{"id":10917,"date":"2026-04-23T15:22:00","date_gmt":"2026-04-23T08:22:00","guid":{"rendered":"https:\/\/vtiacademy.site\/?p=10917"},"modified":"2026-04-23T15:23:00","modified_gmt":"2026-04-23T08:23:00","slug":"hoc-ai-co-ban","status":"publish","type":"post","link":"https:\/\/vtiacademy.site\/index.php\/hoc-ai-co-ban\/","title":{"rendered":"H\u1ecdc AI c\u01a1 b\u1ea3n: Tr\u1ecdn b\u1ed9 t\u00e0i li\u1ec7u v\u00e0 l\u1ed9 tr\u00ecnh cho ng\u01b0\u1eddi m\u1edbi"},"content":{"rendered":"<p data-path-to-node=\"3\">Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) kh\u00f4ng c\u00f2n l\u00e0 kh\u00e1i ni\u1ec7m xa v\u1eddi trong c\u00e1c b\u1ed9 phim vi\u1ec5n t\u01b0\u1edfng m\u00e0 \u0111\u00e3 tr\u1edf th\u00e0nh m\u1ed9t ph\u1ea7n thi\u1ebft y\u1ebfu c\u1ee7a cu\u1ed9c s\u1ed1ng hi\u1ec7n \u0111\u1ea1i. T\u1eeb c\u00e1c c\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3 c\u00f4ng vi\u1ec7c \u0111\u1ebfn h\u1ec7 th\u1ed1ng g\u1ee3i \u00fd tr\u00ean m\u1ea1ng x\u00e3 h\u1ed9i, AI \u0111ang thay \u0111\u1ed5i c\u00e1ch ch\u00fang ta v\u1eadn h\u00e0nh th\u1ebf gi\u1edbi. N\u1ebfu b\u1ea1n \u0111ang mu\u1ed1n b\u1eaft \u0111\u1ea7u nh\u01b0ng ch\u01b0a bi\u1ebft t\u1eeb \u0111\u00e2u, b\u00e0i vi\u1ebft n\u00e0y s\u1ebd l\u00e0 b\u1ea3n h\u01b0\u1edbng d\u1eabn h\u1ecdc AI c\u01a1 b\u1ea3n chi ti\u1ebft nh\u1ea5t d\u00e0nh cho b\u1ea1n.<\/p>\n<h2 data-path-to-node=\"4\">H\u1ecdc AI c\u01a1 b\u1ea3n c\u1ea7n nh\u1eefng g\u00ec?<\/h2>\n<p data-path-to-node=\"5\">\u0110\u1ec3 b\u1eaft \u0111\u1ea7u b\u01b0\u1edbc ch\u00e2n v\u00e0o th\u1ebf gi\u1edbi c\u1ee7a Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o, b\u1ea1n kh\u00f4ng c\u1ea7n ph\u1ea3i l\u00e0 m\u1ed9t thi\u00ean t\u00e0i, nh\u01b0ng b\u1ea1n c\u1ea7n chu\u1ea9n b\u1ecb m\u1ed9t &#8220;ki\u1ec1ng ba ch\u00e2n&#8221; v\u1eefng ch\u1eafc bao g\u1ed3m: T\u01b0 duy to\u00e1n h\u1ecdc, k\u1ef9 n\u0103ng l\u1eadp tr\u00ecnh v\u00e0 kh\u1ea3 n\u0103ng x\u1eed l\u00fd d\u1eef li\u1ec7u.<\/p>\n<h3 data-path-to-node=\"6\">N\u1ec1n t\u1ea3ng To\u00e1n h\u1ecdc \u1ee9ng d\u1ee5ng<\/h3>\n<p data-path-to-node=\"7\">Nhi\u1ec1u ng\u01b0\u1eddi th\u01b0\u1eddng lo s\u1ee3 khi nh\u1eafc \u0111\u1ebfn to\u00e1n h\u1ecdc, nh\u01b0ng trong l\u1eadp tr\u00ecnh AI c\u01a1 b\u1ea3n, b\u1ea1n kh\u00f4ng c\u1ea7n h\u1ecdc to\u00e1n theo c\u00e1ch h\u00e0n l\u00e2m c\u1ee7a m\u1ed9t nh\u00e0 nghi\u00ean c\u1ee9u. Thay v\u00e0o \u0111\u00f3, h\u00e3y t\u1eadp trung v\u00e0o c\u00e1c kh\u00e1i ni\u1ec7m gi\u00fap b\u1ea1n hi\u1ec3u c\u00e1ch thu\u1eadt to\u00e1n v\u1eadn h\u00e0nh:<\/p>\n<ul data-path-to-node=\"8\">\n<li>\n<p data-path-to-node=\"8,0,0\"><b data-path-to-node=\"8,0,0\" data-index-in-node=\"0\">\u0110\u1ea1i s\u1ed1 tuy\u1ebfn t\u00ednh:<\/b> \u0110\u00e2y l\u00e0 ng\u00f4n ng\u1eef \u0111\u1ec3 giao ti\u1ebfp v\u1edbi m\u00e1y t\u00ednh. M\u1ecdi d\u1eef li\u1ec7u nh\u01b0 h\u00ecnh \u1ea3nh, v\u0103n b\u1ea3n \u0111\u1ec1u \u0111\u01b0\u1ee3c chuy\u1ec3n \u0111\u1ed5i th\u00e0nh ma tr\u1eadn v\u00e0 vector. Hi\u1ec3u v\u1ec1 c\u00e1c ph\u00e9p to\u00e1n ma tr\u1eadn s\u1ebd gi\u00fap b\u1ea1n hi\u1ec3u c\u00e1ch AI &#8220;\u0111\u1ecdc&#8221; d\u1eef li\u1ec7u.<\/p>\n<\/li>\n<li>\n<p data-path-to-node=\"8,1,0\"><b data-path-to-node=\"8,1,0\" data-index-in-node=\"0\">X\u00e1c su\u1ea5t th\u1ed1ng k\u00ea:<\/b> AI th\u1ef1c ch\u1ea5t l\u00e0 vi\u1ec7c \u0111\u01b0a ra c\u00e1c d\u1ef1 \u0111o\u00e1n mang t\u00ednh x\u00e1c su\u1ea5t. B\u1ea1n c\u1ea7n n\u1eafm v\u1eefng c\u00e1c kh\u00e1i ni\u1ec7m nh\u01b0 k\u1ef3 v\u1ecdng, ph\u01b0\u01a1ng sai, c\u00e1c ph\u00e2n ph\u1ed1i x\u00e1c su\u1ea5t \u0111\u1ec3 \u0111\u00e1nh gi\u00e1 \u0111\u1ed9 ch\u00ednh x\u00e1c c\u1ee7a m\u00f4 h\u00ecnh.<\/p>\n<\/li>\n<li>\n<p data-path-to-node=\"8,2,0\"><b data-path-to-node=\"8,2,0\" data-index-in-node=\"0\">Gi\u1ea3i t\u00edch (\u0110\u1ea1o h\u00e0m):<\/b> Gi\u00fap b\u1ea1n hi\u1ec3u \u0111\u01b0\u1ee3c qu\u00e1 tr\u00ecnh t\u1ed1i \u01b0u h\u00f3a, l\u00e0m sao \u0111\u1ec3 m\u00f4 h\u00ecnh AI c\u00f3 th\u1ec3 t\u1ef1 h\u1ecdc v\u00e0 gi\u1ea3m thi\u1ec3u sai s\u1ed1 qua t\u1eebng l\u1ea7n th\u1eed nghi\u1ec7m.<\/p>\n<\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-10918\" src=\"https:\/\/vtiacademy.site\/wp-content\/uploads\/2026\/04\/Hoc-AI-co-ban-can-nhung-gi.jpg\" alt=\"\" width=\"1200\" height=\"800\" srcset=\"https:\/\/vtiacademy.site\/wp-content\/uploads\/2026\/04\/Hoc-AI-co-ban-can-nhung-gi.jpg 1200w, https:\/\/vtiacademy.site\/wp-content\/uploads\/2026\/04\/Hoc-AI-co-ban-can-nhung-gi-300x200.jpg 300w, https:\/\/vtiacademy.site\/wp-content\/uploads\/2026\/04\/Hoc-AI-co-ban-can-nhung-gi-1024x683.jpg 1024w, https:\/\/vtiacademy.site\/wp-content\/uploads\/2026\/04\/Hoc-AI-co-ban-can-nhung-gi-768x512.jpg 768w\" sizes=\"auto, (max-width: 1200px) 100vw, 1200px\" \/><\/p>\n<h3 data-path-to-node=\"9\">Ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh Python<\/h3>\n<p data-path-to-node=\"10\">N\u1ebfu AI l\u00e0 m\u1ed9t con t\u00e0u, th\u00ec Python ch\u00ednh l\u00e0 \u0111\u1ed9ng c\u01a1 m\u1ea1nh m\u1ebd nh\u1ea5t. \u0110\u00e2y l\u00e0 ng\u00f4n ng\u1eef &#8220;ph\u1ea3i h\u1ecdc&#8221; v\u00ec c\u00fa ph\u00e1p c\u1ef1c k\u1ef3 \u0111\u01a1n gi\u1ea3n, g\u1ea7n g\u0169i v\u1edbi ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean. Vi\u1ec7c h\u1ecdc Python trong AI t\u1eadp trung v\u00e0o:<\/p>\n<ul data-path-to-node=\"11\">\n<li>\n<p data-path-to-node=\"11,0,0\">Ki\u1ebfn th\u1ee9c c\u01a1 b\u1ea3n: Bi\u1ebfn, v\u00f2ng l\u1eb7p, h\u00e0m, v\u00e0 c\u1ea5u tr\u00fac d\u1eef li\u1ec7u.<\/p>\n<\/li>\n<li>\n<p data-path-to-node=\"11,1,0\">Th\u01b0 vi\u1ec7n t\u00ednh to\u00e1n: NumPy (t\u00ednh to\u00e1n m\u1ea3ng), Pandas (ph\u00e2n t\u00edch b\u1ea3ng d\u1eef li\u1ec7u) v\u00e0 Matplotlib (v\u1ebd \u0111\u1ed3 th\u1ecb).<\/p>\n<\/li>\n<\/ul>\n<h3 data-path-to-node=\"15\">Kh\u1ea3 n\u0103ng ngo\u1ea1i ng\u1eef v\u00e0 tra c\u1ee9u<\/h3>\n<p data-path-to-node=\"16\">H\u1ea7u h\u1ebft c\u00e1c t\u00e0i li\u1ec7u AI c\u01a1 b\u1ea3n chuy\u00ean s\u00e2u v\u00e0 m\u1edbi nh\u1ea5t \u0111\u1ec1u \u0111\u01b0\u1ee3c vi\u1ebft b\u1eb1ng ti\u1ebfng Anh. Kh\u1ea3 n\u0103ng \u0111\u1ecdc hi\u1ec3u t\u00e0i li\u1ec7u k\u1ef9 thu\u1eadt tr\u00ean c\u00e1c trang nh\u01b0 <i data-path-to-node=\"16\" data-index-in-node=\"139\">Medium, Towards Data Science<\/i> hay <i data-path-to-node=\"16\" data-index-in-node=\"172\">ArXiv<\/i> s\u1ebd gi\u00fap b\u1ea1n c\u1eadp nh\u1eadt nh\u1eefng k\u1ef9 thu\u1eadt v\u1eeba m\u1edbi ra l\u00f2 h\u00f4m qua.<\/p>\n<h3 data-path-to-node=\"12\">T\u01b0 duy v\u1ec1 d\u1eef li\u1ec7u v\u00e0 s\u1ef1 ki\u00ean tr\u00ec<\/h3>\n<p data-path-to-node=\"13\">D\u1eef li\u1ec7u ch\u00ednh l\u00e0 &#8220;th\u1ee9c \u0103n&#8221; c\u1ee7a AI. B\u1ea1n c\u1ea7n r\u00e8n luy\u1ec7n t\u01b0 duy \u0111\u1eb7t c\u00e2u h\u1ecfi cho d\u1eef li\u1ec7u: D\u1eef li\u1ec7u n\u00e0y c\u00f3 \u0111\u1ee7 s\u1ea1ch kh\u00f4ng? N\u00f3 c\u00f3 ph\u1ea3n \u00e1nh \u0111\u00fang th\u1ef1c t\u1ebf kh\u00f4ng? B\u00ean c\u1ea1nh \u0111\u00f3, AI l\u00e0 l\u0129nh v\u1ef1c thay \u0111\u1ed5i h\u00e0ng gi\u1edd, v\u00ec v\u1eady tinh th\u1ea7n t\u1ef1 h\u1ecdc v\u00e0 ki\u00ean tr\u00ec l\u00e0 y\u1ebfu t\u1ed1 ti\u00ean quy\u1ebft gi\u00fap b\u1ea1n kh\u00f4ng b\u1ecf cu\u1ed9c gi\u1eefa ch\u1eebng.<\/p>\n<h2 data-section-id=\"1tmcwtl\" data-start=\"0\" data-end=\"39\">L\u1ed9 tr\u00ecnh h\u1ecdc AI c\u01a1 b\u1ea3n cho ng\u01b0\u1eddi m\u1edbi<\/h2>\n<p data-start=\"41\" data-end=\"293\">M\u1ed9t l\u1ed9 tr\u00ecnh h\u1ecdc r\u00f5 r\u00e0ng s\u1ebd gi\u00fap b\u1ea1n tr\u00e1nh t\u00ecnh tr\u1ea1ng \u201ch\u1ecdc r\u1ea5t nhi\u1ec1u nh\u01b0ng kh\u00f4ng bi\u1ebft m\u00ecnh \u0111ang \u0111i \u0111\u00e2u\u201d. D\u01b0\u1edbi \u0111\u00e2y l\u00e0 l\u1ed9 tr\u00ecnh chi ti\u1ebft h\u01a1n, \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf theo h\u01b0\u1edbng d\u1ec5 ti\u1ebfp c\u1eadn \u2013 c\u00f3 th\u1ef1c h\u00e0nh \u2013 t\u1ea1o ra k\u1ebft qu\u1ea3 th\u1ef1c t\u1ebf, ph\u00f9 h\u1ee3p cho ng\u01b0\u1eddi m\u1edbi b\u1eaft \u0111\u1ea7u.<\/p>\n<h3 data-section-id=\"1w3owp1\" data-start=\"300\" data-end=\"348\">Giai \u0111o\u1ea1n 1: L\u00e0m quen v\u00e0 x\u00e2y n\u1ec1n (1\u20132 th\u00e1ng)<\/h3>\n<p data-start=\"350\" data-end=\"488\">\u0110\u00e2y l\u00e0 b\u01b0\u1edbc quan tr\u1ecdng nh\u1ea5t trong to\u00e0n b\u1ed9 h\u01b0\u1edbng d\u1eabn h\u1ecdc AI c\u01a1 b\u1ea3n, v\u00ec n\u1ebfu n\u1ec1n t\u1ea3ng kh\u00f4ng v\u1eefng, b\u1ea1n s\u1ebd r\u1ea5t d\u1ec5 b\u1ecb \u201c\u0111u\u1ed1i\u201d \u1edf c\u00e1c ph\u1ea7n sau.<\/p>\n<p data-start=\"490\" data-end=\"516\"><strong data-start=\"490\" data-end=\"516\">B\u1ea1n c\u1ea7n t\u1eadp trung v\u00e0o<\/strong><\/p>\n<ul data-start=\"517\" data-end=\"737\">\n<li data-section-id=\"1woj61i\" data-start=\"517\" data-end=\"569\">Python c\u01a1 b\u1ea3n: bi\u1ebfn, ki\u1ec3u d\u1eef li\u1ec7u, v\u00f2ng l\u1eb7p, h\u00e0m<\/li>\n<li data-section-id=\"11nmn5y\" data-start=\"570\" data-end=\"632\">L\u00e0m vi\u1ec7c v\u1edbi d\u1eef li\u1ec7u: \u0111\u1ecdc file CSV, x\u1eed l\u00fd d\u1eef li\u1ec7u \u0111\u01a1n gi\u1ea3n<\/li>\n<li data-section-id=\"1xbf2ad\" data-start=\"633\" data-end=\"737\">Hi\u1ec3u c\u00e1c kh\u00e1i ni\u1ec7m: AI l\u00e0 g\u00ec, Machine Learning l\u00e0 g\u00ec, d\u1eef li\u1ec7u \u0111\u00f3ng vai tr\u00f2 nh\u01b0 th\u1ebf n\u00e0o<\/li>\n<\/ul>\n<p data-start=\"739\" data-end=\"761\"><strong data-start=\"739\" data-end=\"761\">C\u00e1ch h\u1ecdc hi\u1ec7u qu\u1ea3<\/strong><\/p>\n<ul data-start=\"762\" data-end=\"952\">\n<li data-section-id=\"19fvoac\" data-start=\"762\" data-end=\"830\">Kh\u00f4ng h\u1ecdc l\u00fd thuy\u1ebft su\u00f4ng: m\u1ed7i kh\u00e1i ni\u1ec7m n\u00ean \u0111i k\u00e8m 1 v\u00ed d\u1ee5 code<\/li>\n<li data-section-id=\"uyd0jv\" data-start=\"831\" data-end=\"864\">T\u1ef1 vi\u1ebft l\u1ea1i code thay v\u00ec copy<\/li>\n<li data-section-id=\"dee7lp\" data-start=\"865\" data-end=\"952\">L\u00e0m c\u00e1c b\u00e0i t\u1eadp nh\u1ecf nh\u01b0: T\u00ednh to\u00e1n tr\u00ean danh s\u00e1ch s\u1ed1, l\u1ecdc d\u1eef li\u1ec7u \u0111\u01a1n gi\u1ea3n<\/li>\n<\/ul>\n<p data-start=\"954\" data-end=\"1054\"><strong data-start=\"957\" data-end=\"984\">M\u1ee5c ti\u00eau giai \u0111o\u1ea1n n\u00e0y: <\/strong>B\u1ea1n c\u00f3 th\u1ec3 \u0111\u1ecdc hi\u1ec3u code Python c\u01a1 b\u1ea3n v\u00e0 kh\u00f4ng c\u00f2n \u201cs\u1ee3\u201d l\u1eadp tr\u00ecnh.<\/p>\n<h3 data-section-id=\"7kv1mr\" data-start=\"1061\" data-end=\"1115\">Giai \u0111o\u1ea1n 2: Nh\u1eadp m\u00f4n Machine Learning (2\u20133 th\u00e1ng)<\/h3>\n<p data-start=\"1117\" data-end=\"1219\">\u0110\u00e2y l\u00e0 ph\u1ea7n c\u1ed1t l\u00f5i trong qu\u00e1 tr\u00ecnh l\u1eadp tr\u00ecnh AI c\u01a1 b\u1ea3n, n\u01a1i b\u1ea1n b\u1eaft \u0111\u1ea7u l\u00e0m vi\u1ec7c v\u1edbi c\u00e1c m\u00f4 h\u00ecnh.<\/p>\n<p data-start=\"1221\" data-end=\"1236\"><strong data-start=\"1221\" data-end=\"1236\">B\u1ea1n s\u1ebd h\u1ecdc<\/strong><\/p>\n<ul data-start=\"1237\" data-end=\"1464\">\n<li data-section-id=\"68yrbu\" data-start=\"1237\" data-end=\"1363\">C\u00e1c thu\u1eadt to\u00e1n n\u1ec1n t\u1ea3ng:Linear Regression (d\u1ef1 \u0111o\u00e1n s\u1ed1), Logistic Regression (ph\u00e2n lo\u1ea1i), KNN, Decision Tree<\/li>\n<li data-section-id=\"14dvq0y\" data-start=\"1364\" data-end=\"1464\">Quy tr\u00ecnh Machine Learning: Chu\u1ea9n b\u1ecb d\u1eef li\u1ec7u, hu\u1ea5n luy\u1ec7n m\u00f4 h\u00ecnh, \u0111\u00e1nh gi\u00e1 k\u1ebft qu\u1ea3<\/li>\n<\/ul>\n<p data-start=\"1466\" data-end=\"1486\"><strong data-start=\"1466\" data-end=\"1486\">B\u1ea1n c\u1ea7n hi\u1ec3u r\u00f5<\/strong><\/p>\n<ul data-start=\"1487\" data-end=\"1600\">\n<li data-section-id=\"ulhpsw\" data-start=\"1487\" data-end=\"1520\">V\u00ec sao m\u00f4 h\u00ecnh \u0111\u01b0a ra k\u1ebft qu\u1ea3<\/li>\n<li data-section-id=\"pb2ba2\" data-start=\"1521\" data-end=\"1560\">Khi n\u00e0o m\u00f4 h\u00ecnh ho\u1ea1t \u0111\u1ed9ng t\u1ed1t \/ k\u00e9m<\/li>\n<li data-section-id=\"1pc3e3o\" data-start=\"1561\" data-end=\"1600\">Kh\u00e1i ni\u1ec7m overfitting, underfitting<\/li>\n<\/ul>\n<p data-start=\"1602\" data-end=\"1622\"><strong data-start=\"1602\" data-end=\"1622\">Th\u1ef1c h\u00e0nh g\u1ee3i \u00fd<\/strong><\/p>\n<ul data-start=\"1623\" data-end=\"1707\">\n<li data-section-id=\"1ewl8pu\" data-start=\"1623\" data-end=\"1651\">D\u1ef1 \u0111o\u00e1n \u0111i\u1ec3m s\u1ed1 h\u1ecdc sinh<\/li>\n<li data-section-id=\"a88rj\" data-start=\"1652\" data-end=\"1676\">Ph\u00e2n lo\u1ea1i kh\u00e1ch h\u00e0ng<\/li>\n<li data-section-id=\"1oz2szs\" data-start=\"1677\" data-end=\"1707\">Nh\u1eadn di\u1ec7n d\u1eef li\u1ec7u \u0111\u01a1n gi\u1ea3n<\/li>\n<\/ul>\n<p data-start=\"1709\" data-end=\"1827\"><strong data-start=\"1712\" data-end=\"1739\">M\u1ee5c ti\u00eau giai \u0111o\u1ea1n n\u00e0y: <\/strong>B\u1ea1n c\u00f3 th\u1ec3 t\u1ef1 x\u00e2y d\u1ef1ng m\u1ed9t m\u00f4 h\u00ecnh Machine Learning c\u01a1 b\u1ea3n v\u00e0 hi\u1ec3u c\u00e1ch n\u00f3 ho\u1ea1t \u0111\u1ed9ng.<\/p>\n<p data-start=\"1709\" data-end=\"1827\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-10919\" src=\"https:\/\/vtiacademy.site\/wp-content\/uploads\/2026\/04\/Lo-trinh-hoc-AI-co-ban-cho-nguoi-moi.jpg\" alt=\"\" width=\"1200\" height=\"800\" srcset=\"https:\/\/vtiacademy.site\/wp-content\/uploads\/2026\/04\/Lo-trinh-hoc-AI-co-ban-cho-nguoi-moi.jpg 1200w, https:\/\/vtiacademy.site\/wp-content\/uploads\/2026\/04\/Lo-trinh-hoc-AI-co-ban-cho-nguoi-moi-300x200.jpg 300w, https:\/\/vtiacademy.site\/wp-content\/uploads\/2026\/04\/Lo-trinh-hoc-AI-co-ban-cho-nguoi-moi-1024x683.jpg 1024w, https:\/\/vtiacademy.site\/wp-content\/uploads\/2026\/04\/Lo-trinh-hoc-AI-co-ban-cho-nguoi-moi-768x512.jpg 768w\" sizes=\"auto, (max-width: 1200px) 100vw, 1200px\" \/><\/p>\n<h3 data-section-id=\"19vica6\" data-start=\"1834\" data-end=\"1882\">Giai \u0111o\u1ea1n 3: L\u00e0m project th\u1ef1c t\u1ebf (2\u20133 th\u00e1ng)<\/h3>\n<p data-start=\"1884\" data-end=\"2024\">\u0110\u00e2y l\u00e0 giai \u0111o\u1ea1n gi\u00fap b\u1ea1n \u201cbi\u1ebfn ki\u1ebfn th\u1ee9c th\u00e0nh k\u1ef9 n\u0103ng\u201d. R\u1ea5t nhi\u1ec1u ng\u01b0\u1eddi d\u1eebng l\u1ea1i \u1edf l\u00fd thuy\u1ebft, nh\u01b0ng ch\u00ednh project m\u1edbi t\u1ea1o ra gi\u00e1 tr\u1ecb th\u1ef1c.<\/p>\n<p data-start=\"2026\" data-end=\"2045\"><strong data-start=\"2026\" data-end=\"2045\">B\u1ea1n n\u00ean l\u00e0m g\u00ec<\/strong><\/p>\n<ul data-start=\"2046\" data-end=\"2156\">\n<li data-section-id=\"14zv42y\" data-start=\"2046\" data-end=\"2075\">Ch\u1ecdn 1\u20132 b\u00e0i to\u00e1n th\u1ef1c t\u1ebf<\/li>\n<li data-section-id=\"1bp1mtt\" data-start=\"2076\" data-end=\"2108\">T\u1ef1 thu th\u1eadp ho\u1eb7c t\u00ecm dataset<\/li>\n<li data-section-id=\"1lh1ihf\" data-start=\"2109\" data-end=\"2156\">X\u00e2y d\u1ef1ng m\u00f4 h\u00ecnh ho\u00e0n ch\u1ec9nh t\u1eeb \u0111\u1ea7u \u0111\u1ebfn cu\u1ed1i<\/li>\n<\/ul>\n<p data-start=\"2158\" data-end=\"2178\"><strong data-start=\"2158\" data-end=\"2178\">Quy tr\u00ecnh ti\u00eau chu\u1ea9n<\/strong><\/p>\n<ol data-start=\"2179\" data-end=\"2288\">\n<li data-section-id=\"1xskmlu\" data-start=\"2179\" data-end=\"2197\">Hi\u1ec3u b\u00e0i to\u00e1n<\/li>\n<li data-section-id=\"b36nst\" data-start=\"2198\" data-end=\"2219\">L\u00e0m s\u1ea1ch d\u1eef li\u1ec7u<\/li>\n<li data-section-id=\"ivhd1n\" data-start=\"2220\" data-end=\"2237\">Ch\u1ecdn m\u00f4 h\u00ecnh<\/li>\n<li data-section-id=\"k5wjf3\" data-start=\"2238\" data-end=\"2265\">Hu\u1ea5n luy\u1ec7n v\u00e0 \u0111\u00e1nh gi\u00e1<\/li>\n<li data-section-id=\"1c7dmek\" data-start=\"2266\" data-end=\"2288\">C\u1ea3i thi\u1ec7n k\u1ebft qu\u1ea3<\/li>\n<\/ol>\n<p data-start=\"2290\" data-end=\"2308\"><strong data-start=\"2290\" data-end=\"2308\">V\u00ed d\u1ee5 v\u1ec1 c\u00e1c project<\/strong><\/p>\n<ul data-start=\"2309\" data-end=\"2389\">\n<li data-section-id=\"9hhczp\" data-start=\"2309\" data-end=\"2328\">D\u1ef1 \u0111o\u00e1n gi\u00e1 nh\u00e0<\/li>\n<li data-section-id=\"fwip07\" data-start=\"2329\" data-end=\"2361\">Ph\u00e2n t\u00edch h\u00e0nh vi kh\u00e1ch h\u00e0ng<\/li>\n<li data-section-id=\"49pbg\" data-start=\"2362\" data-end=\"2389\">Ph\u00e2n lo\u1ea1i tin nh\u1eafn spam<\/li>\n<\/ul>\n<p data-start=\"2391\" data-end=\"2531\">\u0110\u00e2y l\u00e0 ph\u1ea7n quan tr\u1ecdng trong c\u00e1c ch\u01b0\u01a1ng tr\u00ecnh d\u1ea1y AI c\u01a1 b\u1ea3n, v\u00ec nh\u00e0 tuy\u1ec3n d\u1ee5ng th\u01b0\u1eddng \u0111\u00e1nh gi\u00e1 qua s\u1ea3n ph\u1ea9m th\u1ef1c t\u1ebf h\u01a1n l\u00e0 l\u00fd thuy\u1ebft.<\/p>\n<p data-start=\"2533\" data-end=\"2633\"><strong data-start=\"2533\" data-end=\"2560\">M\u1ee5c ti\u00eau giai \u0111o\u1ea1n n\u00e0y: <\/strong>B\u1ea1n c\u00f3 th\u1ec3 ho\u00e0n th\u00e0nh m\u1ed9t project AI v\u00e0 gi\u1ea3i th\u00edch \u0111\u01b0\u1ee3c c\u00e1ch m\u00ecnh l\u00e0m.<\/p>\n<h3 data-section-id=\"1vp023v\" data-start=\"2640\" data-end=\"2702\">Giai \u0111o\u1ea1n 4: C\u1ee7ng c\u1ed1 v\u00e0 m\u1edf r\u1ed9ng (kh\u00f4ng gi\u1edbi h\u1ea1n th\u1eddi gian)<\/h3>\n<p data-start=\"2704\" data-end=\"2780\">Sau khi \u0111\u00e3 c\u00f3 n\u1ec1n t\u1ea3ng, b\u1ea1n kh\u00f4ng n\u00ean v\u1ed9i h\u1ecdc qu\u00e1 nhi\u1ec1u th\u1ee9 n\u00e2ng cao m\u00e0 c\u1ea7n<\/p>\n<p data-start=\"2782\" data-end=\"2794\"><strong data-start=\"2782\" data-end=\"2794\">C\u1ee7ng c\u1ed1 ki\u1ebfn th\u1ee9c<\/strong><\/p>\n<ul data-start=\"2795\" data-end=\"2863\">\n<li data-section-id=\"oxcbwn\" data-start=\"2795\" data-end=\"2815\">L\u00e0m th\u00eam project<\/li>\n<li data-section-id=\"ikzwyi\" data-start=\"2816\" data-end=\"2834\">T\u1ed1i \u01b0u m\u00f4 h\u00ecnh<\/li>\n<li data-section-id=\"19g1geb\" data-start=\"2835\" data-end=\"2863\">\u0110\u1ecdc l\u1ea1i ki\u1ebfn th\u1ee9c \u0111\u00e3 h\u1ecdc<\/li>\n<\/ul>\n<p data-start=\"2865\" data-end=\"2888\"><strong data-start=\"2865\" data-end=\"2888\">M\u1edf r\u1ed9ng c\u00e1c ki\u1ebfn th\u1ee9c kh\u00e1c\u00a0<\/strong><\/p>\n<ul data-start=\"2889\" data-end=\"2974\">\n<li data-section-id=\"1jj9ysd\" data-start=\"2889\" data-end=\"2920\">Deep Learning (m\u1ea1ng n\u01a1-ron)<\/li>\n<li data-section-id=\"mvy5g\" data-start=\"2921\" data-end=\"2954\">NLP (x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean)<\/li>\n<li data-section-id=\"4lf5m3\" data-start=\"2955\" data-end=\"2974\">Computer Vision<\/li>\n<\/ul>\n<p data-start=\"2976\" data-end=\"3080\"><strong data-start=\"2979\" data-end=\"2992\">M\u1ee5c ti\u00eau: <\/strong>Bi\u1ebfn ki\u1ebfn th\u1ee9c c\u01a1 b\u1ea3n th\u00e0nh k\u1ef9 n\u0103ng v\u1eefng ch\u1eafc v\u00e0 c\u00f3 \u0111\u1ecbnh h\u01b0\u1edbng r\u00f5 r\u00e0ng cho t\u01b0\u01a1ng lai.<\/p>\n<h2 data-section-id=\"tdvy6v\" data-start=\"0\" data-end=\"57\">C\u00e1c t\u00e0i li\u1ec7u h\u1ecdc AI c\u01a1 b\u1ea3n hay ho v\u00e0 c\u00e1ch h\u1ecdc hi\u1ec7u qu\u1ea3<\/h2>\n<p data-start=\"59\" data-end=\"371\">M\u1ed9t trong nh\u1eefng y\u1ebfu t\u1ed1 quy\u1ebft \u0111\u1ecbnh b\u1ea1n h\u1ecdc AI nhanh hay ch\u1eadm kh\u00f4ng n\u1eb1m \u1edf \u201ch\u1ecdc nhi\u1ec1u hay \u00edt\u201d, m\u00e0 \u1edf vi\u1ec7c ch\u1ecdn \u0111\u00fang t\u00e0i li\u1ec7u AI c\u01a1 b\u1ea3n v\u00e0 bi\u1ebft c\u00e1ch s\u1eed d\u1ee5ng ch\u00fang. Tr\u00ean th\u1ef1c t\u1ebf, r\u1ea5t nhi\u1ec1u ng\u01b0\u1eddi m\u1edbi b\u1ecb r\u01a1i v\u00e0o t\u00ecnh tr\u1ea1ng h\u1ecdc r\u1ea5t nhi\u1ec1u ngu\u1ed3n nh\u01b0ng v\u1eabn kh\u00f4ng hi\u1ec3u s\u00e2u, v\u00ec thi\u1ebfu \u0111\u1ecbnh h\u01b0\u1edbng v\u00e0 ph\u01b0\u01a1ng ph\u00e1p h\u1ecdc ph\u00f9 h\u1ee3p.<\/p>\n<p data-start=\"373\" data-end=\"498\">D\u01b0\u1edbi \u0111\u00e2y l\u00e0 c\u00e1c nh\u00f3m t\u00e0i li\u1ec7u quan tr\u1ecdng, k\u00e8m theo c\u00e1ch khai th\u00e1c hi\u1ec7u qu\u1ea3 \u0111\u1ec3 b\u1ea1n c\u00f3 th\u1ec3 t\u1eadn d\u1ee5ng t\u1ed1i \u0111a trong qu\u00e1 tr\u00ecnh h\u1ecdc.<\/p>\n<h3 data-section-id=\"59u326\" data-start=\"505\" data-end=\"562\">T\u00e0i li\u1ec7u mi\u1ec5n ph\u00ed \u2013 \u0111i\u1ec3m kh\u1edfi \u0111\u1ea7u d\u1ec5 ti\u1ebfp c\u1eadn nh\u1ea5t<\/h3>\n<p data-start=\"564\" data-end=\"692\">\u0110\u00e2y l\u00e0 nh\u00f3m t\u00e0i li\u1ec7u ph\u00f9 h\u1ee3p nh\u1ea5t khi b\u1ea1n m\u1edbi b\u1eaft \u0111\u1ea7u h\u00e0nh tr\u00ecnh h\u01b0\u1edbng d\u1eabn h\u1ecdc AI c\u01a1 b\u1ea3n, b\u1edfi t\u00ednh linh ho\u1ea1t v\u00e0 d\u1ec5 t\u00ecm ki\u1ebfm.<\/p>\n<p data-start=\"694\" data-end=\"706\"><strong data-start=\"694\" data-end=\"706\">Bao g\u1ed3m<\/strong><\/p>\n<ul data-start=\"707\" data-end=\"927\">\n<li data-section-id=\"aa9wg6\" data-start=\"707\" data-end=\"762\">Blog c\u00f4ng ngh\u1ec7, b\u00e0i vi\u1ebft chia s\u1ebb kinh nghi\u1ec7m h\u1ecdc AI<\/li>\n<li data-section-id=\"18tjfbh\" data-start=\"763\" data-end=\"823\">T\u00e0i li\u1ec7u m\u00e3 ngu\u1ed3n m\u1edf tr\u00ean GitHub (code m\u1eabu, project m\u1eabu)<\/li>\n<li data-section-id=\"17oon5c\" data-start=\"824\" data-end=\"878\">Video YouTube gi\u1ea3i th\u00edch c\u00e1c kh\u00e1i ni\u1ec7m AI \u0111\u01a1n gi\u1ea3n<\/li>\n<li data-section-id=\"9b1f8d\" data-start=\"879\" data-end=\"927\">T\u00e0i li\u1ec7u Python v\u00e0 Machine Learning nh\u1eadp m\u00f4n<\/li>\n<\/ul>\n<p data-start=\"929\" data-end=\"956\"><strong data-start=\"929\" data-end=\"956\">C\u00e1ch t\u1eadn d\u1ee5ng hi\u1ec7u qu\u1ea3<\/strong><\/p>\n<ul data-start=\"957\" data-end=\"1145\">\n<li data-section-id=\"126y6pa\" data-start=\"957\" data-end=\"1025\">Kh\u00f4ng \u0111\u1ecdc qu\u00e1 nhi\u1ec1u b\u00e0i c\u00f9ng l\u00fac \u2192 ch\u1ecdn 1\u20132 ngu\u1ed3n uy t\u00edn \u0111\u1ec3 theo<\/li>\n<li data-section-id=\"18cplbz\" data-start=\"1026\" data-end=\"1078\">Khi xem video, n\u00ean d\u1eebng l\u1ea1i v\u00e0 th\u1eed code l\u1ea1i theo<\/li>\n<li data-section-id=\"1sr1omk\" data-start=\"1079\" data-end=\"1145\">V\u1edbi GitHub, \u0111\u1eebng ch\u1ec9 t\u1ea3i code v\u1ec1 ch\u1ea1y \u2192 h\u00e3y \u0111\u1ecdc hi\u1ec3u t\u1eebng ph\u1ea7n<\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-10920\" src=\"https:\/\/vtiacademy.site\/wp-content\/uploads\/2026\/04\/Cac-tai-lieu-hoc-AI-co-ban-hay-ho-va-cach-hoc-hieu-qua.jpg\" alt=\"\" width=\"1200\" height=\"800\" srcset=\"https:\/\/vtiacademy.site\/wp-content\/uploads\/2026\/04\/Cac-tai-lieu-hoc-AI-co-ban-hay-ho-va-cach-hoc-hieu-qua.jpg 1200w, https:\/\/vtiacademy.site\/wp-content\/uploads\/2026\/04\/Cac-tai-lieu-hoc-AI-co-ban-hay-ho-va-cach-hoc-hieu-qua-300x200.jpg 300w, https:\/\/vtiacademy.site\/wp-content\/uploads\/2026\/04\/Cac-tai-lieu-hoc-AI-co-ban-hay-ho-va-cach-hoc-hieu-qua-1024x683.jpg 1024w, https:\/\/vtiacademy.site\/wp-content\/uploads\/2026\/04\/Cac-tai-lieu-hoc-AI-co-ban-hay-ho-va-cach-hoc-hieu-qua-768x512.jpg 768w\" sizes=\"auto, (max-width: 1200px) 100vw, 1200px\" \/><\/p>\n<h3 data-section-id=\"1fyfbyj\" data-start=\"1498\" data-end=\"1544\">Kh\u00f3a h\u1ecdc online, c\u00f3 \u0111\u1ecbnh h\u01b0\u1edbng r\u00f5 r\u00e0ng<\/h3>\n<p data-start=\"1546\" data-end=\"1660\">N\u1ebfu b\u1ea1n mu\u1ed1n h\u1ecdc b\u00e0i b\u1ea3n h\u01a1n, c\u00e1c kh\u00f3a h\u1ecdc online l\u00e0 l\u1ef1a ch\u1ecdn r\u1ea5t \u0111\u00e1ng c\u00e2n nh\u1eafc trong qu\u00e1 tr\u00ecnh d\u1ea1y AI c\u01a1 b\u1ea3n.<\/p>\n<p data-start=\"1662\" data-end=\"1674\"><strong data-start=\"1662\" data-end=\"1674\">Bao g\u1ed3m<\/strong><\/p>\n<ul data-start=\"1675\" data-end=\"1822\">\n<li data-section-id=\"1vm4zml\" data-start=\"1675\" data-end=\"1730\">C\u00e1c n\u1ec1n t\u1ea3ng h\u1ecdc tr\u1ef1c tuy\u1ebfn (Coursera, Udemy, edX\u2026)<\/li>\n<li data-section-id=\"1fmwj0\" data-start=\"1731\" data-end=\"1778\">Kh\u00f3a h\u1ecdc c\u00f3 l\u1ed9 tr\u00ecnh t\u1eeb c\u01a1 b\u1ea3n \u0111\u1ebfn n\u00e2ng cao<\/li>\n<li data-section-id=\"7tb5tq\" data-start=\"1779\" data-end=\"1822\">B\u00e0i t\u1eadp th\u1ef1c h\u00e0nh, quiz, project \u0111i k\u00e8m<\/li>\n<\/ul>\n<p data-start=\"1998\" data-end=\"2020\"><strong data-start=\"1998\" data-end=\"2020\">C\u00e1ch h\u1ecdc hi\u1ec7u qu\u1ea3<\/strong><\/p>\n<ul data-start=\"2021\" data-end=\"2213\">\n<li data-section-id=\"yvc6o8\" data-start=\"2021\" data-end=\"2065\">Kh\u00f4ng h\u1ecdc theo ki\u1ec3u \u201cxem cho xong video\u201d<\/li>\n<li data-section-id=\"c8kjrl\" data-start=\"2066\" data-end=\"2151\">Sau m\u1ed7i b\u00e0i h\u1ecdc, n\u00ean t\u1ef1 code l\u1ea1i, thay \u0111\u1ed5i d\u1eef li\u1ec7u \u0111\u1ec3 ki\u1ec3m tra hi\u1ec3u b\u00e0i<\/li>\n<li data-section-id=\"1r2e0t4\" data-start=\"2152\" data-end=\"2213\">Ghi l\u1ea1i nh\u1eefng ph\u1ea7n ch\u01b0a hi\u1ec3u \u0111\u1ec3 t\u00ecm th\u00eam t\u00e0i li\u1ec7u b\u1ed5 sung<\/li>\n<\/ul>\n<h3 data-section-id=\"13948sd\" data-start=\"2437\" data-end=\"2493\">S\u00e1ch v\u00e0 gi\u00e1o tr\u00ecnh<\/h3>\n<p data-start=\"2495\" data-end=\"2662\">N\u1ebfu b\u1ea1n mu\u1ed1n hi\u1ec3u AI m\u1ed9t c\u00e1ch b\u00e0i b\u1ea3n v\u00e0 l\u00e2u d\u00e0i, s\u00e1ch v\u1eabn l\u00e0 ngu\u1ed3n t\u00e0i li\u1ec7u kh\u00f4ng th\u1ec3 thay th\u1ebf. \u0110\u00e2y c\u0169ng l\u00e0 ph\u1ea7n quan tr\u1ecdng trong b\u1ea5t k\u1ef3 gi\u00e1o tr\u00ecnh AI c\u01a1 b\u1ea3n n\u00e0o.<\/p>\n<p data-start=\"2664\" data-end=\"2699\"><strong data-start=\"2664\" data-end=\"2699\">M\u1ed9t s\u1ed1 nh\u00f3m s\u00e1ch n\u00ean tham kh\u1ea3o<\/strong><\/p>\n<ul data-start=\"2700\" data-end=\"2867\">\n<li data-section-id=\"aobak7\" data-start=\"2700\" data-end=\"2758\">S\u00e1ch nh\u1eadp m\u00f4n Machine Learning (gi\u1ea3i th\u00edch thu\u1eadt to\u00e1n)<\/li>\n<li data-section-id=\"vzmf5o\" data-start=\"2759\" data-end=\"2815\">S\u00e1ch Python cho Data Science (th\u1ef1c h\u00e0nh v\u1edbi d\u1eef li\u1ec7u)<\/li>\n<li data-section-id=\"khvye9\" data-start=\"2816\" data-end=\"2867\">S\u00e1ch to\u00e1n \u1ee9ng d\u1ee5ng cho AI (gi\u1ea3i th\u00edch n\u1ec1n t\u1ea3ng)<\/li>\n<\/ul>\n<p><strong data-start=\"3016\" data-end=\"3038\">C\u00e1ch \u0111\u1ecdc hi\u1ec7u qu\u1ea3<\/strong><\/p>\n<ul>\n<li>Kh\u00f4ng c\u1ea7n \u0111\u1ecdc t\u1eeb \u0111\u1ea7u \u0111\u1ebfn cu\u1ed1i ngay l\u1eadp t\u1ee9c<\/li>\n<li>Ch\u1ec9 \u0111\u1ecdc ph\u1ea7n li\u00ean quan \u0111\u1ebfn n\u1ed9i dung b\u1ea1n \u0111ang h\u1ecdc<\/li>\n<li>K\u1ebft h\u1ee3p \u0111\u1ecdc + th\u1ef1c h\u00e0nh song song<\/li>\n<\/ul>\n<p>H\u00e0nh tr\u00ecnh h\u1ecdc AI kh\u00f4ng ph\u1ea3i l\u00e0 m\u1ed9t cu\u1ed9c ch\u1ea1y n\u01b0\u1edbc r\u00fat, m\u00e0 l\u00e0 m\u1ed9t cu\u1ed9c ch\u1ea1y marathon b\u1ec1n b\u1ec9. V\u1edbi h\u01b0\u1edbng d\u1eabn h\u1ecdc AI c\u01a1 b\u1ea3n tr\u00ean, hy v\u1ecdng b\u1ea1n s\u1ebd c\u00f3 \u0111\u1ee7 t\u1ef1 tin \u0111\u1ec3 b\u1eaft \u0111\u1ea7u nh\u1eefng b\u01b0\u1edbc ch\u00e2n \u0111\u1ea7u ti\u00ean. Ch\u1ec9 c\u1ea7n ki\u00ean tr\u00ec, th\u1ebf gi\u1edbi c\u00f4ng ngh\u1ec7 t\u01b0\u01a1ng lai ch\u1eafc ch\u1eafn s\u1ebd c\u00f3 t\u00ean b\u1ea1n! \u0110\u1eebng qu\u00ean follow fanpage VTI Academy \u0111\u1ec3 \u0111\u00f3n \u0111\u1ecdc th\u00eam nhi\u1ec1u ki\u1ebfn th\u1ee9c hay ho n\u1eefa v\u1ec1 AI b\u1ea1n nh\u00e9!<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) kh\u00f4ng c\u00f2n l\u00e0 kh\u00e1i ni\u1ec7m xa v\u1eddi trong c\u00e1c b\u1ed9 phim vi\u1ec5n t\u01b0\u1edfng m\u00e0 \u0111\u00e3 tr\u1edf th\u00e0nh m\u1ed9t ph\u1ea7n thi\u1ebft y\u1ebfu c\u1ee7a cu\u1ed9c s\u1ed1ng hi\u1ec7n \u0111\u1ea1i. T\u1eeb c\u00e1c c\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3 c\u00f4ng vi\u1ec7c \u0111\u1ebfn h\u1ec7 th\u1ed1ng g\u1ee3i \u00fd tr\u00ean m\u1ea1ng x\u00e3 h\u1ed9i, AI \u0111ang thay \u0111\u1ed5i c\u00e1ch ch\u00fang ta [&hellip;]<\/p>\n","protected":false},"author":12,"featured_media":10921,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-10917","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-uncategorized"],"_links":{"self":[{"href":"https:\/\/vtiacademy.site\/index.php\/wp-json\/wp\/v2\/posts\/10917","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/vtiacademy.site\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/vtiacademy.site\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/vtiacademy.site\/index.php\/wp-json\/wp\/v2\/users\/12"}],"replies":[{"embeddable":true,"href":"https:\/\/vtiacademy.site\/index.php\/wp-json\/wp\/v2\/comments?post=10917"}],"version-history":[{"count":3,"href":"https:\/\/vtiacademy.site\/index.php\/wp-json\/wp\/v2\/posts\/10917\/revisions"}],"predecessor-version":[{"id":10924,"href":"https:\/\/vtiacademy.site\/index.php\/wp-json\/wp\/v2\/posts\/10917\/revisions\/10924"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/vtiacademy.site\/index.php\/wp-json\/wp\/v2\/media\/10921"}],"wp:attachment":[{"href":"https:\/\/vtiacademy.site\/index.php\/wp-json\/wp\/v2\/media?parent=10917"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/vtiacademy.site\/index.php\/wp-json\/wp\/v2\/categories?post=10917"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/vtiacademy.site\/index.php\/wp-json\/wp\/v2\/tags?post=10917"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}