{"id":2309,"date":"2026-03-17T16:23:08","date_gmt":"2026-03-17T09:23:08","guid":{"rendered":"https:\/\/geru.edu.vn\/blog\/?p=2309"},"modified":"2026-03-17T16:23:08","modified_gmt":"2026-03-17T09:23:08","slug":"tim-hieu-ve-nlp-4-buoc-tien-hoa-cua-ngon-ngu-may-tinh","status":"publish","type":"post","link":"https:\/\/geru.edu.vn\/blog\/tim-hieu-ve-nlp-4-buoc-tien-hoa-cua-ngon-ngu-may-tinh\/","title":{"rendered":"T\u00ecm hi\u1ec3u v\u1ec1 NLP: 4 b\u01b0\u1edbc ti\u1ebfn h\u00f3a c\u1ee7a ng\u00f4n ng\u1eef m\u00e1y t\u00ednh"},"content":{"rendered":"<p data-path-to-node=\"5,0\"><b data-path-to-node=\"5,0\" data-index-in-node=\"15\">NLP (Natural Language Processing)<\/b> hay X\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean l\u00e0 m\u1ed9t nh\u00e1nh c\u1ee7a tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) gi\u00fap m\u00e1y t\u00ednh hi\u1ec3u, th\u00f4ng hi\u1ec3u v\u00e0 t\u1ea1o ra ng\u00f4n ng\u1eef con ng\u01b0\u1eddi. T\u1eeb vi\u1ec7c ph\u00e2n lo\u1ea1i v\u0103n b\u1ea3n (<b data-path-to-node=\"5,0\" data-index-in-node=\"204\">text classification<\/b>) \u0111\u1ebfn nh\u1eadn di\u1ec7n gi\u1ecdng n\u00f3i (<b data-path-to-node=\"5,0\" data-index-in-node=\"250\">speech-to-text<\/b>), NLP \u0111ang t\u00e1i \u0111\u1ecbnh ngh\u0129a c\u00e1ch ch\u00fang ta t\u01b0\u01a1ng t\u00e1c v\u1edbi th\u1ebf gi\u1edbi s\u1ed1.<\/p>\n<h2 data-path-to-node=\"7\">NLP l\u00e0 g\u00ec v\u00e0 t\u1ea1i sao n\u00f3 l\u1ea1i thay \u0111\u1ed5i cu\u1ed9c s\u1ed1ng c\u1ee7a ch\u00fang ta?<\/h2>\n<figure id=\"attachment_2310\" aria-describedby=\"caption-attachment-2310\" style=\"width: 800px\" class=\"wp-caption alignnone\"><img fetchpriority=\"high\" decoding=\"async\" class=\"size-full wp-image-2310\" src=\"https:\/\/geru.edu.vn\/blog\/wp-content\/uploads\/2026\/03\/1-9.jpg\" alt=\"NLP l\u00e0 g\u00ec v\u00e0 t\u1ea1i sao n\u00f3 l\u1ea1i thay \u0111\u1ed5i cu\u1ed9c s\u1ed1ng c\u1ee7a ch\u00fang ta?\" width=\"800\" height=\"600\"  title=\"T\u00ecm hi\u1ec3u v\u1ec1 NLP: 4 b\u01b0\u1edbc ti\u1ebfn h\u00f3a c\u1ee7a ng\u00f4n ng\u1eef m\u00e1y t\u00ednh\" srcset=\"https:\/\/geru.edu.vn\/blog\/wp-content\/uploads\/2026\/03\/1-9.jpg 800w, https:\/\/geru.edu.vn\/blog\/wp-content\/uploads\/2026\/03\/1-9-300x225.jpg 300w, https:\/\/geru.edu.vn\/blog\/wp-content\/uploads\/2026\/03\/1-9-768x576.jpg 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><figcaption id=\"caption-attachment-2310\" class=\"wp-caption-text\">NLP l\u00e0 g\u00ec v\u00e0 t\u1ea1i sao n\u00f3 l\u1ea1i thay \u0111\u1ed5i cu\u1ed9c s\u1ed1ng c\u1ee7a ch\u00fang ta?<\/figcaption><\/figure>\n<p data-path-to-node=\"3\"><b data-path-to-node=\"3\" data-index-in-node=\"0\">NLP (Natural Language Processing)<\/b> kh\u00f4ng \u0111\u01a1n thu\u1ea7n l\u00e0 m\u1ed9t thu\u1eadt ng\u1eef k\u1ef9 thu\u1eadt kh\u00f4 khan. \u0110\u00e2y l\u00e0 m\u1ed9t ph\u00e2n nh\u00e1nh giao thoa gi\u1eefa ng\u00f4n ng\u1eef h\u1ecdc v\u00e0 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o. N\u1ebfu nh\u01b0 tr\u01b0\u1edbc \u0111\u00e2y, m\u00e1y t\u00ednh ch\u1ec9 hi\u1ec3u \u0111\u01b0\u1ee3c c\u00e1c con s\u1ed1 v\u00e0 m\u00e3 l\u1ec7nh nh\u1ecb ph\u00e2n (0 v\u00e0 1), th\u00ec nh\u1edd c\u00f3 <b data-path-to-node=\"3\" data-index-in-node=\"251\">NLP<\/b>, ch\u00fang \u0111\u00e3 c\u00f3 kh\u1ea3 n\u0103ng &#8220;\u0111\u1ecdc&#8221; v\u00e0 &#8220;nghe&#8221; \u0111\u01b0\u1ee3c ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean c\u1ee7a con ng\u01b0\u1eddi.<\/p>\n<h3 data-path-to-node=\"4\">T\u1ea1i sao NLP l\u1ea1i h\u1eefu \u00edch \u0111\u1ebfn v\u1eady?<\/h3>\n<p data-path-to-node=\"5\">Trong k\u1ef7 nguy\u00ean b\u00f9ng n\u1ed5 d\u1eef li\u1ec7u, h\u01a1n 80% th\u00f4ng tin hi\u1ec7n nay t\u1ed3n t\u1ea1i d\u01b0\u1edbi d\u1ea1ng v\u0103n b\u1ea3n v\u00e0 gi\u1ecdng n\u00f3i (d\u1eef li\u1ec7u phi c\u1ea5u tr\u00fac). <b data-path-to-node=\"5\" data-index-in-node=\"123\">NLP<\/b> ch\u00ednh l\u00e0 c\u00f4ng c\u1ee5 duy nh\u1ea5t c\u00f3 th\u1ec3 gi\u00fap con ng\u01b0\u1eddi x\u1eed l\u00fd kh\u1ed1i l\u01b0\u1ee3ng kh\u1ed5ng l\u1ed3 n\u00e0y m\u1ed9t c\u00e1ch t\u1ef1 \u0111\u1ed9ng.<\/p>\n<p data-path-to-node=\"6\"><b data-path-to-node=\"6\" data-index-in-node=\"0\">T\u00e1c d\u1ee5ng v\u00e0 l\u1ee3i \u00edch th\u1ef1c t\u1ebf:<\/b><\/p>\n<ul data-path-to-node=\"7\">\n<li>\n<p data-path-to-node=\"7,0,0\"><b data-path-to-node=\"7,0,0\" data-index-in-node=\"0\">Ph\u00e2n lo\u1ea1i v\u0103n b\u1ea3n (Text Classification):<\/b> T\u1ef1 \u0111\u1ed9ng s\u1eafp x\u1ebfp h\u00e0ng tri\u1ec7u email v\u00e0o h\u00f2m th\u01b0 r\u00e1c ho\u1eb7c th\u01b0 quan tr\u1ecdng, gi\u00fap b\u1ea1n ti\u1ebft ki\u1ec7m h\u00e0ng gi\u1edd m\u1ed7i ng\u00e0y.<\/p>\n<\/li>\n<li>\n<p data-path-to-node=\"7,1,0\"><b data-path-to-node=\"7,1,0\" data-index-in-node=\"0\">Nh\u1eadn di\u1ec7n gi\u1ecdng n\u00f3i (Speech-to-text):<\/b> Chuy\u1ec3n \u0111\u1ed5i l\u1eddi n\u00f3i th\u00e0nh v\u0103n b\u1ea3n t\u1ee9c th\u00ec, h\u1ed7 tr\u1ee3 \u0111\u1eafc l\u1ef1c cho vi\u1ec7c ghi ch\u00fa cu\u1ed9c h\u1ecdp ho\u1eb7c \u0111i\u1ec1u khi\u1ec3n nh\u00e0 th\u00f4ng minh.<\/p>\n<\/li>\n<li>\n<p data-path-to-node=\"7,2,0\"><b data-path-to-node=\"7,2,0\" data-index-in-node=\"0\">Ph\u00e2n t\u00edch c\u1ea3m x\u00fac (Sentiment Analysis):<\/b> \u0110\u00e2y l\u00e0 &#8220;v\u0169 kh\u00ed&#8221; c\u1ee7a c\u00e1c nh\u00e3n h\u00e0ng. B\u1eb1ng c\u00e1ch qu\u00e9t h\u00e0ng ng\u00e0n b\u00ecnh lu\u1eadn, AI c\u00f3 th\u1ec3 cho bi\u1ebft kh\u00e1ch h\u00e0ng \u0111ang h\u00e0i l\u00f2ng hay th\u1ea5t v\u1ecdng v\u1ec1 s\u1ea3n ph\u1ea9m.<\/p>\n<\/li>\n<li>\n<p data-path-to-node=\"7,3,0\"><b data-path-to-node=\"7,3,0\" data-index-in-node=\"0\">H\u1ed7 tr\u1ee3 \u0111a ng\u00f4n ng\u1eef (Language Recognition):<\/b> T\u1ef1 \u0111\u1ed9ng nh\u1eadn di\u1ec7n v\u00e0 d\u1ecbch thu\u1eadt ng\u00f4n ng\u1eef, x\u00f3a b\u1ecf m\u1ecdi r\u00e0o c\u1ea3n giao ti\u1ebfp to\u00e0n c\u1ea7u.<\/p>\n<\/li>\n<\/ul>\n<h2 data-path-to-node=\"12\">Chi ti\u1ebft 4 b\u01b0\u1edbc ti\u1ebfn h\u00f3a c\u1ee7a ng\u00f4n ng\u1eef m\u00e1y t\u00ednh (NLP)<\/h2>\n<figure id=\"attachment_2311\" aria-describedby=\"caption-attachment-2311\" style=\"width: 800px\" class=\"wp-caption alignnone\"><img decoding=\"async\" class=\"size-full wp-image-2311\" src=\"https:\/\/geru.edu.vn\/blog\/wp-content\/uploads\/2026\/03\/2-1-1.jpg\" alt=\"Chi ti\u1ebft 4 b\u01b0\u1edbc ti\u1ebfn h\u00f3a c\u1ee7a ng\u00f4n ng\u1eef m\u00e1y t\u00ednh (NLP)\" width=\"800\" height=\"600\"  title=\"T\u00ecm hi\u1ec3u v\u1ec1 NLP: 4 b\u01b0\u1edbc ti\u1ebfn h\u00f3a c\u1ee7a ng\u00f4n ng\u1eef m\u00e1y t\u00ednh\" srcset=\"https:\/\/geru.edu.vn\/blog\/wp-content\/uploads\/2026\/03\/2-1-1.jpg 800w, https:\/\/geru.edu.vn\/blog\/wp-content\/uploads\/2026\/03\/2-1-1-300x225.jpg 300w, https:\/\/geru.edu.vn\/blog\/wp-content\/uploads\/2026\/03\/2-1-1-768x576.jpg 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><figcaption id=\"caption-attachment-2311\" class=\"wp-caption-text\">Chi ti\u1ebft 4 b\u01b0\u1edbc ti\u1ebfn h\u00f3a c\u1ee7a ng\u00f4n ng\u1eef m\u00e1y t\u00ednh (NLP)<\/figcaption><\/figure>\n<p data-path-to-node=\"10\">D\u1ef1a tr\u00ean kinh nghi\u1ec7m tri\u1ec3n khai c\u00e1c d\u1ef1 \u00e1n AI, t\u00f4i \u0111\u00fac k\u1ebft \u0111\u01b0\u1ee3c l\u1ed9 tr\u00ecnh ph\u00e1t tri\u1ec3n c\u1ee7a NLP qua 4 giai \u0111o\u1ea1n quan tr\u1ecdng. Hi\u1ec3u \u0111\u01b0\u1ee3c l\u1ed9 tr\u00ecnh n\u00e0y, b\u1ea1n s\u1ebd bi\u1ebft t\u1ea1i sao c\u00e1c m\u00f4 h\u00ecnh hi\u1ec7n nay l\u1ea1i th\u00f4ng minh \u0111\u1ed9t ph\u00e1 \u0111\u1ebfn th\u1ebf.<\/p>\n<h3 data-path-to-node=\"11\">B\u01b0\u1edbc 1: K\u1ef7 nguy\u00ean c\u1ee7a nh\u1eefng quy t\u1eafc c\u1ee9ng nh\u1eafc (Rule-based)<\/h3>\n<p data-path-to-node=\"12\">V\u00e0o nh\u1eefng n\u0103m 1950-1990, c\u00e1c nh\u00e0 khoa h\u1ecdc c\u1ed1 g\u1eafng &#8220;d\u1ea1y&#8221; m\u00e1y t\u00ednh b\u1eb1ng c\u00e1ch n\u1ea1p v\u00e0o h\u00e0ng tri\u1ec7u quy t\u1eafc ng\u1eef ph\u00e1p.<\/p>\n<ul data-path-to-node=\"13\">\n<li>\n<p data-path-to-node=\"13,0,0\"><b data-path-to-node=\"13,0,0\" data-index-in-node=\"0\">\u0110\u1eb7c \u0111i\u1ec3m:<\/b> N\u1ebfu c\u00e2u vi\u1ebft sai ng\u1eef ph\u00e1p d\u00f9 ch\u1ec9 m\u1ed9t ch\u00fat, m\u00e1y s\u1ebd ho\u00e0n to\u00e0n &#8220;b\u00f3 tay&#8221;.<\/p>\n<\/li>\n<li>\n<p data-path-to-node=\"13,1,0\"><b data-path-to-node=\"13,1,0\" data-index-in-node=\"0\">H\u1ea1n ch\u1ebf:<\/b> Kh\u00f4ng th\u1ec3 hi\u1ec3u \u0111\u01b0\u1ee3c s\u1ef1 \u0111a d\u1ea1ng v\u00e0 linh ho\u1ea1t c\u1ee7a ng\u00f4n ng\u1eef \u0111\u1eddi th\u1ef1c.<\/p>\n<\/li>\n<\/ul>\n<h3 data-path-to-node=\"14\">B\u01b0\u1edbc 2: K\u1ef7 nguy\u00ean Th\u1ed1ng k\u00ea (Statistical NLP)<\/h3>\n<p data-path-to-node=\"15\">Thay v\u00ec d\u1ea1y quy t\u1eafc, ch\u00fang ta n\u1ea1p cho m\u00e1y m\u1ed9t l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u \u0111\u1ec3 n\u00f3 t\u1ef1 t\u00ednh to\u00e1n x\u00e1c su\u1ea5t.<\/p>\n<ul data-path-to-node=\"16\">\n<li>\n<p data-path-to-node=\"16,0,0\"><b data-path-to-node=\"16,0,0\" data-index-in-node=\"0\">C\u00e1ch ho\u1ea1t \u0111\u1ed9ng:<\/b> M\u00e1y t\u00ednh s\u1ebd t\u00ednh xem t\u1eeb &#8220;xin&#8221; th\u01b0\u1eddng \u0111i k\u00e8m v\u1edbi t\u1eeb n\u00e0o nh\u1ea5t (v\u00ed d\u1ee5: &#8220;ch\u00e0o&#8221;).<\/p>\n<\/li>\n<li>\n<p data-path-to-node=\"16,1,0\"><b data-path-to-node=\"16,1,0\" data-index-in-node=\"0\">B\u01b0\u1edbc ti\u1ebfn:<\/b> Kh\u1ea3 n\u0103ng <b data-path-to-node=\"16,1,0\" data-index-in-node=\"20\">language recognition<\/b> \u0111\u01b0\u1ee3c c\u1ea3i thi\u1ec7n \u0111\u00e1ng k\u1ec3, b\u1eaft \u0111\u1ea7u xu\u1ea5t hi\u1ec7n c\u00e1c b\u1ed9 d\u1ecbch thu\u1eadt s\u01a1 khai.<\/p>\n<\/li>\n<\/ul>\n<h3 data-path-to-node=\"17\">B\u01b0\u1edbc 3: S\u1ef1 tr\u1ed7i d\u1eady c\u1ee7a M\u1ea1ng n\u01a1-ron (Deep Learning)<\/h3>\n<figure id=\"attachment_2312\" aria-describedby=\"caption-attachment-2312\" style=\"width: 800px\" class=\"wp-caption alignnone\"><img decoding=\"async\" class=\"size-full wp-image-2312\" src=\"https:\/\/geru.edu.vn\/blog\/wp-content\/uploads\/2026\/03\/3-2-2.jpg\" alt=\"B\u01b0\u1edbc 3: S\u1ef1 tr\u1ed7i d\u1eady c\u1ee7a M\u1ea1ng n\u01a1-ron (Deep Learning)\" width=\"800\" height=\"600\"  title=\"T\u00ecm hi\u1ec3u v\u1ec1 NLP: 4 b\u01b0\u1edbc ti\u1ebfn h\u00f3a c\u1ee7a ng\u00f4n ng\u1eef m\u00e1y t\u00ednh\" srcset=\"https:\/\/geru.edu.vn\/blog\/wp-content\/uploads\/2026\/03\/3-2-2.jpg 800w, https:\/\/geru.edu.vn\/blog\/wp-content\/uploads\/2026\/03\/3-2-2-300x225.jpg 300w, https:\/\/geru.edu.vn\/blog\/wp-content\/uploads\/2026\/03\/3-2-2-768x576.jpg 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><figcaption id=\"caption-attachment-2312\" class=\"wp-caption-text\">B\u01b0\u1edbc 3: S\u1ef1 tr\u1ed7i d\u1eady c\u1ee7a M\u1ea1ng n\u01a1-ron (Deep Learning)<\/figcaption><\/figure>\n<p data-path-to-node=\"18\">\u0110\u00e2y l\u00e0 b\u01b0\u1edbc ngo\u1eb7t l\u1edbn khi c\u00e1c thu\u1eadt to\u00e1n m\u00f4 ph\u1ecfng c\u00e1ch ho\u1ea1t \u0111\u1ed9ng c\u1ee7a n\u00e3o ng\u01b0\u1eddi \u0111\u01b0\u1ee3c \u00e1p d\u1ee5ng.<\/p>\n<ul data-path-to-node=\"19\">\n<li>\n<p data-path-to-node=\"19,0,0\"><b data-path-to-node=\"19,0,0\" data-index-in-node=\"0\">C\u1ea3i ti\u1ebfn:<\/b> C\u00e1c t\u1eeb ng\u1eef \u0111\u01b0\u1ee3c chuy\u1ec3n h\u00f3a th\u00e0nh c\u00e1c vector s\u1ed1 h\u1ecdc (Word Embeddings). M\u00e1y t\u00ednh b\u1eaft \u0111\u1ea7u hi\u1ec3u \u0111\u01b0\u1ee3c c\u00e1c t\u1eeb c\u00f3 ngh\u0129a g\u1ea7n nhau (v\u00ed d\u1ee5: &#8220;xe h\u01a1i&#8221; v\u00e0 &#8220;\u00f4 t\u00f4&#8221;) l\u00e0 m\u1ed9t.<\/p>\n<\/li>\n<li>\n<p data-path-to-node=\"19,1,0\"><b data-path-to-node=\"19,1,0\" data-index-in-node=\"0\">\u1ee8ng d\u1ee5ng:<\/b> C\u00f4ng ngh\u1ec7 <b data-path-to-node=\"19,1,0\" data-index-in-node=\"20\">speech-to-text<\/b> v\u00e0 c\u00e1c <b data-path-to-node=\"19,1,0\" data-index-in-node=\"42\">chatbot<\/b> \u0111\u1eddi \u0111\u1ea7u b\u1eaft \u0111\u1ea7u ho\u1ea1t \u0111\u1ed9ng m\u01b0\u1ee3t m\u00e0 h\u01a1n.<\/p>\n<\/li>\n<\/ul>\n<h3 data-path-to-node=\"20\">B\u01b0\u1edbc 4: K\u1ef7 nguy\u00ean Transformer v\u00e0 LLMs (Hi\u1ec7n \u0111\u1ea1i)<\/h3>\n<p data-path-to-node=\"21\">T\u1eeb n\u0103m 2017 \u0111\u1ebfn nay (2026), ki\u1ebfn tr\u00fac Transformer \u0111\u00e3 thay \u0111\u1ed5i t\u1ea5t c\u1ea3.<\/p>\n<ul data-path-to-node=\"22\">\n<li>\n<p data-path-to-node=\"22,0,0\"><b data-path-to-node=\"22,0,0\" data-index-in-node=\"0\">C\u01a1 ch\u1ebf &#8220;Attention&#8221;:<\/b> Gi\u00fap m\u00e1y t\u00ednh t\u1eadp trung v\u00e0o nh\u1eefng t\u1eeb quan tr\u1ecdng nh\u1ea5t trong m\u1ed9t c\u00e2u d\u00e0i \u0111\u1ec3 hi\u1ec3u \u0111\u00fang ng\u1eef c\u1ea3nh.<\/p>\n<\/li>\n<li>\n<p data-path-to-node=\"22,1,0\"><b data-path-to-node=\"22,1,0\" data-index-in-node=\"0\">K\u1ebft qu\u1ea3:<\/b> S\u1ef1 ra \u0111\u1eddi c\u1ee7a c\u00e1c m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn (LLMs). Gi\u1edd \u0111\u00e2y, AI kh\u00f4ng ch\u1ec9 hi\u1ec3u m\u00e0 c\u00f2n c\u00f3 th\u1ec3 s\u00e1ng t\u1ea1o n\u1ed9i dung, vi\u1ebft code v\u00e0 t\u01b0 v\u1ea5n chuy\u00ean s\u00e2u nh\u01b0 m\u1ed9t chuy\u00ean gia th\u1ef1c th\u1ee5.<\/p>\n<\/li>\n<\/ul>\n<h2 data-path-to-node=\"24\">Nh\u1eefng l\u1ee3i \u00edch \u0111\u1ed9t ph\u00e1 c\u1ee7a c\u00f4ng ngh\u1ec7 NLP trong n\u0103m 2026<\/h2>\n<p data-path-to-node=\"25\">Sau khi tr\u1ea3i qua c\u00e1c b\u01b0\u1edbc ti\u1ebfn h\u00f3a, <b data-path-to-node=\"25\" data-index-in-node=\"36\">NLP<\/b> hi\u1ec7n \u0111\u1ea1i mang l\u1ea1i nh\u1eefng gi\u00e1 tr\u1ecb m\u00e0 c\u00e1ch \u0111\u00e2y v\u00e0i n\u0103m ch\u00fang ta ch\u1ec9 th\u1ea5y trong phim vi\u1ec5n t\u01b0\u1edfng:<\/p>\n<ol start=\"1\" data-path-to-node=\"26\">\n<li>\n<p data-path-to-node=\"26,0,0\"><b data-path-to-node=\"26,0,0\" data-index-in-node=\"0\">Th\u1ea5u hi\u1ec3u ng\u1eef c\u1ea3nh si\u00eau vi\u1ec7t:<\/b> Kh\u00e1c v\u1edbi c\u00e1c h\u1ec7 th\u1ed1ng c\u0169 th\u01b0\u1eddng d\u1ecbch &#8220;word-by-word&#8221;, NLP hi\u1ec7n \u0111\u1ea1i hi\u1ec3u \u0111\u01b0\u1ee3c \u1ea9n \u00fd, ti\u1ebfng l\u00f3ng v\u00e0 s\u1eafc th\u00e1i v\u0103n h\u00f3a. Vi\u1ec7c <b data-path-to-node=\"26,0,0\" data-index-in-node=\"149\">sentiment analysis<\/b> (ph\u00e2n t\u00edch c\u1ea3m x\u00fac) gi\u1edd \u0111\u00e2y c\u00f3 th\u1ec3 nh\u1eadn di\u1ec7n \u0111\u01b0\u1ee3c c\u1ea3 s\u1ef1 m\u1ec9a mai hay ch\u00e2m bi\u1ebfm trong v\u0103n b\u1ea3n.<\/p>\n<\/li>\n<li>\n<p data-path-to-node=\"26,1,0\"><b data-path-to-node=\"26,1,0\" data-index-in-node=\"0\">C\u00e1 nh\u00e2n h\u00f3a tr\u1ea3i nghi\u1ec7m ng\u01b0\u1eddi d\u00f9ng:<\/b> C\u00e1c h\u1ec7 th\u1ed1ng g\u1ee3i \u00fd c\u1ee7a Netflix, Youtube hay c\u00e1c <b data-path-to-node=\"26,1,0\" data-index-in-node=\"84\">chatbot<\/b> b\u00e1n h\u00e0ng gi\u1edd \u0111\u00e2y hi\u1ec3u r\u00f5 s\u1edf th\u00edch c\u1ee7a b\u1ea1n th\u00f4ng qua l\u1ecbch s\u1eed tr\u00f2 chuy\u1ec7n, t\u1eeb \u0111\u00f3 \u0111\u01b0a ra nh\u1eefng \u0111\u1ec1 xu\u1ea5t &#8220;g\u00e3i \u0111\u00fang ch\u1ed7 ng\u1ee9a&#8221;.<\/p>\n<\/li>\n<li>\n<p data-path-to-node=\"26,2,0\"><b data-path-to-node=\"26,2,0\" data-index-in-node=\"0\">T\u0103ng n\u0103ng su\u1ea5t lao \u0111\u1ed9ng g\u1ea5p 10 l\u1ea7n:<\/b> Thay v\u00ec ng\u1ed3i \u0111\u1ecdc h\u00e0ng tr\u0103m trang b\u00e1o c\u00e1o, b\u1ea1n ch\u1ec9 c\u1ea7n y\u00eau c\u1ea7u AI: &#8220;T\u00f3m t\u1eaft 3 \u00fd ch\u00ednh c\u1ee7a t\u00e0i li\u1ec7u n\u00e0y&#8221;. NLP s\u1ebd th\u1ef1c hi\u1ec7n <b data-path-to-node=\"26,2,0\" data-index-in-node=\"157\">text classification<\/b> v\u00e0 tr\u00edch xu\u1ea5t th\u00f4ng tin ch\u1ec9 trong v\u00e0i gi\u00e2y.<\/p>\n<\/li>\n<li>\n<p data-path-to-node=\"26,3,0\"><b data-path-to-node=\"26,3,0\" data-index-in-node=\"0\">H\u1ed7 tr\u1ee3 ng\u01b0\u1eddi khuy\u1ebft t\u1eadt:<\/b> C\u00f4ng ngh\u1ec7 <b data-path-to-node=\"26,3,0\" data-index-in-node=\"35\">speech-to-text<\/b> v\u00e0 t\u1ed5ng h\u1ee3p gi\u1ecdng n\u00f3i \u0111\u00e3 tr\u1edf th\u00e0nh &#8220;\u0111\u00f4i tai&#8221; v\u00e0 &#8220;mi\u1ec7ng&#8221; cho nh\u1eefng ng\u01b0\u1eddi khi\u1ebfm khuy\u1ebft, gi\u00fap h\u1ecd h\u00f2a nh\u1eadp v\u00e0 l\u00e0m vi\u1ec7c trong m\u00f4i tr\u01b0\u1eddng k\u1ef9 thu\u1eadt s\u1ed1 m\u1ed9t c\u00e1ch b\u00ecnh \u0111\u1eb3ng.<\/p>\n<\/li>\n<\/ol>\n<h2 data-path-to-node=\"20\">So s\u00e1nh NLP truy\u1ec1n th\u1ed1ng v\u00e0 NLP hi\u1ec7n \u0111\u1ea1i<\/h2>\n<figure id=\"attachment_2313\" aria-describedby=\"caption-attachment-2313\" style=\"width: 800px\" class=\"wp-caption alignnone\"><img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-2313\" src=\"https:\/\/geru.edu.vn\/blog\/wp-content\/uploads\/2026\/03\/4-8.jpg\" alt=\"So s\u00e1nh NLP truy\u1ec1n th\u1ed1ng v\u00e0 NLP hi\u1ec7n \u0111\u1ea1i\" width=\"800\" height=\"600\"  title=\"T\u00ecm hi\u1ec3u v\u1ec1 NLP: 4 b\u01b0\u1edbc ti\u1ebfn h\u00f3a c\u1ee7a ng\u00f4n ng\u1eef m\u00e1y t\u00ednh\" srcset=\"https:\/\/geru.edu.vn\/blog\/wp-content\/uploads\/2026\/03\/4-8.jpg 800w, https:\/\/geru.edu.vn\/blog\/wp-content\/uploads\/2026\/03\/4-8-300x225.jpg 300w, https:\/\/geru.edu.vn\/blog\/wp-content\/uploads\/2026\/03\/4-8-768x576.jpg 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><figcaption id=\"caption-attachment-2313\" class=\"wp-caption-text\">So s\u00e1nh NLP truy\u1ec1n th\u1ed1ng v\u00e0 NLP hi\u1ec7n \u0111\u1ea1i<\/figcaption><\/figure>\n<p data-path-to-node=\"21\">\u0110\u1ec3 b\u1ea1n th\u1ea5y r\u00f5 s\u1ef1 kh\u00e1c bi\u1ec7t, h\u00e3y nh\u00ecn v\u00e0o b\u1ea3ng so s\u00e1nh d\u01b0\u1edbi \u0111\u00e2y:<\/p>\n<table data-path-to-node=\"22\">\n<thead>\n<tr>\n<td><strong>\u0110\u1eb7c \u0111i\u1ec3m<\/strong><\/td>\n<td><strong>NLP Truy\u1ec1n th\u1ed1ng (C\u0169)<\/strong><\/td>\n<td><strong>NLP Hi\u1ec7n \u0111\u1ea1i (Deep Learning\/AI)<\/strong><\/td>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><span data-path-to-node=\"22,1,0,0\"><b data-path-to-node=\"22,1,0,0\" data-index-in-node=\"0\">C\u00e1ch ho\u1ea1t \u0111\u1ed9ng<\/b><\/span><\/td>\n<td><span data-path-to-node=\"22,1,1,0\">D\u1ef1a tr\u00ean quy t\u1eafc v\u00e0 t\u1eeb \u0111i\u1ec3n<\/span><\/td>\n<td><span data-path-to-node=\"22,1,2,0\">T\u1ef1 h\u1ecdc t\u1eeb d\u1eef li\u1ec7u kh\u1ed5ng l\u1ed3 (Big Data)<\/span><\/td>\n<\/tr>\n<tr>\n<td><span data-path-to-node=\"22,2,0,0\"><b data-path-to-node=\"22,2,0,0\" data-index-in-node=\"0\">Kh\u1ea3 n\u0103ng hi\u1ec3u ng\u1eef c\u1ea3nh<\/b><\/span><\/td>\n<td><span data-path-to-node=\"22,2,1,0\">R\u1ea5t h\u1ea1n ch\u1ebf, d\u1ec5 sai s\u00f3t<\/span><\/td>\n<td><span data-path-to-node=\"22,2,2,0\">Hi\u1ec3u s\u00e2u s\u1eafc v\u00e0 \u0111a t\u1ea7ng ngh\u0129a<\/span><\/td>\n<\/tr>\n<tr>\n<td><span data-path-to-node=\"22,3,0,0\"><b data-path-to-node=\"22,3,0,0\" data-index-in-node=\"0\">X\u1eed l\u00fd ti\u1ebfng l\u00f3ng\/ng\u00f4n ng\u1eef \u0111\u1ecba ph\u01b0\u01a1ng<\/b><\/span><\/td>\n<td><span data-path-to-node=\"22,3,1,0\">G\u1ea7n nh\u01b0 kh\u00f4ng th\u1ec3<\/span><\/td>\n<td><span data-path-to-node=\"22,3,2,0\">X\u1eed l\u00fd c\u1ef1c t\u1ed1t nh\u1edd d\u1eef li\u1ec7u th\u1ef1c t\u1ebf<\/span><\/td>\n<\/tr>\n<tr>\n<td><span data-path-to-node=\"22,4,0,0\"><b data-path-to-node=\"22,4,0,0\" data-index-in-node=\"0\">\u1ee8ng d\u1ee5ng ti\u00eau bi\u1ec3u<\/b><\/span><\/td>\n<td><span data-path-to-node=\"22,4,1,0\">Ki\u1ec3m tra l\u1ed7i ch\u00ednh t\u1ea3 \u0111\u01a1n gi\u1ea3n<\/span><\/td>\n<td><span data-path-to-node=\"22,4,2,0\">Chatbot th\u00f4ng minh, Tr\u1ee3 l\u00fd \u1ea3o AI<\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2 data-path-to-node=\"24\">\u0110\u00e1nh gi\u00e1 tr\u1ea3i nghi\u1ec7m c\u00e1 nh\u00e2n<\/h2>\n<p data-path-to-node=\"25\">N\u00f3i thi\u1ec7t v\u1edbi m\u1ea5y b\u1ea1n, h\u1ed3i \u0111\u1ea7u tui v\u1ecdc m\u1ea5y c\u00e1i NLP \u0111\u1eddi c\u0169 th\u1ea5y n\u00f3 &#8220;v\u00f4 tri&#8221; d\u1eef l\u1eafm, h\u1ecfi m\u1ed9t \u0111\u1eb1ng tr\u1ea3 l\u1eddi m\u1ed9t n\u1ebbo mu\u1ed1n qu\u0103ng c\u00e1i m\u00e1y lu\u00f4n h\u00e0. Nh\u01b0ng m\u00e0 t\u1eeb h\u1ed3i m\u1ea5y c\u00e1i m\u00f4 h\u00ecnh hi\u1ec7n \u0111\u1ea1i n\u00e0y ra \u0111\u1eddi, tui th\u1ea5y n\u00f3 kh\u00e1c m\u1ed9t tr\u1eddi m\u1ed9t v\u1ef1c lu\u00f4n \u00e1.<\/p>\n<p data-path-to-node=\"26\">Sau khi tr\u1ef1c ti\u1ebfp th\u1eed nghi\u1ec7m t\u00edch h\u1ee3p AI v\u00f4 m\u1ea5y c\u00e1i d\u1ef1 \u00e1n c\u1ee7a m\u00ecnh, tui nh\u1eadn th\u1ea5y c\u00e1i hay nh\u1ea5t l\u00e0 n\u00f3 hi\u1ec3u \u0111\u01b0\u1ee3c c\u00e1i &#8220;gu&#8221; c\u1ee7a m\u00ecnh. Nhi\u1ec1u khi tui vi\u1ebft l\u1ed9n x\u1ed9n, v\u0103n phong l\u1ee7ng c\u1ee7ng m\u00e0 n\u00f3 v\u1eabn hi\u1ec3u tui mu\u1ed1n n\u00f3i g\u00ec r\u1ed3i ch\u1ec9nh l\u1ea1i cho m\u01b0\u1ee3t m\u00e0. Thi\u1ec7t s\u1ef1 l\u00e0 b\u00e2y gi\u1edd l\u00e0m vi\u1ec7c m\u00e0 thi\u1ebfu m\u1ea5y c\u00f4ng c\u1ee5 NLP n\u00e0y l\u00e0 tui th\u1ea5y &#8220;o\u1ea3i&#8221; l\u1eafm lu\u00f4n, n\u00f3 gi\u00fap m\u00ecnh ti\u1ebft ki\u1ec7m \u0111\u01b0\u1ee3c c\u1ea3 \u0111\u1ed1ng th\u1eddi gian \u0111\u1ec3 \u0111i u\u1ed1ng c\u00e0 ph\u00ea v\u1edbi b\u1ea1n b\u00e8!<\/p>\n<h2 data-path-to-node=\"28\">C\u00e1c c\u00e2u h\u1ecfi th\u01b0\u1eddng g\u1eb7p (FAQ)<\/h2>\n<h3 data-path-to-node=\"29\">NLP c\u00f3 an to\u00e0n cho d\u1eef li\u1ec7u c\u00e1 nh\u00e2n kh\u00f4ng?<\/h3>\n<p data-path-to-node=\"30\"><b data-path-to-node=\"30\" data-index-in-node=\"0\">Tr\u1ea3 l\u1eddi:<\/b> \u0110\u00e2y l\u00e0 v\u1ea5n \u0111\u1ec1 \u01b0u ti\u00ean h\u00e0ng \u0111\u1ea7u. C\u00e1c h\u1ec7 th\u1ed1ng NLP hi\u1ec7n \u0111\u1ea1i t\u1eeb c\u00e1c nh\u00e0 cung c\u1ea5p uy t\u00edn \u0111\u1ec1u c\u00f3 c\u00e1c l\u1edbp m\u00e3 h\u00f3a v\u00e0 cam k\u1ebft kh\u00f4ng s\u1eed d\u1ee5ng d\u1eef li\u1ec7u ri\u00eang t\u01b0 c\u1ee7a ng\u01b0\u1eddi d\u00f9ng \u0111\u1ec3 hu\u1ea5n luy\u1ec7n AI m\u00e0 kh\u00f4ng c\u00f3 s\u1ef1 \u0111\u1ed3ng \u00fd.<\/p>\n<h3 data-path-to-node=\"31\">T\u00f4i c\u00f3 c\u1ea7n bi\u1ebft l\u1eadp tr\u00ecnh \u0111\u1ec3 d\u00f9ng NLP kh\u00f4ng?<\/h3>\n<p data-path-to-node=\"32\"><b data-path-to-node=\"32\" data-index-in-node=\"0\">Tr\u1ea3 l\u1eddi:<\/b> Kh\u00f4ng nh\u1ea5t thi\u1ebft. Hi\u1ec7n nay c\u00f3 r\u1ea5t nhi\u1ec1u c\u00f4ng c\u1ee5 (No-code) gi\u00fap b\u1ea1n s\u1eed d\u1ee5ng s\u1ee9c m\u1ea1nh c\u1ee7a NLP th\u00f4ng qua giao di\u1ec7n k\u00e9o th\u1ea3 \u0111\u01a1n gi\u1ea3n.<\/p>\n<h3 data-path-to-node=\"33\">NLP c\u00f3 thay th\u1ebf ho\u00e0n to\u00e0n con ng\u01b0\u1eddi trong vi\u1ec7c vi\u1ebft l\u00e1ch kh\u00f4ng?<\/h3>\n<p data-path-to-node=\"34\"><b data-path-to-node=\"34\" data-index-in-node=\"0\">Tr\u1ea3 l\u1eddi:<\/b> NLP l\u00e0 m\u1ed9t c\u1ed9ng s\u1ef1 \u0111\u1eafc l\u1ef1c gi\u00fap b\u1ea1n l\u00e0m vi\u1ec7c nhanh h\u01a1n, nh\u01b0ng c\u1ea3m x\u00fac ch\u00e2n th\u1eadt v\u00e0 tr\u1ea3i nghi\u1ec7m c\u00e1 nh\u00e2n c\u1ee7a con ng\u01b0\u1eddi v\u1eabn l\u00e0 th\u1ee9 m\u00e0 AI ch\u01b0a th\u1ec3 thay th\u1ebf ho\u00e0n ch\u1ec9nh.<\/p>\n<h2 data-path-to-node=\"36\">K\u1ebft lu\u1eadn<\/h2>\n<p data-path-to-node=\"37\">NLP \u0111\u00e3 \u0111i m\u1ed9t ch\u1eb7ng \u0111\u01b0\u1eddng d\u00e0i t\u1eeb nh\u1eefng d\u00f2ng m\u00e3 kh\u00f4 khan \u0111\u1ebfn kh\u1ea3 n\u0103ng th\u1ea5u hi\u1ec3u ng\u00f4n ng\u1eef \u0111\u1ea7y c\u1ea3m x\u00fac. Vi\u1ec7c n\u1eafm b\u1eaft \u0111\u01b0\u1ee3c s\u1ee9c m\u1ea1nh c\u1ee7a <b data-path-to-node=\"37\" data-index-in-node=\"132\">NLP<\/b> s\u1ebd gi\u00fap b\u1ea1n \u0111i tr\u01b0\u1edbc m\u1ed9t b\u01b0\u1edbc trong th\u1eddi \u0111\u1ea1i s\u1ed1.<\/p>\n<p data-path-to-node=\"38\"><b data-path-to-node=\"38\" data-index-in-node=\"0\">B\u1ea1n \u0111\u00e3 s\u1eb5n s\u00e0ng \u1ee9ng d\u1ee5ng NLP v\u00e0o c\u00f4ng vi\u1ec7c c\u1ee7a m\u00ecnh ch\u01b0a?<\/b> \u0110\u1eebng ng\u1ea7n ng\u1ea1i \u0111\u1ec3 l\u1ea1i b\u00ecnh lu\u1eadn b\u00ean d\u01b0\u1edbi ho\u1eb7c \u0111\u0103ng k\u00fd b\u1ea3n tin c\u1ee7a ch\u00fang m\u00ecnh \u0111\u1ec3 c\u1eadp nh\u1eadt nh\u1eefng th\u1ee7 thu\u1eadt AI m\u1edbi nh\u1ea5t nh\u00e9!<\/p>\n<p><b>\u0110\u1eebng d\u1eebng l\u1ea1i \u1edf \u0111\u00e2y! H\u00e3y truy c\u1eadp ngay kho t\u00e0i li\u1ec7u t\u1ea1i GERU \u0111\u1ec3 kh\u00e1m ph\u00e1 th\u00eam c\u00e1c b\u00e0i vi\u1ebft chuy\u00ean s\u00e2u v\u1ec1 c\u00f4ng ngh\u1ec7 qu\u1ea3n tr\u1ecb, c\u0169ng nh\u01b0 \u0111\u00e1nh gi\u00e1 chi ti\u1ebft v\u1ec1 c\u00e1c ph\u1ea7n m\u1ec1m h\u1ed7 tr\u1ee3 doanh nghi\u1ec7p h\u00e0ng \u0111\u1ea7u hi\u1ec7n nay.<\/b><\/p>\n<p data-path-to-node=\"38\"><a href=\"https:\/\/geru.edu.vn\/blog\/\"><b>https:\/\/geru.edu.vn\/blog\/<\/b><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>NLP (Natural Language Processing) hay X\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean l\u00e0 m\u1ed9t nh\u00e1nh c\u1ee7a tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) gi\u00fap m\u00e1y t\u00ednh hi\u1ec3u, th\u00f4ng hi\u1ec3u v\u00e0 t\u1ea1o ra ng\u00f4n ng\u1eef con ng\u01b0\u1eddi. T\u1eeb vi\u1ec7c ph\u00e2n lo\u1ea1i v\u0103n b\u1ea3n (text classification) \u0111\u1ebfn nh\u1eadn di\u1ec7n gi\u1ecdng n\u00f3i (speech-to-text), NLP \u0111ang t\u00e1i \u0111\u1ecbnh ngh\u0129a c\u00e1ch ch\u00fang ta [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":2313,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"default","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center 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center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[4],"tags":[35,154],"class_list":["post-2309","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-cong-nghe","tag-cong-nghe","tag-nlp"],"wpmagazine_modules_lite_featured_media_urls":{"thumbnail":["https:\/\/geru.edu.vn\/blog\/wp-content\/uploads\/2026\/03\/4-8-150x150.jpg",150,150,true],"cvmm-medium":["https:\/\/geru.edu.vn\/blog\/wp-content\/uploads\/2026\/03\/4-8-300x300.jpg",300,300,true],"cvmm-medium-plus":["https:\/\/geru.edu.vn\/blog\/wp-content\/uploads\/2026\/03\/4-8-305x207.jpg",305,207,true],"cvmm-portrait":["https:\/\/geru.edu.vn\/blog\/wp-content\/uploads\/2026\/03\/4-8-400x600.jpg",400,600,true],"cvmm-medium-square":["https:\/\/geru.edu.vn\/blog\/wp-content\/uploads\/2026\/03\/4-8-600x600.jpg",600,600,true],"cvmm-large":["https:\/\/geru.edu.vn\/blog\/wp-content\/uploads\/2026\/03\/4-8.jpg",800,600,false],"cvmm-small":["https:\/\/geru.edu.vn\/blog\/wp-content\/uploads\/2026\/03\/4-8-130x95.jpg",130,95,true],"full":["https:\/\/geru.edu.vn\/blog\/wp-content\/uploads\/2026\/03\/4-8.jpg",800,600,false]},"categories_names":{"4":{"name":"C\u00f4ng ngh\u1ec7","link":"https:\/\/geru.edu.vn\/blog\/category\/cong-nghe\/"}},"tags_names":{"35":{"name":"c\u00f4ng ngh\u1ec7","link":"https:\/\/geru.edu.vn\/blog\/tag\/cong-nghe\/"},"154":{"name":"NLP","link":"https:\/\/geru.edu.vn\/blog\/tag\/nlp\/"}},"comments_number":"0","_links":{"self":[{"href":"https:\/\/geru.edu.vn\/blog\/wp-json\/wp\/v2\/posts\/2309","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/geru.edu.vn\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/geru.edu.vn\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/geru.edu.vn\/blog\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/geru.edu.vn\/blog\/wp-json\/wp\/v2\/comments?post=2309"}],"version-history":[{"count":2,"href":"https:\/\/geru.edu.vn\/blog\/wp-json\/wp\/v2\/posts\/2309\/revisions"}],"predecessor-version":[{"id":2315,"href":"https:\/\/geru.edu.vn\/blog\/wp-json\/wp\/v2\/posts\/2309\/revisions\/2315"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/geru.edu.vn\/blog\/wp-json\/wp\/v2\/media\/2313"}],"wp:attachment":[{"href":"https:\/\/geru.edu.vn\/blog\/wp-json\/wp\/v2\/media?parent=2309"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/geru.edu.vn\/blog\/wp-json\/wp\/v2\/categories?post=2309"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/geru.edu.vn\/blog\/wp-json\/wp\/v2\/tags?post=2309"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}