{"id":590,"date":"2026-01-07T17:01:23","date_gmt":"2026-01-07T10:01:23","guid":{"rendered":"https:\/\/blog.datacore.vn\/?p=590"},"modified":"2026-02-24T14:43:48","modified_gmt":"2026-02-24T07:43:48","slug":"de-dieu-so-ky-3-du-lieu-va-ai-data-ai-bien-su-hon-loan-thanh-tin-hieu-ung-cuu","status":"publish","type":"post","link":"https:\/\/blog.datacore.vn\/vi\/de-dieu-so-ky-3-du-lieu-va-ai-data-ai-bien-su-hon-loan-thanh-tin-hieu-ung-cuu\/","title":{"rendered":"\u0110\u00ca \u0110I\u1ec0U S\u1ed0 &#8211; K\u1ef2 3: D\u1eee LI\u1ec6U V\u00c0 AI (DATA &amp; AI) \u2013 BI\u1ebeN S\u1ef0 H\u1ed6N LO\u1ea0N TH\u00c0NH T\u00cdN HI\u1ec6U \u1ee8NG C\u1ee8U"},"content":{"rendered":"\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">TL;DR (T\u00f3m t\u1eaft cho k\u1ef9 s\u01b0 b\u1eadn r\u1ed9n)<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>V\u1ea5n \u0111\u1ec1 t\u1eeb <a href=\"https:\/\/blog.datacore.vn\/vi\/de-dieu-so-ky-2-ha-tang-phan-tan-thiet-ke-mang-luoi-sinh-ton-khong-the-danh-sap\/\" data-type=\"post\" data-id=\"558\">K\u1ef3 2<\/a>:<\/strong> Khi m\u1ea1ng l\u01b0\u1edbi Mesh (V-FloodNet) \u0111\u01b0\u1ee3c k\u00edch ho\u1ea1t, trung t\u00e2m \u0111i\u1ec1u h\u00e0nh s\u1ebd \u0111\u1ed1i m\u1eb7t v\u1edbi m\u1ed9t &#8220;c\u01a1n h\u1ed3ng th\u1ee7y d\u1eef li\u1ec7u&#8221; (Data Deluge) phi c\u1ea5u tr\u00fac t\u1eeb h\u00e0ng ngh\u00ecn tin nh\u1eafn SOS, \u1ea3nh ch\u1ee5p v\u00e0 c\u1ea3m bi\u1ebfn.<\/li>\n\n\n\n<li><strong>Gi\u1ea3i ph\u00e1p Ki\u1ebfn tr\u00fac:<\/strong> X\u00e2y d\u1ef1ng V-FloodBrain \u2013 m\u1ed9t h\u1ec7 th\u1ed1ng trung t\u00e2m \u0111\u00f3ng vai tr\u00f2 &#8220;B\u1ed9 n\u00e3o s\u1ed1&#8221;, s\u1eed d\u1ee5ng chi\u1ebfn l\u01b0\u1ee3c H\u1ee3p nh\u1ea5t D\u1eef li\u1ec7u (Data Fusion) \u0111\u1ec3 t\u1ed5ng h\u1ee3p 4 ngu\u1ed3n th\u00f4ng tin r\u1eddi r\u1ea1c (V\u1ec7 tinh, Tr\u1ea1m \u0111o, IoT, M\u1ea1ng x\u00e3 h\u1ed9i\/Mesh).<\/li>\n\n\n\n<li><strong>\u0110\u1ed9ng c\u01a1 X\u1eed l\u00fd (AI Engine):<\/strong>\n<ul class=\"wp-block-list\">\n<li>S\u1eed d\u1ee5ng NLP (v\u00ed d\u1ee5: PhoBERT)<strong> <\/strong>v\u00e0 c\u01a1 ch\u1ebf Active Learning \u0111\u1ec3 t\u1ef1 \u0111\u1ed9ng ph\u00e2n lo\u1ea1i \u0111\u1ed9 kh\u1ea9n c\u1ea5p v\u00e0 tr\u00edch xu\u1ea5t th\u1ef1c th\u1ec3 (\u0111\u1ecba ch\u1ec9, nhu c\u1ea7u) t\u1eeb tin nh\u1eafn v\u0103n b\u1ea3n.<\/li>\n\n\n\n<li>S\u1eed d\u1ee5ng Computer Vision \u0111\u1ec3 bi\u1ebfn camera \u0111\u01b0\u1eddng ph\u1ed1 v\u00e0 \u1ea3nh ch\u1ee5p t\u1eeb ng\u01b0\u1eddi d\u00e2n th\u00e0nh &#8220;c\u1ea3m bi\u1ebfn m\u1ef1c n\u01b0\u1edbc \u1ea3o&#8221;.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u0110\u1ea7u ra:<\/strong> Chuy\u1ec3n d\u1ecbch t\u1eeb d\u1ef1 b\u00e1o kh\u00ed t\u01b0\u1ee3ng sang D\u1ef1 b\u00e1o t\u00e1c \u0111\u1ed9ng th\u1eddi gian th\u1ef1c<strong> <\/strong>(Nowcasting), cung c\u1ea5p th\u00f4ng tin ch\u00ednh x\u00e1c \u0111\u1ebfn c\u1ea5p \u0111\u1ed9 con ph\u1ed1 cho l\u1ef1c l\u01b0\u1ee3ng c\u1ee9u h\u1ed9.<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">1. L\u1eddi d\u1eabn: Khi k\u1ebft n\u1ed1i tr\u1edf th\u00e0nh g\u00e1nh n\u1eb7ng<\/h3>\n\n\n\n<p>Trong <strong><a href=\"https:\/\/blog.datacore.vn\/vi\/de-dieu-so-ky-2-ha-tang-phan-tan-thiet-ke-mang-luoi-sinh-ton-khong-the-danh-sap\/\" data-type=\"post\" data-id=\"558\">K\u1ef3 2: H\u1ea1 t\u1ea7ng ph\u00e2n t\u00e1n<\/a><\/strong>, ch\u00fang ta \u0111\u00e3 thi\u1ebft k\u1ebf th\u00e0nh c\u00f4ng V-FloodNet \u2013 m\u1ed9t m\u1ea1ng l\u01b0\u1edbi sinh t\u1ed3n c\u00f3 kh\u1ea3 n\u0103ng duy tr\u00ec k\u1ebft n\u1ed1i c\u01a1 b\u1ea3n ngay c\u1ea3 khi h\u1ea1 t\u1ea7ng vi\u1ec5n th\u00f4ng qu\u1ed1c gia s\u1ee5p \u0111\u1ed5. Ch\u00fang ta \u0111\u00e3 x\u00e2y xong nh\u1eefng &#8220;\u0111\u01b0\u1eddng \u1ed1ng&#8221; d\u1eabn tin.<\/p>\n\n\n\n<p>Nh\u01b0ng m\u1ed9t v\u1ea5n \u0111\u1ec1 m\u1edbi, nghi\u00eam tr\u1ecdng kh\u00f4ng k\u00e9m, l\u1eadp t\u1ee9c n\u1ea3y sinh. H\u00e3y t\u01b0\u1edfng t\u01b0\u1ee3ng k\u1ecbch b\u1ea3n: B\u00e3o \u0111\u1ed5 b\u1ed9, n\u01b0\u1edbc d\u00e2ng nhanh trong \u0111\u00eam. M\u1ea1ng Mesh ho\u1ea1t \u0111\u1ed9ng v\u00e0 ch\u1ec9 trong 1 gi\u1edd \u0111\u1ea7u ti\u00ean, 50.000 tin nh\u1eafn SOS \u0111\u1ed5 v\u1ec1 trung t\u00e2m \u0111i\u1ec1u h\u00e0nh.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><em>&#8220;C\u1ee9u v\u1edbi, ng\u00f5 68 C\u1ea7u Gi\u1ea5y n\u01b0\u1edbc ng\u1eadp r\u1ed3i.&#8221;<\/em> (Th\u00f4ng tin thi\u1ebfu: Ng\u1eadp bao nhi\u00eau? C\u00f3 ng\u01b0\u1eddi gi\u00e0 tr\u1ebb em kh\u00f4ng?)<\/li>\n\n\n\n<li><em>&#8220;Nh\u00e0 t\u00f4i b\u1ecb c\u00f4 l\u1eadp, c\u00f3 ng\u01b0\u1eddi b\u1ecb th\u01b0\u01a1ng n\u1eb7ng c\u1ea7n y t\u1ebf g\u1ea5p!&#8221;<\/em> (Th\u00f4ng tin kh\u1ea9n c\u1ea5p, nh\u01b0ng v\u1ecb tr\u00ed kh\u00f4ng r\u00f5 r\u00e0ng).<\/li>\n\n\n\n<li>H\u00e0ng ngh\u00ecn b\u1ee9c \u1ea3nh ch\u1ee5p c\u1ea3nh ng\u1eadp l\u1ee5t \u0111\u01b0\u1ee3c g\u1eedi k\u00e8m, t\u1ed1i t\u0103m v\u00e0 m\u1edd m\u1ecbt.<\/li>\n<\/ul>\n\n\n\n<p>N\u1ebfu x\u1eed l\u00fd th\u1ee7 c\u00f4ng (Manual Processing), \u0111\u1ed9i ng\u0169 tr\u1ef1c ban s\u1ebd b\u1ecb qu\u00e1 t\u1ea3i ngay l\u1eadp t\u1ee9c. \u0110\u1ed9 tr\u1ec5 trong vi\u1ec7c \u0111\u1ecdc, x\u00e1c minh v\u00e0 ph\u00e2n lo\u1ea1i tin nh\u1eafn s\u1ebd d\u1eabn \u0111\u1ebfn nh\u1eefng quy\u1ebft \u0111\u1ecbnh sai l\u1ea7m ch\u1ebft ng\u01b0\u1eddi. Ch\u00fang ta c\u00f3 k\u1ebft n\u1ed1i, nh\u01b0ng ch\u00fang ta v\u1eabn b\u1ecb &#8220;m\u00f9&#8221; th\u00f4ng tin.<\/p>\n\n\n\n<p>K\u1ef3 3 n\u00e0y s\u1ebd \u0111i s\u00e2u v\u00e0o t\u1ea7ng Logic (Logical Layer): <strong>L\u00e0m th\u1ebf n\u00e0o \u0111\u1ec3 x\u00e2y d\u1ef1ng m\u1ed9t &#8220;B\u1ed9 n\u00e3o s\u1ed1&#8221; (V-FloodBrain) c\u00f3 kh\u1ea3 n\u0103ng t\u1ef1 \u0111\u1ed9ng l\u1ecdc nhi\u1ec5u, hi\u1ec3u ng\u1eef ngh\u0129a v\u00e0 bi\u1ebfn d\u1eef li\u1ec7u th\u00f4 th\u00e0nh m\u1ec7nh l\u1ec7nh h\u00e0nh \u0111\u1ed9ng?<\/strong><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2. Ki\u1ebfn tr\u00fac V-FloodBrain: Chi\u1ebfn l\u01b0\u1ee3c H\u1ee3p nh\u1ea5t D\u1eef li\u1ec7u (Data Fusion)<\/h3>\n\n\n\n<p>V\u1ea5n \u0111\u1ec1 c\u1ed1t l\u00f5i c\u1ee7a d\u1eef li\u1ec7u thi\u00ean tai hi\u1ec7n nay kh\u00f4ng ph\u1ea3i l\u00e0 thi\u1ebfu, m\u00e0 l\u00e0 <strong>s\u1ef1 ph\u00e2n m\u1ea3nh v\u00e0 kh\u00f4ng \u0111\u1ed3ng nh\u1ea5t<\/strong>. Ch\u00fang ta \u0111ang s\u1edf h\u1eefu &#8220;4 con m\u1eaft&#8221; nh\u00ecn v\u00e0o th\u1ea3m h\u1ecda, nh\u01b0ng m\u1ed7i con m\u1eaft l\u1ea1i nh\u00ecn m\u1ed9t h\u01b0\u1edbng v\u00e0 n\u00f3i m\u1ed9t ng\u00f4n ng\u1eef kh\u00e1c nhau.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">2.1. Ngh\u1ecbch l\u00fd &#8220;4 Con M\u1eaft&#8221; (The 4-Eyes Paradox)<\/h4>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><td><strong>Ngu\u1ed3n D\u1eef li\u1ec7u (The Eye)<\/strong><\/td><td><strong>\u0110\u1eb7c \u0111i\u1ec3m K\u1ef9 thu\u1eadt<\/strong><\/td><td><strong>\u01afu \u0111i\u1ec3m<\/strong><\/td><td><strong>Nh\u01b0\u1ee3c \u0111i\u1ec3m Ch\u00ed m\u1ea1ng (Fatal Flaw)<\/strong><\/td><\/tr><\/thead><tbody><tr><td><strong>1. M\u1eaft Th\u1ea7n<\/strong> (V\u1ec7 tinh SAR, Radar th\u1eddi ti\u1ebft)<\/td><td>Macro-scale, Remote Sensing<\/td><td>\u0110\u1ed9 ph\u1ee7 r\u1ed9ng to\u00e0n v\u00f9ng\/qu\u1ed1c gia. Nh\u00ecn xuy\u00ean m\u00e2y (v\u1edbi SAR).<\/td><td>\u0110\u1ed9 ph\u00e2n gi\u1ea3i th\u1eddi gian th\u1ea5p. \u1ea2nh v\u1ec7 tinh th\u01b0\u1eddng tr\u1ec5 6-12h. Kh\u00f4ng h\u1eefu \u00edch cho \u1ee9ng c\u1ee9u kh\u1ea9n c\u1ea5p t\u1ee9c th\u1eddi.<\/td><\/tr><tr><td><strong>2. M\u1eaft Ch\u00ednh th\u1ed1ng<\/strong> (Tr\u1ea1m quan tr\u1eafc th\u1ee7y v\u0103n)<\/td><td>Precise Point Data, Structured<\/td><td>\u0110\u1ed9 ch\u00ednh x\u00e1c c\u1ef1c cao (Gold Standard). D\u1eef li\u1ec7u c\u00f3 c\u1ea5u tr\u00fac, d\u1ec5 x\u1eed l\u00fd.<\/td><td>\u0110\u1ed9 ph\u1ee7 kh\u00f4ng gian qu\u00e1 th\u01b0a. M\u1ed9t tr\u1ea1m \u0111o m\u1ef1c n\u01b0\u1edbc s\u00f4ng kh\u00f4ng \u0111\u1ea1i di\u1ec7n cho t\u00ecnh tr\u1ea1ng ng\u1eadp t\u1ea1i m\u1ed9t con ng\u00f5 c\u00e1ch \u0111\u00f3 5km.<\/td><\/tr><tr><td><strong>3. M\u1eaft \u0110\u00f4 th\u1ecb<\/strong> (Camera giao th\u00f4ng, IoT c\u1ea3m bi\u1ebfn)<\/td><td>Visual\/Sensor Data, Localized<\/td><td>Tr\u1ef1c quan, th\u1eddi gian th\u1ef1c t\u1ea1i c\u00e1c \u0111i\u1ec3m n\u00f3ng \u0111\u00f4 th\u1ecb.<\/td><td>C\u1ee5c b\u1ed9 v\u00e0 d\u1ec5 t\u1ed5n th\u01b0\u01a1ng. Ph\u1ee5 thu\u1ed9c v\u00e0o \u0111i\u1ec7n l\u01b0\u1edbi. Camera th\u01b0\u1eddng b\u1ecb m\u1edd khi m\u01b0a l\u1edbn ho\u1eb7c m\u1ea5t t\u00e1c d\u1ee5ng v\u00e0o ban \u0111\u00eam.<\/td><\/tr><tr><td><strong>4. M\u1eaft D\u00e2n sinh<\/strong> (M\u1ea1ng x\u00e3 h\u1ed9i, M\u1ea1ng Mesh)<\/td><td>Crowdsourced, Unstructured text\/image<\/td><td>Th\u1eddi gian th\u1ef1c, \u0111\u1ed9 ph\u1ee7 si\u00eau cao (Hyper-local). C\u00f3 m\u1eb7t \u1edf m\u1ecdi ng\u00f3c ng\u00e1ch.<\/td><td>\u0110\u1ed9 nhi\u1ec5u c\u1ef1c cao (High Noise Ratio). Tin r\u00e1c, tin gi\u1ea3, tin tr\u00f9ng l\u1eb7p. D\u1eef li\u1ec7u phi c\u1ea5u tr\u00fac kh\u00f3 x\u1eed l\u00fd.<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><strong>Nh\u1eadn \u0111\u1ecbnh K\u1ef9 thu\u1eadt:<\/strong> <em>&#8220;M\u1ed9t h\u1ec7 th\u1ed1ng hi\u1ec7u qu\u1ea3 kh\u00f4ng th\u1ec3 d\u1ef1a v\u00e0o m\u1ed9t ngu\u1ed3n duy nh\u1ea5t. N\u00f3 ph\u1ea3i l\u00e0 s\u1ef1 H\u1ee3p nh\u1ea5t (Fusion). V-FloodBrain l\u00e0 ki\u1ebfn tr\u00fac Data Lakehouse \u0111\u1ec3 thu nh\u1eadn t\u1ea5t c\u1ea3 c\u00e1c lu\u1ed3ng d\u1eef li\u1ec7u n\u00e0y, chu\u1ea9n h\u00f3a ch\u00fang v\u00e0 \u0111\u01b0a v\u00e0o c\u00e1c m\u00f4 h\u00ecnh AI x\u1eed l\u00fd.&#8221;<\/em><\/p>\n<\/blockquote>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"559\" src=\"https:\/\/blog.datacore.vn\/wp-content\/uploads\/2026\/01\/datacore_blog_dedieuso_ky3_vflooddata-1024x559.jpg\" alt=\"Datacore blog \u0110\u00ea \u0111i\u1ec1u s\u1ed1 k\u1ef3 3, s\u01a1 \u0111\u1ed3 V-floodBrain\" class=\"wp-image-591\" srcset=\"https:\/\/blog.datacore.vn\/wp-content\/uploads\/2026\/01\/datacore_blog_dedieuso_ky3_vflooddata-1024x559.jpg 1024w, https:\/\/blog.datacore.vn\/wp-content\/uploads\/2026\/01\/datacore_blog_dedieuso_ky3_vflooddata-300x164.jpg 300w, https:\/\/blog.datacore.vn\/wp-content\/uploads\/2026\/01\/datacore_blog_dedieuso_ky3_vflooddata-768x419.jpg 768w, https:\/\/blog.datacore.vn\/wp-content\/uploads\/2026\/01\/datacore_blog_dedieuso_ky3_vflooddata-1536x838.jpg 1536w, https:\/\/blog.datacore.vn\/wp-content\/uploads\/2026\/01\/datacore_blog_dedieuso_ky3_vflooddata-2048x1117.jpg 2048w, https:\/\/blog.datacore.vn\/wp-content\/uploads\/2026\/01\/datacore_blog_dedieuso_ky3_vflooddata-1320x720.jpg 1320w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">Datacore blog \u0110\u00ea \u0111i\u1ec1u s\u1ed1 k\u1ef3 3, s\u01a1 \u0111\u1ed3 V-floodBrain<\/figcaption><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">3. Deep Dive: \u0110\u1ed9ng c\u01a1 AI \u2013 X\u1eed l\u00fd D\u1eef li\u1ec7u Phi c\u1ea5u tr\u00fac<\/h3>\n\n\n\n<p>Th\u00e1ch th\u1ee9c l\u1edbn nh\u1ea5t n\u1eb1m \u1edf ngu\u1ed3n d\u1eef li\u1ec7u s\u1ed1 4: <strong>M\u1eaft D\u00e2n sinh<\/strong>. \u0110\u00e2y l\u00e0 ngu\u1ed3n d\u1eef li\u1ec7u phong ph\u00fa nh\u1ea5t nh\u01b0ng c\u0169ng &#8220;b\u1ea9n&#8221; nh\u1ea5t. \u0110\u1ec3 khai th\u00e1c n\u00f3, ch\u00fang ta c\u1ea7n hai m\u0169i nh\u1ecdn c\u00f4ng ngh\u1ec7: NLP (cho v\u0103n b\u1ea3n) v\u00e0 Computer Vision (cho h\u00ecnh \u1ea3nh).<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">3.1. NLP Pipeline: Hi\u1ec3u ti\u1ebfng k\u00eau c\u1ee9u c\u1ee7a ng\u01b0\u1eddi Vi\u1ec7t<\/h4>\n\n\n\n<p>X\u1eed l\u00fd tin nh\u1eafn SOS trong b\u00e3o l\u0169 kh\u00e1c ho\u00e0n to\u00e0n v\u1edbi vi\u1ec7c ph\u00e2n t\u00edch c\u1ea3m x\u00fac (Sentiment Analysis) tr\u00ean th\u01b0\u01a1ng m\u1ea1i \u0111i\u1ec7n t\u1eed. N\u00f3 \u0111\u00f2i h\u1ecfi \u0111\u1ed9 ch\u00ednh x\u00e1c c\u1ef1c cao trong m\u00f4i tr\u01b0\u1eddng nhi\u1ec5u v\u00e0 \u00e1p l\u1ef1c th\u1eddi gian.<\/p>\n\n\n\n<p><strong>A. Th\u00e1ch th\u1ee9c Ng\u00f4n ng\u1eef (Linguistic Challenges):<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>T\u00ednh \u0111a ngh\u0129a v\u00e0 kh\u1ea9n c\u1ea5p:<\/strong> C\u1ee5m t\u1eeb &#8220;n\u01b0\u1edbc l\u00ean r\u1ed3i&#8221; c\u00f3 th\u1ec3 l\u00e0 th\u00f4ng b\u00e1o b\u00ecnh th\u01b0\u1eddng, nh\u01b0ng &#8220;n\u01b0\u1edbc ng\u1eadp \u0111\u1ebfn c\u1ed5 r\u1ed3i, c\u1ee9u v\u1edbi&#8221; l\u00e0 kh\u1ea9n c\u1ea5p t\u1ed1i \u0111a. AI ph\u1ea3i hi\u1ec3u \u0111\u01b0\u1ee3c s\u1eafc th\u00e1i n\u00e0y.<\/li>\n\n\n\n<li><strong>Ti\u1ebfng Vi\u1ec7t kh\u00f4ng d\u1ea5u v\u00e0 vi\u1ebft t\u1eaft:<\/strong> Trong l\u00fac ho\u1ea3ng lo\u1ea1n, ng\u01b0\u1eddi d\u00e2n th\u01b0\u1eddng nh\u1eafn kh\u00f4ng d\u1ea5u, vi\u1ebft t\u1eaft (vd: &#8220;ngap qua roi, cuu e o 58 ng chi thanh&#8221;).<\/li>\n\n\n\n<li><strong>\u0110\u1ecba danh \u0111\u1ecba ph\u01b0\u01a1ng:<\/strong> C\u00e1c t\u00ean g\u1ecdi d\u00e2n gian (v\u00ed d\u1ee5: &#8220;c\u1ed1ng \u00f4ng B\u1ea3y&#8221;) kh\u00f4ng c\u00f3 tr\u00ean b\u1ea3n \u0111\u1ed3 Google Maps.<\/li>\n<\/ul>\n\n\n\n<p><strong>B. Gi\u1ea3i ph\u00e1p K\u1ef9 thu\u1eadt: Transformer v\u00e0 Active Learning<\/strong><\/p>\n\n\n\n<p>Thay v\u00ec c\u00e1c m\u00f4 h\u00ecnh d\u1ef1a tr\u00ean t\u1eeb kh\u00f3a (Keyword-based) th\u00f4 s\u01a1, V-FloodBrain c\u1ea7n tri\u1ec3n khai c\u00e1c m\u00f4 h\u00ecnh Transformer ti\u00ean ti\u1ebfn, c\u1ee5 th\u1ec3 l\u00e0 c\u00e1c bi\u1ebfn th\u1ec3 \u0111\u00e3 \u0111\u01b0\u1ee3c ti\u1ec1n hu\u1ea5n luy\u1ec7n (pre-trained) cho ti\u1ebfng Vi\u1ec7t nh\u01b0 PhoBERT ho\u1eb7c ViBERT.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>B\u01b0\u1edbc 1: Intent Classification (Ph\u00e2n lo\u1ea1i \u00dd \u0111\u1ecbnh &amp; \u0110\u1ed9 kh\u1ea9n c\u1ea5p):M\u00f4 h\u00ecnh s\u1ebd ph\u00e2n lo\u1ea1i tin nh\u1eafn v\u00e0o c\u00e1c nh\u00f3m \u01b0u ti\u00ean:\n<ul class=\"wp-block-list\">\n<li><em>Priority 1 (Critical):<\/em> \u0110e d\u1ecda t\u00ednh m\u1ea1ng (ng\u01b0\u1eddi gi\u00e0, tr\u1ebb em, y t\u1ebf, n\u01b0\u1edbc d\u00e2ng nhanh).<\/li>\n\n\n\n<li><em>Priority 2 (High):<\/em> C\u1ea7n s\u01a1 t\u00e1n, thi\u1ebfu l\u01b0\u01a1ng th\u1ef1c\/n\u01b0\u1edbc s\u1ea1ch.<\/li>\n\n\n\n<li><em>Priority 3 (Info):<\/em> B\u00e1o c\u00e1o t\u00ecnh h\u00ecnh, ch\u01b0a c\u1ea7n c\u1ee9u h\u1ed9 ngay.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>B\u01b0\u1edbc 2: Named Entity Recognition (NER &#8211; Tr\u00edch xu\u1ea5t Th\u1ef1c th\u1ec3):M\u00f4 h\u00ecnh t\u1ef1 \u0111\u1ed9ng tr\u00edch xu\u1ea5t c\u00e1c tr\u01b0\u1eddng th\u00f4ng tin quan tr\u1ecdng \u0111\u1ec3 \u0111i\u1ec1n v\u00e0o c\u01a1 s\u1edf d\u1eef li\u1ec7u c\u00f3 c\u1ea5u tr\u00fac:[\u0110\u1ecba ch\u1ec9 ch\u00ednh x\u00e1c], [S\u1ed1 l\u01b0\u1ee3ng ng\u01b0\u1eddi], [S\u1ed1 \u0111i\u1ec7n tho\u1ea1i li\u00ean h\u1ec7], [Lo\u1ea1i nhu c\u1ea7u].<\/li>\n\n\n\n<li>B\u01b0\u1edbc 3: C\u01a1 ch\u1ebf Active Learning (H\u1ecdc ch\u1ee7 \u0111\u1ed9ng) trong th\u1eddi gian th\u1ef1c:\u0110\u00e2y l\u00e0 ch\u00eca kh\u00f3a. Tr\u01b0\u1edbc khi b\u00e3o \u0111\u1ebfn, ch\u00fang ta kh\u00f4ng c\u00f3 \u0111\u1ee7 d\u1eef li\u1ec7u hu\u1ea5n luy\u1ec7n (labeled data) ho\u00e0n h\u1ea3o.H\u1ec7 th\u1ed1ng s\u1ebd ho\u1ea1t \u0111\u1ed9ng theo m\u00f4 h\u00ecnh &#8220;Human-in-the-loop&#8221;:\n<ol start=\"1\" class=\"wp-block-list\">\n<li>AI t\u1ef1 tin x\u1eed l\u00fd 80% tin nh\u1eafn d\u1ec5.<\/li>\n\n\n\n<li>20% tin nh\u1eafn kh\u00f3, m\u01a1 h\u1ed3 \u0111\u01b0\u1ee3c \u0111\u1ea9y sang cho t\u00ecnh nguy\u1ec7n vi\u00ean s\u1ed1 (Digital Volunteers) g\u00e1n nh\u00e3n th\u1ee7 c\u00f4ng.<\/li>\n\n\n\n<li>D\u1eef li\u1ec7u m\u1edbi \u0111\u01b0\u1ee3c g\u00e1n nh\u00e3n n\u00e0y l\u1eadp t\u1ee9c \u0111\u01b0\u1ee3c d\u00f9ng \u0111\u1ec3 hu\u1ea5n luy\u1ec7n l\u1ea1i (Retrain) m\u00f4 h\u00ecnh sau m\u1ed7i v\u00e0i gi\u1edd, gi\u00fap AI th\u00f4ng minh l\u00ean nhanh ch\u00f3ng ngay trong di\u1ec5n bi\u1ebfn c\u1ee7a c\u01a1n b\u00e3o.<\/li>\n<\/ol>\n<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">3.2. Computer Vision: Bi\u1ebfn m\u1ecdi b\u1ee9c \u1ea3nh th\u00e0nh c\u1ea3m bi\u1ebfn<\/h4>\n\n\n\n<p>H\u00e0ng ngh\u00ecn b\u1ee9c \u1ea3nh ch\u1ee5p c\u1ea3nh ng\u1eadp l\u1ee5t \u0111\u01b0\u1ee3c g\u1eedi v\u1ec1 ch\u1ee9a \u0111\u1ef1ng th\u00f4ng tin qu\u00fd gi\u00e1 v\u1ec1 m\u1ef1c n\u01b0\u1edbc th\u1ef1c t\u1ebf, nh\u01b0ng m\u00e1y t\u00ednh kh\u00f4ng hi\u1ec3u \u0111\u01b0\u1ee3c.<\/p>\n\n\n\n<p><strong>Gi\u1ea3i ph\u00e1p: Semantic Segmentation &amp; Reference Objects<\/strong><\/p>\n\n\n\n<p>Ch\u00fang ta kh\u00f4ng c\u1ea7n nh\u1eadn di\u1ec7n khu\u00f4n m\u1eb7t, ch\u00fang ta c\u1ea7n nh\u1eadn di\u1ec7n m\u1ef1c n\u01b0\u1edbc. M\u00f4 h\u00ecnh Computer Vision s\u1ebd \u0111\u01b0\u1ee3c hu\u1ea5n luy\u1ec7n \u0111\u1ec3:<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>Ph\u00e2n \u0111o\u1ea1n \u1ea3nh (Segmentation):<\/strong> T\u00e1ch bi\u1ec7t v\u00f9ng n\u01b0\u1edbc, v\u00f9ng \u0111\u1ea5t, v\u00e0 c\u00e1c v\u1eadt th\u1ec3.<\/li>\n\n\n\n<li><strong>T\u00ecm v\u1eadt chu\u1ea9n (Reference Objects):<\/strong> Nh\u1eadn di\u1ec7n c\u00e1c v\u1eadt th\u1ec3 c\u00f3 k\u00edch th\u01b0\u1edbc chu\u1ea9n trong \u1ea3nh nh\u01b0: b\u00e1nh xe \u00f4 t\u00f4, bi\u1ec3n b\u00e1o giao th\u00f4ng, c\u1ed9t \u0111i\u1ec7n, v\u1ec9a h\u00e8.<\/li>\n\n\n\n<li><strong>\u01af\u1edbc t\u00ednh \u0111\u1ed9 s\u00e2u (Depth Estimation):<\/strong> D\u1ef1a v\u00e0o t\u1ef7 l\u1ec7 ph\u1ea7n v\u1eadt chu\u1ea9n b\u1ecb ch\u00ecm trong n\u01b0\u1edbc \u0111\u1ec3 t\u00ednh to\u00e1n ra \u0111\u1ed9 s\u00e2u ng\u1eadp t\u01b0\u01a1ng \u0111\u1ed1i (v\u00ed d\u1ee5: ng\u1eadp 1\/2 b\u00e1nh xe sedan ~= 30cm).<\/li>\n<\/ol>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><strong>\u1ee8ng d\u1ee5ng th\u1ef1c ti\u1ec5n:<\/strong> <em>&#8220;Khi m\u1ed9t ng\u01b0\u1eddi d\u00e2n g\u1eedi \u1ea3nh ch\u1ee5p con ph\u1ed1 ng\u1eadp n\u01b0\u1edbc. AI t\u1ef1 \u0111\u1ed9ng ph\u00e2n t\u00edch v\u00e0 b\u00e1o v\u1ec1 trung t\u00e2m: &#8216;\u0110\u1ecba \u0111i\u1ec3m X, \u01b0\u1edbc t\u00ednh ng\u1eadp 45cm, ph\u01b0\u01a1ng ti\u1ec7n g\u1ea7m th\u1ea5p kh\u00f4ng th\u1ec3 ti\u1ebfp c\u1eadn&#8217;. \u0110i\u1ec1u n\u00e0y gi\u00fap \u0111i\u1ec1u ph\u1ed1i \u0111\u00fang lo\u1ea1i ph\u01b0\u01a1ng ti\u1ec7n c\u1ee9u h\u1ed9 (xu\u1ed3ng m\u00e1y thay v\u00ec xe t\u1ea3i).&#8221;<\/em><\/p>\n<\/blockquote>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><\/p>\n<\/blockquote>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"559\" src=\"https:\/\/blog.datacore.vn\/wp-content\/uploads\/2026\/01\/datacore_blog_dedieuso_ky3_NLPComputerVision-1024x559.jpg\" alt=\"Datacore Blog \u0110\u00ea \u0111i\u1ec1u s\u1ed1 K\u1ef3 3 NLP &amp; Computer Vision\" class=\"wp-image-592\" srcset=\"https:\/\/blog.datacore.vn\/wp-content\/uploads\/2026\/01\/datacore_blog_dedieuso_ky3_NLPComputerVision-1024x559.jpg 1024w, https:\/\/blog.datacore.vn\/wp-content\/uploads\/2026\/01\/datacore_blog_dedieuso_ky3_NLPComputerVision-300x164.jpg 300w, https:\/\/blog.datacore.vn\/wp-content\/uploads\/2026\/01\/datacore_blog_dedieuso_ky3_NLPComputerVision-768x419.jpg 768w, https:\/\/blog.datacore.vn\/wp-content\/uploads\/2026\/01\/datacore_blog_dedieuso_ky3_NLPComputerVision-1536x838.jpg 1536w, https:\/\/blog.datacore.vn\/wp-content\/uploads\/2026\/01\/datacore_blog_dedieuso_ky3_NLPComputerVision-2048x1117.jpg 2048w, https:\/\/blog.datacore.vn\/wp-content\/uploads\/2026\/01\/datacore_blog_dedieuso_ky3_NLPComputerVision-1320x720.jpg 1320w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">Datacore Blog \u0110\u00ea \u0111i\u1ec1u s\u1ed1 K\u1ef3 3 NLP &amp; Computer Vision<\/figcaption><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">4. \u0110\u1ea7u ra: T\u1eeb D\u1ef1 b\u00e1o Kh\u00ed t\u01b0\u1ee3ng sang D\u1ef1 b\u00e1o T\u00e1c \u0111\u1ed9ng (Impact-based Forecasting)<\/h3>\n\n\n\n<p>M\u1ee5c ti\u00eau cu\u1ed1i c\u00f9ng c\u1ee7a V-FloodBrain kh\u00f4ng ch\u1ec9 l\u00e0 ph\u1ea3n \u1ee9ng l\u1ea1i nh\u1eefng g\u00ec \u0111\u00e3 x\u1ea3y ra, m\u00e0 l\u00e0 d\u1ef1 b\u00e1o nh\u1eefng g\u00ec s\u1eafp x\u1ea3y ra trong k\u1ecbch b\u1ea3n si\u00eau c\u1ee5c b\u1ed9 (Hyper-local).<\/p>\n\n\n\n<p>H\u1ec7 th\u1ed1ng kh\u00ed t\u01b0\u1ee3ng hi\u1ec7n t\u1ea1i cho ch\u00fang ta bi\u1ebft: <em>&#8220;Qu\u1eadn C\u1ea7u Gi\u1ea5y s\u1ebd m\u01b0a 100mm trong 3 gi\u1edd t\u1edbi&#8221;<\/em>. Th\u00f4ng tin n\u00e0y qu\u00e1 chung chung.<\/p>\n\n\n\n<p>B\u1eb1ng c\u00e1ch k\u1ebft h\u1ee3p d\u1eef li\u1ec7u th\u1eddi gian th\u1ef1c t\u1eeb M\u1ea1ng Mesh (\u0111ang m\u01b0a bao nhi\u00eau t\u1ea1i ch\u1ed7), d\u1eef li\u1ec7u \u0111\u1ecba h\u00ecnh 3D c\u1ee7a th\u00e0nh ph\u1ed1, v\u00e0 l\u1ecbch s\u1eed ng\u1eadp l\u1ee5t, AI c\u00f3 th\u1ec3 ch\u1ea1y c\u00e1c m\u00f4 h\u00ecnh th\u1ee7y l\u1ef1c h\u1ecdc t\u1ed1c \u0111\u1ed9 cao (Surrogate Models) \u0111\u1ec3 \u0111\u01b0a ra <strong>D\u1ef1 b\u00e1o t\u00e1c \u0111\u1ed9ng (Nowcasting)<\/strong>:<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><em>&#8220;C\u1ea3nh b\u00e1o: V\u1edbi l\u01b0\u1ee3ng m\u01b0a hi\u1ec7n t\u1ea1i, tuy\u1ebfn ph\u1ed1 Th\u00e1i H\u00e0 \u0111o\u1ea1n t\u1eeb ng\u00f5 1 \u0111\u1ebfn ng\u00f5 5 s\u1ebd ng\u1eadp s\u00e2u 60cm trong 45 ph\u00fat t\u1edbi. C\u00e1c ph\u01b0\u01a1ng ti\u1ec7n c\u1ea7n di d\u1eddi ngay l\u1eadp t\u1ee9c.&#8221;<\/em><\/p>\n<\/blockquote>\n\n\n\n<p>\u0110\u00e2y l\u00e0 s\u1ef1 chuy\u1ec3n d\u1ecbch t\u1eeb vi\u1ec7c th\u00f4ng b\u00e1o c\u00e1c con s\u1ed1 kh\u00ed t\u01b0\u1ee3ng v\u00f4 h\u1ed3n sang c\u00e1c c\u1ea3nh b\u00e1o h\u00e0nh \u0111\u1ed9ng c\u1ee5 th\u1ec3, gi\u00fap gi\u1ea3m thi\u1ec3u thi\u1ec7t h\u1ea1i v\u1ec1 ng\u01b0\u1eddi v\u00e0 c\u1ee7a.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">5. K\u1ebft lu\u1eadn K\u1ef3 3 &amp; C\u1ea7u n\u1ed1i sang K\u1ef3 cu\u1ed1i<\/h3>\n\n\n\n<p>V-FloodBrain l\u00e0 m\u1ea3nh gh\u00e9p c\u00f2n thi\u1ebfu \u0111\u1ec3 bi\u1ebfn d\u1eef li\u1ec7u th\u00f4 th\u00e0nh tr\u00ed tu\u1ec7 h\u00e0nh \u0111\u1ed9ng. N\u00f3 k\u1ebft n\u1ed1i s\u1ef1 d\u0169ng c\u1ea3m c\u1ee7a ng\u01b0\u1eddi d\u00e2n t\u1ea1i hi\u1ec7n tr\u01b0\u1eddng (cung c\u1ea5p d\u1eef li\u1ec7u) v\u1edbi n\u0103ng l\u1ef1c ch\u1ec9 huy c\u1ee7a ch\u00ednh quy\u1ec1n.<\/p>\n\n\n\n<p>Tuy nhi\u00ean, m\u1ed9t h\u1ec7 th\u1ed1ng AI m\u1ea1nh m\u1ebd nh\u01b0 v\u1eady c\u1ea7n ngu\u1ed3n nguy\u00ean li\u1ec7u \u0111\u1ea7u v\u00e0o kh\u1ed5ng l\u1ed3. N\u00f3 c\u1ea7n quy\u1ec1n truy c\u1eadp v\u00e0o d\u1eef li\u1ec7u camera giao th\u00f4ng th\u1eddi gian th\u1ef1c, d\u1eef li\u1ec7u b\u1ea3n \u0111\u1ed3 s\u1ed1 \u0111\u1ed9 ph\u00e2n gi\u1ea3i cao, v\u00e0 d\u1eef li\u1ec7u tr\u1ea1m \u0111o m\u01b0a c\u1ee7a nh\u00e0 n\u01b0\u1edbc.<\/p>\n\n\n\n<p><strong>V\u1ea5n \u0111\u1ec1 k\u1ef9 thu\u1eadt \u0111\u00e3 \u0111\u01b0\u1ee3c gi\u1ea3i quy\u1ebft, gi\u1edd l\u00e0 l\u00fac \u0111\u1ed1i m\u1eb7t v\u1edbi r\u00e0o c\u1ea3n l\u1edbn nh\u1ea5t: C\u01a1 ch\u1ebf v\u00e0 Ch\u00ednh s\u00e1ch.<\/strong> L\u00e0m sao \u0111\u1ec3 ph\u00e1 v\u1ee1 c\u00e1c &#8220;l\u00f4 c\u1ed1t&#8221; d\u1eef li\u1ec7u gi\u1eefa c\u00e1c b\u1ed9 ban ng\u00e0nh v\u00e0 gi\u1eefa nh\u00e0 n\u01b0\u1edbc v\u1edbi c\u1ed9ng \u0111\u1ed3ng c\u00f4ng ngh\u1ec7?<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u0110\u00d3N \u0110\u1eccC <a href=\"https:\/\/blog.datacore.vn\/vi\/de-dieu-so-ky-cuoi-khe-uoc-xa-hoi-so-xay-dung-he-sinh-thai-cuu-ho-mo-toan-dien-va-nhan-van\/\" data-type=\"post\" data-id=\"613\">K\u1ef2 CU\u1ed0I: CH\u00cdNH S\u00c1CH D\u1eee LI\u1ec6U &amp; L\u1edcI HI\u1ec6U TRI\u1ec6U H\u00c0NH \u0110\u1ed8NG<\/a>.<\/p>\n\n\n\n<p>Ch\u00fang ta s\u1ebd th\u1ea3o lu\u1eadn v\u1ec1 m\u00f4 h\u00ecnh &#8220;Ch\u00ednh ph\u1ee7 l\u00e0 N\u1ec1n t\u1ea3ng&#8221; (Gov as a Platform), \u0111\u1ec1 xu\u1ea5t m\u1edf API d\u1eef li\u1ec7u thi\u00ean tai (Open Data), v\u00e0 vai tr\u00f2 c\u1ee5 th\u1ec3 m\u00e0 c\u1ed9ng \u0111\u1ed3ng c\u00f4ng ngh\u1ec7 (Civic Tech) c\u00f3 th\u1ec3 \u0111\u00f3ng g\u00f3p ngay b\u00e2y gi\u1edd.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">N\u1ebfu b\u1ea1n ch\u01b0a \u0111\u1ecdc c\u00e1c k\u1ef3 tr\u01b0\u1edbc<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>B\u1ea1n ch\u01b0a r\u00f5 t\u1ea1i sao ch\u00fang ta c\u1ea7n m\u1ea1ng l\u01b0\u1edbi m\u1edbi? Xem l\u1ea1i \ud83d\udd19 <a href=\"https:\/\/blog.datacore.vn\/vi\/de-dieu-so-ky-1-cu-soc-offline-va-su-sup-do-cua-cac-kien-truc-roi-rac\/\" data-type=\"post\" data-id=\"502\"><strong>[K\u1ef3 1: Ph\u00e2n t\u00edch s\u1ef1 c\u1ed1 h\u1ec7 th\u1ed1ng]<\/strong>.<\/a><\/li>\n\n\n\n<li>B\u1ea1n mu\u1ed1n t\u00ecm hi\u1ec3u k\u1ef9 thu\u1eadt x\u00e2y d\u1ef1ng h\u1ea1 t\u1ea7ng k\u1ebft n\u1ed1i khi m\u1ea5t \u0111i\u1ec7n? Xem l\u1ea1i \ud83d\udd19 <strong><a href=\"https:\/\/blog.datacore.vn\/vi\/de-dieu-so-ky-2-ha-tang-phan-tan-thiet-ke-mang-luoi-sinh-ton-khong-the-danh-sap\/\" data-type=\"post\" data-id=\"558\">[K\u1ef3 2: H\u1ea1 t\u1ea7ng ph\u00e2n t\u00e1n (Mesh Network)]<\/a><\/strong>.<\/li>\n<\/ul>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>TL;DR (T\u00f3m t\u1eaft cho k\u1ef9 s\u01b0 b\u1eadn r\u1ed9n) 1. L\u1eddi d\u1eabn: Khi k\u1ebft n\u1ed1i tr\u1edf th\u00e0nh g\u00e1nh n\u1eb7ng Trong K\u1ef3 2: H\u1ea1 t\u1ea7ng ph\u00e2n t\u00e1n, ch\u00fang ta \u0111\u00e3 thi\u1ebft k\u1ebf th\u00e0nh c\u00f4ng V-FloodNet \u2013 m\u1ed9t m\u1ea1ng l\u01b0\u1edbi sinh t\u1ed3n c\u00f3 kh\u1ea3 n\u0103ng duy tr\u00ec k\u1ebft n\u1ed1i c\u01a1 b\u1ea3n ngay c\u1ea3 khi h\u1ea1 t\u1ea7ng vi\u1ec5n th\u00f4ng [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":594,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_uag_custom_page_level_css":"","_swt_meta_header_display":false,"_swt_meta_footer_display":false,"_swt_meta_site_title_display":false,"_swt_meta_sticky_header":false,"_swt_meta_transparent_header":false,"footnotes":""},"categories":[19,73],"tags":[152,104,76,154],"class_list":["post-590","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog-vi","category-xa-hoi","tag-4-eyes-paradox","tag-datacore","tag-de-dieu-so","tag-hon-loan"],"uagb_featured_image_src":{"full":["https:\/\/blog.datacore.vn\/wp-content\/uploads\/2026\/01\/datacore_blog_dedieuso_ky3_DataAISolution-scaled.jpg",2560,1396,false],"thumbnail":["https:\/\/blog.datacore.vn\/wp-content\/uploads\/2026\/01\/datacore_blog_dedieuso_ky3_DataAISolution-150x150.jpg",150,150,true],"medium":["https:\/\/blog.datacore.vn\/wp-content\/uploads\/2026\/01\/datacore_blog_dedieuso_ky3_DataAISolution-300x164.jpg",300,164,true],"medium_large":["https:\/\/blog.datacore.vn\/wp-content\/uploads\/2026\/01\/datacore_blog_dedieuso_ky3_DataAISolution-768x419.jpg",768,419,true],"large":["https:\/\/blog.datacore.vn\/wp-content\/uploads\/2026\/01\/datacore_blog_dedieuso_ky3_DataAISolution-1024x559.jpg",1024,559,true],"1536x1536":["https:\/\/blog.datacore.vn\/wp-content\/uploads\/2026\/01\/datacore_blog_dedieuso_ky3_DataAISolution-1536x838.jpg",1536,838,true],"2048x2048":["https:\/\/blog.datacore.vn\/wp-content\/uploads\/2026\/01\/datacore_blog_dedieuso_ky3_DataAISolution-2048x1117.jpg",2048,1117,true],"trp-custom-language-flag":["https:\/\/blog.datacore.vn\/wp-content\/uploads\/2026\/01\/datacore_blog_dedieuso_ky3_DataAISolution-scaled.jpg",18,10,false]},"uagb_author_info":{"display_name":"Kien Vu","author_link":"https:\/\/blog.datacore.vn\/vi\/author\/kienvq\/"},"uagb_comment_info":1,"uagb_excerpt":"TL;DR (T\u00f3m t\u1eaft cho k\u1ef9 s\u01b0 b\u1eadn r\u1ed9n) 1. L\u1eddi d\u1eabn: Khi k\u1ebft n\u1ed1i tr\u1edf th\u00e0nh g\u00e1nh n\u1eb7ng Trong K\u1ef3 2: H\u1ea1 t\u1ea7ng ph\u00e2n t\u00e1n, ch\u00fang ta \u0111\u00e3 thi\u1ebft k\u1ebf th\u00e0nh c\u00f4ng V-FloodNet \u2013 m\u1ed9t m\u1ea1ng l\u01b0\u1edbi sinh t\u1ed3n c\u00f3 kh\u1ea3 n\u0103ng duy tr\u00ec k\u1ebft n\u1ed1i c\u01a1 b\u1ea3n ngay c\u1ea3 khi h\u1ea1 t\u1ea7ng vi\u1ec5n th\u00f4ng&hellip;","_links":{"self":[{"href":"https:\/\/blog.datacore.vn\/vi\/wp-json\/wp\/v2\/posts\/590","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/blog.datacore.vn\/vi\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/blog.datacore.vn\/vi\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/blog.datacore.vn\/vi\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/blog.datacore.vn\/vi\/wp-json\/wp\/v2\/comments?post=590"}],"version-history":[{"count":3,"href":"https:\/\/blog.datacore.vn\/vi\/wp-json\/wp\/v2\/posts\/590\/revisions"}],"predecessor-version":[{"id":722,"href":"https:\/\/blog.datacore.vn\/vi\/wp-json\/wp\/v2\/posts\/590\/revisions\/722"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/blog.datacore.vn\/vi\/wp-json\/wp\/v2\/media\/594"}],"wp:attachment":[{"href":"https:\/\/blog.datacore.vn\/vi\/wp-json\/wp\/v2\/media?parent=590"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blog.datacore.vn\/vi\/wp-json\/wp\/v2\/categories?post=590"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blog.datacore.vn\/vi\/wp-json\/wp\/v2\/tags?post=590"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}