{"id":277771,"date":"2025-06-02T19:28:22","date_gmt":"2025-06-02T12:28:22","guid":{"rendered":"https:\/\/divineshop.vn\/tin-tuc\/?p=277771"},"modified":"2025-06-02T19:28:23","modified_gmt":"2025-06-02T12:28:23","slug":"vision-language-model-canh-cua-dua-ai-vao-the-gioi-thi-giac-va-ngon-ngu","status":"publish","type":"post","link":"https:\/\/divineshop.vn\/tin-tuc\/vision-language-model-canh-cua-dua-ai-vao-the-gioi-thi-giac-va-ngon-ngu\/","title":{"rendered":"Vision Language Model: C\u00e1nh c\u1eeda \u0111\u01b0a AI v\u00e0o th\u1ebf gi\u1edbi th\u1ecb gi\u00e1c v\u00e0 ng\u00f4n ng\u1eef"},"content":{"rendered":"\n<p><strong>Vision Language Model (VLM)<\/strong> l\u00e0 b\u01b0\u1edbc ti\u1ebfn \u0111\u1ed9t ph\u00e1 c\u1ee7a tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o, k\u1ebft h\u1ee3p gi\u1eefa X\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean (NLP) v\u00e0 Th\u1ecb gi\u00e1c m\u00e1y t\u00ednh (Computer Vision). Trong nh\u1eefng n\u0103m g\u1ea7n \u0111\u00e2y, hai l\u0129nh v\u1ef1c n\u00e0y \u0111\u00e3 ph\u00e1t tri\u1ec3n m\u1ea1nh m\u1ebd, gi\u00fap m\u00e1y m\u00f3c kh\u00f4ng ch\u1ec9 \u201c\u0111\u1ecdc hi\u1ec3u\u201d v\u0103n b\u1ea3n m\u00e0 c\u00f2n \u201cnh\u00ecn th\u1ea5y\u201d v\u00e0 ph\u00e2n t\u00edch h\u00ecnh \u1ea3nh. S\u1ef1 k\u1ebft h\u1ee3p \u0111\u00f3 ch\u00ednh l\u00e0 n\u1ec1n t\u1ea3ng t\u1ea1o ra c\u00e1c m\u00f4 h\u00ecnh VLM \u2013 cho ph\u00e9p AI x\u1eed l\u00fd \u0111\u1ed3ng th\u1eddi d\u1eef li\u1ec7u h\u00ecnh \u1ea3nh v\u00e0 ng\u00f4n ng\u1eef m\u1ed9t c\u00e1ch hi\u1ec7u qu\u1ea3 v\u00e0 t\u1ef1 nhi\u00ean.<\/p>\n\n\n\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_17 counter-hierarchy counter-decimal ez-toc-grey\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\">M\u1ee5c l\u1ee5c<\/p>\n<span class=\"ez-toc-title-toggle\"><a class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" style=\"display: none;\"><i class=\"ez-toc-glyphicon ez-toc-icon-toggle\"><\/i><\/a><\/span><\/div>\n<nav><ul class=\"ez-toc-list ez-toc-list-level-1\"><li class=\"ez-toc-page-1 ez-toc-heading-level-2\"><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/divineshop.vn\/tin-tuc\/vision-language-model-canh-cua-dua-ai-vao-the-gioi-thi-giac-va-ngon-ngu\/#Vision_Language_Model_la_gi\" title=\"Vision Language Model l\u00e0 g\u00ec?\">Vision Language Model 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:\/\/divineshop.vn\/tin-tuc\/vision-language-model-canh-cua-dua-ai-vao-the-gioi-thi-giac-va-ngon-ngu\/#Vi_sao_VLM_quan_trong\" title=\"V\u00ec sao VLM quan tr\u1ecdng?\">V\u00ec sao VLM quan tr\u1ecdng?<\/a><\/li><li class=\"ez-toc-page-1 ez-toc-heading-level-2\"><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/divineshop.vn\/tin-tuc\/vision-language-model-canh-cua-dua-ai-vao-the-gioi-thi-giac-va-ngon-ngu\/#VLM_hoat_dong_nhu_the_nao\" title=\"VLM ho\u1ea1t \u0111\u1ed9ng nh\u01b0 th\u1ebf n\u00e0o?\">VLM 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-4\" href=\"https:\/\/divineshop.vn\/tin-tuc\/vision-language-model-canh-cua-dua-ai-vao-the-gioi-thi-giac-va-ngon-ngu\/#Quy_trinh_huan_luyen_Vision_Language_Models\" title=\"Quy tr\u00ecnh hu\u1ea5n luy\u1ec7n Vision Language Models\">Quy tr\u00ecnh hu\u1ea5n luy\u1ec7n Vision Language Models<\/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:\/\/divineshop.vn\/tin-tuc\/vision-language-model-canh-cua-dua-ai-vao-the-gioi-thi-giac-va-ngon-ngu\/#1_Pretraining_Truoc_huan_luyen\" title=\"1. Pretraining (Tr\u01b0\u1edbc hu\u1ea5n luy\u1ec7n)\">1. Pretraining (Tr\u01b0\u1edbc hu\u1ea5n luy\u1ec7n)<\/a><\/li><li class=\"ez-toc-page-1 ez-toc-heading-level-3\"><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/divineshop.vn\/tin-tuc\/vision-language-model-canh-cua-dua-ai-vao-the-gioi-thi-giac-va-ngon-ngu\/#2_Supervised_Fine-Tuning_Tinh_chinh_co_giam_sat\" title=\"2. Supervised Fine-Tuning (Tinh ch\u1ec9nh c\u00f3 gi\u00e1m s\u00e1t)\">2. Supervised Fine-Tuning (Tinh ch\u1ec9nh c\u00f3 gi\u00e1m s\u00e1t)<\/a><\/li><li class=\"ez-toc-page-1 ez-toc-heading-level-3\"><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/divineshop.vn\/tin-tuc\/vision-language-model-canh-cua-dua-ai-vao-the-gioi-thi-giac-va-ngon-ngu\/#3_PEFT_Parameter_Efficient_Fine-Tuning\" title=\"3. PEFT (Parameter Efficient Fine-Tuning)\">3. PEFT (Parameter Efficient Fine-Tuning)<\/a><\/li><\/ul><\/li><li class=\"ez-toc-page-1 ez-toc-heading-level-2\"><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/divineshop.vn\/tin-tuc\/vision-language-model-canh-cua-dua-ai-vao-the-gioi-thi-giac-va-ngon-ngu\/#Ung_dung_noi_bat_cua_Vision_Language_Model\" title=\"\u1ee8ng d\u1ee5ng n\u1ed5i b\u1eadt c\u1ee7a Vision Language Model\">\u1ee8ng d\u1ee5ng n\u1ed5i b\u1eadt c\u1ee7a Vision Language Model<\/a><\/li><li class=\"ez-toc-page-1 ez-toc-heading-level-2\"><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/divineshop.vn\/tin-tuc\/vision-language-model-canh-cua-dua-ai-vao-the-gioi-thi-giac-va-ngon-ngu\/#Tuong_lai_cua_VLMs_trong_AI_da_phuong_thuc\" title=\"T\u01b0\u01a1ng lai c\u1ee7a VLMs trong AI \u0111a ph\u01b0\u01a1ng th\u1ee9c\">T\u01b0\u01a1ng lai c\u1ee7a VLMs trong AI \u0111a ph\u01b0\u01a1ng th\u1ee9c<\/a><\/li><\/ul><\/nav><\/div>\n<h2 id=\"h-vision-language-model-la-gi\"><span class=\"ez-toc-section\" id=\"Vision_Language_Model_la_gi\"><\/span><strong>Vision Language Model l\u00e0 g\u00ec?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p><strong>Vision Language Model (VLM)<\/strong> l\u00e0 h\u1ec7 th\u1ed1ng AI t\u00edch h\u1ee3p gi\u1eefa <strong>m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn (LLM)<\/strong> nh\u01b0 GPT, LLaMA v\u00e0 <strong>b\u1ed9 m\u00e3 h\u00f3a h\u00ecnh \u1ea3nh (Vision Encoder)<\/strong>. Nh\u1edd \u0111\u00f3, VLMs kh\u00f4ng ch\u1ec9 ph\u1ea3n h\u1ed3i v\u0103n b\u1ea3n nh\u01b0 c\u00e1c chatbot th\u00f4ng th\u01b0\u1eddng m\u00e0 c\u00f2n c\u00f3 th\u1ec3 \u201cnh\u00ecn\u201d \u1ea3nh ho\u1eb7c video, hi\u1ec3u n\u1ed9i dung v\u00e0 \u0111\u01b0a ra c\u00e2u tr\u1ea3 l\u1eddi d\u1ef1a tr\u00ean c\u1ea3 hai ngu\u1ed3n d\u1eef li\u1ec7u.<\/p>\n\n\n\n<p>Ng\u01b0\u1eddi d\u00f9ng c\u00f3 th\u1ec3 g\u1eedi m\u1ed9t b\u1ee9c \u1ea3nh, video ho\u1eb7c t\u00e0i li\u1ec7u h\u00ecnh \u1ea3nh k\u00e8m c\u00e2u h\u1ecfi, v\u00e0 VLM s\u1ebd x\u1eed l\u00fd to\u00e0n b\u1ed9 ng\u1eef c\u1ea3nh \u0111\u1ec3 ph\u1ea3n h\u1ed3i ch\u00ednh x\u00e1c b\u1eb1ng v\u0103n b\u1ea3n.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/fpt.ai\/wp-content\/uploads\/2025\/05\/whats-VLMs.png\" alt=\"mo-hinh-vlm-la-gi\"\/><\/figure>\n\n\n\n<h2 id=\"h-vi-sao-vlm-quan-tr\u1ecdng\"><span class=\"ez-toc-section\" id=\"Vi_sao_VLM_quan_trong\"><\/span><strong>V\u00ec sao VLM quan tr\u1ecdng?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Tr\u01b0\u1edbc \u0111\u00e2y, c\u00e1c m\u00f4 h\u00ecnh <strong>Computer Vision<\/strong> truy\u1ec1n th\u1ed1ng nh\u01b0 <strong>CNN<\/strong> th\u01b0\u1eddng b\u1ecb gi\u1edbi h\u1ea1n \u1edf c\u00e1c t\u00e1c v\u1ee5 c\u1ee5 th\u1ec3: ph\u00e2n lo\u1ea1i h\u00ecnh \u1ea3nh, nh\u1eadn di\u1ec7n khu\u00f4n m\u1eb7t ho\u1eb7c k\u00fd t\u1ef1. Tuy nhi\u00ean, khi c\u00f3 y\u00eau c\u1ea7u m\u1edbi, m\u00f4 h\u00ecnh c\u1ea7n hu\u1ea5n luy\u1ec7n l\u1ea1i t\u1eeb \u0111\u1ea7u \u2013 t\u1ed1n k\u00e9m th\u1eddi gian v\u00e0 t\u00e0i nguy\u00ean.<\/p>\n\n\n\n<p><strong>VLMs kh\u1eafc ph\u1ee5c ho\u00e0n to\u00e0n \u0111i\u1ec3m y\u1ebfu \u0111\u00f3<\/strong> b\u1eb1ng kh\u1ea3 n\u0103ng:<\/p>\n\n\n\n<ul><li>Tr\u1ea3 l\u1eddi c\u00e2u h\u1ecfi d\u1ef1a tr\u00ean h\u00ecnh \u1ea3nh\/video (Visual Q&amp;A)<\/li><li>\u0110\u1ecdc hi\u1ec3u v\u0103n b\u1ea3n vi\u1ebft tay ho\u1eb7c in tr\u00ean t\u00e0i li\u1ec7u, h\u00f3a \u0111\u01a1n<\/li><li>T\u00f3m t\u1eaft n\u1ed9i dung \u1ea3nh, video d\u00e0i ho\u1eb7c nhi\u1ec1u \u1ea3nh c\u00f9ng l\u00fac<\/li><li>Linh ho\u1ea1t thay \u0111\u1ed5i nhi\u1ec7m v\u1ee5 ch\u1ec9 b\u1eb1ng c\u00e1ch thay prompt \u0111\u1ea7u v\u00e0o<\/li><\/ul>\n\n\n\n<p>Nh\u1edd \u0111\u00f3, VLMs \u0111\u01b0\u1ee3c \u0111\u00e1nh gi\u00e1 l\u00e0 b\u01b0\u1edbc \u0111\u1ed9t ph\u00e1 trong AI \u0111a ph\u01b0\u01a1ng th\u1ee9c (Multimodal AI).<\/p>\n\n\n\n<h2 id=\"h-vlm-ho\u1ea1t-d\u1ed9ng-nh\u01b0-th\u1ebf-nao\"><span class=\"ez-toc-section\" id=\"VLM_hoat_dong_nhu_the_nao\"><\/span><strong>VLM ho\u1ea1t \u0111\u1ed9ng nh\u01b0 th\u1ebf n\u00e0o?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>M\u1ed9t m\u00f4 h\u00ecnh VLM \u0111i\u1ec3n h\u00ecnh g\u1ed3m 3 th\u00e0nh ph\u1ea7n ch\u00ednh:<\/p>\n\n\n\n<ol><li><strong>Vision Encoder<\/strong>: M\u00e3 h\u00f3a h\u00ecnh \u1ea3nh th\u00e0nh th\u00f4ng tin s\u1ed1. Th\u01b0\u1eddng d\u00f9ng ki\u1ebfn tr\u00fac CLIP \u0111\u1ec3 \u00e1nh x\u1ea1 \u1ea3nh v\u00e0 v\u0103n b\u1ea3n v\u00e0o c\u00f9ng kh\u00f4ng gian ng\u1eef ngh\u0129a.<\/li><li><strong>Projector<\/strong>: Chuy\u1ec3n \u0111\u1ea7u ra c\u1ee7a Vision Encoder th\u00e0nh \u0111\u1ecbnh d\u1ea1ng m\u00e0 LLM c\u00f3 th\u1ec3 hi\u1ec3u (image tokens).<\/li><li><strong>LLM (Large Language Model)<\/strong>: Ti\u1ebfp nh\u1eadn prompt (bao g\u1ed3m c\u1ea3 \u1ea3nh v\u00e0 v\u0103n b\u1ea3n) v\u00e0 t\u1ea1o ph\u1ea3n h\u1ed3i.<\/li><\/ol>\n\n\n\n<p>Ng\u01b0\u1eddi d\u00f9ng t\u01b0\u01a1ng t\u00e1c v\u1edbi VLM t\u01b0\u01a1ng t\u1ef1 nh\u01b0 tr\u00f2 chuy\u1ec7n v\u1edbi <a href=\"https:\/\/aichatbot.com.vn\/\">chatbot AI<\/a>, nh\u01b0ng c\u00f3 th\u1ec3 ch\u00e8n th\u00eam h\u00ecnh \u1ea3nh ho\u1eb7c video \u0111\u1ec3 m\u00f4 h\u00ecnh hi\u1ec3u s\u00e2u h\u01a1n v\u1ec1 ng\u1eef c\u1ea3nh.<\/p>\n\n\n\n<h2 id=\"h-quy-trinh-hu\u1ea5n-luy\u1ec7n-vision-language-models\"><span class=\"ez-toc-section\" id=\"Quy_trinh_huan_luyen_Vision_Language_Models\"><\/span><strong>Quy tr\u00ecnh hu\u1ea5n luy\u1ec7n Vision Language Models<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Qu\u00e1 tr\u00ecnh hu\u1ea5n luy\u1ec7n VLM th\u01b0\u1eddng tr\u1ea3i qua 3 giai \u0111o\u1ea1n ch\u00ednh:<\/p>\n\n\n\n<h3 id=\"h-1-pretraining-tr\u01b0\u1edbc-hu\u1ea5n-luy\u1ec7n\"><span class=\"ez-toc-section\" id=\"1_Pretraining_Truoc_huan_luyen\"><\/span>1. <strong>Pretraining (Tr\u01b0\u1edbc hu\u1ea5n luy\u1ec7n)<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Hu\u1ea5n luy\u1ec7n tr\u00ean t\u1eadp d\u1eef li\u1ec7u l\u1edbn g\u1ed3m c\u00e1c c\u1eb7p \u1ea3nh \u2013 v\u0103n b\u1ea3n, gi\u00fap m\u00f4 h\u00ecnh h\u1ecdc c\u00e1ch li\u00ean k\u1ebft v\u00e0 hi\u1ec3u hai d\u1ea1ng d\u1eef li\u1ec7u.<\/p>\n\n\n\n<h3 id=\"h-2-supervised-fine-tuning-tinh-ch\u1ec9nh-co-giam-sat\"><span class=\"ez-toc-section\" id=\"2_Supervised_Fine-Tuning_Tinh_chinh_co_giam_sat\"><\/span>2. <strong>Supervised Fine-Tuning (Tinh ch\u1ec9nh c\u00f3 gi\u00e1m s\u00e1t)<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Cung c\u1ea5p c\u00e1c v\u00ed d\u1ee5 th\u1ef1c t\u1ebf v\u1edbi prompt v\u00e0 ph\u1ea3n h\u1ed3i m\u1eabu \u0111\u1ec3 m\u00f4 h\u00ecnh h\u1ecdc c\u00e1ch tr\u1ea3 l\u1eddi \u0111\u00fang.<\/p>\n\n\n\n<h3 id=\"h-3-peft-parameter-efficient-fine-tuning\"><span class=\"ez-toc-section\" id=\"3_PEFT_Parameter_Efficient_Fine-Tuning\"><\/span>3. <strong>PEFT (Parameter Efficient Fine-Tuning)<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Tinh ch\u1ec9nh m\u00f4 h\u00ecnh nhanh ch\u00f3ng, ti\u1ebft ki\u1ec7m t\u00e0i nguy\u00ean, gi\u00fap VLM th\u00edch nghi v\u1edbi d\u1eef li\u1ec7u ri\u00eang c\u1ee7a t\u1eebng doanh nghi\u1ec7p.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/fpt.ai\/wp-content\/uploads\/2025\/05\/vlm-structure.png\" alt=\"quy-trinh-huan-luyen-vlm\"\/><\/figure>\n\n\n\n<h2 id=\"h-\u1ee9ng-d\u1ee5ng-n\u1ed5i-b\u1eadt-c\u1ee7a-vision-language-model\"><span class=\"ez-toc-section\" id=\"Ung_dung_noi_bat_cua_Vision_Language_Model\"><\/span><strong>\u1ee8ng d\u1ee5ng n\u1ed5i b\u1eadt c\u1ee7a Vision Language Model<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>V\u1edbi kh\u1ea3 n\u0103ng x\u1eed l\u00fd c\u1ea3 h\u00ecnh \u1ea3nh v\u00e0 ng\u00f4n ng\u1eef, VLMs \u0111ang \u0111\u01b0\u1ee3c \u1ee9ng d\u1ee5ng m\u1ea1nh m\u1ebd trong nhi\u1ec1u l\u0129nh v\u1ef1c:<\/p>\n\n\n\n<ul><li><strong>B\u00e1n l\u1ebb<\/strong>: Ph\u00e2n t\u00edch h\u00ecnh \u1ea3nh camera, ph\u00e1t hi\u1ec7n k\u1ec7 tr\u1ed1ng, h\u00e0nh vi kh\u00e1ch h\u00e0ng.<\/li><li><strong>Gi\u00e1o d\u1ee5c<\/strong>: \u0110\u1ecdc \u0111\u1ec1 to\u00e1n vi\u1ebft tay v\u00e0 h\u01b0\u1edbng d\u1eabn gi\u1ea3i chi ti\u1ebft.<\/li><li><strong>T\u00e0i ch\u00ednh \u2013 doanh nghi\u1ec7p<\/strong>: T\u1ef1 \u0111\u1ed9ng \u0111\u1ecdc v\u00e0 ph\u00e2n t\u00edch h\u00f3a \u0111\u01a1n, t\u00e0i li\u1ec7u scan.<\/li><li><strong>Y t\u1ebf<\/strong>: Ph\u00e2n t\u00edch h\u00ecnh \u1ea3nh ch\u1ea9n \u0111o\u00e1n, \u0111\u1ecdc phim X-quang.<\/li><li><strong>Giao th\u00f4ng<\/strong>: Nh\u1eadn di\u1ec7n s\u1ef1 c\u1ed1 qua camera \u2013 nh\u01b0 tai n\u1ea1n, v\u1eadt c\u1ea3n.<\/li><li><strong>Truy\u1ec1n th\u00f4ng \u2013 th\u1ec3 thao<\/strong>: T\u1ea1o b\u00ecnh lu\u1eadn, t\u00f3m t\u1eaft video tr\u1eadn \u0111\u1ea5u.<\/li><\/ul>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/fpt.ai\/wp-content\/uploads\/2025\/05\/VLMs-Application.png\" alt=\"vi-du-ve-vlm\"\/><\/figure>\n\n\n\n<h2 id=\"h-t\u01b0\u01a1ng-lai-c\u1ee7a-vlms-trong-ai-da-ph\u01b0\u01a1ng-th\u1ee9c\"><span class=\"ez-toc-section\" id=\"Tuong_lai_cua_VLMs_trong_AI_da_phuong_thuc\"><\/span><strong>T\u01b0\u01a1ng lai c\u1ee7a VLMs trong AI \u0111a ph\u01b0\u01a1ng th\u1ee9c<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p><strong>Vision Language Models<\/strong> \u0111ang m\u1edf ra m\u1ed9t k\u1ef7 nguy\u00ean m\u1edbi cho AI \u0111a ph\u01b0\u01a1ng th\u1ee9c th\u00f4ng minh \u2013 n\u01a1i m\u00e1y m\u00f3c c\u00f3 th\u1ec3 hi\u1ec3u c\u1ea3 h\u00ecnh \u1ea3nh v\u00e0 ng\u00f4n ng\u1eef, t\u1eeb \u0111\u00f3 ph\u1ea3n h\u1ed3i linh ho\u1ea1t v\u00e0 t\u1ef1 nhi\u00ean nh\u01b0 con ng\u01b0\u1eddi.<\/p>\n\n\n\n<p>Trong t\u01b0\u01a1ng lai, VLM c\u00f3 th\u1ec3 l\u00e0 n\u1ec1n t\u1ea3ng cho c\u00e1c <strong>AI Agent th\u00f4ng minh<\/strong> \u2013 t\u1ef1 \u0111\u1ed9ng h\u00f3a quy tr\u00ecnh t\u1eeb gi\u00e1m s\u00e1t h\u00ecnh \u1ea3nh, s\u00e1ng t\u1ea1o n\u1ed9i dung \u0111\u1ebfn h\u1ed7 tr\u1ee3 kh\u00e1ch h\u00e0ng.<\/p>\n\n\n\n<hr class=\"wp-block-separator\"\/>\n\n\n\n<figure class=\"wp-block-image size-full\"><a href=\"https:\/\/divineshop.vn\/search?q=AI\" target=\"_blank\" rel=\"noopener\"><img loading=\"lazy\" width=\"728\" 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k\u1ebft h\u1ee3p gi\u1eefa X\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean (NLP) v\u00e0 Th\u1ecb gi\u00e1c m\u00e1y t\u00ednh (Computer Vision). Trong nh\u1eefng n\u0103m g\u1ea7n \u0111\u00e2y, hai l\u0129nh v\u1ef1c n\u00e0y \u0111\u00e3 ph\u00e1t tri\u1ec3n m\u1ea1nh m\u1ebd, gi\u00fap m\u00e1y m\u00f3c kh\u00f4ng ch\u1ec9 \u201c\u0111\u1ecdc hi\u1ec3u\u201d v\u0103n b\u1ea3n m\u00e0 [&hellip;]<\/p>\n","protected":false},"author":23,"featured_media":277839,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false},"categories":[5407],"tags":[5360,38,5280],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v18.1 (Yoast SEO v18.2) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<meta name=\"description\" content=\"Vision Language Model (VLM) l\u00e0 b\u01b0\u1edbc ti\u1ebfn \u0111\u1ed9t ph\u00e1 c\u1ee7a tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o, k\u1ebft h\u1ee3p gi\u1eefa X\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean (NLP) v\u00e0 Th\u1ecb gi\u00e1c m\u00e1y t\u00ednh (Computer Vision).\" \/>\n<meta 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