{"id":15320,"date":"2023-03-23T15:17:39","date_gmt":"2023-03-23T08:17:39","guid":{"rendered":"https:\/\/www.thegioimaychu.vn\/blog\/?p=15320"},"modified":"2023-03-24T14:11:50","modified_gmt":"2023-03-24T07:11:50","slug":"mo-hinh-ngon-ngu-lon-llms-thong-minh-va-hieu-qua-hon-voi-nvidia-nemo","status":"publish","type":"post","link":"https:\/\/thegioimaychu.vn\/blog\/tong-hop\/mo-hinh-ngon-ngu-lon-llms-thong-minh-va-hieu-qua-hon-voi-nvidia-nemo-p15320\/","title":{"rendered":"M\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn (LLMs): Th\u00f4ng minh v\u00e0 hi\u1ec7u qu\u1ea3 h\u01a1n v\u1edbi NVIDIA NeMo"},"content":{"rendered":"<style>.iblink{color:#975!important;}.iblink:hover{color:orange!important;}<\/style><p>Trong th\u1ebf gi\u1edbi ng\u00e0y nay, c\u00e1c m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn (LLM) c\u00f3 kh\u1ea3 n\u0103ng hi\u1ec3u bi\u1ebft c\u1ef1c k\u1ef3 m\u1ea1nh m\u1ebd. Tuy nhi\u00ean, ch\u00fang ch\u1ec9 c\u00f3 th\u1ec3 ho\u1ea1t \u0111\u1ed9ng theo d\u00f2ng th\u1eddi gian, ch\u1ec9 thu th\u1eadp d\u1eef li\u1ec7u c\u00f3 s\u1eb5n t\u1ea1i th\u1eddi \u0111i\u1ec3m \u0111\u00e0o t\u1ea1o ban \u0111\u1ea7u. \u0110i\u1ec1u n\u00e0y c\u00f3 ngh\u0129a l\u00e0 n\u1ebfu m\u1ed9t LLM \u0111\u01b0\u1ee3c \u0111\u00e0o t\u1ea1o c\u00e1ch \u0111\u00e2y m\u1ed9t n\u0103m, th\u00ec ch\u00fang c\u00f3 th\u1ec3 kh\u00f4ng bi\u1ebft v\u1ec1 c\u00e1c s\u1ea3n ph\u1ea9m v\u00e0 d\u1ecbch v\u1ee5 m\u1edbi nh\u1ea5t do m\u1ed9t doanh nghi\u1ec7p cung c\u1ea5p.<\/p>\n<p>Tuy nhi\u00ean, v\u1edbi d\u1ecbch v\u1ee5 m\u1edbi c\u1ee7a NVIDIA NeMo, m\u1ed9t ph\u1ea7n c\u1ee7a d\u00f2ng d\u1ecbch v\u1ee5 \u0111\u00e1m m\u00e2y NVIDIA AI Foundations, c\u00e1c doanh nghi\u1ec7p c\u00f3 th\u1ec3 thu h\u1eb9p kho\u1ea3ng c\u00e1ch n\u00e0y b\u1eb1ng c\u00e1ch b\u1ed5 sung d\u1eef li\u1ec7u \u0111\u1ed9c quy\u1ec1n cho LLM c\u1ee7a h\u1ecd, cho ph\u00e9p ch\u00fang c\u1eadp nh\u1eadt c\u01a1 s\u1edf ki\u1ebfn th\u1ee9c cho m\u00f4 h\u00ecnh c\u1ee7a m\u00ecnh m\u00e0 kh\u00f4ng c\u1ea7n b\u1eaft \u0111\u1ea7u l\u1ea1i t\u1eeb \u0111\u1ea7u ho\u1eb7c tr\u1ea3i qua \u0111\u00e0o t\u1ea1o th\u00eam.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" width=\"1266\" height=\"652\" class=\"alignnone wp-image-15383 size-full\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/03\/TheGioiMayChu-Blog-Image-mind-the-gap-large-language-models-get-smarter-with-enterprise-data.png\" srcset=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/03\/TheGioiMayChu-Blog-Image-mind-the-gap-large-language-models-get-smarter-with-enterprise-data.png 1266w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/03\/TheGioiMayChu-Blog-Image-mind-the-gap-large-language-models-get-smarter-with-enterprise-data-300x155.png 300w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/03\/TheGioiMayChu-Blog-Image-mind-the-gap-large-language-models-get-smarter-with-enterprise-data-768x396.png 768w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/03\/TheGioiMayChu-Blog-Image-mind-the-gap-large-language-models-get-smarter-with-enterprise-data-1024x527.png 1024w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/03\/TheGioiMayChu-Blog-Image-mind-the-gap-large-language-models-get-smarter-with-enterprise-data-40x21.png 40w\" sizes=\"auto, (max-width: 1266px) 100vw, 1266px\" \/><\/p>\n<p>Kh\u1ea3 n\u0103ng m\u1edbi n\u00e0y c\u1ee7a d\u1ecbch v\u1ee5 NeMo cho ph\u00e9p c\u00e1c LLM truy xu\u1ea5t th\u00f4ng tin ch\u00ednh x\u00e1c t\u1eeb c\u00e1c ngu\u1ed3n d\u1eef li\u1ec7u \u0111\u1ed9c quy\u1ec1n, t\u1ea1o ra c\u00e1c ph\u1ea3n h\u1ed3i t\u01b0\u01a1ng t\u00e1c v\u00e0 gi\u1ed1ng con ng\u01b0\u1eddi \u0111\u1ed1i v\u1edbi c\u00e1c truy v\u1ea5n c\u1ee7a ng\u01b0\u1eddi d\u00f9ng. V\u1edbi NeMo, c\u00e1c doanh nghi\u1ec7p c\u00f3 th\u1ec3 t\u00f9y ch\u1ec9nh LLM c\u1ee7a h\u1ecd v\u1edbi ki\u1ebfn th\u1ee9c \u0111\u01b0\u1ee3c c\u1eadp nh\u1eadt th\u01b0\u1eddng xuy\u00ean, theo mi\u1ec1n c\u1ee5 th\u1ec3 cho c\u00e1c \u1ee9ng d\u1ee5ng c\u1ee7a h\u1ecd. \u0110i\u1ec1u n\u00e0y cho ph\u00e9p c\u00e1c doanh nghi\u1ec7p b\u1eaft k\u1ecbp v\u1edbi b\u1ed1i c\u1ea3nh thay \u0111\u1ed5i li\u00ean t\u1ee5c trong l\u0129nh v\u1ef1c qu\u1ea3ng c\u00e1o, d\u1ecbch v\u1ee5, v.v., m\u1edf kh\u00f3a c\u00e1c kh\u1ea3 n\u0103ng nh\u01b0 chatbot AI c\u00f3 \u0111\u1ed9 ch\u00ednh x\u00e1c cao, c\u00f4ng c\u1ee5 t\u00ecm ki\u1ebfm doanh nghi\u1ec7p v\u00e0 c\u00f4ng c\u1ee5 t\u00ecnh b\u00e1o th\u1ecb tr\u01b0\u1eddng.<\/p>\n<p>M\u1ed9t trong nh\u1eefng l\u1ee3i \u00edch c\u1ee7a vi\u1ec7c s\u1eed d\u1ee5ng NeMo l\u00e0 kh\u1ea3 n\u0103ng tr\u00edch d\u1eabn ngu\u1ed3n cho ph\u1ea3n h\u1ed3i c\u1ee7a m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef, t\u0103ng s\u1ef1 tin t\u01b0\u1edfng c\u1ee7a ng\u01b0\u1eddi d\u00f9ng v\u00e0o \u0111\u1ea7u ra. C\u00e1c nh\u00e0 ph\u00e1t tri\u1ec3n c\u0169ng c\u00f3 th\u1ec3 thi\u1ebft l\u1eadp c\u00e1c r\u00e0o c\u1ea3n \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh l\u0129nh v\u1ef1c chuy\u00ean m\u00f4n c\u1ee7a AI, gi\u00fap ki\u1ec3m so\u00e1t t\u1ed1t h\u01a1n c\u00e1c ph\u1ea3n h\u1ed3i \u0111\u01b0\u1ee3c t\u1ea1o ra.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" width=\"805\" height=\"571\" class=\"alignnone wp-image-15384 size-full\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/03\/TheGioiMayChu-Blog-Image-mind-the-gap-large-language-models-get-smarter-with-enterprise-data-1.png\" srcset=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/03\/TheGioiMayChu-Blog-Image-mind-the-gap-large-language-models-get-smarter-with-enterprise-data-1.png 805w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/03\/TheGioiMayChu-Blog-Image-mind-the-gap-large-language-models-get-smarter-with-enterprise-data-1-300x213.png 300w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/03\/TheGioiMayChu-Blog-Image-mind-the-gap-large-language-models-get-smarter-with-enterprise-data-1-768x545.png 768w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/03\/TheGioiMayChu-Blog-Image-mind-the-gap-large-language-models-get-smarter-with-enterprise-data-1-40x28.png 40w\" sizes=\"auto, (max-width: 805px) 100vw, 805px\" \/><\/p>\n<p>C\u00f4ng ty Quantiphi, m\u1ed9t trong nh\u1eefng \u0111\u1ed1i t\u00e1c cung c\u1ea5p d\u1ecbch v\u1ee5 c\u1ee7a NVIDIA, hi\u1ec7n \u0111ang s\u1eed d\u1ee5ng d\u1ecbch v\u1ee5 NeMo \u0111\u1ec3 x\u00e2y d\u1ef1ng gi\u1ea3i ph\u00e1p AI t\u1ed5ng qu\u00e1t m\u00f4-\u0111un c\u00f3 t\u00ean l\u00e0 baioniq, nh\u1eb1m t\u0103ng n\u0103ng su\u1ea5t cho ng\u01b0\u1eddi lao \u0111\u1ed9ng th\u00f4ng qua vi\u1ec7c x\u00e2y d\u1ef1ng LLM t\u00f9y ch\u1ec9nh. V\u1edbi c\u00e1c c\u00f4ng c\u1ee5 \u0111\u01b0\u1ee3c t\u1ea1o ra b\u1edfi c\u00e1c nh\u00f3m nh\u00e0 ph\u00e1t tri\u1ec3n t\u1ea1i Quantiphi, ng\u01b0\u1eddi d\u00f9ng c\u00f3 th\u1ec3 t\u00ecm ki\u1ebfm th\u00f4ng tin c\u1eadp nh\u1eadt tr\u00ean v\u0103n b\u1ea3n, h\u00ecnh \u1ea3nh v\u00e0 b\u1ea3ng phi c\u1ea5u tr\u00fac ch\u1ec9 trong v\u00e0i gi\u00e2y.<\/p>\n<p>D\u1ecbch v\u1ee5 NeMo c\u0169ng gi\u00fap c\u00e1c doanh nghi\u1ec7p kh\u00e1m ph\u00e1 nh\u1eefng hi\u1ec3u bi\u1ebft c\u00f3 gi\u00e1 tr\u1ecb t\u1eeb d\u1eef li\u1ec7u ch\u01b0a \u0111\u01b0\u1ee3c khai th\u00e1c c\u1ee7a h\u1ecd. Theo \u01b0\u1edbc t\u00ednh c\u1ee7a c\u00e1c nh\u00e0 ph\u00e2n t\u00edch, kho\u1ea3ng 2\/3 d\u1eef li\u1ec7u doanh nghi\u1ec7p ch\u01b0a \u0111\u01b0\u1ee3c khai th\u00e1c ho\u1eb7c \u0111ang \u1edf d\u1ea1ng t\u1ed1i v\u00ec kh\u00f3 kh\u0103n trong vi\u1ec7c thu th\u1eadp th\u00f4ng tin c\u00f3 \u00fd ngh\u0129a t\u1eeb m\u1ed9t kho th\u00f4ng tin kh\u1ed5ng l\u1ed3. S\u1eed d\u1ee5ng NeMo, c\u00e1c doanh nghi\u1ec7p c\u00f3 th\u1ec3 truy xu\u1ea5t th\u00f4ng tin chi ti\u1ebft t\u1eeb d\u1eef li\u1ec7u n\u00e0y b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng c\u00e1c truy v\u1ea5n ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/03\/tgmc-blog-641c0b26e412a.jpg\" alt=\"\" \/><\/p>\n<p>Vi\u1ec7c t\u00f9y ch\u1ec9nh LLM c\u1ee7a m\u00ecnh v\u1edbi d\u1eef li\u1ec7u kinh doanh s\u1ebd gi\u00fap cho c\u00e1c doanh nghi\u1ec7p c\u00f3 th\u1ec3 \u00e1p d\u1ee5ng \u1ee9ng d\u1ee5ng AI c\u1ee7a m\u00ecnh nhanh ch\u00f3ng h\u01a1n v\u00e0 ph\u1ea3n \u1ee9ng nhanh h\u01a1n \u0111\u1ed1i v\u1edbi nh\u1eefng ph\u00e1t tri\u1ec3n m\u1edbi. V\u00ed d\u1ee5, c\u00e1c c\u00f4ng ty c\u00f3 th\u1ec3 x\u00e2y d\u1ef1ng c\u00e1c chuy\u00ean gia v\u1ec1 ch\u1ee7 \u0111\u1ec1 \u1ea3o d\u00e0nh ri\u00eang cho l\u0129nh v\u1ef1c c\u1ee7a h\u1ecd, c\u1eadp nh\u1eadt c\u00e1c m\u00f4 h\u00ecnh NeMo v\u1edbi th\u00f4ng tin chi ti\u1ebft v\u1ec1 s\u1ea3n ph\u1ea9m m\u1edbi nh\u1ea5t \u0111\u1ec3 gi\u00fap c\u00e1c \u0111\u1ea1i di\u1ec7n d\u1ecbch v\u1ee5 tr\u1ef1c ti\u1ebfp tr\u1ea3 l\u1eddi c\u00e1c c\u00e2u h\u1ecfi c\u1ee7a kh\u00e1ch h\u00e0ng b\u1eb1ng th\u00f4ng tin ch\u00ednh x\u00e1c, c\u1eadp nh\u1eadt ho\u1eb7c s\u1eed d\u1ee5ng NeMo \u0111\u1ec3 cung c\u1ea5p n\u0103ng l\u01b0\u1ee3ng cho m\u1ed9t b\u1ed9 ph\u1eadn n\u1ed9i b\u1ed9 ho\u1eb7c c\u00f4ng c\u1ee5 t\u00ecm ki\u1ebfm \u0111\u1ec3 truy xu\u1ea5t th\u00f4ng tin nhanh h\u01a1n.<\/p>\n<p>C\u00e1c doanh nghi\u1ec7p quan t\u00e2m \u0111\u1ebfn vi\u1ec7c b\u1ed5 sung kh\u1ea3 n\u0103ng t\u1ed5ng qu\u00e1t c\u1ee7a AI v\u00e0o \u1ee9ng d\u1ee5ng c\u1ee7a m\u00ecnh c\u00f3 th\u1ec3 \u0111\u0103ng k\u00fd quy\u1ec1n truy c\u1eadp s\u1edbm v\u00e0o d\u1ecbch v\u1ee5 NeMo. V\u1edbi NeMo, c\u00e1c doanh nghi\u1ec7p c\u00f3 th\u1ec3 t\u1eadn d\u1ee5ng nh\u1eefng ti\u1ebfn b\u1ed9 m\u1edbi nh\u1ea5t trong c\u00f4ng ngh\u1ec7 AI \u0111\u1ec3 khai th\u00e1c ti\u1ec1m n\u0103ng c\u1ee7a d\u1eef li\u1ec7u v\u00e0 c\u1ea3i thi\u1ec7n ho\u1ea1t \u0111\u1ed9ng c\u1ee7a m\u00ecnh.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" width=\"1398\" height=\"788\" class=\"alignnone wp-image-15388 size-full\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/03\/TheGioiMayChu-Blog-Image-mind-the-gap-large-language-models-get-smarter-with-enterprise-data-4.png\" srcset=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/03\/TheGioiMayChu-Blog-Image-mind-the-gap-large-language-models-get-smarter-with-enterprise-data-4.png 1398w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/03\/TheGioiMayChu-Blog-Image-mind-the-gap-large-language-models-get-smarter-with-enterprise-data-4-300x169.png 300w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/03\/TheGioiMayChu-Blog-Image-mind-the-gap-large-language-models-get-smarter-with-enterprise-data-4-768x433.png 768w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/03\/TheGioiMayChu-Blog-Image-mind-the-gap-large-language-models-get-smarter-with-enterprise-data-4-1024x577.png 1024w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/03\/TheGioiMayChu-Blog-Image-mind-the-gap-large-language-models-get-smarter-with-enterprise-data-4-40x23.png 40w\" sizes=\"auto, (max-width: 1398px) 100vw, 1398px\" \/><\/p>\n<p>D\u1ecbch v\u1ee5 NeMo thu\u1ed9c d\u00f2ng d\u1ecbch v\u1ee5 \u0111\u00e1m m\u00e2y NVIDIA AI Foundations m\u1edbi \u0111\u01b0\u1ee3c gi\u1edbi thi\u1ec7u \u0111\u1ebfn doanh nghi\u1ec7p v\u1edbi kh\u1ea3 n\u0103ng t\u0103ng c\u01b0\u1eddng c\u00e1c m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn (LLM) b\u1eb1ng d\u1eef li\u1ec7u \u0111\u1ed9c quy\u1ec1n. \u0110i\u1ec1u n\u00e0y cho ph\u00e9p c\u00e1c doanh nghi\u1ec7p c\u1eadp nh\u1eadt ki\u1ebfn th\u1ee9c c\u1ee7a m\u00f4 h\u00ecnh m\u00e0 kh\u00f4ng c\u1ea7n ph\u1ea3i \u0111\u00e0o t\u1ea1o l\u1ea1i ho\u1eb7c b\u1eaft \u0111\u1ea7u t\u1eeb \u0111\u1ea7u. V\u1edbi kh\u1ea3 n\u0103ng truy xu\u1ea5t th\u00f4ng tin ch\u00ednh x\u00e1c t\u1eeb c\u00e1c ngu\u1ed3n d\u1eef li\u1ec7u ri\u00eang t\u01b0, c\u00e1c LLM c\u00f3 th\u1ec3 tr\u1ea3 l\u1eddi c\u00e1c truy v\u1ea5n c\u1ee7a ng\u01b0\u1eddi d\u00f9ng gi\u1ed1ng nh\u01b0 cu\u1ed9c tr\u00f2 chuy\u1ec7n c\u1ee7a con ng\u01b0\u1eddi. \u0110\u1eb7c bi\u1ec7t, NeMo cho ph\u00e9p t\u00f9y ch\u1ec9nh LLM theo mi\u1ec1n c\u1ee5 th\u1ec3 \u0111\u01b0\u1ee3c c\u1eadp nh\u1eadt th\u01b0\u1eddng xuy\u00ean \u0111\u1ec3 ph\u00f9 h\u1ee3p v\u1edbi b\u1ed1i c\u1ea3nh thay \u0111\u1ed5i, v\u00ed d\u1ee5 nh\u01b0 h\u00e0ng t\u1ed3n kho, d\u1ecbch v\u1ee5, chatbot AI, c\u00f4ng c\u1ee5 t\u00ecnh b\u00e1o th\u1ecb tr\u01b0\u1eddng v\u00e0 c\u00f4ng c\u1ee5 t\u00ecm ki\u1ebfm doanh nghi\u1ec7p.<\/p>\n<p>C\u00e1c ch\u1ee9c n\u0103ng trong NeMo cho ph\u00e9p c\u00e1c nh\u00e0 ph\u00e1t tri\u1ec3n tr\u00edch d\u1eabn c\u00e1c ngu\u1ed3n ph\u1ea3n h\u1ed3i c\u1ee7a m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef, gi\u00fap t\u0103ng s\u1ef1 tin t\u01b0\u1edfng c\u1ee7a ng\u01b0\u1eddi d\u00f9ng v\u00e0o \u0111\u1ea7u ra. H\u01a1n n\u1eefa, c\u00e1c nh\u00e0 ph\u00e1t tri\u1ec3n c\u00f3 th\u1ec3 thi\u1ebft l\u1eadp lan can \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh l\u0129nh v\u1ef1c chuy\u00ean m\u00f4n c\u1ee7a AI, gi\u00fap ki\u1ec3m so\u00e1t t\u1ed1t h\u01a1n c\u00e1c ph\u1ea3n h\u1ed3i \u0111\u01b0\u1ee3c t\u1ea1o ra. \u0110i\u1ec1u n\u00e0y gi\u00fap doanh nghi\u1ec7p s\u1eed d\u1ee5ng NeMo \u0111\u1ec3 t\u0103ng c\u01b0\u1eddng c\u00e1c \u1ee9ng d\u1ee5ng AI c\u1ee7a h\u1ecd v\u00e0 ph\u1ea3n \u1ee9ng nhanh h\u01a1n v\u1edbi nh\u1eefng ph\u00e1t tri\u1ec3n m\u1edbi. Do \u0111\u00f3, n\u1ebfu quan t\u00e2m \u0111\u1ebfn vi\u1ec7c b\u1ed5 sung c\u00e1c kh\u1ea3 n\u0103ng AI t\u1ed5ng qu\u00e1t v\u00e0o \u1ee9ng d\u1ee5ng c\u1ee7a m\u00ecnh, c\u00e1c doanh nghi\u1ec7p c\u00f3 th\u1ec3 \u0111\u0103ng k\u00fd quy\u1ec1n truy c\u1eadp s\u1edbm v\u00e0o d\u1ecbch v\u1ee5 NeMo \u0111\u1ec3 khai th\u00e1c ti\u1ec1m n\u0103ng c\u1ee7a d\u1eef li\u1ec7u v\u00e0 c\u1ea3i thi\u1ec7n ho\u1ea1t \u0111\u1ed9ng c\u1ee7a h\u1ecd.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/03\/tgmc-blog-641c0b289819b.jpeg\" alt=\"\" \/><\/p>\n<p>C\u00e1c doanh nghi\u1ec7p c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng NeMo \u0111\u1ec3 truy xu\u1ea5t th\u00f4ng tin chi ti\u1ebft t\u1eeb d\u1eef li\u1ec7u doanh nghi\u1ec7p ch\u01b0a \u0111\u01b0\u1ee3c khai th\u00e1c ho\u1eb7c &#8220;d\u1eef li\u1ec7u t\u1ed1i&#8221; b\u1eb1ng c\u00e1c truy v\u1ea5n ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean. V\u1edbi NeMo, c\u00e1c doanh nghi\u1ec7p c\u00f3 th\u1ec3 x\u00e2y d\u1ef1ng c\u00e1c m\u00f4 h\u00ecnh c\u00f3 kh\u1ea3 n\u0103ng h\u1ecdc h\u1ecfi v\u00e0 ph\u1ea3n \u1ee9ng v\u1edbi c\u01a1 s\u1edf tri th\u1ee9c \u0111ang ph\u00e1t tri\u1ec3n \u0111\u1ed9c l\u1eadp v\u1edbi t\u1eadp d\u1eef li\u1ec7u g\u1ed1c \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 hu\u1ea5n luy\u1ec7n m\u00f4 h\u00ecnh. Thay v\u00ec \u0111\u00e0o t\u1ea1o l\u1ea1i LLM \u0111\u1ec3 gi\u1ea3i th\u00edch th\u00f4ng tin m\u1edbi, NeMo c\u00f3 th\u1ec3 khai th\u00e1c c\u00e1c ngu\u1ed3n d\u1eef li\u1ec7u doanh nghi\u1ec7p \u0111\u1ec3 bi\u1ebft chi ti\u1ebft c\u1eadp nh\u1eadt. Th\u00f4ng tin b\u1ed5 sung c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c th\u00eam v\u00e0o \u0111\u1ec3 m\u1edf r\u1ed9ng c\u01a1 s\u1edf tri th\u1ee9c c\u1ee7a m\u00f4 h\u00ecnh m\u00e0 kh\u00f4ng s\u1eeda \u0111\u1ed5i c\u00e1c kh\u1ea3 n\u0103ng c\u1ed1t l\u00f5i c\u1ee7a n\u00f3 v\u1ec1 x\u1eed l\u00fd ng\u00f4n ng\u1eef v\u00e0 t\u1ea1o v\u0103n b\u1ea3n.<\/p>\n<p>C\u00e1c doanh nghi\u1ec7p c\u00f3 th\u1ec3 t\u00f9y ch\u1ec9nh LLM v\u1edbi d\u1eef li\u1ec7u kinh doanh \u0111\u1ec3 l\u00e0m cho c\u00e1c \u1ee9ng d\u1ee5ng AI c\u1ee7a h\u1ecd tr\u1edf n\u00ean linh ho\u1ea1t v\u00e0 \u0111\u00e1p \u1ee9ng v\u1edbi nh\u1eefng ph\u00e1t tri\u1ec3n m\u1edbi. V\u00ed d\u1ee5, c\u00e1c c\u00f4ng ty c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng NeMo \u0111\u1ec3 x\u00e2y d\u1ef1ng c\u00e1c chuy\u00ean gia v\u1ec1 ch\u1ee7 \u0111\u1ec1 \u1ea3o d\u00e0nh ri\u00eang cho mi\u1ec1n c\u1ee7a h\u1ecd, gi\u00fap c\u00e1c \u0111\u1ea1i di\u1ec7n d\u1ecbch v\u1ee5 tr\u1ef1c ti\u1ebfp tr\u1ea3 l\u1eddi c\u00e1c c\u00e2u h\u1ecfi c\u1ee7a kh\u00e1ch h\u00e0ng d\u1ec5 d\u00e0ng h\u01a1n v\u1edbi th\u00f4ng tin ch\u00ednh x\u00e1c v\u00e0 c\u1eadp nh\u1eadt.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" width=\"1392\" height=\"715\" class=\"alignnone wp-image-15387 size-full\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/03\/TheGioiMayChu-Blog-Image-mind-the-gap-large-language-models-get-smarter-with-enterprise-data-3.png\" srcset=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/03\/TheGioiMayChu-Blog-Image-mind-the-gap-large-language-models-get-smarter-with-enterprise-data-3.png 1392w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/03\/TheGioiMayChu-Blog-Image-mind-the-gap-large-language-models-get-smarter-with-enterprise-data-3-300x154.png 300w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/03\/TheGioiMayChu-Blog-Image-mind-the-gap-large-language-models-get-smarter-with-enterprise-data-3-768x394.png 768w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/03\/TheGioiMayChu-Blog-Image-mind-the-gap-large-language-models-get-smarter-with-enterprise-data-3-1024x526.png 1024w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/03\/TheGioiMayChu-Blog-Image-mind-the-gap-large-language-models-get-smarter-with-enterprise-data-3-40x21.png 40w\" sizes=\"auto, (max-width: 1392px) 100vw, 1392px\" \/><\/p>\n<p>Nh\u00e2n vi\u00ean c\u00f3 th\u1ec3 truy v\u1ea5n c\u00f4ng c\u1ee5 t\u00ecm ki\u1ebfm n\u1ed9i b\u1ed9 do NeMo cung c\u1ea5p \u0111\u1ec3 truy xu\u1ea5t th\u00f4ng tin nhanh h\u01a1n v\u00e0 d\u1ec5 d\u00e0ng h\u01a1n, bao g\u1ed3m t\u00e0i li\u1ec7u k\u1ef9 thu\u1eadt, ch\u00ednh s\u00e1ch c\u00f4ng ty v\u00e0 c\u00e1c b\u00e0i b\u00e1o h\u1ed7 tr\u1ee3 CNTT. B\u1eb1ng c\u00e1ch k\u1ebft n\u1ed1i LLM v\u1edbi c\u01a1 s\u1edf d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c c\u1eadp nh\u1eadt th\u01b0\u1eddng xuy\u00ean, c\u00e1c nh\u00e0 \u0111\u1ea7u t\u01b0 v\u00e0 c\u00e1c chuy\u00ean gia kh\u00e1c c\u00f3 th\u1ec3 nhanh ch\u00f3ng x\u00e1c \u0111\u1ecbnh c\u00e1c chi ti\u1ebft h\u1eefu \u00edch t\u1eeb m\u1ed9t b\u1ed9 th\u00f4ng tin l\u1edbn, ch\u1eb3ng h\u1ea1n nh\u01b0 t\u00e0i li\u1ec7u quy \u0111\u1ecbnh, b\u1ea3n ghi c\u00e1c cu\u1ed9c g\u1ecdi thu nh\u1eadp ho\u1eb7c b\u00e1o c\u00e1o t\u00e0i ch\u00ednh.<\/p>\n<p>T\u00f3m l\u1ea1i, ch\u1ee9c n\u0103ng s\u00e1ng t\u1ea1o v\u00e0 t\u00ednh linh ho\u1ea1t c\u1ee7a NeMo c\u00f3 th\u1ec3 c\u00e1ch m\u1ea1ng h\u00f3a kh\u1ea3 n\u0103ng AI t\u1ed5ng qu\u00e1t c\u1ee7a doanh nghi\u1ec7p b\u1eb1ng c\u00e1ch cho ph\u00e9p k\u1ebft h\u1ee3p ki\u1ebfn th\u1ee9c chuy\u00ean bi\u1ec7t theo mi\u1ec1n v\u00e0 c\u1eadp nh\u1eadt k\u1ecbp th\u1eddi c\u01a1 s\u1edf ki\u1ebfn th\u1ee9c c\u1ee7a LLM, d\u1eabn \u0111\u1ebfn d\u1ecbch v\u1ee5 kh\u00e1ch h\u00e0ng t\u1ed1t h\u01a1n, truy xu\u1ea5t th\u00f4ng tin nhanh h\u01a1n v\u00e0 hi\u1ec3u bi\u1ebft s\u00e2u s\u1eafc h\u01a1n.<\/p>\n<p><iframe loading=\"lazy\" title=\"YouTube video player\" src=\"https:\/\/www.youtube.com\/embed\/J86qoG6zG58\" width=\"560\" height=\"315\" frameborder=\"0\" allowfullscreen=\"allowfullscreen\"><\/iframe><\/p>\n<p>\u2192 C\u00e1c doanh nghi\u1ec7p quan t\u00e2m \u0111\u1ebfn vi\u1ec7c b\u1ed5 sung c\u00e1c kh\u1ea3 n\u0103ng AI t\u1ed5ng qu\u00e1t v\u00e0o \u1ee9ng d\u1ee5ng c\u1ee7a h\u1ecd c\u00f3 th\u1ec3 \u0111\u0103ng k\u00fd quy\u1ec1n <a href=\"https:\/\/developer.nvidia.com\/nemo-llm-service-early-access\">truy c\u1eadp s\u1edbm v\u00e0o d\u1ecbch v\u1ee5 NeMo.<\/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","protected":false},"excerpt":{"rendered":"<p>Trong th&#7871; gi&#7899;i ng&agrave;y nay, c&aacute;c m&ocirc; h&igrave;nh ng&ocirc;n ng&#7919; l&#7899;n (LLM) c&oacute; kh&#7843; n&#259;ng hi&#7875;u bi&#7871;t c&#7921;c k&#7923; m&#7841;nh m&#7869;. Tuy nhi&ecirc;n, ch&uacute;ng ch&#7881; c&oacute; th&#7875; ho&#7841;t &#273;&#7897;ng theo d&ograve;ng th&#7901;i gian, ch&#7881; thu th&#7853;p d&#7919; li&#7879;u c&oacute; s&#7861;n t&#7841;i th&#7901;i &#273;i&#7875;m &#273;&agrave;o t&#7841;o ban &#273;&#7847;u. &#272;i&#7873;u n&agrave;y c&oacute; ngh&#297;a l&agrave; n&#7871;u m&#7897;t LLM&#8230;<\/p>\n","protected":false},"author":17,"featured_media":15382,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[3,1],"tags":[1045,1062,1033,1060,1314],"class_list":["post-15320","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-hpc","category-tong-hop","tag-generative-ai","tag-gpt","tag-gtc23","tag-nemo","tag-nvidia"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>M\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn (LLMs): Th\u00f4ng minh v\u00e0 hi\u1ec7u qu\u1ea3 h\u01a1n v\u1edbi NVIDIA NeMo - Blog | TheGioiMayChu<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/thegioimaychu.vn\/blog\/tong-hop\/mo-hinh-ngon-ngu-lon-llms-thong-minh-va-hieu-qua-hon-voi-nvidia-nemo-p15320\/\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:title\" content=\"M\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn (LLMs): Th\u00f4ng minh v\u00e0 hi\u1ec7u qu\u1ea3 h\u01a1n v\u1edbi NVIDIA NeMo - Blog | TheGioiMayChu\" \/>\n<meta name=\"twitter:description\" content=\"Trong th&#7871; gi&#7899;i ng&agrave;y nay, c&aacute;c m&ocirc; h&igrave;nh ng&ocirc;n ng&#7919; l&#7899;n (LLM) c&oacute; kh&#7843; n&#259;ng hi&#7875;u bi&#7871;t c&#7921;c k&#7923; m&#7841;nh m&#7869;. Tuy nhi&ecirc;n, ch&uacute;ng ch&#7881; c&oacute; th&#7875; ho&#7841;t &#273;&#7897;ng theo d&ograve;ng th&#7901;i gian, ch&#7881; thu th&#7853;p d&#7919; li&#7879;u c&oacute; s&#7861;n t&#7841;i th&#7901;i &#273;i&#7875;m &#273;&agrave;o t&#7841;o ban &#273;&#7847;u. &#272;i&#7873;u n&agrave;y c&oacute; ngh&#297;a l&agrave; n&#7871;u m&#7897;t LLM...\" \/>\n<meta name=\"twitter:image\" content=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/03\/TheGioiMayChu-Blog-Image-14.png\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Nguy\u1ec5n \u0110\u1ee9c Th\u00e1i\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"11 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/tong-hop\\\/mo-hinh-ngon-ngu-lon-llms-thong-minh-va-hieu-qua-hon-voi-nvidia-nemo-p15320\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/tong-hop\\\/mo-hinh-ngon-ngu-lon-llms-thong-minh-va-hieu-qua-hon-voi-nvidia-nemo-p15320\\\/\"},\"author\":{\"name\":\"Nguy\u1ec5n \u0110\u1ee9c Th\u00e1i\",\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/#\\\/schema\\\/person\\\/90c5d8d30876fc0e3d14a0b67d3f2842\"},\"headline\":\"M\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn (LLMs): Th\u00f4ng minh v\u00e0 hi\u1ec7u qu\u1ea3 h\u01a1n v\u1edbi NVIDIA 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