{"id":26035,"date":"2025-10-26T10:35:37","date_gmt":"2025-10-26T03:35:37","guid":{"rendered":"https:\/\/interdata.vn\/blog\/?p=26035"},"modified":"2025-10-27T10:08:10","modified_gmt":"2025-10-27T03:08:10","slug":"llm-la-gi","status":"publish","type":"post","link":"https:\/\/interdata.vn\/blog\/llm-la-gi\/","title":{"rendered":"LLM (Large Language Model) l\u00e0 g\u00ec? L\u1ee3i \u00edch, &#038; so v\u1edbi GPT, Llama, Claude"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_85 counter-hierarchy ez-toc-counter ez-toc-white ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">N\u1ed8I DUNG<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 eztoc-toggle-hide-by-default' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/interdata.vn\/blog\/llm-la-gi\/#LLM-la-gi\" >LLM l\u00e0 g\u00ec?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/interdata.vn\/blog\/llm-la-gi\/#LLM-hoat-dong-nhu-the-nao\" >LLM ho\u1ea1t \u0111\u1ed9ng nh\u01b0 th\u1ebf n\u00e0o?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/interdata.vn\/blog\/llm-la-gi\/#Kien-truc-mo-hinh-ngon-ngu-lon-LLM\" >Ki\u1ebfn tr\u00fac m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn LLM<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/interdata.vn\/blog\/llm-la-gi\/#Cac-mo-hinh-LLM-pho-bien-hien-nay\" >C\u00e1c m\u00f4 h\u00ecnh LLM ph\u1ed5 bi\u1ebfn hi\u1ec7n nay<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/interdata.vn\/blog\/llm-la-gi\/#Dong-GPT-GPT-4-GPT-4o-cua-OpenAI\" >D\u00f2ng GPT (GPT-4, GPT-4o) c\u1ee7a OpenAI<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/interdata.vn\/blog\/llm-la-gi\/#Dong-Llama-Llama-2-Llama-3-cua-Meta\" >D\u00f2ng Llama (Llama 2 &amp; Llama 3) c\u1ee7a Meta<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/interdata.vn\/blog\/llm-la-gi\/#Dong-Claude-Claude-3-cua-Anthropic\" >D\u00f2ng Claude (Claude 3) c\u1ee7a Anthropic<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/interdata.vn\/blog\/llm-la-gi\/#Dong-Gemini-Gemini-15-Pro-cua-Google\" >D\u00f2ng Gemini (Gemini 1.5 Pro) c\u1ee7a Google<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/interdata.vn\/blog\/llm-la-gi\/#Dong-Mistral-Mixtral-cua-Mistral-AI\" >D\u00f2ng Mistral &amp; Mixtral c\u1ee7a Mistral AI<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/interdata.vn\/blog\/llm-la-gi\/#Uu-diem-va-nhuoc-diem-cua-LLM-la-gi\" >\u01afu \u0111i\u1ec3m v\u00e0 nh\u01b0\u1ee3c \u0111i\u1ec3m c\u1ee7a LLM l\u00e0 g\u00ec?<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/interdata.vn\/blog\/llm-la-gi\/#Uu-diem\" >\u01afu \u0111i\u1ec3m<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/interdata.vn\/blog\/llm-la-gi\/#Nhuoc-diem\" >Nh\u01b0\u1ee3c \u0111i\u1ec3m<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/interdata.vn\/blog\/llm-la-gi\/#Ung-dung-thuc-te-cua-mo-hinh-LLM\" >\u1ee8ng d\u1ee5ng th\u1ef1c t\u1ebf c\u1ee7a m\u00f4 h\u00ecnh LLM<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/interdata.vn\/blog\/llm-la-gi\/#Bao-mat-Dao-duc-va-Rui-ro-khi-su-dung-LLM\" >B\u1ea3o m\u1eadt, \u0110\u1ea1o \u0111\u1ee9c v\u00e0 R\u1ee7i ro khi s\u1eed d\u1ee5ng LLM<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/interdata.vn\/blog\/llm-la-gi\/#Rui-ro-ve-du-lieu-va-Quyen-rieng-tu-Data-Privacy\" >R\u1ee7i ro v\u1ec1 d\u1eef li\u1ec7u v\u00e0 Quy\u1ec1n ri\u00eang t\u01b0 (Data Privacy)<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/interdata.vn\/blog\/llm-la-gi\/#%E2%80%9CAo-giac%E2%80%9D-Hallucination-Thong-tin-sai-lech\" >&#8220;\u1ea2o gi\u00e1c&#8221; (Hallucination) &amp; Th\u00f4ng tin sai l\u1ec7ch<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/interdata.vn\/blog\/llm-la-gi\/#Trach-nhiem-va-Dao-duc-AI-AI-Ethics-Copyright\" >Tr\u00e1ch nhi\u1ec7m v\u00e0 \u0110\u1ea1o \u0111\u1ee9c AI (AI Ethics &amp; Copyright)<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-18\" href=\"https:\/\/interdata.vn\/blog\/llm-la-gi\/#Cau-hoi-thuong-gap-ve-LLM-FAQs\" >C\u00e2u h\u1ecfi th\u01b0\u1eddng g\u1eb7p v\u1ec1 LLM (FAQs)<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-19\" href=\"https:\/\/interdata.vn\/blog\/llm-la-gi\/#LLM-khac-gi-AI-va-Machine-Learning\" >LLM kh\u00e1c g\u00ec AI v\u00e0 Machine Learning?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-20\" href=\"https:\/\/interdata.vn\/blog\/llm-la-gi\/#LLM-va-GPT-khac-gi-nhau\" >LLM v\u00e0 GPT kh\u00e1c g\u00ec nhau?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-21\" href=\"https:\/\/interdata.vn\/blog\/llm-la-gi\/#LLM-khac-gi-so-voi-mo-hinh-ngon-ngu-truyen-thong\" >LLM kh\u00e1c g\u00ec so v\u1edbi m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef truy\u1ec1n th\u1ed1ng?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-22\" href=\"https:\/\/interdata.vn\/blog\/llm-la-gi\/#LLM-co-thay-the-con-nguoi-lap-trinh-vien-content-writer-khong\" >LLM c\u00f3 thay th\u1ebf con ng\u01b0\u1eddi (l\u1eadp tr\u00ecnh vi\u00ean, content writer) kh\u00f4ng?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-23\" href=\"https:\/\/interdata.vn\/blog\/llm-la-gi\/#Nen-dung-LLM-ma-nguon-mo-Llama-3-hay-API-tra-phi-GPT-4\" >N\u00ean d\u00f9ng LLM m\u00e3 ngu\u1ed3n m\u1edf (Llama 3) hay API tr\u1ea3 ph\u00ed (GPT-4)?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-24\" href=\"https:\/\/interdata.vn\/blog\/llm-la-gi\/#Chi-phi-trien-khai-LLM-la-bao-nhieu\" >Chi ph\u00ed tri\u1ec3n khai LLM l\u00e0 bao nhi\u00eau?<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<p>Trong k\u1ef7 nguy\u00ean tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) b\u00f9ng n\u1ed5, c\u1ee5m t\u1eeb<strong> LLM \u2013 Large Language Models (M\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn)<\/strong> \u0111ang tr\u1edf th\u00e0nh t\u00e2m \u0111i\u1ec3m c\u1ee7a ng\u00e0nh c\u00f4ng ngh\u1ec7. T\u1eeb ChatGPT, Gemini \u0111\u1ebfn Claude hay LLaMA, t\u1ea5t c\u1ea3 \u0111\u1ec1u d\u1ef1a tr\u00ean n\u1ec1n t\u1ea3ng LLM. C\u00f9ng InterData t\u00ecm hi\u1ec3u<strong><a href=\"https:\/\/interdata.vn\/blog\/llm-la-gi\/\"> LLM l\u00e0 g\u00ec<\/a><\/strong>, ho\u1ea1t \u0111\u1ed9ng nh\u01b0 th\u1ebf n\u00e0o, t\u1ea1i sao n\u00f3 l\u1ea1i quan tr\u1ecdng trong c\u00e1ch m\u1ea1ng AI hi\u1ec7n nay, v\u00e0 nh\u1eefng th\u00e1ch th\u1ee9c \u2013 c\u01a1 h\u1ed9i n\u00e0o \u0111ang m\u1edf ra t\u1eeb c\u00f4ng ngh\u1ec7 n\u00e0y? \u0110\u1ecdc ngay!<\/p>\n<h2><span class=\"ez-toc-section\" id=\"LLM-la-gi\"><\/span>LLM l\u00e0 g\u00ec?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><strong>LLM (Large Language Model)<\/strong>, hay <strong>M\u00f4 h\u00ecnh Ng\u00f4n ng\u1eef L\u1edbn<\/strong>, l\u00e0 m\u1ed9t lo\u1ea1i m\u00f4 h\u00ecnh Tr\u00ed tu\u1ec7 Nh\u00e2n t\u1ea1o (AI) chuy\u00ean bi\u1ec7t. \u0110i\u1ec3m c\u1ed1t l\u00f5i c\u1ee7a LLM l\u00e0 ch\u00fang \u0111\u01b0\u1ee3c hu\u1ea5n luy\u1ec7n (train) tr\u00ean m\u1ed9t kh\u1ed1i l\u01b0\u1ee3ng d\u1eef li\u1ec7u v\u0103n b\u1ea3n kh\u1ed5ng l\u1ed3\u2014c\u00f3 th\u1ec3 l\u00ean t\u1edbi h\u00e0ng tr\u0103m t\u1ef7 t\u1eeb (token) t\u1eeb <a href=\"https:\/\/interdata.vn\/blog\/mang-internet\/\">internet<\/a>, s\u00e1ch, v\u00e0 nhi\u1ec1u ngu\u1ed3n kh\u00e1c.<\/p>\n<p>M\u1ee5c ti\u00eau c\u1ee7a vi\u1ec7c hu\u1ea5n luy\u1ec7n n\u00e0y l\u00e0 \u0111\u1ec3 m\u00f4 h\u00ecnh &#8220;h\u1ecdc&#8221; \u0111\u01b0\u1ee3c c\u00e1c m\u1eabu, c\u1ea5u tr\u00fac, ng\u1eef ph\u00e1p, ng\u1eef ngh\u0129a, v\u00e0 th\u1eadm ch\u00ed l\u00e0 c\u00e1c ki\u1ebfn th\u1ee9c ph\u1ed5 qu\u00e1t v\u1ec1 th\u1ebf gi\u1edbi. Nh\u1edd v\u1eady, LLM c\u00f3 kh\u1ea3 n\u0103ng hi\u1ec3u v\u00e0 t\u1ea1o ra ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean c\u1ee7a con ng\u01b0\u1eddi m\u1ed9t c\u00e1ch m\u1ea1ch l\u1ea1c, logic v\u00e0 gi\u1ed1ng th\u1eadt.<\/p>\n<p>C\u00e2u tr\u1ea3 l\u1eddi cho &#8220;LLM l\u00e0 g\u00ec&#8221; kh\u00f4ng ch\u1ec9 d\u1eebng l\u1ea1i \u1edf m\u1ed9t m\u00f4 h\u00ecnh AI. LLM \u0111\u00f3ng vai tr\u00f2 l\u00e0 n\u1ec1n t\u1ea3ng cho m\u1ed9t l\u0129nh v\u1ef1c quan tr\u1ecdng g\u1ecdi l\u00e0 <strong>NLP (Natural Language Processing &#8211; X\u1eed l\u00fd Ng\u00f4n ng\u1eef T\u1ef1 nhi\u00ean)<\/strong>. Tr\u01b0\u1edbc \u0111\u00e2y, NLP r\u1ea5t kh\u00f3 kh\u0103n trong vi\u1ec7c hi\u1ec3u ng\u1eef c\u1ea3nh ph\u1ee9c t\u1ea1p ho\u1eb7c c\u00e1c s\u1eafc th\u00e1i \u1ea9n d\u1ee5. S\u1ef1 xu\u1ea5t hi\u1ec7n c\u1ee7a LLM \u0111\u00e3 t\u1ea1o ra m\u1ed9t cu\u1ed9c c\u00e1ch m\u1ea1ng, gi\u00fap m\u00e1y m\u00f3c hi\u1ec3u ng\u00f4n ng\u1eef con ng\u01b0\u1eddi s\u00e2u s\u1eafc h\u01a1n bao gi\u1edd h\u1ebft.<\/p>\n<figure id=\"attachment_26042\" aria-describedby=\"caption-attachment-26042\" style=\"width: 800px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-26042 size-full\" src=\"https:\/\/interdata.vn\/blog\/wp-content\/uploads\/2025\/03\/Mo-hinh-ngon-ngu-lon-la-gi.jpg\" alt=\"LLM l\u00e0 g\u00ec\" width=\"800\" height=\"450\" title=\"\" srcset=\"https:\/\/interdata.vn\/blog\/wp-content\/uploads\/2025\/03\/Mo-hinh-ngon-ngu-lon-la-gi.jpg 800w, https:\/\/interdata.vn\/blog\/wp-content\/uploads\/2025\/03\/Mo-hinh-ngon-ngu-lon-la-gi-300x169.jpg 300w, https:\/\/interdata.vn\/blog\/wp-content\/uploads\/2025\/03\/Mo-hinh-ngon-ngu-lon-la-gi-768x432.jpg 768w, https:\/\/interdata.vn\/blog\/wp-content\/uploads\/2025\/03\/Mo-hinh-ngon-ngu-lon-la-gi-750x422.jpg 750w\" sizes=\"auto, (max-width: 800px) 100vw, 800px\" \/><figcaption id=\"caption-attachment-26042\" class=\"wp-caption-text\">LLM l\u00e0 g\u00ec?<\/figcaption><\/figure>\n<h2><span class=\"ez-toc-section\" id=\"LLM-hoat-dong-nhu-the-nao\"><\/span>LLM ho\u1ea1t \u0111\u1ed9ng nh\u01b0 th\u1ebf n\u00e0o?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Large Language Models &#8211; LLMs &#8220;h\u1ecdc&#8221; t\u1eeb m\u1ed9t l\u01b0\u1ee3ng d\u1eef li\u1ec7u kh\u1ed5ng l\u1ed3. Y\u1ebfu t\u1ed1 c\u1ed1t l\u00f5i, \u0111\u00fang nh\u01b0 t\u00ean g\u1ecdi c\u1ee7a n\u00f3, ch\u00ednh l\u00e0 quy m\u00f4 c\u1ee7a t\u1eadp d\u1eef li\u1ec7u hu\u1ea5n luy\u1ec7n. Th\u00f4ng th\u01b0\u1eddng, LLM \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng tr\u00ean nh\u1eefng b\u1ed9 d\u1eef li\u1ec7u \u0111\u1ee7 l\u1edbn \u0111\u1ec3 bao qu\u00e1t g\u1ea7n nh\u01b0 <strong>to\u00e0n b\u1ed9 n\u1ed9i dung \u0111\u00e3 \u0111\u01b0\u1ee3c c\u00f4ng b\u1ed1 tr\u00ean internet<\/strong> trong m\u1ed9t kho\u1ea3ng th\u1eddi gian \u0111\u00e1ng k\u1ec3.<\/p>\n<p>Qu\u00e1 tr\u00ecnh h\u1ecdc c\u1ee7a m\u00f4 h\u00ecnh LLM di\u1ec5n ra <strong>tr\u00ean m\u1ed9t kh\u1ed1i l\u01b0\u1ee3ng v\u0103n b\u1ea3n c\u1ef1c l\u1edbn<\/strong>, cho ph\u00e9p n\u00f3 ghi nh\u1edb c\u00e1c quy lu\u1eadt v\u00e0 c\u1ea5u tr\u00fac c\u1ee7a ng\u00f4n ng\u1eef. \u0110\u00e2y l\u00e0 n\u1ec1n t\u1ea3ng gi\u00fap LLM hi\u1ec3u v\u00e0 ph\u1ea3n h\u1ed3i m\u1ed9t c\u00e1ch logic v\u00e0 m\u1ea1ch l\u1ea1c theo ng\u1eef c\u1ea3nh.<\/p>\n<p>V\u00ed d\u1ee5, m\u00f4 h\u00ecnh GPT-3, \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng trong ChatGPT, \u0111\u00e3 \u0111\u01b0\u1ee3c hu\u1ea5n luy\u1ec7n tr\u00ean m\u1ed9t l\u01b0\u1ee3ng d\u1eef li\u1ec7u v\u0103n b\u1ea3n kh\u1ed5ng l\u1ed3 t\u1eeb internet, bao g\u1ed3m s\u00e1ch, b\u00e0i b\u00e1o, trang web v\u00e0 nhi\u1ec1u ngu\u1ed3n kh\u00e1c.<\/p>\n<p>Trong qu\u00e1 tr\u00ecnh n\u00e0y, m\u00f4 h\u00ecnh h\u1ecdc \u0111\u01b0\u1ee3c c\u00e1c m\u1ed1i quan h\u1ec7 th\u1ed1ng k\u00ea gi\u1eefa c\u00e1c t\u1eeb, c\u1ee5m t\u1eeb v\u00e0 c\u00e2u. Nh\u1edd \u0111\u00f3, khi nh\u1eadn \u0111\u01b0\u1ee3c m\u1ed9t &#8220;l\u1eddi nh\u1eafc&#8221; (prompt), n\u00f3 c\u00f3 th\u1ec3 <strong>t\u1ea1o ra c\u00e1c \u0111o\u1ea1n v\u0103n m\u1ea1ch l\u1ea1c<\/strong> v\u00e0 c\u00f3 li\u00ean quan v\u1ec1 m\u1eb7t ng\u1eef ngh\u0129a.<\/p>\n<figure id=\"attachment_26044\" aria-describedby=\"caption-attachment-26044\" style=\"width: 794px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-26044\" src=\"https:\/\/interdata.vn\/blog\/wp-content\/uploads\/2025\/03\/Co-che-hoat-dong-cua-Mo-hinh-ngon-ngu-lon-LLM.png\" alt=\"C\u01a1 ch\u1ebf ho\u1ea1t \u0111\u1ed9ng c\u1ee7a M\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn LLM\" width=\"794\" height=\"442\" title=\"\" srcset=\"https:\/\/interdata.vn\/blog\/wp-content\/uploads\/2025\/03\/Co-che-hoat-dong-cua-Mo-hinh-ngon-ngu-lon-LLM.png 794w, https:\/\/interdata.vn\/blog\/wp-content\/uploads\/2025\/03\/Co-che-hoat-dong-cua-Mo-hinh-ngon-ngu-lon-LLM-300x167.png 300w, https:\/\/interdata.vn\/blog\/wp-content\/uploads\/2025\/03\/Co-che-hoat-dong-cua-Mo-hinh-ngon-ngu-lon-LLM-768x428.png 768w, https:\/\/interdata.vn\/blog\/wp-content\/uploads\/2025\/03\/Co-che-hoat-dong-cua-Mo-hinh-ngon-ngu-lon-LLM-750x418.png 750w\" sizes=\"auto, (max-width: 794px) 100vw, 794px\" \/><figcaption id=\"caption-attachment-26044\" class=\"wp-caption-text\">C\u01a1 ch\u1ebf ho\u1ea1t \u0111\u1ed9ng c\u1ee7a M\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn LLM<\/figcaption><\/figure>\n<p>Nh\u1edd vi\u1ec7c &#8220;ti\u00eau h\u00f3a&#8221; m\u1ed9t l\u01b0\u1ee3ng v\u0103n b\u1ea3n l\u1edbn nh\u01b0 v\u1eady, GPT-3 c\u00f3 th\u1ec3 hi\u1ec3u \u0111\u01b0\u1ee3c nhi\u1ec1u ng\u00f4n ng\u1eef v\u00e0 c\u00f3 ki\u1ebfn th\u1ee9c v\u1ec1 nhi\u1ec1u ch\u1ee7 \u0111\u1ec1. \u0110i\u1ec1u n\u00e0y gi\u1ea3i th\u00edch kh\u1ea3 n\u0103ng t\u1ea1o v\u0103n b\u1ea3n theo nhi\u1ec1u phong c\u00e1ch kh\u00e1c nhau c\u1ee7a n\u00f3.<\/p>\n<p>C\u00e1c t\u00e1c v\u1ee5 nh\u01b0 d\u1ecbch thu\u1eadt, t\u00f3m t\u1eaft v\u0103n b\u1ea3n v\u00e0 tr\u1ea3 l\u1eddi c\u00e2u h\u1ecfi c\u00f3 th\u1ec3 g\u00e2y ng\u1ea1c nhi\u00ean, nh\u01b0ng th\u1ef1c ch\u1ea5t, ch\u00fang \u0111\u1ec1u d\u1ef1a tr\u00ean c\u00e1c &#8220;ng\u1eef ph\u00e1p&#8221; \u0111\u1eb7c bi\u1ec7t c\u00f3 s\u1eb5n trong d\u1eef li\u1ec7u ho\u1eb7c \u0111\u01b0\u1ee3c t\u1ea1o ra th\u00f4ng qua k\u1ef9 thu\u1eadt &#8220;prompt engineering&#8221; (thi\u1ebft k\u1ebf l\u1eddi nh\u1eafc).<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Kien-truc-mo-hinh-ngon-ngu-lon-LLM\"><\/span><strong>Ki\u1ebfn tr\u00fac m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn LLM<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>M\u00f4 h\u00ecnh LLM \u0111\u01b0\u1ee3c c\u1ea5u th\u00e0nh t\u1eeb nhi\u1ec1u l\u1edbp m\u1ea1ng n\u01a1-ron (neural network) kh\u00e1c nhau, bao g\u1ed3m: l\u1edbp l\u1eb7p (recurrent layer), l\u1edbp truy\u1ec1n th\u1eb3ng (feedforward layer), l\u1edbp nh\u00fang (embedding layer) v\u00e0 l\u1edbp t\u1eadp trung (attention layer). S\u1ef1 ph\u1ed1i h\u1ee3p ho\u1ea1t \u0111\u1ed9ng c\u1ee7a c\u00e1c th\u00e0nh ph\u1ea7n n\u00e0y cho ph\u00e9p LLM x\u1eed l\u00fd v\u0103n b\u1ea3n \u0111\u1ea7u v\u00e0o v\u00e0 t\u1ea1o ra n\u1ed9i dung theo y\u00eau c\u1ea7u.<\/p>\n<ul>\n<li><strong>L\u1edbp nh\u00fang (Embedding Layer):<\/strong> \u0110\u00f3ng vai tr\u00f2 then ch\u1ed1t trong vi\u1ec7c t\u1ea1o ra c\u00e1c bi\u1ec3u di\u1ec5n nh\u00fang (embedding) t\u1eeb v\u0103n b\u1ea3n \u0111\u1ea7u v\u00e0o. Th\u00e0nh ph\u1ea7n n\u00e0y c\u1ee7a LLM c\u00f3 kh\u1ea3 n\u0103ng n\u1eafm b\u1eaft c\u1ea3 kh\u00eda c\u1ea1nh ng\u1eef ngh\u0129a l\u1eabn c\u00fa ph\u00e1p c\u1ee7a v\u0103n b\u1ea3n, gi\u00fap m\u00f4 h\u00ecnh hi\u1ec3u r\u00f5 ng\u1eef c\u1ea3nh m\u1ed9t c\u00e1ch hi\u1ec7u qu\u1ea3.<\/li>\n<li><strong>L\u1edbp truy\u1ec1n th\u1eb3ng (Feedforward Layer &#8211; FFN):<\/strong> Bao g\u1ed3m nhi\u1ec1u l\u1edbp \u0111\u01b0\u1ee3c k\u1ebft n\u1ed1i v\u1edbi nhau, c\u00f3 nhi\u1ec7m v\u1ee5 bi\u1ebfn \u0111\u1ed5i c\u00e1c bi\u1ec3u di\u1ec5n nh\u00fang \u0111\u1ea7u v\u00e0o. C\u00e1c l\u1edbp n\u00e0y gi\u00fap tr\u00edch xu\u1ea5t c\u00e1c kh\u00e1i ni\u1ec7m tr\u1eebu t\u01b0\u1ee3ng \u1edf m\u1ee9c \u0111\u1ed9 cao h\u01a1n, h\u1ed7 tr\u1ee3 m\u00f4 h\u00ecnh hi\u1ec3u \u0111\u01b0\u1ee3c \u00fd \u0111\u1ecbnh c\u1ee7a ng\u01b0\u1eddi d\u00f9ng t\u1eeb v\u0103n b\u1ea3n \u0111\u1ea7u v\u00e0o.<\/li>\n<li><strong>L\u1edbp l\u1eb7p (Recurrent Layer):<\/strong> Ho\u1ea1t \u0111\u1ed9ng b\u1eb1ng c\u00e1ch x\u1eed l\u00fd tu\u1ea7n t\u1ef1 c\u00e1c t\u1eeb trong v\u0103n b\u1ea3n \u0111\u1ea7u v\u00e0o. N\u00f3 c\u00f3 kh\u1ea3 n\u0103ng n\u1eafm b\u1eaft m\u1ed1i quan h\u1ec7 ph\u1ee9c t\u1ea1p gi\u1eefa c\u00e1c t\u1eeb trong m\u1ed9t c\u00e2u.<\/li>\n<li><strong>C\u01a1 ch\u1ebf t\u1eadp trung (Attention Mechanism):<\/strong> L\u00e0 y\u1ebfu t\u1ed1 quan tr\u1ecdng gi\u00fap m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef t\u1eadp trung v\u00e0o c\u00e1c ph\u1ea7n c\u1ee5 th\u1ec3 c\u1ee7a v\u0103n b\u1ea3n \u0111\u1ea7u v\u00e0o c\u00f3 li\u00ean quan \u0111\u1ebfn y\u00eau c\u1ea7u. L\u1edbp n\u00e0y \u0111\u00f3ng vai tr\u00f2 then ch\u1ed1t trong vi\u1ec7c t\u1ea1o ra k\u1ebft qu\u1ea3 \u0111\u1ea7u ra c\u00f3 \u0111\u1ed9 ch\u00ednh x\u00e1c cao.<\/li>\n<\/ul>\n<p>C\u00f3 ba lo\u1ea1i m\u00f4 h\u00ecnh Large Language Models ch\u00ednh:<\/p>\n<ul>\n<li><strong>M\u00f4 h\u00ecnh ng\u00f4n ng\u1eef chung (Generic\/Raw Language Model):<\/strong> C\u00e1c m\u00f4 h\u00ecnh n\u00e0y d\u1ef1 \u0111o\u00e1n t\u1eeb ti\u1ebfp theo d\u1ef1a tr\u00ean c\u00e1c m\u1eabu ng\u00f4n ng\u1eef \u0111\u00e3 \u0111\u01b0\u1ee3c h\u1ecdc trong qu\u00e1 tr\u00ecnh hu\u1ea5n luy\u1ec7n. Ch\u00fang th\u00edch h\u1ee3p cho vi\u1ec7c truy xu\u1ea5t th\u00f4ng tin.<\/li>\n<li><strong>M\u00f4 h\u00ecnh ng\u00f4n ng\u1eef \u0111i\u1ec1u ch\u1ec9nh theo h\u01b0\u1edbng d\u1eabn (Instruction-Tuned Language Model):<\/strong> \u0110\u01b0\u1ee3c hu\u1ea5n luy\u1ec7n \u0111\u1ec3 d\u1ef1 \u0111o\u00e1n ph\u1ea3n h\u1ed3i d\u1ef1a tr\u00ean c\u00e1c h\u01b0\u1edbng d\u1eabn \u0111\u01b0\u1ee3c cung c\u1ea5p trong v\u0103n b\u1ea3n \u0111\u1ea7u v\u00e0o. Kh\u1ea3 n\u0103ng n\u00e0y gi\u00fap ch\u00fang th\u1ef1c hi\u1ec7n t\u1ed1t c\u00e1c t\u00e1c v\u1ee5 nh\u01b0 ph\u00e2n t\u00edch c\u1ea3m x\u00fac, t\u1ea1o v\u0103n b\u1ea3n ho\u1eb7c <a href=\"https:\/\/interdata.vn\/blog\/source-code-la-gi\/\">m\u00e3 ngu\u1ed3n<\/a>.<\/li>\n<li><strong>M\u00f4 h\u00ecnh ng\u00f4n ng\u1eef \u0111i\u1ec1u ch\u1ec9nh theo h\u1ed9i tho\u1ea1i (Dialog-Tuned Language Model):<\/strong> \u0110\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1eb7c bi\u1ec7t \u0111\u1ec3 tham gia v\u00e0o c\u00e1c cu\u1ed9c h\u1ed9i tho\u1ea1i v\u00e0 d\u1ef1 \u0111o\u00e1n ph\u1ea3n h\u1ed3i ti\u1ebfp theo trong cu\u1ed9c tr\u00f2 chuy\u1ec7n. V\u00ed d\u1ee5 \u0111i\u1ec3n h\u00ecnh l\u00e0 chatbot ho\u1eb7c c\u00e1c h\u1ec7 th\u1ed1ng tr\u00f2 chuy\u1ec7n AI.<\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"Cac-mo-hinh-LLM-pho-bien-hien-nay\"><\/span>C\u00e1c m\u00f4 h\u00ecnh LLM ph\u1ed5 bi\u1ebfn hi\u1ec7n nay<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Khi t\u00ecm hi\u1ec3u m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn <strong>LLM l\u00e0 g\u00ec<\/strong>, b\u1ea1n s\u1ebd g\u1eb7p r\u1ea5t nhi\u1ec1u c\u00e1i t\u00ean kh\u00e1c nhau. Th\u1ecb tr\u01b0\u1eddng hi\u1ec7n nay \u0111\u01b0\u1ee3c chia th\u00e0nh hai nh\u00f3m ch\u00ednh: <strong>Ngu\u1ed3n \u0111\u00f3ng<\/strong> (cung c\u1ea5p qua API, tr\u1ea3 ph\u00ed) v\u00e0 <strong>Ngu\u1ed3n m\u1edf<\/strong> (cho ph\u00e9p t\u1ef1 do t\u1ea3i v\u1ec1, t\u00f9y ch\u1ec9nh).<\/p>\n<p>D\u01b0\u1edbi \u0111\u00e2y l\u00e0 so s\u00e1nh c\u00e1c m\u00f4 h\u00ecnh h\u00e0ng \u0111\u1ea7u hi\u1ec7n nay:<\/p>\n<table style=\"width: 100%; border-collapse: collapse; font-family: Arial, Helvetica, sans-serif; font-size: 14px; color: #222;\">\n<thead>\n<tr>\n<th style=\"text-align: left; padding: 12px; background: #0D6EFD; color: #fff; border: 1px solid #0D6EFD;\">M\u00f4 h\u00ecnh<\/th>\n<th style=\"text-align: left; padding: 12px; background: #0D6EFD; color: #fff; border: 1px solid #0D6EFD;\">Nh\u00e0 ph\u00e1t tri\u1ec3n<\/th>\n<th style=\"text-align: left; padding: 12px; background: #0D6EFD; color: #fff; border: 1px solid #0D6EFD;\">License (Gi\u1ea5y ph\u00e9p)<\/th>\n<th style=\"text-align: left; padding: 12px; background: #0D6EFD; color: #fff; border: 1px solid #0D6EFD;\">\u0110\u1eb7c \u0111i\u1ec3m n\u1ed5i b\u1eadt<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr style=\"background: #ffffff;\">\n<td style=\"padding: 10px; border: 1px solid #0D6EFD; vertical-align: top;\">D\u00f2ng GPT<\/td>\n<td style=\"padding: 10px; border: 1px solid #0D6EFD; vertical-align: top;\">OpenAI<\/td>\n<td style=\"padding: 10px; border: 1px solid #0D6EFD; vertical-align: top;\">Ngu\u1ed3n \u0110\u00f3ng<\/td>\n<td style=\"padding: 10px; border: 1px solid #0D6EFD; vertical-align: top;\">Ti\u00ean phong, kh\u1ea3 n\u0103ng l\u00fd lu\u1eadn (reasoning) m\u1ea1nh; GPT-4o \u0111a ph\u01b0\u01a1ng th\u1ee9c (gi\u1ecdng n\u00f3i, h\u00ecnh \u1ea3nh).<\/td>\n<\/tr>\n<tr style=\"background: #f7fbff;\">\n<td style=\"padding: 10px; border: 1px solid #0D6EFD; vertical-align: top;\">D\u00f2ng Llama<\/td>\n<td style=\"padding: 10px; border: 1px solid #0D6EFD; vertical-align: top;\">Meta<\/td>\n<td style=\"padding: 10px; border: 1px solid #0D6EFD; vertical-align: top;\">Ngu\u1ed3n M\u1edf<\/td>\n<td style=\"padding: 10px; border: 1px solid #0D6EFD; vertical-align: top;\">Hi\u1ec7u n\u0103ng c\u1ef1c cao (Llama 3); th\u00fac \u0111\u1ea9y c\u1ed9ng \u0111\u1ed3ng; cho ph\u00e9p doanh nghi\u1ec7p t\u1ef1 host.<\/td>\n<\/tr>\n<tr style=\"background: #ffffff;\">\n<td style=\"padding: 10px; border: 1px solid #0D6EFD; vertical-align: top;\">D\u00f2ng Claude<\/td>\n<td style=\"padding: 10px; border: 1px solid #0D6EFD; vertical-align: top;\">Anthropic<\/td>\n<td style=\"padding: 10px; border: 1px solid #0D6EFD; vertical-align: top;\">Ngu\u1ed3n \u0110\u00f3ng<\/td>\n<td style=\"padding: 10px; border: 1px solid #0D6EFD; vertical-align: top;\">T\u1eadp trung v\u00e0o an to\u00e0n (AI Ethics); c\u1eeda s\u1ed5 ng\u1eef c\u1ea3nh r\u1ea5t l\u1edbn; x\u1eed l\u00fd v\u0103n b\u1ea3n d\u00e0i (h\u00e0ng tr\u0103m trang) t\u1ed1t.<\/td>\n<\/tr>\n<tr style=\"background: #f7fbff;\">\n<td style=\"padding: 10px; border: 1px solid #0D6EFD; vertical-align: top;\">D\u00f2ng Gemini<\/td>\n<td style=\"padding: 10px; border: 1px solid #0D6EFD; vertical-align: top;\">Google<\/td>\n<td style=\"padding: 10px; border: 1px solid #0D6EFD; vertical-align: top;\">Ngu\u1ed3n \u0110\u00f3ng<\/td>\n<td style=\"padding: 10px; border: 1px solid #0D6EFD; vertical-align: top;\">&#8220;Native Multimodal&#8221; (x\u00e2y d\u1ef1ng \u0111a ph\u01b0\u01a1ng th\u1ee9c t\u1eeb \u0111\u1ea7u); t\u00edch h\u1ee3p s\u00e2u v\u00e0o h\u1ec7 sinh th\u00e1i Google (Search, Ads, Workspace).<\/td>\n<\/tr>\n<tr style=\"background: #ffffff;\">\n<td style=\"padding: 10px; border: 1px solid #0D6EFD; vertical-align: top;\">D\u00f2ng Mistral<\/td>\n<td style=\"padding: 10px; border: 1px solid #0D6EFD; vertical-align: top;\">Mistral AI<\/td>\n<td style=\"padding: 10px; border: 1px solid #0D6EFD; vertical-align: top;\">Ngu\u1ed3n M\u1edf \/ \u0110\u00f3ng<\/td>\n<td style=\"padding: 10px; border: 1px solid #0D6EFD; vertical-align: top;\">Hi\u1ec7u su\u1ea5t v\u01b0\u1ee3t tr\u1ed9i so v\u1edbi k\u00edch th\u01b0\u1edbc (nh\u1ecf g\u1ecdn); s\u1eed d\u1ee5ng ki\u1ebfn tr\u00fac Mixture of Experts (MoE) hi\u1ec7u qu\u1ea3.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3><span class=\"ez-toc-section\" id=\"Dong-GPT-GPT-4-GPT-4o-cua-OpenAI\"><\/span>D\u00f2ng GPT (GPT-4, GPT-4o) c\u1ee7a OpenAI<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Khi h\u1ea7u h\u1ebft m\u1ecdi ng\u01b0\u1eddi h\u1ecfi <strong>LLM l\u00e0 g\u00ec<\/strong>, h\u1ecd th\u01b0\u1eddng ngh\u0129 \u0111\u1ebfn ChatGPT. GPT (Generative Pre-trained Transformer) l\u00e0 d\u00f2ng m\u00f4 h\u00ecnh c\u1ee7a OpenAI. GPT-4 v\u00e0 phi\u00ean b\u1ea3n m\u1edbi nh\u1ea5t GPT-4o \u0111\u01b0\u1ee3c xem l\u00e0 ti\u00eau chu\u1ea9n v\u00e0ng v\u1ec1 kh\u1ea3 n\u0103ng l\u00fd lu\u1eadn ph\u1ee9c t\u1ea1p, gi\u1ea3i to\u00e1n v\u00e0 vi\u1ebft code.<\/p>\n<p>Ch\u00fang l\u00e0 m\u00f4 h\u00ecnh ngu\u1ed3n \u0111\u00f3ng, ngh\u0129a l\u00e0 b\u1ea1n ch\u1ec9 c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng ch\u00fang qua API (giao di\u1ec7n <a href=\"https:\/\/interdata.vn\/blog\/lap-trinh-la-gi\/\">l\u1eadp tr\u00ecnh<\/a> \u1ee9ng d\u1ee5ng) v\u00e0 tr\u1ea3 ph\u00ed theo dung l\u01b0\u1ee3ng s\u1eed d\u1ee5ng.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Dong-Llama-Llama-2-Llama-3-cua-Meta\"><\/span>D\u00f2ng Llama (Llama 2 &amp; Llama 3) c\u1ee7a Meta<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Meta \u0111\u00e3 t\u1ea1o ra m\u1ed9t c\u00fa h\u00edch l\u1edbn khi ph\u00e1t h\u00e0nh Llama d\u01b0\u1edbi d\u1ea1ng <strong>m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef ngu\u1ed3n m\u1edf<\/strong> (open-source LLM). \u0110\u1eb7c bi\u1ec7t, Llama 3 (ra m\u1eaft 2024) \u0111\u01b0\u1ee3c c\u1ed9ng \u0111\u1ed3ng \u0111\u00e1nh gi\u00e1 c\u00f3 hi\u1ec7u n\u0103ng ngang ng\u1eeda, th\u1eadm ch\u00ed v\u01b0\u1ee3t qua nhi\u1ec1u m\u00f4 h\u00ecnh \u0111\u00f3ng. V<\/p>\n<p>i\u1ec7c Llama l\u00e0 ngu\u1ed3n m\u1edf cho ph\u00e9p c\u00e1c nh\u00e0 ph\u00e1t tri\u1ec3n, nh\u00e0 nghi\u00ean c\u1ee9u v\u00e0 doanh nghi\u1ec7p t\u1ef1 do t\u1ea3i v\u1ec1, t\u00f9y ch\u1ec9nh (fine-tuning) v\u00e0 t\u1ef1 v\u1eadn h\u00e0nh (self-host). \u0110i\u1ec1u n\u00e0y mang l\u1ea1i l\u1ee3i \u00edch l\u1edbn v\u1ec1 b\u1ea3o m\u1eadt (d\u1eef li\u1ec7u kh\u00f4ng r\u1eddi kh\u1ecfi <a href=\"https:\/\/interdata.vn\/blog\/server-la-gi\/\">m\u00e1y ch\u1ee7<\/a>) v\u00e0 chi ph\u00ed.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Dong-Claude-Claude-3-cua-Anthropic\"><\/span>D\u00f2ng Claude (Claude 3) c\u1ee7a Anthropic<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Anthropic \u0111\u01b0\u1ee3c th\u00e0nh l\u1eadp b\u1edfi c\u00e1c c\u1ef1u th\u00e0nh vi\u00ean c\u1ee7a OpenAI, v\u1edbi tr\u1ecdng t\u00e2m l\u00e0 x\u00e2y d\u1ef1ng AI an to\u00e0n v\u00e0 c\u00f3 \u0111\u1ea1o \u0111\u1ee9c. D\u00f2ng Claude 3 (Opus, Sonnet, Haiku) g\u00e2y \u1ea5n t\u01b0\u1ee3ng m\u1ea1nh m\u1ebd v\u1edbi &#8220;c\u1eeda s\u1ed5 ng\u1eef c\u1ea3nh&#8221; (context window) kh\u1ed5ng l\u1ed3.<\/p>\n<p>Trong khi c\u00e1c m\u00f4 h\u00ecnh kh\u00e1c ch\u1ec9 x\u1eed l\u00fd \u0111\u01b0\u1ee3c v\u00e0i ch\u1ee5c trang v\u0103n b\u1ea3n, Claude 3 c\u00f3 th\u1ec3 &#8220;\u0111\u1ecdc&#8221; v\u00e0 ph\u00e2n t\u00edch to\u00e0n b\u1ed9 m\u1ed9t cu\u1ed1n s\u00e1ch ho\u1eb7c m\u1ed9t b\u00e1o c\u00e1o t\u00e0i ch\u00ednh d\u00e0i h\u00e0ng tr\u0103m trang ch\u1ec9 trong m\u1ed9t l\u1ea7n.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Dong-Gemini-Gemini-15-Pro-cua-Google\"><\/span>D\u00f2ng Gemini (Gemini 1.5 Pro) c\u1ee7a Google<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Gemini l\u00e0 n\u1ed7 l\u1ef1c c\u1ee7a Google nh\u1eb1m c\u1ea1nh tranh tr\u1ef1c ti\u1ebfp v\u1edbi GPT-4. \u0110i\u1ec3m m\u1ea1nh c\u1ee7a Gemini l\u00e0 \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng &#8220;\u0111a ph\u01b0\u01a1ng th\u1ee9c t\u1eeb \u0111\u1ea7u&#8221; (native multimodal), ngh\u0129a l\u00e0 m\u00f4 h\u00ecnh c\u00f3 th\u1ec3 hi\u1ec3u v\u00e0 x\u1eed l\u00fd li\u1ec1n m\u1ea1ch v\u0103n b\u1ea3n, h\u00ecnh \u1ea3nh, \u00e2m thanh v\u00e0 video c\u00f9ng l\u00fac. Gemini 1.5 Pro c\u0169ng s\u1edf h\u1eefu c\u1eeda s\u1ed5 ng\u1eef c\u1ea3nh l\u1edbn v\u00e0 \u0111\u01b0\u1ee3c t\u00edch h\u1ee3p s\u00e2u v\u00e0o h\u1ec7 sinh th\u00e1i s\u1ea3n ph\u1ea9m c\u1ee7a Google.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Dong-Mistral-Mixtral-cua-Mistral-AI\"><\/span>D\u00f2ng Mistral &amp; Mixtral c\u1ee7a Mistral AI<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Mistral AI l\u00e0 m\u1ed9t c\u00f4ng ty kh\u1edfi nghi\u1ec7p AI t\u1ea1i Ph\u00e1p, nh\u01b0ng nhanh ch\u00f3ng t\u1ea1o \u0111\u01b0\u1ee3c ti\u1ebfng vang. C\u00e1c m\u00f4 h\u00ecnh ngu\u1ed3n m\u1edf c\u1ee7a h\u1ecd (nh\u01b0 Mistral 7B) n\u1ed5i ti\u1ebfng v\u00ec c\u1ef1c k\u1ef3 hi\u1ec7u qu\u1ea3: nh\u1ecf g\u1ecdn nh\u01b0ng mang l\u1ea1i hi\u1ec7u su\u1ea5t \u0111\u00e1ng kinh ng\u1ea1c.<\/p>\n<p>H\u1ecd c\u0169ng s\u1eed d\u1ee5ng ki\u1ebfn tr\u00fac ti\u00ean ti\u1ebfn l\u00e0 <strong>Mixture of Experts (MoE)<\/strong>, cho ph\u00e9p m\u00f4 h\u00ecnh ch\u1ec9 k\u00edch ho\u1ea1t m\u1ed9t ph\u1ea7n &#8220;b\u1ed9 n\u00e3o&#8221; c\u1ea7n thi\u1ebft cho t\u1eebng t\u00e1c v\u1ee5, gi\u00fap t\u0103ng t\u1ed1c \u0111\u1ed9 v\u00e0 gi\u1ea3m chi ph\u00ed v\u1eadn h\u00e0nh.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Uu-diem-va-nhuoc-diem-cua-LLM-la-gi\"><\/span>\u01afu \u0111i\u1ec3m v\u00e0 nh\u01b0\u1ee3c \u0111i\u1ec3m c\u1ee7a LLM l\u00e0 g\u00ec?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><span class=\"ez-toc-section\" id=\"Uu-diem\"><\/span>\u01afu \u0111i\u1ec3m<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><strong>Hi\u1ec3u v\u00e0 sinh ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean t\u1ed1t:<\/strong><\/p>\n<p>LLM c\u00f3 kh\u1ea3 n\u0103ng hi\u1ec3u ng\u1eef c\u1ea3nh, ng\u1eef ngh\u0129a, c\u1ea5u tr\u00fac v\u00e0 c\u1ea3m x\u00fac trong ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean. Nh\u1edd \u0111\u00f3, m\u00f4 h\u00ecnh c\u00f3 th\u1ec3 t\u1ea1o ra c\u00e2u v\u0103n t\u1ef1 nhi\u00ean, m\u1ea1ch l\u1ea1c, g\u1ea7n gi\u1ed1ng con ng\u01b0\u1eddi \u2014 \u0111\u1eb7c bi\u1ec7t hi\u1ec7u qu\u1ea3 trong c\u00e1c t\u00e1c v\u1ee5 nh\u01b0 vi\u1ebft, t\u00f3m t\u1eaft ho\u1eb7c d\u1ecbch thu\u1eadt.<\/p>\n<p><strong>\u0110a n\u0103ng trong nhi\u1ec1u nhi\u1ec7m v\u1ee5 (Multitask):<\/strong><\/p>\n<p>M\u1ed9t m\u00f4 h\u00ecnh duy nh\u1ea5t c\u00f3 th\u1ec3 th\u1ef1c hi\u1ec7n nhi\u1ec1u nhi\u1ec7m v\u1ee5 kh\u00e1c nhau nh\u01b0 vi\u1ebft n\u1ed9i dung, tr\u1ea3 l\u1eddi c\u00e2u h\u1ecfi, t\u1ea1o m\u00e3 code, t\u00f3m t\u1eaft t\u00e0i li\u1ec7u hay ph\u00e2n t\u00edch d\u1eef li\u1ec7u m\u00e0 kh\u00f4ng c\u1ea7n hu\u1ea5n luy\u1ec7n l\u1ea1i.<\/p>\n<p><strong>Kh\u1ea3 n\u0103ng suy lu\u1eadn v\u00e0 t\u01b0 duy logic m\u1ea1nh:<\/strong><\/p>\n<p>C\u00e1c m\u00f4 h\u00ecnh ti\u00ean ti\u1ebfn nh\u01b0 GPT-4, Claude 3 hay Gemini c\u00f3 th\u1ec3 l\u1eadp lu\u1eadn, so s\u00e1nh, ph\u00e2n t\u00edch logic v\u00e0 \u0111\u01b0a ra k\u1ebft lu\u1eadn c\u00f3 c\u01a1 s\u1edf \u2014 \u0111i\u1ec1u tr\u01b0\u1edbc \u0111\u00e2y ch\u1ec9 kh\u1ea3 thi v\u1edbi m\u00f4 h\u00ecnh AI chuy\u00ean bi\u1ec7t.<\/p>\n<p><strong>T\u1ed1i \u01b0u h\u00f3a quy tr\u00ecnh t\u1ef1 \u0111\u1ed9ng h\u00f3a:<\/strong><\/p>\n<p>LLM gi\u00fap doanh nghi\u1ec7p ti\u1ebft ki\u1ec7m th\u1eddi gian v\u00e0 chi ph\u00ed khi \u0111\u01b0\u1ee3c t\u00edch h\u1ee3p v\u00e0o chatbot, h\u1ec7 th\u1ed1ng h\u1ed7 tr\u1ee3 kh\u00e1ch h\u00e0ng, ho\u1eb7c c\u00e1c quy tr\u00ecnh t\u1ef1 \u0111\u1ed9ng x\u1eed l\u00fd v\u0103n b\u1ea3n, b\u00e1o c\u00e1o.<\/p>\n<p><strong>Kh\u1ea3 n\u0103ng h\u1ecdc chuy\u1ec3n giao (Transfer Learning):<\/strong><\/p>\n<p>LLM c\u00f3 th\u1ec3 \u00e1p d\u1ee5ng ki\u1ebfn th\u1ee9c \u0111\u00e3 h\u1ecdc sang l\u0129nh v\u1ef1c m\u1edbi m\u00e0 kh\u00f4ng c\u1ea7n hu\u1ea5n luy\u1ec7n l\u1ea1i t\u1eeb \u0111\u1ea7u, gi\u00fap t\u0103ng t\u1ed1c \u0111\u1ed9 tri\u1ec3n khai v\u00e0 hi\u1ec7u qu\u1ea3 \u1ee9ng d\u1ee5ng th\u1ef1c t\u1ebf.<\/p>\n<p><strong>H\u1ed7 tr\u1ee3 s\u00e1ng t\u1ea1o n\u1ed9i dung:<\/strong><\/p>\n<p>LLM c\u00f3 th\u1ec3 t\u1ea1o ra c\u00e1c d\u1ea1ng n\u1ed9i dung s\u00e1ng t\u1ea1o nh\u01b0 \u00fd t\u01b0\u1edfng, k\u1ecbch b\u1ea3n, th\u01a1, m\u00e3 l\u1eadp tr\u00ecnh, m\u00f4 t\u1ea3 s\u1ea3n ph\u1ea9m\u2026 ph\u00f9 h\u1ee3p cho marketing, truy\u1ec1n th\u00f4ng, hay s\u00e1ng t\u1ea1o n\u1ed9i dung s\u1ed1.<\/p>\n<p><strong>\u0110\u1ea9y m\u1ea1nh nghi\u00ean c\u1ee9u v\u00e0 ph\u00e1t tri\u1ec3n (R&amp;D):<\/strong><\/p>\n<p>LLM h\u1ed7 tr\u1ee3 c\u00e1c nh\u00e0 khoa h\u1ecdc v\u00e0 k\u1ef9 s\u01b0 trong vi\u1ec7c t\u1ed5ng h\u1ee3p tri th\u1ee9c, t\u00ecm m\u1ed1i li\u00ean h\u1ec7 gi\u1eefa c\u00e1c nghi\u00ean c\u1ee9u, v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u quy m\u00f4 l\u1edbn, \u0111\u1eb7c bi\u1ec7t trong y h\u1ecdc, v\u1eadt l\u00fd v\u00e0 c\u00f4ng ngh\u1ec7.<\/p>\n<figure id=\"attachment_26045\" aria-describedby=\"caption-attachment-26045\" style=\"width: 800px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-26045 size-full\" src=\"https:\/\/interdata.vn\/blog\/wp-content\/uploads\/2025\/03\/Uu-diem-noi-bat-cua-mo-hinh-ngon-ngu-lon-la-gi.jpg\" alt=\"\u01afu \u0111i\u1ec3m n\u1ed5i b\u1eadt c\u1ee7a m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn LLM l\u00e0 g\u00ec?\" width=\"800\" height=\"449\" title=\"\" srcset=\"https:\/\/interdata.vn\/blog\/wp-content\/uploads\/2025\/03\/Uu-diem-noi-bat-cua-mo-hinh-ngon-ngu-lon-la-gi.jpg 800w, https:\/\/interdata.vn\/blog\/wp-content\/uploads\/2025\/03\/Uu-diem-noi-bat-cua-mo-hinh-ngon-ngu-lon-la-gi-300x168.jpg 300w, https:\/\/interdata.vn\/blog\/wp-content\/uploads\/2025\/03\/Uu-diem-noi-bat-cua-mo-hinh-ngon-ngu-lon-la-gi-768x431.jpg 768w, https:\/\/interdata.vn\/blog\/wp-content\/uploads\/2025\/03\/Uu-diem-noi-bat-cua-mo-hinh-ngon-ngu-lon-la-gi-750x421.jpg 750w\" sizes=\"auto, (max-width: 800px) 100vw, 800px\" \/><figcaption id=\"caption-attachment-26045\" class=\"wp-caption-text\">\u01afu \u0111i\u1ec3m n\u1ed5i b\u1eadt c\u1ee7a m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn LLM l\u00e0 g\u00ec?<\/figcaption><\/figure>\n<h3><span class=\"ez-toc-section\" id=\"Nhuoc-diem\"><\/span>Nh\u01b0\u1ee3c \u0111i\u1ec3m<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><strong>Hi\u1ec7n t\u01b0\u1ee3ng \u201c\u1ea3o t\u01b0\u1edfng\u201d (Hallucination):<\/strong><\/p>\n<p>\u0110\u00f4i khi m\u00f4 h\u00ecnh t\u1ea1o ra th\u00f4ng tin sai ho\u1eb7c kh\u00f4ng c\u00f3 th\u1eadt, nh\u01b0ng l\u1ea1i tr\u00ecnh b\u00e0y m\u1ed9t c\u00e1ch t\u1ef1 tin v\u00e0 thuy\u1ebft ph\u1ee5c, d\u1ec5 khi\u1ebfn ng\u01b0\u1eddi d\u00f9ng nh\u1ea7m t\u01b0\u1edfng.<\/p>\n<p><strong>Thi\u1ebfu kh\u1ea3 n\u0103ng c\u1eadp nh\u1eadt th\u1eddi gian th\u1ef1c:<\/strong><\/p>\n<p>N\u1ebfu kh\u00f4ng \u0111\u01b0\u1ee3c k\u1ebft n\u1ed1i v\u1edbi Internet ho\u1eb7c c\u1eadp nh\u1eadt th\u01b0\u1eddng xuy\u00ean, m\u00f4 h\u00ecnh ch\u1ec9 c\u00f3 ki\u1ebfn th\u1ee9c \u0111\u1ebfn th\u1eddi \u0111i\u1ec3m hu\u1ea5n luy\u1ec7n, kh\u00f4ng n\u1eafm b\u1eaft \u0111\u01b0\u1ee3c s\u1ef1 ki\u1ec7n ho\u1eb7c c\u00f4ng ngh\u1ec7 m\u1edbi.<\/p>\n<p><strong>Chi ph\u00ed hu\u1ea5n luy\u1ec7n v\u00e0 v\u1eadn h\u00e0nh cao:<\/strong><\/p>\n<p>LLM y\u00eau c\u1ea7u t\u00e0i nguy\u00ean ph\u1ea7n c\u1ee9ng kh\u1ed5ng l\u1ed3 nh\u01b0 GPU, \u0111i\u1ec7n n\u0103ng v\u00e0 d\u1eef li\u1ec7u. Vi\u1ec7c hu\u1ea5n luy\u1ec7n ho\u1eb7c v\u1eadn h\u00e0nh m\u00f4 h\u00ecnh l\u1edbn l\u00e0 m\u1ed9t th\u00e1ch th\u1ee9c v\u1ec1 chi ph\u00ed.<\/p>\n<p><strong>Hi\u1ec3u ng\u1eef c\u1ea3nh ch\u01b0a th\u1ef1c s\u1ef1 s\u00e2u:<\/strong><\/p>\n<p>D\u00f9 c\u00f3 kh\u1ea3 n\u0103ng ng\u00f4n ng\u1eef m\u1ea1nh, LLM v\u1eabn kh\u00f4ng \u201chi\u1ec3u\u201d th\u1ebf gi\u1edbi nh\u01b0 con ng\u01b0\u1eddi. M\u00f4 h\u00ecnh c\u00f3 th\u1ec3 m\u1eafc l\u1ed7i trong c\u00e1c t\u00ecnh hu\u1ed1ng ph\u1ee9c t\u1ea1p ho\u1eb7c c\u00e2u h\u1ecfi \u0111a t\u1ea7ng \u00fd ngh\u0129a.<\/p>\n<p><strong>\u00a0R\u1ee7i ro v\u1ec1 b\u1ea3o m\u1eadt v\u00e0 \u0111\u1ea1o \u0111\u1ee9c:<\/strong><\/p>\n<p>LLM c\u00f3 th\u1ec3 v\u00f4 t\u00ecnh ti\u1ebft l\u1ed9 d\u1eef li\u1ec7u nh\u1ea1y c\u1ea3m, t\u00e1i t\u1ea1o n\u1ed9i dung c\u00f3 b\u1ea3n quy\u1ec1n ho\u1eb7c t\u1ea1o ra th\u00f4ng tin g\u00e2y h\u1ea1i. Do \u0111\u00f3, vi\u1ec7c ki\u1ec3m so\u00e1t, gi\u00e1m s\u00e1t \u0111\u1ea7u ra l\u00e0 r\u1ea5t c\u1ea7n thi\u1ebft.<\/p>\n<p><strong>Thi\u1ebfu minh b\u1ea1ch (Black-box problem):<\/strong><\/p>\n<p>Kh\u00f3 gi\u1ea3i th\u00edch t\u1ea1i sao m\u00f4 h\u00ecnh \u0111\u01b0a ra m\u1ed9t k\u1ebft qu\u1ea3 c\u1ee5 th\u1ec3, khi\u1ebfn vi\u1ec7c \u0111\u00e1nh gi\u00e1 v\u00e0 ki\u1ec3m ch\u1ee9ng t\u00ednh \u0111\u00fang \u0111\u1eafn c\u1ee7a th\u00f4ng tin tr\u1edf n\u00ean kh\u00f3 kh\u0103n.<\/p>\n<p><strong>Ph\u1ee5 thu\u1ed9c v\u00e0o d\u1eef li\u1ec7u hu\u1ea5n luy\u1ec7n:<\/strong><\/p>\n<p>N\u1ebfu d\u1eef li\u1ec7u \u0111\u1ea7u v\u00e0o ch\u1ee9a l\u1ed7i ho\u1eb7c thi\u00ean ki\u1ebfn, m\u00f4 h\u00ecnh s\u1ebd h\u1ecdc theo v\u00e0 khu\u1ebfch \u0111\u1ea1i sai l\u1ec7ch \u0111\u00f3 trong k\u1ebft qu\u1ea3 \u0111\u1ea7u ra, \u1ea3nh h\u01b0\u1edfng \u0111\u1ebfn t\u00ednh c\u00f4ng b\u1eb1ng v\u00e0 \u0111\u1ed9 tin c\u1eady.<\/p>\n<p>LLM l\u00e0 b\u01b0\u1edbc ti\u1ebfn v\u01b0\u1ee3t b\u1eadc trong l\u0129nh v\u1ef1c tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o, mang l\u1ea1i kh\u1ea3 n\u0103ng giao ti\u1ebfp v\u00e0 x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean g\u1ea7n nh\u01b0 con ng\u01b0\u1eddi. Tuy nhi\u00ean, \u0111\u1ec3 \u1ee9ng d\u1ee5ng hi\u1ec7u qu\u1ea3 v\u00e0 an to\u00e0n, c\u1ea7n c\u00f3 <strong>s\u1ef1 ki\u1ec3m so\u00e1t ch\u1eb7t ch\u1ebd, c\u1eadp nh\u1eadt li\u00ean t\u1ee5c v\u00e0 s\u1eed d\u1ee5ng c\u00f3 tr\u00e1ch nhi\u1ec7m<\/strong> nh\u1eb1m gi\u1ea3m thi\u1ec3u r\u1ee7i ro v\u00e0 t\u1eadn d\u1ee5ng t\u1ed1i \u0111a ti\u1ec1m n\u0103ng m\u00e0 LLM mang l\u1ea1i.<\/p>\n<figure id=\"attachment_26046\" aria-describedby=\"caption-attachment-26046\" style=\"width: 872px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-26046 size-full\" src=\"https:\/\/interdata.vn\/blog\/wp-content\/uploads\/2025\/03\/Thach-thuc-dat-ra-voi-mo-hinh-ngon-ngu-lon-la-gi.webp\" alt=\"Th\u00e1ch th\u1ee9c \u0111\u1eb7t ra v\u1edbi m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn LLM l\u00e0 g\u00ec?\" width=\"872\" height=\"473\" title=\"\" srcset=\"https:\/\/interdata.vn\/blog\/wp-content\/uploads\/2025\/03\/Thach-thuc-dat-ra-voi-mo-hinh-ngon-ngu-lon-la-gi.webp 872w, https:\/\/interdata.vn\/blog\/wp-content\/uploads\/2025\/03\/Thach-thuc-dat-ra-voi-mo-hinh-ngon-ngu-lon-la-gi-300x163.webp 300w, https:\/\/interdata.vn\/blog\/wp-content\/uploads\/2025\/03\/Thach-thuc-dat-ra-voi-mo-hinh-ngon-ngu-lon-la-gi-768x417.webp 768w, https:\/\/interdata.vn\/blog\/wp-content\/uploads\/2025\/03\/Thach-thuc-dat-ra-voi-mo-hinh-ngon-ngu-lon-la-gi-750x407.webp 750w\" sizes=\"auto, (max-width: 872px) 100vw, 872px\" \/><figcaption id=\"caption-attachment-26046\" class=\"wp-caption-text\">Th\u00e1ch th\u1ee9c \u0111\u1eb7t ra v\u1edbi m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn LLM l\u00e0 g\u00ec?<\/figcaption><\/figure>\n<h2><span class=\"ez-toc-section\" id=\"Ung-dung-thuc-te-cua-mo-hinh-LLM\"><\/span><strong>\u1ee8ng d\u1ee5ng th\u1ef1c t\u1ebf c\u1ee7a m\u00f4 h\u00ecnh LLM<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Large Language Models c\u00f3 v\u00f4 s\u1ed1 \u1ee9ng d\u1ee5ng th\u1ef1c t\u1ebf trong nhi\u1ec1u l\u0129nh v\u1ef1c kh\u00e1c nhau:<\/p>\n<ul>\n<li><strong>C\u00f4ng ngh\u1ec7:<\/strong> LLM \u0111\u00f3ng vai tr\u00f2 quan tr\u1ecdng trong nhi\u1ec1u \u1ee9ng d\u1ee5ng, t\u1eeb vi\u1ec7c c\u1ea3i thi\u1ec7n kh\u1ea3 n\u0103ng c\u1ee7a c\u00f4ng c\u1ee5 t\u00ecm ki\u1ebfm \u0111\u1ebfn h\u1ed7 tr\u1ee3 c\u00e1c nh\u00e0 ph\u00e1t tri\u1ec3n (developer) vi\u1ebft code.<\/li>\n<li><strong>Y t\u1ebf v\u00e0 Khoa h\u1ecdc:<\/strong> M\u00f4 h\u00ecnh n\u00e0y c\u00f3 kh\u1ea3 n\u0103ng hi\u1ec3u c\u00e1c y\u1ebfu t\u1ed1 ph\u1ee9c t\u1ea1p nh\u01b0 protein, ph\u00e2n t\u1eed, DNA v\u00e0 RNA. Kh\u1ea3 n\u0103ng n\u00e0y gi\u00fap LLM \u0111\u00f3ng g\u00f3p v\u00e0o vi\u1ec7c ph\u00e1t tri\u1ec3n v\u1eafc-xin, t\u00ecm ki\u1ebfm ph\u01b0\u01a1ng ph\u00e1p \u0111i\u1ec1u tr\u1ecb v\u00e0 c\u1ea3i thi\u1ec7n c\u00e1c gi\u1ea3i ph\u00e1p ch\u0103m s\u00f3c s\u1ee9c kh\u1ecfe d\u1ef1 ph\u00f2ng. Ngo\u00e0i ra, ch\u00fang c\u00f2n c\u00f3 th\u1ec3 ho\u1ea1t \u0111\u1ed9ng nh\u01b0 chatbot y t\u1ebf, h\u1ed7 tr\u1ee3 c\u00e1c nhi\u1ec7m v\u1ee5 nh\u01b0 ti\u1ebfp nh\u1eadn b\u1ec7nh nh\u00e2n v\u00e0 \u0111\u01b0a ra ch\u1ea9n \u0111o\u00e1n ban \u0111\u1ea7u.<\/li>\n<li><strong>D\u1ecbch v\u1ee5 Kh\u00e1ch h\u00e0ng:<\/strong> Trong nhi\u1ec1u ng\u00e0nh c\u00f4ng nghi\u1ec7p, LLM \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng trong d\u1ecbch v\u1ee5 kh\u00e1ch h\u00e0ng, bao g\u1ed3m vi\u1ec7c tri\u1ec3n khai chatbot v\u00e0 AI \u0111\u00e0m tho\u1ea1i (conversational AI).<\/li>\n<li><strong>Marketing:<\/strong> C\u00e1c nh\u00f3m Marketing \u1ee9ng d\u1ee5ng LLM cho c\u00e1c nhi\u1ec7m v\u1ee5 nh\u01b0 ph\u00e2n t\u00edch c\u1ea3m x\u00fac c\u1ee7a kh\u00e1ch h\u00e0ng, x\u00e2y d\u1ef1ng \u00fd t\u01b0\u1edfng cho chi\u1ebfn d\u1ecbch, v\u00e0 t\u1ea1o n\u1ed9i dung qu\u1ea3ng c\u00e1o s\u1ea3n ph\u1ea9m.<\/li>\n<li><strong>Ph\u00e1p l\u00fd:<\/strong> LLM r\u1ea5t h\u1eefu \u00edch cho c\u00e1c t\u00e1c v\u1ee5 t\u1eeb s\u00e0ng l\u1ecdc l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u v\u0103n b\u1ea3n \u0111\u1ebfn so\u1ea1n th\u1ea3o c\u00e1c v\u0103n b\u1ea3n ph\u00e1p l\u00fd, h\u1ed7 tr\u1ee3 \u0111\u00e1ng k\u1ec3 cho lu\u1eadt s\u01b0, tr\u1ee3 l\u00fd lu\u1eadt s\u01b0 v\u00e0 c\u00e1c chuy\u00ean gia ph\u00e1p l\u00fd.<\/li>\n<li><strong>Ng\u00e2n h\u00e0ng:<\/strong> LLM \u0111\u00f3ng vai tr\u00f2 quan tr\u1ecdng trong vi\u1ec7c gi\u00fap c\u00e1c doanh nghi\u1ec7p ph\u00e1t hi\u1ec7n v\u00e0 ng\u0103n ch\u1eb7n c\u00e1c h\u00e0nh vi gian l\u1eadn m\u1ed9t c\u00e1ch k\u1ecbp th\u1eddi.<\/li>\n<\/ul>\n<p>Trong th\u1ef1c t\u1ebf, nhi\u1ec1u doanh nghi\u1ec7p hi\u1ec7n nay \u0111\u00e3 chuy\u1ec3n t\u1eeb vi\u1ec7c \u0111\u1ea7u t\u01b0 tr\u1ef1c ti\u1ebfp v\u00e0o ph\u1ea7n c\u1ee9ng \u0111\u1ec3 hu\u1ea5n luy\u1ec7n LLM sang s\u1eed d\u1ee5ng h\u1ea1 t\u1ea7ng \u0111\u00e1m m\u00e2y. \u0110\u00e2y \u0111\u01b0\u1ee3c coi l\u00e0 m\u1ed9t chi\u1ebfn l\u01b0\u1ee3c th\u00f4ng minh v\u00e0 hi\u1ec7u qu\u1ea3 v\u00ec nh\u1eefng l\u00fd do sau:<\/p>\n<ul>\n<li><strong>Ti\u1ebft ki\u1ec7m chi ph\u00ed:<\/strong> Doanh nghi\u1ec7p kh\u00f4ng c\u1ea7n \u0111\u1ea7u t\u01b0 v\u00e0o vi\u1ec7c duy tr\u00ec c\u00e1c GPU m\u00e0 ch\u1ec9 c\u1ea7n tr\u1ea3 ti\u1ec1n cho nh\u1eefng t\u00e0i nguy\u00ean th\u1ef1c s\u1ef1 s\u1eed d\u1ee5ng theo m\u00f4 h\u00ecnh &#8220;Pay as you go&#8221; (tr\u1ea3 theo m\u1ee9c s\u1eed d\u1ee5ng) c\u1ee7a h\u1ea1 t\u1ea7ng \u0111\u00e1m m\u00e2y.<\/li>\n<li><strong>Linh ho\u1ea1t:<\/strong> H\u1ea1 t\u1ea7ng \u0111\u00e1m m\u00e2y cho ph\u00e9p doanh nghi\u1ec7p d\u1ec5 d\u00e0ng m\u1edf r\u1ed9ng ho\u1eb7c thu h\u1eb9p quy m\u00f4 s\u1eed d\u1ee5ng t\u00e0i nguy\u00ean \u0111i\u1ec7n to\u00e1n. \u0110i\u1ec1u n\u00e0y \u0111\u1eb7c bi\u1ec7t quan tr\u1ecdng trong qu\u00e1 tr\u00ecnh ph\u00e1t tri\u1ec3n v\u00e0 th\u1eed nghi\u1ec7m c\u00e1c m\u00f4 h\u00ecnh LLM.<\/li>\n<li><strong>H\u1ed7 tr\u1ee3 t\u1eeb nh\u00e0 cung c\u1ea5p:<\/strong> C\u00e1c nh\u00e0 cung c\u1ea5p \u0111\u00e1m m\u00e2y cung c\u1ea5p d\u1ecbch v\u1ee5 to\u00e0n di\u1ec7n, t\u1eeb t\u00e0i nguy\u00ean \u0111\u1ebfn b\u1ea3o tr\u00ec v\u00e0 h\u1ed7 tr\u1ee3 k\u1ef9 thu\u1eadt. \u0110i\u1ec1u n\u00e0y gi\u00fap doanh nghi\u1ec7p t\u1eadp trung v\u00e0o vi\u1ec7c ph\u00e1t tri\u1ec3n m\u00f4 h\u00ecnh m\u00e0 kh\u00f4ng c\u1ea7n lo l\u1eafng v\u1ec1 c\u00e1c v\u1ea5n \u0111\u1ec1 k\u1ef9 thu\u1eadt hay b\u1ea3o tr\u00ec ph\u1ea7n c\u1ee9ng.<\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"Bao-mat-Dao-duc-va-Rui-ro-khi-su-dung-LLM\"><\/span>B\u1ea3o m\u1eadt, \u0110\u1ea1o \u0111\u1ee9c v\u00e0 R\u1ee7i ro khi s\u1eed d\u1ee5ng LLM<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Vi\u1ec7c tri\u1ec3n khai LLM, \u0111\u1eb7c bi\u1ec7t l\u00e0 trong doanh nghi\u1ec7p, \u0111\u1eb7t ra nhi\u1ec1u c\u00e2u h\u1ecfi nghi\u00eam tr\u1ecdng v\u1ec1 an to\u00e0n v\u00e0 \u0111\u1ea1o \u0111\u1ee9c.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Rui-ro-ve-du-lieu-va-Quyen-rieng-tu-Data-Privacy\"><\/span>R\u1ee7i ro v\u1ec1 d\u1eef li\u1ec7u v\u00e0 Quy\u1ec1n ri\u00eang t\u01b0 (Data Privacy)<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Khi nh\u00e2n vi\u00ean c\u1ee7a b\u1ea1n s\u1eed d\u1ee5ng API c\u1ee7a b\u00ean th\u1ee9 ba (nh\u01b0 ChatGPT, Claude), h\u1ecd \u0111ang g\u1eedi d\u1eef li\u1ec7u l\u00ean m\u00e1y ch\u1ee7 c\u1ee7a c\u00f4ng ty \u0111\u00f3. C\u00e2u h\u1ecfi \u0111\u1eb7t ra l\u00e0:<\/p>\n<ul>\n<li>D\u1eef li\u1ec7u nh\u1ea1y c\u1ea3m c\u1ee7a c\u00f4ng ty (chi\u1ebfn l\u01b0\u1ee3c kinh doanh, m\u00e3 ngu\u1ed3n, th\u00f4ng tin kh\u00e1ch h\u00e0ng) c\u00f3 b\u1ecb s\u1eed d\u1ee5ng \u0111\u1ec3 hu\u1ea5n luy\u1ec7n c\u00e1c m\u00f4 h\u00ecnh t\u01b0\u01a1ng lai kh\u00f4ng?<\/li>\n<li>Li\u1ec7u d\u1eef li\u1ec7u \u0111\u00f3 c\u00f3 nguy c\u01a1 b\u1ecb r\u00f2 r\u1ec9 kh\u00f4ng?<\/li>\n<\/ul>\n<p>\u0110\u00e2y l\u00e0 l\u00fd do ch\u00ednh khi\u1ebfn nhi\u1ec1u t\u1eadp \u0111o\u00e0n l\u1edbn c\u1ea5m nh\u00e2n vi\u00ean s\u1eed d\u1ee5ng c\u00e1c c\u00f4ng c\u1ee5 AI c\u00f4ng c\u1ed9ng v\u00e0 t\u00ecm \u0111\u1ebfn c\u00e1c gi\u1ea3i ph\u00e1p <strong>b\u1ea3o m\u1eadt LLM<\/strong> nh\u01b0 t\u1ef1 host (self-host) c\u00e1c m\u00f4 h\u00ecnh ngu\u1ed3n m\u1edf.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E2%80%9CAo-giac%E2%80%9D-Hallucination-Thong-tin-sai-lech\"><\/span>&#8220;\u1ea2o gi\u00e1c&#8221; (Hallucination) &amp; Th\u00f4ng tin sai l\u1ec7ch<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Nh\u01b0 \u0111\u00e3 \u0111\u1ec1 c\u1eadp, <strong>hallucination<\/strong> l\u00e0 m\u1ed9t r\u1ee7i ro l\u1edbn. N\u1ebfu m\u1ed9t chatbot y t\u1ebf d\u1ef1a tr\u00ean LLM \u0111\u01b0a ra l\u1eddi khuy\u00ean sai v\u1ec1 li\u1ec1u l\u01b0\u1ee3ng thu\u1ed1c, ho\u1eb7c m\u1ed9t tr\u1ee3 l\u00fd t\u00e0i ch\u00ednh b\u1ecba ra m\u1ed9t m\u00e3 c\u1ed5 phi\u1ebfu, h\u1eadu qu\u1ea3 c\u00f3 th\u1ec3 r\u1ea5t nghi\u00eam tr\u1ecdng. Vi\u1ec7c ki\u1ec3m ch\u1ee9ng th\u00f4ng tin (fact-check) do LLM t\u1ea1o ra l\u00e0 b\u1eaft bu\u1ed9c.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Trach-nhiem-va-Dao-duc-AI-AI-Ethics-Copyright\"><\/span>Tr\u00e1ch nhi\u1ec7m v\u00e0 \u0110\u1ea1o \u0111\u1ee9c AI (AI Ethics &amp; Copyright)<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>V\u1ea5n \u0111\u1ec1 <strong>\u0111\u1ea1o \u0111\u1ee9c AI<\/strong> r\u1ea5t ph\u1ee9c t\u1ea1p:<\/p>\n<ul>\n<li><strong>Tr\u00e1ch nhi\u1ec7m:<\/strong> Khi LLM g\u00e2y ra l\u1ed7i, ai s\u1ebd ch\u1ecbu tr\u00e1ch nhi\u1ec7m? Ng\u01b0\u1eddi d\u00f9ng, c\u00f4ng ty ph\u00e1t tri\u1ec3n m\u00f4 h\u00ecnh, hay c\u00f4ng ty tri\u1ec3n khai \u1ee9ng d\u1ee5ng?<\/li>\n<li><strong>B\u1ea3n quy\u1ec1n (Copyright):<\/strong> LLM \u0111\u01b0\u1ee3c hu\u1ea5n luy\u1ec7n tr\u00ean d\u1eef li\u1ec7u (b\u00e0i b\u00e1o, h\u00ecnh \u1ea3nh, code) c\u00f3 b\u1ea3n quy\u1ec1n. V\u1eady n\u1ed9i dung do LLM t\u1ea1o ra c\u00f3 vi ph\u1ea1m b\u1ea3n quy\u1ec1n kh\u00f4ng? Ai l\u00e0 ch\u1ee7 s\u1edf h\u1eefu c\u1ee7a n\u1ed9i dung \u0111\u00f3?<\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"Cau-hoi-thuong-gap-ve-LLM-FAQs\"><\/span>C\u00e2u h\u1ecfi th\u01b0\u1eddng g\u1eb7p v\u1ec1 LLM (FAQs)<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Ph\u1ea7n n\u00e0y s\u1ebd tr\u1ea3 l\u1eddi tr\u1ef1c ti\u1ebfp c\u00e1c c\u00e2u h\u1ecfi ph\u1ed5 bi\u1ebfn nh\u1ea5t khi t\u00ecm hi\u1ec3u v\u1ec1 M\u00f4 h\u00ecnh Ng\u00f4n ng\u1eef L\u1edbn.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"LLM-khac-gi-AI-va-Machine-Learning\"><\/span>LLM kh\u00e1c g\u00ec AI v\u00e0 Machine Learning?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>C\u00e2u tr\u1ea3 l\u1eddi \u0111\u01b0\u1ee3c tr\u00ecnh b\u00e0y nh\u01b0 sau:<\/p>\n<ul>\n<li><strong>AI (Tr\u00ed tu\u1ec7 Nh\u00e2n t\u1ea1o):<\/strong> L\u00e0 kh\u00e1i ni\u1ec7m l\u1edbn nh\u1ea5t, bao tr\u00f9m nh\u1ea5t. AI l\u00e0 b\u1ea5t k\u1ef3 h\u1ec7 th\u1ed1ng n\u00e0o m\u00f4 ph\u1ecfng tr\u00ed th\u00f4ng minh c\u1ee7a con ng\u01b0\u1eddi (v\u00ed d\u1ee5: robot h\u00fat b\u1ee5i, h\u1ec7 th\u1ed1ng nh\u1eadn di\u1ec7n khu\u00f4n m\u1eb7t).<\/li>\n<li><strong><a href=\"https:\/\/interdata.vn\/blog\/machine-learning-la-gi\/\">Machine Learning<\/a> (H\u1ecdc m\u00e1y):<\/strong> L\u00e0 m\u1ed9t <em>ph\u01b0\u01a1ng ph\u00e1p<\/em> \u0111\u1ec3 t\u1ea1o ra AI. Thay v\u00ec l\u1eadp tr\u00ecnh r\u00f5 r\u00e0ng, ch\u00fang ta &#8220;d\u1ea1y&#8221; m\u00e1y t\u00ednh t\u1ef1 h\u1ecdc t\u1eeb d\u1eef li\u1ec7u.<\/li>\n<li><strong>LLM (M\u00f4 h\u00ecnh Ng\u00f4n ng\u1eef L\u1edbn):<\/strong> L\u00e0 m\u1ed9t <em>lo\u1ea1i<\/em> Machine Learning (c\u1ee5 th\u1ec3 l\u00e0 Deep Learning &#8211; H\u1ecdc s\u00e2u) \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf chuy\u00ean bi\u1ec7t \u0111\u1ec3 x\u1eed l\u00fd ng\u00f4n ng\u1eef.<\/li>\n<\/ul>\n<p>V\u00ec v\u1eady, LLM l\u00e0 m\u1ed9t ph\u1ea7n c\u1ee7a Machine Learning, v\u00e0 Machine Learning l\u00e0 m\u1ed9t ph\u1ea7n c\u1ee7a AI.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"LLM-va-GPT-khac-gi-nhau\"><\/span>LLM v\u00e0 GPT kh\u00e1c g\u00ec nhau?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>C\u00e2u tr\u1ea3 l\u1eddi tr\u1ef1c ti\u1ebfp l\u00e0:<\/p>\n<ul>\n<li><strong>LLM<\/strong> l\u00e0 t\u00ean g\u1ecdi chung c\u1ee7a <em>c\u00f4ng ngh\u1ec7<\/em> (gi\u1ed1ng nh\u01b0 b\u1ea1n g\u1ecdi &#8220;Smartphone&#8221; &#8211; \u0111i\u1ec7n tho\u1ea1i th\u00f4ng minh).<\/li>\n<li><strong>GPT<\/strong> (Generative Pre-trained Transformer) l\u00e0 t\u00ean c\u1ee7a m\u1ed9t <em>d\u00f2ng s\u1ea3n ph\u1ea9m\/ki\u1ebfn tr\u00fac<\/em> c\u1ee5 th\u1ec3 (gi\u1ed1ng nh\u01b0 b\u1ea1n g\u1ecdi &#8220;iPhone&#8221;).<\/li>\n<\/ul>\n<p>GPT l\u00e0 m\u1ed9t lo\u1ea1i LLM, nh\u01b0ng kh\u00f4ng ph\u1ea3i m\u1ecdi LLM \u0111\u1ec1u l\u00e0 GPT (v\u00ed d\u1ee5: Llama, Claude kh\u00f4ng ph\u1ea3i GPT).<\/p>\n<h3><span class=\"ez-toc-section\" id=\"LLM-khac-gi-so-voi-mo-hinh-ngon-ngu-truyen-thong\"><\/span>LLM kh\u00e1c g\u00ec so v\u1edbi m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef truy\u1ec1n th\u1ed1ng?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>C\u00e1c m\u00f4 h\u00ecnh truy\u1ec1n th\u1ed1ng (nh\u01b0 RNN, LSTM) x\u1eed l\u00fd v\u0103n b\u1ea3n m\u1ed9t c\u00e1ch tu\u1ea7n t\u1ef1 (t\u1eebng t\u1eeb m\u1ed9t). \u0110i\u1ec1u n\u00e0y khi\u1ebfn ch\u00fang ch\u1eadm v\u00e0 kh\u00f3 ghi nh\u1edb c\u00e1c ng\u1eef c\u1ea3nh \u1edf qu\u00e1 xa.<\/p>\n<p>LLM hi\u1ec7n \u0111\u1ea1i (d\u1ef1a tr\u00ean Transformer) x\u1eed l\u00fd v\u0103n b\u1ea3n song song (nh\u00ecn to\u00e0n b\u1ed9 c\u00e2u c\u00f9ng l\u00fac) v\u00e0 c\u00f3 quy m\u00f4 l\u1edbn h\u01a1n h\u00e0ng tri\u1ec7u l\u1ea7n. \u0110i\u1ec1u n\u00e0y gi\u00fap ch\u00fang hi\u1ec3u ng\u1eef c\u1ea3nh ph\u1ee9c t\u1ea1p v\u00e0 c\u00e1c m\u1ed1i li\u00ean h\u1ec7 tinh vi m\u00e0 m\u00f4 h\u00ecnh truy\u1ec1n th\u1ed1ng b\u1ecf l\u1ee1.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"LLM-co-thay-the-con-nguoi-lap-trinh-vien-content-writer-khong\"><\/span>LLM c\u00f3 thay th\u1ebf con ng\u01b0\u1eddi (l\u1eadp tr\u00ecnh vi\u00ean, content writer) kh\u00f4ng?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0110\u00e2y l\u00e0 m\u1ed9t n\u1ed7i lo th\u1ef1c t\u1ebf. C\u00e2u tr\u1ea3 l\u1eddi l\u00e0: LLM s\u1ebd <strong>thay \u0111\u1ed5i c\u00e1ch l\u00e0m vi\u1ec7c<\/strong> ch\u1ee9 kh\u00f4ng (ch\u01b0a) thay th\u1ebf ho\u00e0n to\u00e0n con ng\u01b0\u1eddi.<\/p>\n<p>N\u00f3 s\u1ebd tr\u1edf th\u00e0nh m\u1ed9t &#8220;tr\u1ee3 l\u00fd&#8221; (Copilot) c\u1ef1c k\u1ef3 m\u1ea1nh m\u1ebd. Content writer s\u1ebd chuy\u1ec3n t\u1eeb &#8220;vi\u1ebft&#8221; sang &#8220;bi\u00ean t\u1eadp, l\u00ean chi\u1ebfn l\u01b0\u1ee3c, v\u00e0 ki\u1ec3m ch\u1ee9ng th\u00f4ng tin&#8221;. L\u1eadp tr\u00ecnh vi\u00ean s\u1ebd d\u00e0nh \u00edt th\u1eddi gian h\u01a1n cho vi\u1ec7c g\u00f5 code c\u01a1 b\u1ea3n v\u00e0 nhi\u1ec1u th\u1eddi gian h\u01a1n cho vi\u1ec7c thi\u1ebft k\u1ebf ki\u1ebfn tr\u00fac h\u1ec7 th\u1ed1ng ph\u1ee9c t\u1ea1p. Nh\u1eefng ai bi\u1ebft s\u1eedS d\u1ee5ng LLM l\u00e0m \u0111\u00f2n b\u1ea9y s\u1ebd c\u00f3 n\u0103ng su\u1ea5t v\u01b0\u1ee3t tr\u1ed9i.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Nen-dung-LLM-ma-nguon-mo-Llama-3-hay-API-tra-phi-GPT-4\"><\/span>N\u00ean d\u00f9ng LLM m\u00e3 ngu\u1ed3n m\u1edf (Llama 3) hay API tr\u1ea3 ph\u00ed (GPT-4)?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Vi\u1ec7c l\u1ef1a ch\u1ecdn ph\u1ee5 thu\u1ed9c v\u00e0o nhu c\u1ea7u, ng\u00e2n s\u00e1ch v\u00e0 y\u00eau c\u1ea7u b\u1ea3o m\u1eadt c\u1ee7a doanh nghi\u1ec7p:<\/p>\n<ul>\n<li><strong>D\u00f9ng API tr\u1ea3 ph\u00ed (GPT-4, Claude 3):<\/strong>\n<ul>\n<li><em>\u01afu \u0111i\u1ec3m:<\/em> M\u1ea1nh m\u1ebd nh\u1ea5t, d\u1ec5 d\u00e0ng t\u00edch h\u1ee3p, kh\u00f4ng c\u1ea7n lo v\u1ec1 h\u1ea1 t\u1ea7ng (GPU).<\/li>\n<li><em>Nh\u01b0\u1ee3c \u0111i\u1ec3m:<\/em> T\u1ed1n k\u00e9m khi s\u1eed d\u1ee5ng \u1edf quy m\u00f4 l\u1edbn, ph\u1ee5 thu\u1ed9c v\u00e0o nh\u00e0 cung c\u1ea5p, r\u1ee7i ro b\u1ea3o m\u1eadt d\u1eef li\u1ec7u.<\/li>\n<\/ul>\n<\/li>\n<li><strong>D\u00f9ng Ngu\u1ed3n m\u1edf (Llama 3, Mistral):<\/strong>\n<ul>\n<li><em>\u01afu \u0111i\u1ec3m:<\/em> Mi\u1ec5n ph\u00ed (b\u1ea3n th\u00e2n m\u00f4 h\u00ecnh), linh ho\u1ea1t t\u00f9y ch\u1ec9nh (fine-tuning), to\u00e0n quy\u1ec1n ki\u1ec3m so\u00e1t d\u1eef li\u1ec7u (t\u1ef1 host), b\u1ea3o m\u1eadt cao.<\/li>\n<li><em>Nh\u01b0\u1ee3c \u0111i\u1ec3m:<\/em> Y\u00eau c\u1ea7u ki\u1ebfn th\u1ee9c k\u1ef9 thu\u1eadt \u0111\u1ec3 v\u1eadn h\u00e0nh v\u00e0 h\u1ea1 t\u1ea7ng GPU \u0111\u1eaft \u0111\u1ecf.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"Chi-phi-trien-khai-LLM-la-bao-nhieu\"><\/span>Chi ph\u00ed tri\u1ec3n khai LLM l\u00e0 bao nhi\u00eau?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Kh\u00f4ng c\u00f3 con s\u1ed1 c\u1ed1 \u0111\u1ecbnh. <strong>Chi ph\u00ed tri\u1ec3n khai LLM<\/strong> ph\u1ee5 thu\u1ed9c v\u00e0o c\u00e1ch b\u1ea1n ch\u1ecdn:<\/p>\n<ol>\n<li><strong>Chi ph\u00ed API (Opex):<\/strong> B\u1ea1n tr\u1ea3 theo s\u1ed1 l\u01b0\u1ee3ng token (t\u1eeb\/k\u00fd t\u1ef1) b\u1ea1n g\u1eedi v\u00e0 nh\u1eadn. \u0110\u00e2y l\u00e0 chi ph\u00ed v\u1eadn h\u00e0nh h\u00e0ng th\u00e1ng, d\u1ec5 d\u1ef1 \u0111o\u00e1n cho quy m\u00f4 nh\u1ecf.<\/li>\n<li><strong>Chi ph\u00ed T\u1ef1 Host (Capex + Opex):<\/strong> B\u1ea1n ph\u1ea3i \u0111\u1ea7u t\u01b0 ban \u0111\u1ea7u (Capex) cho m\u00e1y ch\u1ee7 GPU (r\u1ea5t \u0111\u1eaft \u0111\u1ecf) v\u00e0 chi ph\u00ed v\u1eadn h\u00e0nh (Opex) cho nh\u00e2n s\u1ef1 AI\/ML, ti\u1ec1n \u0111i\u1ec7n. C\u00e1ch n\u00e0y t\u1ed1n k\u00e9m ban \u0111\u1ea7u nh\u01b0ng c\u00f3 th\u1ec3 r\u1ebb h\u01a1n API n\u1ebfu s\u1eed d\u1ee5ng \u1edf quy m\u00f4 c\u1ef1c l\u1edbn v\u00e0 \u0111\u1ea3m b\u1ea3o b\u1ea3o m\u1eadt tuy\u1ec7t \u0111\u1ed1i.<\/li>\n<\/ol>\n<p>Vi\u1ec7c hi\u1ec3u r\u00f5 <strong>LLM l\u00e0 g\u00ec<\/strong> kh\u00f4ng c\u00f2n l\u00e0 m\u1ed9t l\u1ef1a ch\u1ecdn, m\u00e0 l\u00e0 m\u1ed9t y\u00eau c\u1ea7u c\u1ea5p thi\u1ebft \u0111\u1ec3 b\u1eaft k\u1ecbp v\u1edbi s\u1ef1 thay \u0111\u1ed5i c\u1ee7a c\u00f4ng ngh\u1ec7. Hy v\u1ecdng b\u00e0i vi\u1ebft n\u00e0y c\u1ee7a InterData \u0111\u00e3 cung c\u1ea5p cho b\u1ea1n c\u00e1i nh\u00ecn to\u00e0n di\u1ec7n v\u1ec1 c\u00f4ng ngh\u1ec7 \u0111\u1ed9t ph\u00e1 n\u00e0y.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Trong k\u1ef7 nguy\u00ean tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) b\u00f9ng n\u1ed5, c\u1ee5m t\u1eeb LLM \u2013 Large Language Models (M\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn) \u0111ang tr\u1edf th\u00e0nh t\u00e2m \u0111i\u1ec3m c\u1ee7a ng\u00e0nh c\u00f4ng ngh\u1ec7. T\u1eeb ChatGPT, Gemini \u0111\u1ebfn Claude hay LLaMA, t\u1ea5t c\u1ea3 \u0111\u1ec1u d\u1ef1a tr\u00ean n\u1ec1n t\u1ea3ng LLM. C\u00f9ng InterData t\u00ecm hi\u1ec3u LLM l\u00e0 g\u00ec, ho\u1ea1t \u0111\u1ed9ng<\/p>\n","protected":false},"author":11,"featured_media":26047,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[108],"tags":[123],"class_list":["post-26035","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","tag-llm"],"_links":{"self":[{"href":"https:\/\/interdata.vn\/blog\/wp-json\/wp\/v2\/posts\/26035","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/interdata.vn\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/interdata.vn\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/interdata.vn\/blog\/wp-json\/wp\/v2\/users\/11"}],"replies":[{"embeddable":true,"href":"https:\/\/interdata.vn\/blog\/wp-json\/wp\/v2\/comments?post=26035"}],"version-history":[{"count":5,"href":"https:\/\/interdata.vn\/blog\/wp-json\/wp\/v2\/posts\/26035\/revisions"}],"predecessor-version":[{"id":35167,"href":"https:\/\/interdata.vn\/blog\/wp-json\/wp\/v2\/posts\/26035\/revisions\/35167"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/interdata.vn\/blog\/wp-json\/wp\/v2\/media\/26047"}],"wp:attachment":[{"href":"https:\/\/interdata.vn\/blog\/wp-json\/wp\/v2\/media?parent=26035"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/interdata.vn\/blog\/wp-json\/wp\/v2\/categories?post=26035"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/interdata.vn\/blog\/wp-json\/wp\/v2\/tags?post=26035"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}