{"id":26319,"date":"2025-03-29T09:06:56","date_gmt":"2025-03-29T02:06:56","guid":{"rendered":"https:\/\/interdata.vn\/blog\/?p=26319"},"modified":"2025-03-29T09:06:56","modified_gmt":"2025-03-29T02:06:56","slug":"lstm-la-gi","status":"publish","type":"post","link":"https:\/\/interdata.vn\/blog\/lstm-la-gi\/","title":{"rendered":"LSTM l\u00e0 g\u00ec? C\u00e1ch ho\u1ea1t \u0111\u1ed9ng &#038; \u1ee8ng d\u1ee5ng Long Short-Term Memory"},"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\/lstm-la-gi\/#LSTM-la-gi\" >LSTM 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\/lstm-la-gi\/#Cau-truc-cua-LSTM\" >C\u1ea5u tr\u00fac c\u1ee7a LSTM<\/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\/lstm-la-gi\/#LSTM-hoat-dong-nhu-the-nao\" >LSTM 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:\/\/interdata.vn\/blog\/lstm-la-gi\/#Ung-dung-cua-Long-Short-Term-Memory-LSTM\" >\u1ee8ng d\u1ee5ng c\u1ee7a Long Short-Term Memory LSTM<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/interdata.vn\/blog\/lstm-la-gi\/#Cac-cau-hoi-thuong-gap-FAQs-ve-LSTM\" >C\u00e1c c\u00e2u h\u1ecfi th\u01b0\u1eddng g\u1eb7p (FAQs) v\u1ec1 LSTM<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/interdata.vn\/blog\/lstm-la-gi\/#LSTM-la-gi-va-tai-sao-lai-su-dung-no\" >LSTM l\u00e0 g\u00ec v\u00e0 t\u1ea1i sao l\u1ea1i s\u1eed d\u1ee5ng n\u00f3?<\/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\/lstm-la-gi\/#LSTM-hoat-dong-nhu-the-nao-2\" >LSTM ho\u1ea1t \u0111\u1ed9ng nh\u01b0 th\u1ebf n\u00e0o?<\/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\/lstm-la-gi\/#Vi-du-ve-LSTM-la-gi\" >V\u00ed d\u1ee5 v\u1ec1 LSTM l\u00e0 g\u00ec?<\/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\/lstm-la-gi\/#Su-khac-biet-giua-LSTM-va-Gated-Recurrent-Unit-GRU-la-gi\" >S\u1ef1 kh\u00e1c bi\u1ec7t gi\u1eefa LSTM v\u00e0 Gated Recurrent Unit (GRU) l\u00e0 g\u00ec?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/interdata.vn\/blog\/lstm-la-gi\/#Su-khac-biet-giua-LSTM-va-RNN-la-gi\" >S\u1ef1 kh\u00e1c bi\u1ec7t gi\u1eefa LSTM v\u00e0 RNN l\u00e0 g\u00ec?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/interdata.vn\/blog\/lstm-la-gi\/#LSTM-co-nhanh-hon-CNN-khong\" >LSTM c\u00f3 nhanh h\u01a1n CNN kh\u00f4ng?<\/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\/lstm-la-gi\/#LSTM-co-nhanh-hon-GRU-khong\" >LSTM c\u00f3 nhanh h\u01a1n GRU kh\u00f4ng?<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<p data-start=\"24\" data-end=\"458\" class=\"\">LSTM (Long Short-Term Memory) l\u00e0 m\u1ed9t d\u1ea1ng \u0111\u1eb7c bi\u1ec7t c\u1ee7a m\u1ea1ng n\u01a1-ron h\u1ed3i quy, \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 x\u1eed l\u00fd v\u00e0 ghi nh\u1edb th\u00f4ng tin trong c\u00e1c chu\u1ed7i d\u1eef li\u1ec7u d\u00e0i. Kh\u00e1c v\u1edbi c\u00e1c m\u1ea1ng RNN truy\u1ec1n th\u1ed1ng, LSTM c\u00f3 kh\u1ea3 n\u0103ng duy tr\u00ec th\u00f4ng tin trong kho\u1ea3ng th\u1eddi gian d\u00e0i, gi\u00fap gi\u1ea3i quy\u1ebft c\u00e1c v\u1ea5n \u0111\u1ec1 nh\u01b0 suy gi\u1ea3m \u0111\u1ed9 d\u1ed1c (vanishing gradient). B\u00e0i vi\u1ebft n\u00e0y s\u1ebd gi\u00fap b\u1ea1n hi\u1ec3u r\u00f5 h\u01a1n v\u1ec1 <a href=\"https:\/\/interdata.vn\/blog\/LSTM-la-gi\/\"><strong>LSTM l\u00e0 g\u00ec<\/strong><\/a>, c\u1ea5u tr\u00fac, c\u00e1ch ho\u1ea1t \u0111\u1ed9ng c\u1ee7a Long Short-Term Memory v\u00e0 \u1ee9ng d\u1ee5ng c\u1ee7a LSTM trong nhi\u1ec1u l\u0129nh v\u1ef1c kh\u00e1c nhau.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"LSTM-la-gi\"><\/span>LSTM l\u00e0 g\u00ec?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><strong>LSTM (Long Short-Term Memory) &#8211; (B\u1ed9 nh\u1edb d\u00e0i-ng\u1eafn h\u1ea1n)<\/strong>, l\u00e0 m\u1ed9t d\u1ea1ng \u0111\u1eb7c bi\u1ec7t c\u1ee7a m\u1ea1ng n\u01a1-ron h\u1ed3i quy (RNN &#8211; recurrent neural network). Ki\u1ebfn tr\u00fac n\u00e0y \u0111\u01b0\u1ee3c t\u1ea1o ra nh\u1eb1m m\u1ee5c \u0111\u00edch x\u1eed l\u00fd v\u00e0 ghi nh\u1edb th\u00f4ng tin hi\u1ec7u qu\u1ea3 qua c\u00e1c chu\u1ed7i d\u1eef li\u1ec7u c\u00f3 \u0111\u1ed9 d\u00e0i l\u1edbn.<\/p>\n<p>Trong khi c\u00e1c m\u00f4 h\u00ecnh RNN truy\u1ec1n th\u1ed1ng th\u01b0\u1eddng g\u1eb7p kh\u00f3 kh\u0103n khi c\u1ea7n l\u01b0u gi\u1eef th\u00f4ng tin trong th\u1eddi gian d\u00e0i do <strong>\u1ea3nh h\u01b0\u1edfng c\u1ee7a hi\u1ec7n t\u01b0\u1ee3ng suy gi\u1ea3m \u0111\u1ed9 d\u1ed1c<\/strong> (vanishing gradient), LSTM v\u1edbi c\u1ea5u tr\u00fac \u0111\u1ed9c \u0111\u00e1o c\u1ee7a m\u00ecnh l\u1ea1i c\u00f3 kh\u1ea3 n\u0103ng duy tr\u00ec th\u00f4ng tin qua c\u00e1c kho\u1ea3ng th\u1eddi gian k\u00e9o d\u00e0i, qua \u0111\u00f3 gi\u1ea3i quy\u1ebft \u0111\u01b0\u1ee3c v\u1ea5n \u0111\u1ec1 c\u1ed1 h\u1eefu n\u00e0y.<\/p>\n<figure id=\"attachment_26321\" aria-describedby=\"caption-attachment-26321\" style=\"width: 800px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/interdata.vn\/blog\/wp-content\/uploads\/2025\/03\/LSTM-la-gi.png\" alt=\"LSTM l\u00e0 g\u00ec\" width=\"800\" height=\"500\" class=\"size-full wp-image-26321\" title=\"\" srcset=\"https:\/\/interdata.vn\/blog\/wp-content\/uploads\/2025\/03\/LSTM-la-gi.png 800w, https:\/\/interdata.vn\/blog\/wp-content\/uploads\/2025\/03\/LSTM-la-gi-300x188.png 300w, https:\/\/interdata.vn\/blog\/wp-content\/uploads\/2025\/03\/LSTM-la-gi-768x480.png 768w, https:\/\/interdata.vn\/blog\/wp-content\/uploads\/2025\/03\/LSTM-la-gi-750x469.png 750w\" sizes=\"auto, (max-width: 800px) 100vw, 800px\" \/><figcaption id=\"caption-attachment-26321\" class=\"wp-caption-text\">LSTM l\u00e0 g\u00ec?<\/figcaption><\/figure>\n<h2><span class=\"ez-toc-section\" id=\"Cau-truc-cua-LSTM\"><\/span>C\u1ea5u tr\u00fac c\u1ee7a LSTM<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>M\u1ed9t \u0111\u01a1n v\u1ecb LSTM (LSTM unit) \u0111\u01b0\u1ee3c c\u1ea5u th\u00e0nh t\u1eeb c\u00e1c b\u1ed9 ph\u1eadn ch\u00ednh y\u1ebfu sau \u0111\u00e2y:<\/p>\n<ul>\n<li><strong>C\u1ed5ng \u0111\u1ea7u v\u00e0o (Input Gate)<\/strong>: B\u1ed9 ph\u1eadn n\u00e0y c\u00f3 nhi\u1ec7m v\u1ee5 ki\u1ec3m so\u00e1t v\u00e0 quy\u1ebft \u0111\u1ecbnh xem nh\u1eefng ph\u1ea7n th\u00f4ng tin n\u00e0o t\u1eeb \u0111\u1ea7u v\u00e0o t\u1ea1i b\u01b0\u1edbc th\u1eddi gian hi\u1ec7n t\u1ea1i n\u00ean \u0111\u01b0\u1ee3c th\u00eam v\u00e0o v\u00e0 l\u01b0u tr\u1eef trong tr\u1ea1ng th\u00e1i c\u1ee7a \u00f4 nh\u1edb (cell state).<br \/>\n<strong><\/strong><\/li>\n<li><strong>C\u1ed5ng qu\u00ean (Forget Gate)<\/strong>: C\u00f3 ch\u1ee9c n\u0103ng x\u00e1c \u0111\u1ecbnh v\u00e0 quy\u1ebft \u0111\u1ecbnh xem nh\u1eefng ph\u1ea7n th\u00f4ng tin n\u00e0o trong tr\u1ea1ng th\u00e1i \u00f4 nh\u1edb t\u1eeb b\u01b0\u1edbc tr\u01b0\u1edbc c\u1ea7n \u0111\u01b0\u1ee3c lo\u1ea1i b\u1ecf ho\u1eb7c &#8220;qu\u00ean \u0111i&#8221; \u1edf b\u01b0\u1edbc hi\u1ec7n t\u1ea1i.<br \/>\n<strong><\/strong><\/li>\n<li><strong>C\u1ed5ng \u0111\u1ea7u ra (Output Gate)<\/strong>: B\u1ed9 ph\u1eadn n\u00e0y \u0111i\u1ec1u ti\u1ebft vi\u1ec7c th\u00f4ng tin n\u00e0o t\u1eeb tr\u1ea1ng th\u00e1i \u00f4 nh\u1edb (sau khi \u0111\u00e3 \u0111\u01b0\u1ee3c x\u1eed l\u00fd) s\u1ebd \u0111\u01b0\u1ee3c ph\u00e9p truy\u1ec1n ra ngo\u00e0i d\u01b0\u1edbi d\u1ea1ng k\u1ebft qu\u1ea3 \u0111\u1ea7u ra (ho\u1eb7c tr\u1ea1ng th\u00e1i \u1ea9n) c\u1ee7a \u0111\u01a1n v\u1ecb LSTM t\u1ea1i b\u01b0\u1edbc th\u1eddi gian \u0111\u00f3.<\/li>\n<\/ul>\n<p><strong>C\u00f4ng th\u1ee9c:<\/strong><\/p>\n<p>Ho\u1ea1t \u0111\u1ed9ng t\u00ednh to\u00e1n b\u00ean trong m\u1ed9t \u00f4 LSTM t\u1ea1i b\u01b0\u1edbc th\u1eddi gian (t) c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c bi\u1ec3u di\u1ec5n th\u00f4ng qua c\u00e1c c\u00f4ng th\u1ee9c to\u00e1n h\u1ecdc c\u1ed1t l\u00f5i nh\u01b0 sau:<\/p>\n<p><strong>C\u1ed5ng qu\u00ean:<\/strong><\/p>\n<p>( ft = \\sigma(Wf \\cdot [h{t-1}, xt] + bf) )<\/p>\n<p><strong>C\u1ed5ng \u0111\u1ea7u v\u00e0o:<\/strong><\/p>\n<p>( it = \\sigma(Wi \\cdot [h{t-1}, xt] + bi) )<\/p>\n<p>( \\tilde{C}<em>t = \\tanh(WC \\cdot [h<\/em>{t-1}, xt] + bC) )<\/p>\n<p><strong>C\u1eadp nh\u1eadt tr\u1ea1ng th\u00e1i t\u1ebf b\u00e0o:<\/strong><\/p>\n<p>( Ct = ft C{t-1} + it \\tilde{C}t )<\/p>\n<p><strong>C\u1ed5ng \u0111\u1ea7u ra:<\/strong><\/p>\n<p>( ot = \\sigma(Wo \\cdot [h{t-1}, xt] + bo) )<\/p>\n<p>( ht = ot \\tanh(Ct) )<\/p>\n<p><strong>Trong \u0111\u00f3<\/strong>: ( \\sigma ) l\u00e0 h\u00e0m k\u00edch ho\u1ea1t sigmoid. ( W ) v\u00e0 ( b ) l\u00e0 tr\u1ecdng s\u1ed1 v\u00e0 \u0111\u1ed9 thi\u00ean c\u1ee7a m\u00f4 h\u00ecnh. ( h{t-1} ) l\u00e0 \u0111\u1ea7u ra c\u1ee7a \u00f4 t\u1ea1i b\u01b0\u1edbc th\u1eddi gian tr\u01b0\u1edbc. ( xt ) l\u00e0 \u0111\u1ea7u v\u00e0o t\u1ea1i b\u01b0\u1edbc th\u1eddi gian hi\u1ec7n t\u1ea1i.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"LSTM-hoat-dong-nhu-the-nao\"><\/span>LSTM ho\u1ea1t \u0111\u1ed9ng nh\u01b0 th\u1ebf n\u00e0o?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Khi m\u1ed9t chu\u1ed7i d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c \u0111\u01b0a v\u00e0o m\u1ea1ng LSTM, t\u1eebng \u0111\u01a1n v\u1ecb LSTM t\u1ea1i m\u1ed7i b\u01b0\u1edbc th\u1eddi gian s\u1ebd ti\u1ebfp nh\u1eadn th\u00f4ng tin t\u1eeb \u0111\u1ea7u v\u00e0o c\u1ee7a b\u01b0\u1edbc \u0111\u00f3 v\u00e0 tr\u1ea1ng th\u00e1i \u1ea9n t\u1eeb b\u01b0\u1edbc tr\u01b0\u1edbc \u0111\u00f3. Quy tr\u00ecnh ho\u1ea1t \u0111\u1ed9ng c\u1ed1t l\u00f5i di\u1ec5n ra nh\u01b0 sau:<\/p>\n<ul>\n<li><strong>B\u01b0\u1edbc 1: Ti\u1ebfp nh\u1eadn v\u00e0 x\u1eed l\u00fd th\u00f4ng tin \u0111\u1ea7u v\u00e0o<\/strong>: T\u1ea1i m\u1ed7i b\u01b0\u1edbc th\u1eddi gian, \u0111\u01a1n v\u1ecb LSTM nh\u1eadn d\u1eef li\u1ec7u \u0111\u1ea7u v\u00e0o v\u00e0 s\u1eed d\u1ee5ng c\u00e1c c\u1ed5ng \u0111\u1ec3 \u0111\u00e1nh gi\u00e1, l\u1ecdc v\u00e0 x\u00e1c \u0111\u1ecbnh xem nh\u1eefng th\u00f4ng tin n\u00e0o l\u00e0 quan tr\u1ecdng v\u00e0 c\u1ea7n \u0111\u01b0\u1ee3c duy tr\u00ec cho c\u00e1c b\u01b0\u1edbc x\u1eed l\u00fd ti\u1ebfp theo.<br \/>\n<strong><\/strong><\/li>\n<li><strong>B\u01b0\u1edbc 2: C\u1eadp nh\u1eadt tr\u1ea1ng th\u00e1i c\u1ee7a \u00f4 nh\u1edb<\/strong>: D\u1ef1a tr\u00ean t\u00edn hi\u1ec7u \u0111i\u1ec1u khi\u1ec3n t\u1eeb c\u00e1c c\u1ed5ng (c\u1ed5ng qu\u00ean v\u00e0 c\u1ed5ng \u0111\u1ea7u v\u00e0o), tr\u1ea1ng th\u00e1i b\u00ean trong c\u1ee7a \u00f4 nh\u1edb (cell state) s\u1ebd \u0111\u01b0\u1ee3c c\u1eadp nh\u1eadt. C\u1ed5ng qu\u00ean lo\u1ea1i b\u1ecf nh\u1eefng th\u00f4ng tin kh\u00f4ng c\u00f2n c\u1ea7n thi\u1ebft t\u1eeb tr\u1ea1ng th\u00e1i tr\u01b0\u1edbc, trong khi c\u1ed5ng \u0111\u1ea7u v\u00e0o cho ph\u00e9p b\u1ed5 sung nh\u1eefng th\u00f4ng tin m\u1edbi, ph\u00f9 h\u1ee3p v\u00e0o tr\u1ea1ng th\u00e1i hi\u1ec7n t\u1ea1i.<br \/>\n<strong><\/strong><\/li>\n<li><strong>B\u01b0\u1edbc 3: T\u1ea1o v\u00e0 xu\u1ea5t th\u00f4ng tin \u0111\u1ea7u ra<\/strong>: Cu\u1ed1i c\u00f9ng, th\u00f4ng qua c\u1ed5ng \u0111\u1ea7u ra, \u0111\u01a1n v\u1ecb LSTM s\u1ebd t\u00ednh to\u00e1n v\u00e0 t\u1ea1o ra k\u1ebft qu\u1ea3 \u0111\u1ea7u ra (ho\u1eb7c tr\u1ea1ng th\u00e1i \u1ea9n \u0111\u1ec3 truy\u1ec1n cho b\u01b0\u1edbc ti\u1ebfp theo) t\u1ea1i b\u01b0\u1edbc th\u1eddi gian \u0111\u00f3, d\u1ef1a tr\u00ean tr\u1ea1ng th\u00e1i \u00f4 nh\u1edb \u0111\u00e3 \u0111\u01b0\u1ee3c c\u1eadp nh\u1eadt v\u00e0 l\u1ecdc.<\/li>\n<\/ul>\n<figure id=\"attachment_26320\" aria-describedby=\"caption-attachment-26320\" style=\"width: 800px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/interdata.vn\/blog\/wp-content\/uploads\/2025\/03\/LSTM-hoat-dong-nhu-the-nao.jpg\" alt=\"LSTM ho\u1ea1t \u0111\u1ed9ng nh\u01b0 th\u1ebf n\u00e0o\" width=\"800\" height=\"508\" class=\"size-full wp-image-26320\" title=\"\" srcset=\"https:\/\/interdata.vn\/blog\/wp-content\/uploads\/2025\/03\/LSTM-hoat-dong-nhu-the-nao.jpg 800w, https:\/\/interdata.vn\/blog\/wp-content\/uploads\/2025\/03\/LSTM-hoat-dong-nhu-the-nao-300x191.jpg 300w, https:\/\/interdata.vn\/blog\/wp-content\/uploads\/2025\/03\/LSTM-hoat-dong-nhu-the-nao-768x488.jpg 768w, https:\/\/interdata.vn\/blog\/wp-content\/uploads\/2025\/03\/LSTM-hoat-dong-nhu-the-nao-750x476.jpg 750w\" sizes=\"auto, (max-width: 800px) 100vw, 800px\" \/><figcaption id=\"caption-attachment-26320\" class=\"wp-caption-text\">LSTM ho\u1ea1t \u0111\u1ed9ng nh\u01b0 th\u1ebf n\u00e0o?<\/figcaption><\/figure>\n<h2><span class=\"ez-toc-section\" id=\"Ung-dung-cua-Long-Short-Term-Memory-LSTM\"><\/span>\u1ee8ng d\u1ee5ng c\u1ee7a Long Short-Term Memory LSTM<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>LSTM \u0111\u00e3 ch\u1ee9ng t\u1ecf n\u0103ng l\u1ef1c v\u01b0\u1ee3t tr\u1ed9i v\u00e0 t\u00ednh \u1ee9ng d\u1ee5ng cao trong nhi\u1ec1u l\u0129nh v\u1ef1c kh\u00e1c nhau. M\u1ed9t s\u1ed1 v\u00ed d\u1ee5 \u1ee9ng d\u1ee5ng n\u1ed5i b\u1eadt bao g\u1ed3m:<\/p>\n<ul>\n<li><strong>D\u1ef1 b\u00e1o gi\u00e1 tr\u1ecb t\u00e0i ch\u00ednh (v\u00ed d\u1ee5: gi\u00e1 c\u1ed5 phi\u1ebfu)<\/strong>: LSTM c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c khai th\u00e1c \u0111\u1ec3 d\u1ef1 \u0111o\u00e1n di\u1ec5n bi\u1ebfn gi\u00e1 c\u1ed5 phi\u1ebfu trong t\u01b0\u01a1ng lai b\u1eb1ng c\u00e1ch ph\u00e2n t\u00edch c\u00e1c chu\u1ed7i d\u1eef li\u1ec7u l\u1ecbch s\u1eed v\u1ec1 gi\u00e1 c\u1ee7a c\u1ed5 phi\u1ebfu \u0111\u00f3. Nh\u1edd kh\u1ea3 n\u0103ng ghi nh\u1edb c\u00e1c ph\u1ee5 thu\u1ed9c d\u00e0i h\u1ea1n, LSTM th\u01b0\u1eddng gi\u00fap c\u1ea3i thi\u1ec7n \u0111\u1ed9 ch\u00ednh x\u00e1c c\u1ee7a c\u00e1c m\u00f4 h\u00ecnh d\u1ef1 b\u00e1o t\u00e0i ch\u00ednh.<\/li>\n<li><strong>X\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean (NLP)<\/strong>: Trong l\u0129nh v\u1ef1c NLP, LSTM r\u1ea5t hi\u1ec7u qu\u1ea3 trong vi\u1ec7c x\u1eed l\u00fd c\u00e1c chu\u1ed7i t\u1eeb ho\u1eb7c k\u00fd t\u1ef1. N\u00f3 gi\u00fap m\u00f4 h\u00ecnh hi\u1ec3u r\u00f5 h\u01a1n ng\u1eef c\u1ea3nh v\u00e0 x\u1eed l\u00fd c\u00e1c c\u00e2u v\u0103n d\u00e0i \u2013 \u0111i\u1ec1u m\u00e0 c\u00e1c m\u1ea1ng RNN truy\u1ec1n th\u1ed1ng c\u00f3 th\u1ec3 g\u1eb7p kh\u00f3 kh\u0103n.<\/li>\n<li><strong>D\u1ef1 b\u00e1o c\u00e1c hi\u1ec7n t\u01b0\u1ee3ng th\u1eddi ti\u1ebft<\/strong>: LSTM c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c hu\u1ea5n luy\u1ec7n \u0111\u1ec3 d\u1ef1 \u0111o\u00e1n s\u1ef1 bi\u1ebfn \u0111\u1ed5i c\u1ee7a c\u00e1c y\u1ebfu t\u1ed1 th\u1eddi ti\u1ebft b\u1eb1ng c\u00e1ch ph\u00e2n t\u00edch c\u00e1c chu\u1ed7i d\u1eef li\u1ec7u th\u1eddi ti\u1ebft \u0111\u01b0\u1ee3c ghi nh\u1eadn trong qu\u00e1 kh\u1ee9 (nhi\u1ec7t \u0111\u1ed9, \u0111\u1ed9 \u1ea9m, l\u01b0\u1ee3ng m\u01b0a, v.v.).<\/li>\n<li><strong>Nh\u1eadn d\u1ea1ng gi\u1ecdng n\u00f3i<\/strong>: Trong c\u00e1c h\u1ec7 th\u1ed1ng nh\u1eadn d\u1ea1ng gi\u1ecdng n\u00f3i, LSTM \u0111\u00f3ng g\u00f3p v\u00e0o vi\u1ec7c t\u1ed1i \u01b0u h\u00f3a qu\u00e1 tr\u00ecnh chuy\u1ec3n \u0111\u1ed5i t\u00edn hi\u1ec7u \u00e2m thanh gi\u1ecdng n\u00f3i th\u00e0nh v\u0103n b\u1ea3n, \u0111\u1eb7c bi\u1ec7t hi\u1ec7u qu\u1ea3 trong c\u00e1c \u1ee9ng d\u1ee5ng \u0111\u00f2i h\u1ecfi kh\u1ea3 n\u0103ng nh\u1eadn d\u1ea1ng v\u00e0 x\u1eed l\u00fd gi\u1ecdng n\u00f3i theo th\u1eddi gian th\u1ef1c.<\/li>\n<li><strong>M\u00f4 h\u00ecnh ng\u00f4n ng\u1eef<\/strong>: \u0110\u01b0\u1ee3c s\u1eed d\u1ee5ng trong c\u00e1c t\u00e1c v\u1ee5 nh\u01b0 m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef, d\u1ecbch m\u00e1y v\u00e0 t\u00f3m t\u1eaft v\u0103n b\u1ea3n. Nh\u1eefng m\u1ea1ng n\u00e0y h\u1ecdc c\u00e1ch nh\u1eadn di\u1ec7n s\u1ef1 ph\u1ee5 thu\u1ed9c gi\u1eefa c\u00e1c t\u1eeb trong c\u00e2u \u0111\u1ec3 t\u1ea1o ra nh\u1eefng c\u00e2u ch\u00ednh x\u00e1c v\u1ec1 m\u1eb7t ng\u1eef ph\u00e1p v\u00e0 m\u1ea1ch l\u1ea1c.<\/li>\n<li><strong>Nh\u1eadn d\u1ea1ng gi\u1ecdng n\u00f3i<\/strong>: D\u00f9ng \u0111\u1ec3 chuy\u1ec3n \u0111\u1ed5i gi\u1ecdng n\u00f3i th\u00e0nh v\u0103n b\u1ea3n v\u00e0 nh\u1eadn di\u1ec7n c\u00e1c l\u1ec7nh n\u00f3i. B\u1eb1ng c\u00e1ch h\u1ecdc c\u00e1c m\u1eabu gi\u1ecdng n\u00f3i, ch\u00fang c\u00f3 th\u1ec3 kh\u1edbp c\u00e1c t\u1eeb \u0111\u00e3 n\u00f3i v\u1edbi v\u0103n b\u1ea3n t\u01b0\u01a1ng \u1ee9ng.<\/li>\n<li><strong>Ph\u00e1t hi\u1ec7n b\u1ea5t th\u01b0\u1eddng<\/strong>: D\u00f9ng \u0111\u1ec3 ph\u00e1t hi\u1ec7n gian l\u1eadn ho\u1eb7c x\u00e2m nh\u1eadp m\u1ea1ng. Nh\u1eefng m\u1ea1ng n\u00e0y c\u00f3 th\u1ec3 nh\u1eadn di\u1ec7n c\u00e1c m\u1eabu trong d\u1eef li\u1ec7u c\u00f3 s\u1ef1 sai l\u1ec7ch l\u1edbn v\u00e0 \u0111\u00e1nh d\u1ea5u ch\u00fang nh\u01b0 nh\u1eefng b\u1ea5t th\u01b0\u1eddng ti\u1ec1m \u1ea9n.<\/li>\n<li><strong>H\u1ec7 th\u1ed1ng g\u1ee3i \u00fd<\/strong>: Trong c\u00e1c t\u00e1c v\u1ee5 g\u1ee3i \u00fd nh\u01b0 \u0111\u1ec1 xu\u1ea5t phim, \u00e2m nh\u1ea1c v\u00e0 s\u00e1ch. LSTM h\u1ecdc c\u00e1c m\u1eabu h\u00e0nh vi c\u1ee7a ng\u01b0\u1eddi d\u00f9ng \u0111\u1ec3 \u0111\u01b0a ra nh\u1eefng g\u1ee3i \u00fd c\u00e1 nh\u00e2n h\u00f3a.<br \/>\n<strong><\/strong><\/li>\n<li><strong>Ph\u00e2n t\u00edch video<\/strong>: \u00c1p d\u1ee5ng trong c\u00e1c t\u00e1c v\u1ee5 nh\u01b0 ph\u00e1t hi\u1ec7n \u0111\u1ed1i t\u01b0\u1ee3ng, nh\u1eadn di\u1ec7n ho\u1ea1t \u0111\u1ed9ng v\u00e0 ph\u00e2n lo\u1ea1i h\u00e0nh \u0111\u1ed9ng. Khi k\u1ebft h\u1ee3p v\u1edbi M\u1ea1ng N\u01a1-ron Ch\u1eadp (CNN), LSTM gi\u00fap ph\u00e2n t\u00edch d\u1eef li\u1ec7u video v\u00e0 tr\u00edch xu\u1ea5t th\u00f4ng tin h\u1eefu \u00edch.<\/li>\n<\/ul>\n<figure id=\"attachment_26325\" aria-describedby=\"caption-attachment-26325\" style=\"width: 756px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/interdata.vn\/blog\/wp-content\/uploads\/2025\/03\/Ung-dung-cua-Long-Short-Term-Memory-LSTM.webp\" alt=\"\u1ee8ng d\u1ee5ng c\u1ee7a Long Short-Term Memory LSTM\" width=\"756\" height=\"468\" class=\"size-full wp-image-26325\" title=\"\" srcset=\"https:\/\/interdata.vn\/blog\/wp-content\/uploads\/2025\/03\/Ung-dung-cua-Long-Short-Term-Memory-LSTM.webp 756w, https:\/\/interdata.vn\/blog\/wp-content\/uploads\/2025\/03\/Ung-dung-cua-Long-Short-Term-Memory-LSTM-300x186.webp 300w, https:\/\/interdata.vn\/blog\/wp-content\/uploads\/2025\/03\/Ung-dung-cua-Long-Short-Term-Memory-LSTM-750x464.webp 750w\" sizes=\"auto, (max-width: 756px) 100vw, 756px\" \/><figcaption id=\"caption-attachment-26325\" class=\"wp-caption-text\">\u1ee8ng d\u1ee5ng c\u1ee7a Long Short-Term Memory LSTM<\/figcaption><\/figure>\n<h2><span class=\"ez-toc-section\" id=\"Cac-cau-hoi-thuong-gap-FAQs-ve-LSTM\"><\/span>C\u00e1c c\u00e2u h\u1ecfi th\u01b0\u1eddng g\u1eb7p (FAQs) v\u1ec1 LSTM<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><span class=\"ez-toc-section\" id=\"LSTM-la-gi-va-tai-sao-lai-su-dung-no\"><\/span>LSTM l\u00e0 g\u00ec v\u00e0 t\u1ea1i sao l\u1ea1i s\u1eed d\u1ee5ng n\u00f3?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>LSTM (Long Short-Term Memory) l\u00e0 m\u1ed9t lo\u1ea1i m\u1ea1ng n\u01a1-ron h\u1ed3i quy, \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 x\u1eed l\u00fd c\u00e1c t\u00e1c v\u1ee5 chu\u1ed7i, n\u1ed5i b\u1eadt trong vi\u1ec7c ghi nh\u1edb v\u00e0 s\u1eed d\u1ee5ng c\u00e1c ph\u1ee5 thu\u1ed9c d\u00e0i h\u1ea1n trong d\u1eef li\u1ec7u.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"LSTM-hoat-dong-nhu-the-nao-2\"><\/span>LSTM ho\u1ea1t \u0111\u1ed9ng nh\u01b0 th\u1ebf n\u00e0o?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>LSTM s\u1eed d\u1ee5ng m\u1ed9t tr\u1ea1ng th\u00e1i \u00f4 nh\u1edb \u0111\u1ec3 l\u01b0u tr\u1eef th\u00f4ng tin v\u1ec1 c\u00e1c \u0111\u1ea7u v\u00e0o tr\u01b0\u1edbc \u0111\u00f3. Tr\u1ea1ng th\u00e1i \u00f4 nh\u1edb n\u00e0y \u0111\u01b0\u1ee3c c\u1eadp nh\u1eadt \u1edf m\u1ed7i b\u01b0\u1edbc c\u1ee7a m\u1ea1ng v\u00e0 m\u1ea1ng s\u1eed d\u1ee5ng n\u00f3 \u0111\u1ec3 d\u1ef1 \u0111o\u00e1n \u0111\u1ea7u v\u00e0o hi\u1ec7n t\u1ea1i. Tr\u1ea1ng th\u00e1i \u00f4 nh\u1edb \u0111\u01b0\u1ee3c c\u1eadp nh\u1eadt qua m\u1ed9t lo\u1ea1t c\u00e1c c\u1ed5ng ki\u1ec3m so\u00e1t l\u01b0\u1ee3ng th\u00f4ng tin cho ph\u00e9p ch\u1ea3y v\u00e0o v\u00e0 ra kh\u1ecfi \u00f4.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Vi-du-ve-LSTM-la-gi\"><\/span>V\u00ed d\u1ee5 v\u1ec1 LSTM l\u00e0 g\u00ec?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>C\u00e1c v\u00ed d\u1ee5 v\u1ec1 LSTM (Long Short-Term Memory) bao g\u1ed3m nh\u1eadn d\u1ea1ng gi\u1ecdng n\u00f3i, d\u1ecbch m\u00e1y v\u00e0 d\u1ef1 \u0111o\u00e1n chu\u1ed7i th\u1eddi gian, t\u1eadn d\u1ee5ng kh\u1ea3 n\u0103ng ghi nh\u1edb c\u00e1c ph\u1ee5 thu\u1ed9c d\u00e0i h\u1ea1n trong d\u1eef li\u1ec7u tu\u1ea7n t\u1ef1.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Su-khac-biet-giua-LSTM-va-Gated-Recurrent-Unit-GRU-la-gi\"><\/span>S\u1ef1 kh\u00e1c bi\u1ec7t gi\u1eefa LSTM v\u00e0 Gated Recurrent Unit (GRU) l\u00e0 g\u00ec?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>LSTM c\u00f3 m\u1ed9t tr\u1ea1ng th\u00e1i \u00f4 nh\u1edb v\u00e0 c\u01a1 ch\u1ebf c\u1ed5ng \u0111\u1ec3 ki\u1ec3m so\u00e1t d\u00f2ng ch\u1ea3y th\u00f4ng tin, trong khi GRU c\u00f3 m\u1ed9t c\u01a1 ch\u1ebf c\u1eadp nh\u1eadt c\u1ed5ng \u0111\u01a1n gi\u1ea3n h\u01a1n. LSTM m\u1ea1nh m\u1ebd h\u01a1n nh\u01b0ng ch\u1eadm h\u01a1n trong qu\u00e1 tr\u00ecnh hu\u1ea5n luy\u1ec7n, trong khi GRU \u0111\u01a1n gi\u1ea3n h\u01a1n v\u00e0 nhanh h\u01a1n.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Su-khac-biet-giua-LSTM-va-RNN-la-gi\"><\/span>S\u1ef1 kh\u00e1c bi\u1ec7t gi\u1eefa LSTM v\u00e0 RNN l\u00e0 g\u00ec?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>RNN c\u00f3 c\u1ea5u tr\u00fac h\u1ed3i quy \u0111\u01a1n gi\u1ea3n v\u1edbi d\u00f2ng ch\u1ea3y th\u00f4ng tin m\u1ed9t chi\u1ec1u. LSTM c\u00f3 c\u01a1 ch\u1ebf c\u1ed5ng ki\u1ec3m so\u00e1t d\u00f2ng ch\u1ea3y th\u00f4ng tin v\u00e0 tr\u1ea1ng th\u00e1i \u00f4 nh\u1edb \u0111\u1ec3 l\u01b0u tr\u1eef b\u1ed9 nh\u1edb d\u00e0i h\u1ea1n. LSTM th\u01b0\u1eddng v\u01b0\u1ee3t tr\u1ed9i h\u01a1n RNN trong c\u00e1c t\u00e1c v\u1ee5 y\u00eau c\u1ea7u h\u1ecdc c\u00e1c ph\u1ee5 thu\u1ed9c d\u00e0i h\u1ea1n.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"LSTM-co-nhanh-hon-CNN-khong\"><\/span>LSTM c\u00f3 nhanh h\u01a1n CNN kh\u00f4ng?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Kh\u00f4ng, LSTM v\u00e0 CNN ph\u1ee5c v\u1ee5 c\u00e1c m\u1ee5c \u0111\u00edch kh\u00e1c nhau. LSTM d\u00e0nh cho d\u1eef li\u1ec7u tu\u1ea7n t\u1ef1, trong khi CNN d\u00e0nh cho d\u1eef li\u1ec7u kh\u00f4ng gian.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"LSTM-co-nhanh-hon-GRU-khong\"><\/span>LSTM c\u00f3 nhanh h\u01a1n GRU kh\u00f4ng?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Th\u00f4ng th\u01b0\u1eddng l\u00e0 c\u00f3. GRU c\u00f3 \u00edt tham s\u1ed1 h\u01a1n, \u0111i\u1ec1u n\u00e0y gi\u00fap hu\u1ea5n luy\u1ec7n nhanh h\u01a1n so v\u1edbi LSTM.<\/p>\n<p>LSTM \u0111\u00e3 ch\u1ee9ng minh \u0111\u01b0\u1ee3c kh\u1ea3 n\u0103ng v\u01b0\u1ee3t tr\u1ed9i trong vi\u1ec7c x\u1eed l\u00fd d\u1eef li\u1ec7u tu\u1ea7n t\u1ef1 v\u00e0 gi\u1ea3i quy\u1ebft c\u00e1c v\u1ea5n \u0111\u1ec1 ph\u1ee9c t\u1ea1p nh\u01b0 d\u1ef1 b\u00e1o t\u00e0i ch\u00ednh, nh\u1eadn d\u1ea1ng gi\u1ecdng n\u00f3i v\u00e0 ph\u00e2n t\u00edch chu\u1ed7i th\u1eddi gian. M\u1eb7c d\u00f9 c\u00f2n t\u1ed3n t\u1ea1i m\u1ed9t s\u1ed1 h\u1ea1n ch\u1ebf, LSTM v\u1eabn l\u00e0 c\u00f4ng c\u1ee5 quan tr\u1ecdng trong c\u00e1c \u1ee9ng d\u1ee5ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o.<\/p>\n<p>\u0110\u1ec3 t\u1ed1i \u01b0u h\u00f3a c\u00e1c m\u00f4 h\u00ecnh LSTM, l\u1ef1a ch\u1ecdn h\u1ea1 t\u1ea7ng m\u1ea1nh m\u1ebd l\u00e0 r\u1ea5t quan tr\u1ecdng. H\u00e3y tham kh\u1ea3o d\u1ecbch v\u1ee5 <a href=\"https:\/\/interdata.vn\/thue-vps\/\">thu\u00ea VPS ch\u1ea5t l\u01b0\u1ee3ng gi\u00e1 r\u1ebb<\/a> v\u00e0 <a href=\"https:\/\/interdata.vn\/cloud-server\/\">thu\u00ea Cloud Server gi\u00e1 r\u1ebb t\u1ed1c \u0111\u1ed9 cao<\/a> t\u1eeb InterData. V\u1edbi ph\u1ea7n c\u1ee9ng th\u1ebf h\u1ec7 m\u1edbi nh\u01b0 CPU AMD EPYC\/Intel Xeon Platinum v\u00e0 SSD NVMe U.2, b\u1ea1n s\u1ebd c\u00f3 hi\u1ec7u su\u1ea5t v\u01b0\u1ee3t tr\u1ed9i v\u00e0 \u0111\u1ed9 \u1ed5n \u0111\u1ecbnh cao, gi\u00fap vi\u1ec7c hu\u1ea5n luy\u1ec7n m\u00f4 h\u00ecnh LSTM tr\u1edf n\u00ean nhanh ch\u00f3ng v\u00e0 hi\u1ec7u qu\u1ea3 h\u01a1n.<\/p>\n<p>H\u00e3y li\u00ean h\u1ec7 v\u1edbi ch\u00fang t\u00f4i \u0111\u1ec3 \u0111\u01b0\u1ee3c h\u1ed7 tr\u1ee3 v\u00e0 t\u00ecm ra gi\u1ea3i ph\u00e1p ph\u00f9 h\u1ee3p v\u1edbi nhu c\u1ea7u c\u1ee7a b\u1ea1n.<\/p>\n<p><strong>INTERDATA<\/strong><\/p>\n<ul>\n<li><strong>Website:<\/strong>\u00a0Interdata.vn<\/li>\n<li><strong>Hotline:<\/strong>\u00a01900-636822<\/li>\n<li><strong>Email:<\/strong>\u00a0Info@interdata.vn<\/li>\n<li><strong>VP\u0110D:<\/strong>\u00a0240 Nguy\u1ec5n \u0110\u00ecnh Ch\u00ednh, P.11. Q. Ph\u00fa Nhu\u1eadn, TP. Ho\u0302\u0300 Ch\u00ed Minh<\/li>\n<li><strong>VPGD:<\/strong>\u00a0S\u1ed1 211 \u0110\u01b0\u1eddng s\u1ed1 5, K\u0110T Lakeview City, P. An Ph\u00fa, TP. Th\u1ee7 \u0110\u1ee9c, TP. H\u1ed3 Ch\u00ed Minh<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>LSTM (Long Short-Term Memory) l\u00e0 m\u1ed9t d\u1ea1ng \u0111\u1eb7c bi\u1ec7t c\u1ee7a m\u1ea1ng n\u01a1-ron h\u1ed3i quy, \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 x\u1eed l\u00fd v\u00e0 ghi nh\u1edb th\u00f4ng tin trong c\u00e1c chu\u1ed7i d\u1eef li\u1ec7u d\u00e0i. Kh\u00e1c v\u1edbi c\u00e1c m\u1ea1ng RNN truy\u1ec1n th\u1ed1ng, LSTM c\u00f3 kh\u1ea3 n\u0103ng duy tr\u00ec th\u00f4ng tin trong kho\u1ea3ng th\u1eddi gian d\u00e0i, gi\u00fap gi\u1ea3i quy\u1ebft c\u00e1c<\/p>\n","protected":false},"author":11,"featured_media":26327,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[108],"tags":[],"class_list":["post-26319","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai"],"_links":{"self":[{"href":"https:\/\/interdata.vn\/blog\/wp-json\/wp\/v2\/posts\/26319","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=26319"}],"version-history":[{"count":3,"href":"https:\/\/interdata.vn\/blog\/wp-json\/wp\/v2\/posts\/26319\/revisions"}],"predecessor-version":[{"id":26332,"href":"https:\/\/interdata.vn\/blog\/wp-json\/wp\/v2\/posts\/26319\/revisions\/26332"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/interdata.vn\/blog\/wp-json\/wp\/v2\/media\/26327"}],"wp:attachment":[{"href":"https:\/\/interdata.vn\/blog\/wp-json\/wp\/v2\/media?parent=26319"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/interdata.vn\/blog\/wp-json\/wp\/v2\/categories?post=26319"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/interdata.vn\/blog\/wp-json\/wp\/v2\/tags?post=26319"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}