p><strong>\u2013 Ph\u00e1t hi\u1ec7n v\u00e0 gi\u1ea3i th\u00edch l\u1ed7i: <\/strong>GenAI c\u00f3 th\u1ec3 r\u00e0 so\u00e1t v\u0103n b\u1ea3n, t\u1eeb email th\u00f4ng th\u01b0\u1eddng \u0111\u1ebfn t\u00e0i li\u1ec7u chuy\u00ean m\u00f4n, \u0111\u1ec3: ph\u00e1t hi\u1ec7n l\u1ed7i ch\u00ednh t\u1ea3, ng\u1eef ph\u00e1p ho\u1eb7c logic, \u0111\u1ed3ng th\u1eddi gi\u1ea3i th\u00edch nguy\u00ean nh\u00e2n c\u1ee7a l\u1ed7i \u0111\u1ec3 ng\u01b0\u1eddi d\u00f9ng r\u00fat kinh nghi\u1ec7m v\u00e0 n\u00e2ng cao k\u1ef9 n\u0103ng trong t\u01b0\u01a1ng lai.<\/p>\n\n\n\n<p><strong>\u2013 N\u00e2ng cao hi\u1ec7u qu\u1ea3 giao ti\u1ebfp: <\/strong>GenAI c\u00f3 th\u1ec3 d\u1ecbch v\u0103n b\u1ea3n sang c\u00e1c ng\u00f4n ng\u1eef kh\u00e1c nhau, \u0111i\u1ec1u ch\u1ec9nh t\u00f4ng gi\u1ecdng ph\u00f9 h\u1ee3p v\u1edbi \u0111\u1ed1i t\u01b0\u1ee3ng nh\u1eadn th\u00f4ng \u0111i\u1ec7p, v\u00e0 t\u1ea1o n\u1ed9i dung c\u00e1 nh\u00e2n h\u00f3a d\u1ef1a tr\u00ean d\u1eef li\u1ec7u s\u1eb5n c\u00f3. D\u1ef1a v\u00e0o \u0111\u00f3, nh\u00f3m marketing c\u00f3 th\u1ec3 t\u1ea1o nh\u1eefng chi\u1ebfn d\u1ecbch qu\u1ea3ng c\u00e1o h\u1ea5p d\u1eabn v\u00e0 thu h\u00fat h\u01a1n.<\/p>\n\n\n\n<p><strong>\u2013 T\u1ef1 \u0111\u1ed9ng h\u00f3a c\u00f4ng vi\u1ec7c h\u00e0nh ch\u00ednh:<\/strong> Trong c\u00e1c t\u1ed5 ch\u1ee9c c\u00f3 kh\u1ed1i l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c h\u00e0nh ch\u00ednh \u0111\u1ed3 s\u1ed9, ch\u1eb3ng h\u1ea1n nh\u01b0 y t\u1ebf ho\u1eb7c t\u00e0i ch\u00ednh, GenAI c\u00f3 th\u1ec3 gi\u00fap t\u1ef1 \u0111\u1ed9ng m\u00e3 h\u00f3a, x\u1eed l\u00fd thanh to\u00e1n, l\u01b0u tr\u1eef t\u00e0i li\u1ec7u, v\u00e0 ph\u00e2n t\u00edch ghi ch\u00fa chuy\u00ean m\u00f4n (nh\u01b0 ghi ch\u00fa t\u1eeb b\u00e1c s\u0129). Nh\u1edd \u0111\u00f3, nh\u00e2n vi\u00ean c\u00f3 th\u00eam th\u1eddi gian \u0111\u1ec3 t\u1eadp trung v\u00e0o c\u00e1c c\u00f4ng vi\u1ec7c \u0111\u00f2i h\u1ecfi t\u00ednh chuy\u00ean m\u00f4n cao ho\u1eb7c t\u00ednh t\u01b0\u01a1ng t\u00e1c nh\u01b0 ch\u0103m s\u00f3c kh\u00e1ch h\u00e0ng hay s\u0103n s\u00f3c b\u1ec7nh nh\u00e2n.<\/p>\n\n\n\n<p><strong>\u2013 Kh\u1eafc ph\u1ee5c s\u1ef1 c\u1ed1 m\u00e3 l\u1eadp tr\u00ecnh:<\/strong> GenAI c\u00f3 th\u1ec3 h\u1ed7 tr\u1ee3 c\u00e1c k\u1ef9 s\u01b0 ph\u1ea7n m\u1ec1m t\u00ecm v\u00e0 s\u1eeda l\u1ed7i m\u00e3 (code), \u0111\u1ec1 xu\u1ea5t c\u1ea3i ti\u1ebfn logic, gi\u1ea3i th\u00edch chi ti\u1ebft c\u00e1ch t\u1ed1i \u01b0u m\u00e3, t\u1eeb \u0111\u00f3 c\u1ea3i thi\u1ec7n ch\u1ea5t l\u01b0\u1ee3ng v\u00e0 quy tr\u00ecnh l\u00e0m vi\u1ec7c trong t\u01b0\u01a1ng lai.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-8-\u1ee9ng-d\u1ee5ng-ti\u1ec1m-nang-c\u1ee7a-generative-ai-trong-cac-linh-v\u1ef1c\"><strong>8. \u1ee8ng d\u1ee5ng ti\u1ec1m n\u0103ng c\u1ee7a Generative AI trong c\u00e1c l\u0129nh v\u1ef1c<\/strong><\/h2>\n\n\n\n<p>GenAI hi\u1ec7n \u0111ang c\u00f3 m\u1eb7t \u1edf kh\u1eafp c\u00e1c l\u0129nh v\u1ef1c, t\u1eeb nh\u1eefng ng\u00e0nh \u0111\u00f2i h\u1ecfi t\u00ednh s\u00e1ng t\u1ea1o cao nh\u01b0 Marketing, \u0111\u1ebfn c\u00e1c l\u0129nh v\u1ef1c y\u00eau c\u1ea7u chuy\u00ean m\u00f4n s\u00e2u nh\u01b0 Y khoa.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-8-1-\u1ee9ng-d\u1ee5ng-trong-marketing\"><strong>8.1 \u1ee8ng d\u1ee5ng trong Marketing<\/strong><\/h3>\n\n\n\n<p>Generative AI \u0111ang \u0111\u1ecbnh h\u00ecnh l\u1ea1i c\u00e1ch ng\u00e0nh Marketing s\u00e1ng t\u1ea1o n\u1ed9i dung v\u00e0 t\u01b0\u01a1ng t\u00e1c v\u1edbi kh\u00e1ch h\u00e0ng. C\u00e1c c\u00f4ng c\u1ee5 nh\u01b0 GPT-4 hay Jasper AI c\u00f3 th\u1ec3 t\u1ef1 \u0111\u1ed9ng t\u1ea1o ra c\u00e1c b\u00e0i vi\u1ebft, m\u1eabu qu\u1ea3ng c\u00e1o, m\u00f4 t\u1ea3 s\u1ea3n ph\u1ea9m ho\u1eb7c email marketing v\u1edbi phong c\u00e1ch t\u1ef1 nhi\u00ean v\u00e0 cu\u1ed1n h\u00fat.<\/p>\n\n\n\n<p>B\u00ean c\u1ea1nh \u0111\u00f3, GenAI c\u00f2n c\u00f3 kh\u1ea3 n\u0103ng ph\u00e2n t\u00edch d\u1eef li\u1ec7u kh\u00e1ch h\u00e0ng \u0111\u1ec3 t\u1ea1o ra n\u1ed9i dung c\u00e1 nh\u00e2n h\u00f3a, gi\u00fap chi\u1ebfn d\u1ecbch marketing tr\u1edf n\u00ean hi\u1ec7u qu\u1ea3 h\u01a1n v\u00e0 \u0111\u00fang v\u1edbi nhu c\u1ea7u c\u1ee7a \u0111\u1ed1i t\u01b0\u1ee3ng m\u1ee5c ti\u00eau.<\/p>\n\n\n\n<p>Ngo\u00e0i ra, GenAI c\u00f2n h\u1ed7 tr\u1ee3 t\u1ed1i \u01b0u h\u00f3a chi\u1ebfn l\u01b0\u1ee3c SEO, d\u1ef1 \u0111o\u00e1n xu h\u01b0\u1edbng th\u1ecb tr\u01b0\u1eddng v\u00e0 ph\u00e2n t\u00edch h\u00e0nh vi ng\u01b0\u1eddi ti\u00eau d\u00f9ng \u0111\u1ec3 \u0111\u1ec1 xu\u1ea5t chi\u1ebfn l\u01b0\u1ee3c ti\u1ebfp c\u1eadn ph\u00f9 h\u1ee3p h\u01a1n.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-8-2-\u1ee9ng-d\u1ee5ng-trong-y-t\u1ebf-va-cham-soc-kh\u1ecfe\"><strong>8.2 \u1ee8ng d\u1ee5ng trong Y t\u1ebf v\u00e0 Ch\u0103m s\u00f3c kh\u1ecfe<\/strong><\/h3>\n\n\n\n<p>Trong l\u0129nh v\u1ef1c Y t\u1ebf, Generative AI \u0111ang m\u1edf ra nhi\u1ec1u c\u01a1 h\u1ed9i m\u1edbi gi\u00fap n\u00e2ng cao ch\u1ea5t l\u01b0\u1ee3ng ch\u1ea9n \u0111o\u00e1n, \u0111i\u1ec1u tr\u1ecb v\u00e0 nghi\u00ean c\u1ee9u. C\u00e1c c\u00f4ng c\u1ee5 AI c\u00f3 th\u1ec3 ph\u00e2n t\u00edch l\u01b0\u1ee3ng d\u1eef li\u1ec7u y khoa kh\u1ed5ng l\u1ed3 nh\u01b0 h\u00ecnh \u1ea3nh X-quang, MRI ho\u1eb7c d\u1eef li\u1ec7u gen \u0111\u1ec3 ph\u00e1t hi\u1ec7n b\u1ea5t th\u01b0\u1eddng, \u0111\u1ed3ng th\u1eddi g\u1ee3i \u00fd ph\u00e1c \u0111\u1ed3 \u0111i\u1ec1u tr\u1ecb ch\u00ednh x\u00e1c v\u00e0 ph\u00f9 h\u1ee3p h\u01a1n v\u1edbi ti\u1ec1n s\u1eed b\u1ec7nh \u00e1n.<\/p>\n\n\n\n<p>GenAI c\u0169ng \u0111\u00f3ng vai tr\u00f2 quan tr\u1ecdng trong ph\u00e1t tri\u1ec3n thu\u1ed1c m\u1edbi, t\u1ea1o m\u00f4 h\u00ecnh m\u00f4 ph\u1ecfng cho nghi\u00ean c\u1ee9u y h\u1ecdc, gi\u00fap c\u00e1c nh\u00e0 khoa h\u1ecdc ti\u1ebft ki\u1ec7m th\u1eddi gian v\u00e0 chi ph\u00ed trong qu\u00e1 tr\u00ecnh ph\u00e1t tri\u1ec3n li\u1ec7u ph\u00e1p \u0111i\u1ec1u tr\u1ecb. M\u1ed9t v\u00ed d\u1ee5 ti\u00eau bi\u1ec3u l\u00e0 DeepMind c\u1ee7a Google, \u0111\u00e3 ch\u1ee9ng minh kh\u1ea3 n\u0103ng ph\u00e1t hi\u1ec7n m\u1ed9t s\u1ed1 lo\u1ea1i b\u1ec7nh l\u00fd t\u1eeb h\u00ecnh \u1ea3nh y khoa v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c v\u01b0\u1ee3t tr\u1ed9i so v\u1edbi nhi\u1ec1u ph\u01b0\u01a1ng ph\u00e1p truy\u1ec1n th\u1ed1ng.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-8-3-\u1ee9ng-d\u1ee5ng-trong-ngh\u1ec7-thu\u1eadt\"><strong>8.3 \u1ee8ng d\u1ee5ng trong Ngh\u1ec7 thu\u1eadt<\/strong><\/h3>\n\n\n\n<p>C\u00e1c ngh\u1ec7 s\u0129 v\u00e0 nh\u00e0 thi\u1ebft k\u1ebf ng\u00e0y nay c\u00f3 th\u1ec3 xem GenAI nh\u01b0 m\u1ed9t \u201ctr\u1ee3 l\u00fd \u0111\u1ed3ng s\u00e1ng t\u1ea1o\u201d. Nh\u1eefng c\u00f4ng c\u1ee5 nh\u01b0 Midjourney, DALL\u00b7E 2 hay Runway c\u00f3 kh\u1ea3 n\u0103ng t\u1ea1o ra tranh v\u1ebd, thi\u1ebft k\u1ebf \u0111\u1ed3 h\u1ecda ch\u1ec9 t\u1eeb m\u00f4 t\u1ea3 v\u0103n b\u1ea3n, v\u00e0 th\u1eadm ch\u00ed c\u00f2n c\u00f3 th\u1ec3 s\u00e1ng t\u00e1c nh\u1ea1c ho\u1eb7c t\u1ea1o video.<\/p>\n\n\n\n<p>B\u00ean c\u1ea1nh \u0111\u00f3, c\u00e1c nh\u00e0 s\u1ea3n xu\u1ea5t phim v\u00e0 nh\u1ea1c s\u0129 \u0111ang t\u1eadn d\u1ee5ng AI \u0111\u1ec3 th\u1eed nghi\u1ec7m v\u00e0 ph\u00e1t tri\u1ec3n \u00fd t\u01b0\u1edfng m\u00e0 tr\u01b0\u1edbc \u0111\u00e2y c\u00f3 th\u1ec3 qu\u00e1 ph\u1ee9c t\u1ea1p ho\u1eb7c t\u1ed1n k\u00e9m. AI c\u00f2n c\u00f3 th\u1ec3 ph\u00e2n t\u00edch xu h\u01b0\u1edbng ngh\u1ec7 thu\u1eadt, t\u1eeb \u0111\u00f3 gi\u00fap d\u1ef1 \u0111o\u00e1n nh\u1eefng g\u00ec s\u1ebd th\u1ecbnh h\u00e0nh trong t\u01b0\u01a1ng lai, m\u1edf ra nh\u1eefng h\u01b0\u1edbng \u0111i m\u1edbi v\u00e0 kh\u01a1i g\u1ee3i ti\u1ec1m n\u0103ng s\u00e1ng t\u1ea1o v\u00f4 t\u1eadn cho ngh\u1ec7 s\u0129.<\/p>\n\n\n\n<p>Tuy nhi\u00ean, vi\u1ec7c \u1ee9ng d\u1ee5ng GenAI trong ngh\u1ec7 thu\u1eadt c\u0169ng g\u00e2y ra kh\u00f4ng \u00edt tranh c\u00e3i. Nhi\u1ec1u \u00fd ki\u1ebfn cho r\u1eb1ng c\u00f4ng ngh\u1ec7 n\u00e0y c\u00f3 th\u1ec3 l\u00e0m gi\u1ea3m gi\u00e1 tr\u1ecb s\u00e1ng t\u1ea1o c\u1ee7a con ng\u01b0\u1eddi, th\u1eadm ch\u00ed x\u00e2m ph\u1ea1m b\u1ea3n quy\u1ec1n t\u1eeb nh\u1eefng t\u00e1c ph\u1ea9m \u0111\u00e3 t\u1ed3n t\u1ea1i tr\u01b0\u1edbc \u0111\u00f3.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-8-4-\u1ee9ng-d\u1ee5ng-trong-du-l\u1ecbch\"><strong>8.4 \u1ee8ng d\u1ee5ng trong Du l\u1ecbch<\/strong><\/h3>\n\n\n\n<p>Trong l\u0129nh v\u1ef1c du l\u1ecbch, GenAI \u0111\u00e3 \u0111\u01b0\u1ee3c \u1ee9ng d\u1ee5ng \u0111\u1ec3 ph\u00e1t tri\u1ec3n h\u1ec7 th\u1ed1ng nh\u1eadn di\u1ec7n v\u00e0 x\u00e1c minh khu\u00f4n m\u1eb7t t\u1ea1i c\u00e1c s\u00e2n bay. C\u00f4ng ngh\u1ec7 n\u00e0y c\u00f3 th\u1ec3 t\u00e1i t\u1ea1o h\u00ecnh \u1ea3nh to\u00e0n di\u1ec7n c\u1ee7a h\u00e0nh kh\u00e1ch t\u1eeb c\u00e1c b\u1ee9c \u1ea3nh ch\u1ee5p s\u1eb5n, k\u1ec3 c\u1ea3 t\u1eeb nhi\u1ec1u g\u00f3c \u0111\u1ed9 kh\u00e1c nhau, gi\u00fap t\u0103ng \u0111\u1ed9 ch\u00ednh x\u00e1c v\u00e0 r\u00fat ng\u1eafn th\u1eddi gian ki\u1ec3m tra.<\/p>\n\n\n\n<p>Ngo\u00e0i ra, GenAI c\u0169ng \u0111ang \u0111\u01b0\u1ee3c th\u1eed nghi\u1ec7m trong quy tr\u00ecnh \u0111\u1eb7t ch\u1ed7, ch\u1eb3ng h\u1ea1n nh\u01b0 \u0111\u1eb7t v\u00e9 m\u00e1y bay d\u1ef1a tr\u00ean th\u00f4ng tin c\u00e1 nh\u00e2n m\u00e0 ng\u01b0\u1eddi d\u00f9ng cung c\u1ea5p, mang \u0111\u1ebfn tr\u1ea3i nghi\u1ec7m ti\u1ec7n l\u1ee3i h\u01a1n cho du kh\u00e1ch.<\/p>\n\n\n\n<p class=\"has-background\" style=\"background-color:#ebf6fd\"><strong>\u0110\u1ecdc th\u00eam:<\/strong> <a href=\"https:\/\/base.vn\/blog\/ai-trong-san-xuat\/\" target=\"_blank\" rel=\"noreferrer noopener\">AI trong s\u1ea3n xu\u1ea5t l\u00e0 g\u00ec? T\u1eeb \u1ee9ng d\u1ee5ng, v\u00ed d\u1ee5, \u0111\u1ebfn c\u00e1c b\u01b0\u1edbc tri\u1ec3n khai<\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-9-l\u1ee3i-ich-c\u1ee7a-generative-ai-d\u1ed1i-v\u1edbi-doanh-nghi\u1ec7p\"><strong>9. L\u1ee3i \u00edch c\u1ee7a Generative AI \u0111\u1ed1i v\u1edbi doanh nghi\u1ec7p<\/strong><\/h2>\n\n\n\n<p>AI t\u1ea1o sinh mang l\u1ea1i nhi\u1ec1u gi\u00e1 tr\u1ecb thi\u1ebft th\u1ef1c cho ho\u1ea1t \u0111\u1ed9ng kinh doanh, ch\u1ee7 y\u1ebfu nh\u1edd v\u00e0o ba n\u0103ng l\u1ef1c c\u1ed1t l\u00f5i: kh\u1ea3 n\u0103ng t\u1ed5ng h\u1ee3p ki\u1ebfn th\u1ee9c nhanh ch\u00f3ng, giao ti\u1ebfp t\u1ef1 nhi\u00ean v\u1edbi con ng\u01b0\u1eddi, v\u00e0 x\u1eed l\u00fd d\u1eef li\u1ec7u v\u1edbi t\u1ed1c \u0111\u1ed9 cao.<\/p>\n\n\n\n<p><strong>\u2013 T\u0103ng n\u0103ng su\u1ea5t l\u00e0m vi\u1ec7c: <\/strong>Nh\u00e2n vi\u00ean c\u00f3 th\u1ec3 \u1ee9ng d\u1ee5ng GenAI v\u00e0o c\u00e1c t\u00e1c v\u1ee5 h\u1eb1ng ng\u00e0y nh\u01b0: t\u1ef1 h\u1ecdc m\u1ed9t chuy\u00ean ng\u00e0nh m\u1edbi ph\u1ee5c v\u1ee5 d\u1ef1 \u00e1n s\u1eafp t\u1edbi, s\u1eafp x\u1ebfp ho\u1eb7c ph\u00e2n lo\u1ea1i d\u1eef li\u1ec7u, so\u1ea1n th\u1ea3o email v\u00e0 t\u00e0i li\u1ec7u nhanh ch\u00f3ng. Nh\u1edd v\u00e0o s\u1ef1 h\u1ed7 tr\u1ee3 c\u1ee7a GenAI, nhi\u1ec1u c\u00f4ng vi\u1ec7c tr\u01b0\u1edbc \u0111\u00e2y c\u1ea7n \u0111\u1ebfn m\u1ed9t nh\u00f3m ng\u01b0\u1eddi ho\u1eb7c nhi\u1ec1u gi\u1edd l\u00e0m vi\u1ec7c, nay c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c ho\u00e0n th\u00e0nh b\u1edfi \u00edt nh\u00e2n s\u1ef1 h\u01a1n trong th\u1eddi gian ng\u1eafn h\u01a1n, g\u00f3p ph\u1ea7n n\u00e2ng cao hi\u1ec7u qu\u1ea3 t\u1ed5ng th\u1ec3.<\/p>\n\n\n\n<p><strong>\u2013 Gi\u1ea3m g\u00e1nh n\u1eb7ng chi ph\u00ed: <\/strong>V\u1edbi t\u1ed1c \u0111\u1ed9 x\u1eed l\u00fd nhanh v\u00e0 kh\u1ea3 n\u0103ng t\u1ef1 \u0111\u1ed9ng h\u00f3a, GenAI gi\u00fap doanh nghi\u1ec7p r\u00fat ng\u1eafn th\u1eddi gian ho\u00e0n th\u00e0nh c\u00f4ng vi\u1ec7c, t\u1eeb \u0111\u00f3 c\u1eaft gi\u1ea3m \u0111\u00e1ng k\u1ec3 chi ph\u00ed. B\u00ean c\u1ea1nh \u0111\u00f3, AI c\u00f2n gi\u1ea3m thi\u1ec3u sai s\u00f3t, lo\u1ea1i b\u1ecf th\u1eddi gian \u201cch\u1ebft\u201d, ph\u00e1t hi\u1ec7n v\u00e0 lo\u1ea1i tr\u1eeb c\u00e1c \u0111i\u1ec3m ngh\u1ebdn ho\u1eb7c quy tr\u00ecnh k\u00e9m hi\u1ec7u qu\u1ea3. Song, c\u1ea7n l\u01b0u \u00fd r\u1eb1ng GenAI v\u1eabn c\u00f3 kh\u1ea3 n\u0103ng \u201c\u1ea3o gi\u00e1c\u201d (t\u1ea1o ra th\u00f4ng tin sai l\u1ec7ch), v\u00ec v\u1eady s\u1ef1 gi\u00e1m s\u00e1t ch\u1ea5t l\u01b0\u1ee3ng c\u1ee7a con ng\u01b0\u1eddi v\u1eabn l\u00e0 y\u1ebfu t\u1ed1 b\u1eaft bu\u1ed9c \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o \u0111\u1ed9 ch\u00ednh x\u00e1c v\u00e0 tin c\u1eady c\u1ee7a k\u1ebft qu\u1ea3 \u0111\u1ea7u ra.<\/p>\n\n\n\n<p><strong>\u2013 C\u1ea3i thi\u1ec7n tr\u1ea3i nghi\u1ec7m c\u1ee7a kh\u00e1ch h\u00e0ng: <\/strong>GenAI c\u00f3 th\u1ec3 giao ti\u1ebfp linh ho\u1ea1t, t\u1ef1 nhi\u00ean, nh\u1edd \u0111\u00f3 \u0111\u00f3ng vai tr\u00f2 quan tr\u1ecdng trong vi\u1ec7c cung c\u1ea5p d\u1ecbch v\u1ee5 kh\u00e1ch h\u00e0ng qua chatbot, tr\u1ee3 l\u00fd \u1ea3o ho\u1eb7c bot tho\u1ea1i, x\u00e2y d\u1ef1ng c\u00e1c quy tr\u00ecnh c\u00e1 nh\u00e2n h\u00f3a cho t\u1eebng kh\u00e1ch h\u00e0ng. T\u1ea5t c\u1ea3 nh\u1eefng \u0111i\u1ec1u n\u00e0y s\u1ebd \u0111em l\u1ea1i cho kh\u00e1ch h\u00e0ng tr\u1ea3i nghi\u1ec7m thu\u1eadn ti\u1ec7n v\u00e0 li\u1ec1n m\u1ea1ch ngay t\u1eeb l\u1ea7n t\u01b0\u01a1ng t\u00e1c \u0111\u1ea7u ti\u00ean, t\u1eeb \u0111\u00f3 th\u00fac \u0111\u1ea9y s\u1ef1 h\u00e0i l\u00f2ng.<\/p>\n\n\n\n<p><strong>\u2013 H\u1ed7 tr\u1ee3 ra quy\u1ebft \u0111\u1ecbnh s\u00e1ng su\u1ed1t h\u01a1n:<\/strong> C\u00e1c m\u00f4 h\u00ecnh GenAI \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf d\u00e0nh ri\u00eang cho doanh nghi\u1ec7p c\u00f3 th\u1ec3 cung c\u1ea5p c\u00e1c ph\u00e2n t\u00edch chuy\u00ean s\u00e2u, bao g\u1ed3m m\u00f4 ph\u1ecfng t\u00ecnh hu\u1ed1ng, \u0111\u00e1nh gi\u00e1 r\u1ee7i ro v\u00e0 d\u1ef1 b\u00e1o xu h\u01b0\u1edbng d\u1ef1a tr\u00ean d\u1eef li\u1ec7u. Nh\u1edd \u0111\u00f3, nh\u00e0 qu\u1ea3n tr\u1ecb c\u00f3 th\u1ec3 n\u1eafm b\u1eaft r\u00f5 h\u01a1n v\u1ec1 xu h\u01b0\u1edbng th\u1ecb tr\u01b0\u1eddng, v\u1ecb th\u1ebf c\u1ea1nh tranh c\u1ee7a doanh nghi\u1ec7p, \u0111\u1ed3ng th\u1eddi nh\u1eadn \u0111\u01b0\u1ee3c c\u00e1c g\u1ee3i \u00fd chi\u1ebfn l\u01b0\u1ee3c ph\u00f9 h\u1ee3p v\u1edbi \u0111\u1eb7c th\u00f9 ho\u1ea1t \u0111\u1ed9ng c\u1ee7a t\u1ed5 ch\u1ee9c.<\/p>\n\n\n\n<p class=\"has-background\" style=\"background-color:#ebf6fd\"><strong>\u0110\u1ecdc th\u00eam:<\/strong> <a href=\"https:\/\/base.vn\/blog\/doanh-nghiep-so-la-gi\/\">Doanh nghi\u1ec7p s\u1ed1 l\u00e0 g\u00ec? C\u1ed1t<\/a><a href=\"https:\/\/base.vn\/blog\/doanh-nghiep-so-la-gi\/\" target=\"_blank\" rel=\"noreferrer noopener\"> <\/a><a href=\"https:\/\/base.vn\/blog\/doanh-nghiep-so-la-gi\/\">l\u00f5i th\u00e0nh c\u00f4ng trong th\u1eddi \u0111\u1ea1i 4.0<\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-10-h\u1ea1n-ch\u1ebf-va-r\u1ee7i-ro-khi-\u1ee9ng-d\u1ee5ng-generative-ai\"><strong>10. H\u1ea1n ch\u1ebf v\u00e0 r\u1ee7i ro khi \u1ee9ng d\u1ee5ng Generative AI<\/strong><\/h2>\n\n\n\n<p>Gi\u1ed1ng nh\u01b0 b\u1ea5t k\u1ef3 c\u00f4ng ngh\u1ec7 n\u00e0o kh\u00e1c, Generative AI (AI t\u1ea1o sinh) c\u0169ng c\u00f3 hai m\u1eb7t. B\u00ean c\u1ea1nh nh\u1eefng gi\u00e1 tr\u1ecb t\u00edch c\u1ef1c v\u1ec1 hi\u1ec7u su\u1ea5t v\u00e0 chi ph\u00ed, GenAI c\u0169ng ti\u1ec1m \u1ea9n nhi\u1ec1u r\u1ee7i ro m\u00e0 doanh nghi\u1ec7p c\u1ea7n th\u1eadn tr\u1ecdng c\u00e2n nh\u1eafc tr\u01b0\u1edbc khi tri\u1ec3n khai:<\/p>\n\n\n\n<p><strong>\u2013 Thi\u1ebfu t\u00ednh ch\u00ednh x\u00e1c v\u00e0 tin c\u1eady: <\/strong>GenAI \u0111\u00f4i khi c\u00f3 th\u1ec3 &#8220;b\u1ecba \u0111\u1eb7t&#8221; th\u00f4ng tin. Do b\u1ea3n ch\u1ea5t ho\u1ea1t \u0111\u1ed9ng d\u1ef1a tr\u00ean d\u1ef1 \u0111o\u00e1n ng\u1eef c\u1ea3nh ti\u1ebfp theo t\u1eeb d\u1eef li\u1ec7u \u0111\u00e3 h\u1ecdc, m\u00f4 h\u00ecnh c\u00f3 th\u1ec3 \u0111\u01b0a ra th\u00f4ng tin sai l\u1ec7ch v\u1edbi \u0111\u1ed9 t\u1ef1 tin nh\u01b0 th\u1eadt. \u0110\u00e2y l\u00e0 l\u00fd do c\u00e1c chuy\u00ean gia v\u1ec1 AI lu\u00f4n khuy\u1ebfn ngh\u1ecb c\u1ea7n c\u00f3 s\u1ef1 gi\u00e1m s\u00e1t c\u1ee7a con ng\u01b0\u1eddi khi \u1ee9ng d\u1ee5ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o.<\/p>\n\n\n\n<p><strong>\u2013 V\u1ea5n \u0111\u1ec1 \u0111\u1ea1o \u0111\u1ee9c v\u00e0 b\u1ea3n quy\u1ec1n: <\/strong>Khi t\u1ea1o n\u1ed9i dung t\u1eeb d\u1eef li\u1ec7u c\u00f3 s\u1eb5n (s\u00e1ch, b\u00e0i b\u00e1o, t\u00e0i li\u1ec7u k\u1ef9 thu\u1eadt, c\u00f4ng tr\u00ecnh nghi\u00ean c\u1ee9u,&#8230;), GenAI c\u00f3 th\u1ec3 v\u00f4 t\u00ecnh vi ph\u1ea1m b\u1ea3n quy\u1ec1n n\u1ebfu ngu\u1ed3n d\u1eef li\u1ec7u kh\u00f4ng \u0111\u01b0\u1ee3c x\u1eed l\u00fd h\u1ee3p l\u00fd. Ngo\u00e0i ra, vi\u1ec7c sao ch\u00e9p v\u00e0 t\u00e1i t\u1ea1o t\u00e1c ph\u1ea9m ngh\u1ec7 thu\u1eadt, \u00e2m nh\u1ea1c hay v\u0103n b\u1ea3n c\u0169ng \u0111\u1eb7t ra nhi\u1ec1u tranh c\u00e3i li\u00ean quan \u0111\u1ebfn quy\u1ec1n s\u1edf h\u1eefu tr\u00ed tu\u1ec7.<\/p>\n\n\n\n<p><strong>\u2013 Thi\u1ebfu s\u1ef1 s\u00e1ng t\u1ea1o th\u1eadt s\u1ef1: <\/strong>M\u1eb7c d\u00f9 c\u00f3 th\u1ec3 t\u1ea1o ra n\u1ed9i dung th\u00fa v\u1ecb v\u00e0 \u0111\u1ed9c l\u1ea1, nh\u01b0ng v\u1ec1 b\u1ea3n ch\u1ea5t, GenAI v\u1eabn ch\u1ec9 d\u1ef1a tr\u00ean d\u1eef li\u1ec7u \u0111\u00e3 h\u1ecdc. N\u00f3 kh\u00f4ng th\u1ec3 ph\u00e1t minh hay h\u00ecnh th\u00e0nh \u00fd t\u01b0\u1edfng m\u1edbi 100% nh\u01b0 con ng\u01b0\u1eddi, m\u00e0 ch\u1ec9 k\u1ebft h\u1ee3p ho\u1eb7c bi\u1ebfn t\u1ea5u nh\u1eefng g\u00ec \u0111\u00e3 c\u00f3.<\/p>\n\n\n\n<p><strong>\u2013 Ph\u1ee5 thu\u1ed9c v\u00e0o d\u1eef li\u1ec7u hu\u1ea5n luy\u1ec7n:<\/strong> Hi\u1ec7u qu\u1ea3 c\u1ee7a GenAI ph\u1ee5 thu\u1ed9c l\u1edbn v\u00e0o ch\u1ea5t l\u01b0\u1ee3ng v\u00e0 \u0111\u1ed9 bao ph\u1ee7 c\u1ee7a d\u1eef li\u1ec7u \u0111\u1ea7u v\u00e0o. N\u1ebfu d\u1eef li\u1ec7u b\u1ecb sai l\u1ec7ch ho\u1eb7c thi\u00ean v\u1ecb, k\u1ebft qu\u1ea3 t\u1ea1o ra c\u0169ng s\u1ebd b\u1ecb \u1ea3nh h\u01b0\u1edfng theo. V\u00ed d\u1ee5, n\u1ebfu d\u1eef li\u1ec7u tuy\u1ec3n d\u1ee5ng tr\u01b0\u1edbc \u0111\u00e2y c\u1ee7a doanh nghi\u1ec7p thi\u00ean v\u1ec1 m\u1ed9t nh\u00f3m \u1ee9ng vi\u00ean nh\u1ea5t \u0111\u1ecbnh, GenAI c\u00f3 th\u1ec3 lo\u1ea1i b\u1ecf c\u00e1c h\u1ed3 s\u01a1 \u0111\u1ee7 \u0111i\u1ec1u ki\u1ec7n ch\u1ec9 v\u00ec kh\u00f4ng ph\u00f9 h\u1ee3p v\u1edbi \u201ch\u00ecnh m\u1eabu l\u00fd t\u01b0\u1edfng&#8221; c\u0169, ngay c\u1ea3 khi doanh nghi\u1ec7p \u0111\u00e3 thay \u0111\u1ed5i ti\u00eau ch\u00ed.<\/p>\n\n\n\n<p><strong>\u2013 Nguy c\u01a1 an ninh v\u00e0 l\u1eeba \u0111\u1ea3o: <\/strong>GenAI c\u00f3 th\u1ec3 b\u1ecb l\u1ee3i d\u1ee5ng cho m\u1ee5c \u0111\u00edch x\u1ea5u nh\u01b0 t\u1ea5n c\u00f4ng m\u1ea1ng, l\u1eeba \u0111\u1ea3o t\u00e0i ch\u00ednh ho\u1eb7c ph\u00e1t t\u00e1n th\u00f4ng tin gi\u1ea3 m\u1ea1o. \u0110i\u1ec3n h\u00ecnh l\u00e0 c\u00e1c video deepfake gi\u1ea3 gi\u1ecdng n\u00f3i, gi\u1ea3 khu\u00f4n m\u1eb7t c\u1ee7a ai \u0111\u00f3 nh\u1eb1m m\u1ee5c \u0111\u00edch m\u1ea1o danh, t\u1ed1ng ti\u1ec1n ho\u1eb7c \u0111\u00e1nh c\u1eafp th\u00f4ng tin.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/base.vn\/wp-content\/uploads\/2025\/04\/han-che-cua-generative-ai-1024x576.webp\" alt=\"H\u1ea1n ch\u1ebf c\u1ee7a Generative AI\" class=\"wp-image-17035\" srcset=\"https:\/\/base.vn\/wp-content\/uploads\/2025\/04\/han-che-cua-generative-ai-1024x576.webp 1024w, https:\/\/base.vn\/wp-content\/uploads\/2025\/04\/han-che-cua-generative-ai-300x169.webp 300w, https:\/\/base.vn\/wp-content\/uploads\/2025\/04\/han-che-cua-generative-ai-768x432.webp 768w, https:\/\/base.vn\/wp-content\/uploads\/2025\/04\/han-che-cua-generative-ai-1536x864.webp 1536w, https:\/\/base.vn\/wp-content\/uploads\/2025\/04\/han-che-cua-generative-ai.webp 1920w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading\" id=\"h-11-nh\u1eefng-l\u01b0u-y-d\u1ec3-s\u1eed-d\u1ee5ng-generative-ai-co-d\u1ea1o-d\u1ee9c\"><strong>11. Nh\u1eefng l\u01b0u \u00fd \u0111\u1ec3 s\u1eed d\u1ee5ng Generative AI c\u00f3 \u0111\u1ea1o \u0111\u1ee9c<\/strong><\/h2>\n\n\n\n<p>\u0110\u1ec3 t\u1eadn d\u1ee5ng t\u1ed1i \u0111a l\u1ee3i \u00edch m\u00e0 Generative AI mang l\u1ea1i v\u00e0 gi\u1ea3m thi\u1ec3u c\u00e1c r\u1ee7i ro kh\u00f4ng mong mu\u1ed1n, ng\u01b0\u1eddi d\u00f9ng c\u1ea7n hi\u1ec3u r\u00f5 b\u1ea3n ch\u1ea5t c\u1ee7a c\u00f4ng ngh\u1ec7 n\u00e0y v\u00e0 l\u01b0u \u00fd m\u1ed9t s\u1ed1 \u0111i\u1ec3m quan tr\u1ecdng sau:<\/p>\n\n\n\n<p>\u2013 T\u00ecm hi\u1ec3u k\u1ef9 c\u00e1c quy \u0111\u1ecbnh ph\u00e1p l\u00fd li\u00ean quan \u0111\u1ebfn b\u1ea3n quy\u1ec1n v\u00e0 quy\u1ec1n s\u1edf h\u1eefu tr\u00ed tu\u1ec7 \u0111\u1ed1i v\u1edbi n\u1ed9i dung do AI t\u1ea1o ra, \u0111\u1eb7c bi\u1ec7t trong c\u00e1c tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng cho m\u1ee5c \u0111\u00edch th\u01b0\u01a1ng m\u1ea1i.<\/p>\n\n\n\n<p>\u2013 Minh b\u1ea1ch v\u1ec1 ngu\u1ed3n g\u1ed1c n\u1ed9i dung khi c\u00f4ng b\u1ed1 s\u1ea3n ph\u1ea9m do AI t\u1ea1o ra, v\u00ed d\u1ee5 nh\u01b0 n\u00eau r\u00f5 vai tr\u00f2 c\u1ee7a AI trong qu\u00e1 tr\u00ecnh s\u00e1ng t\u00e1c, \u0111\u1ec3 tr\u00e1nh g\u00e2y hi\u1ec3u nh\u1ea7m cho ng\u01b0\u1eddi ti\u1ebfp nh\u1eadn.<\/p>\n\n\n\n<p>\u2013 Tuy\u1ec7t \u0111\u1ed1i kh\u00f4ng s\u1eed d\u1ee5ng Generative AI \u0111\u1ec3 t\u1ea1o ho\u1eb7c lan truy\u1ec1n th\u00f4ng tin sai l\u1ec7ch, c\u00f3 th\u1ec3 g\u00e2y t\u1ed5n h\u1ea1i \u0111\u1ebfn c\u00e1 nh\u00e2n ho\u1eb7c t\u1ed5 ch\u1ee9c kh\u00e1c.<\/p>\n\n\n\n<p>\u2013 Lu\u00f4n r\u00e0 so\u00e1t v\u00e0 ch\u1ec9nh s\u1eeda k\u1ebft qu\u1ea3 do AI t\u1ea1o ra tr\u01b0\u1edbc khi s\u1eed d\u1ee5ng ho\u1eb7c c\u00f4ng b\u1ed1, nh\u1eb1m \u0111\u1ea3m b\u1ea3o t\u00ednh ch\u00ednh x\u00e1c, ph\u00f9 h\u1ee3p v\u00e0 tr\u00e1ch nhi\u1ec7m trong vi\u1ec7c truy\u1ec1n t\u1ea3i th\u00f4ng tin.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-12-t\u1ea1m-k\u1ebft\"><strong>12. T\u1ea1m k\u1ebft<\/strong><\/h2>\n\n\n\n<p>T\u1eeb nh\u1eefng chia s\u1ebb xoay quanh c\u00e2u h\u1ecfi \u201cGenerative AI l\u00e0 g\u00ec\u201d, c\u00f3 th\u1ec3 th\u1ea5y c\u00f4ng ngh\u1ec7 n\u00e0y \u0111ang t\u1eebng b\u01b0\u1edbc thay \u0111\u1ed5i c\u00e1ch con ng\u01b0\u1eddi h\u1ecdc t\u1eadp, l\u00e0m vi\u1ec7c v\u00e0 qu\u1ea3n l\u00fd c\u00e1c ho\u1ea1t \u0111\u1ed9ng trong cu\u1ed9c s\u1ed1ng. Tuy AI t\u1ea1o sinh v\u1eabn ti\u1ec1m \u1ea9n nh\u1eefng r\u1ee7i ro v\u00e0 h\u1ea1n ch\u1ebf nh\u1ea5t \u0111\u1ecbnh, nh\u01b0ng nh\u00ecn nh\u1eadn m\u1ed9t c\u00e1ch t\u1ed5ng th\u1ec3, \u0111\u00e2y l\u00e0 c\u00f4ng c\u1ee5 c\u00f3 ti\u1ec1m n\u0103ng l\u1edbn trong vi\u1ec7c n\u00e2ng cao hi\u1ec7u qu\u1ea3 v\u1eadn h\u00e0nh doanh nghi\u1ec7p. T\u1ed5 ch\u1ee9c n\u00e0o bi\u1ebft n\u1eafm b\u1eaft v\u00e0 \u1ee9ng d\u1ee5ng s\u1edbm s\u1ebd c\u00f3 th\u1ec3 \u0111i nhanh h\u01a1n, linh ho\u1ea1t h\u01a1n v\u00e0 v\u1eadn h\u00e0nh th\u00f4ng minh h\u01a1n trong k\u1ef7 nguy\u00ean s\u1ed1.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Generative AI l\u00e0 g\u00ec? Kh\u00e1c v\u1edbi c\u00e1c th\u1ebf h\u1ec7 AI tr\u01b0\u1edbc \u0111\u00e2y v\u1ed1n ch\u1ec9 ph\u1ea3n h\u1ed3i d\u1eef li\u1ec7u \u0111\u1ea7u v\u00e0o m\u1ed9t c\u00e1ch gi\u1edbi h\u1ea1n, Generative AI \u2013 hay c\u00f2n g\u1ecdi l\u00e0 \u201cAI t\u1ea1o sinh\u201d \u2013 \u0111\u00e1nh d\u1ea5u m\u1ed9t b\u01b0\u1edbc ti\u1ebfn ngo\u1ea1n m\u1ee5c trong kh\u1ea3 n\u0103ng s\u00e1ng t\u1ea1o c\u1ee7a m\u00e1y m\u00f3c. C\u00f4ng ngh\u1ec7 n\u00e0y kh\u00f4ng ch\u1ec9 [&hellip;]<\/p>\n","protected":false},"author":14,"featured_media":17022,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[65],"tags":[],"ppma_author":[61],"class_list":["post-17017","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-giai-phap-ai"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v24.4 (Yoast SEO v24.4) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Generative AI l\u00e0 g\u00ec? Gi\u1ea3i m\u00e3 ti\u1ec1m n\u0103ng v\u00e0 \u1ee9ng d\u1ee5ng c\u1ee7a AI t\u1ea1o sinh<\/title>\n<meta name=\"description\" content=\"T\u00ecm hi\u1ec3u Generative AI l\u00e0 g\u00ec, t\u1eeb kh\u00e1i ni\u1ec7m, nguy\u00ean l\u00fd ho\u1ea1t \u0111\u1ed9ng \u0111\u1ebfn m\u00f4 h\u00ecnh ph\u1ed5 bi\u1ebfn. Kh\u00e1m ph\u00e1 c\u00e1ch AI t\u1ea1o sinh \u0111\u01b0\u1ee3c \u1ee9ng d\u1ee5ng trong c\u00e1c l\u0129nh v\u1ef1c\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/base.vn\/blog\/generative-ai-la-gi\/\" \/>\n<meta property=\"og:locale\" content=\"vi_VN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Generative AI l\u00e0 g\u00ec? Gi\u1ea3i m\u00e3 ti\u1ec1m n\u0103ng v\u00e0 \u1ee9ng d\u1ee5ng c\u1ee7a AI t\u1ea1o sinh\" \/>\n<meta property=\"og:description\" content=\"T\u00ecm hi\u1ec3u Generative AI l\u00e0 g\u00ec, t\u1eeb kh\u00e1i ni\u1ec7m, nguy\u00ean l\u00fd ho\u1ea1t \u0111\u1ed9ng \u0111\u1ebfn m\u00f4 h\u00ecnh ph\u1ed5 bi\u1ebfn. Kh\u00e1m ph\u00e1 c\u00e1ch AI t\u1ea1o sinh \u0111\u01b0\u1ee3c \u1ee9ng d\u1ee5ng trong c\u00e1c l\u0129nh v\u1ef1c\" \/>\n<meta property=\"og:url\" content=\"https:\/\/base.vn\/blog\/generative-ai-la-gi\/\" \/>\n<meta property=\"og:site_name\" content=\"Base Blog\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/base.vietnam\" \/>\n<meta property=\"article:published_time\" content=\"2025-04-17T02:27:13+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-09-05T04:20:28+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/base.vn\/wp-content\/uploads\/2025\/04\/generative-ai.webp\" \/>\n\t<meta property=\"og:image:width\" content=\"1200\" \/>\n\t<meta property=\"og:image:height\" content=\"628\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/webp\" \/>\n<meta name=\"author\" content=\"L\u00ea H\u1eefu Kh\u00f4i\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u0110\u01b0\u1ee3c vi\u1ebft b\u1edfi\" \/>\n\t<meta name=\"twitter:data1\" content=\"L\u00ea H\u1eefu Kh\u00f4i\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u01af\u1edbc t\u00ednh th\u1eddi gian \u0111\u1ecdc\" \/>\n\t<meta name=\"twitter:data2\" content=\"28 ph\u00fat\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/base.vn\/blog\/generative-ai-la-gi\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/base.vn\/blog\/generative-ai-la-gi\/\"},\"author\":{\"name\":\"L\u00ea H\u1eefu Kh\u00f4i\",\"@id\":\"https:\/\/base.vn\/blog\/#\/schema\/person\/be5c260c1c5ce9efdf0888b78a15881e\"},\"headline\":\"Generative AI l\u00e0 g\u00ec? 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