{"id":39637,"date":"2026-08-06T16:15:58","date_gmt":"2026-08-06T09:15:58","guid":{"rendered":"https:\/\/asia-vn.edu.vn\/?p=39637"},"modified":"2026-08-06T16:15:58","modified_gmt":"2026-08-06T09:15:58","slug":"sinh-vien-ban-dan-so-hoa-quy-trinh-quan-ly","status":"publish","type":"post","link":"https:\/\/asia-vn.edu.vn\/en\/sinh-vien-ban-dan-so-hoa-quy-trinh-quan-ly\/","title":{"rendered":"Sinh vi\u00ean b\u00e1n d\u1eabn s\u1ed1 h\u00f3a quy tr\u00ecnh qu\u1ea3n l\u00fd ph\u00f2ng th\u00ed nghi\u1ec7m b\u1eb1ng AI"},"content":{"rendered":"

Qu\u1ea3n l\u00fd h\u00e0ng tr\u0103m thi\u1ebft b\u1ecb, linh ki\u1ec7n v\u00e0 d\u1ee5ng c\u1ee5 trong ph\u00f2ng th\u00ed nghi\u1ec7m l\u00e0 b\u00e0i to\u00e1n ph\u1ee9c t\u1ea1p \u0111\u1ed1i v\u1edbi nhi\u1ec1u c\u01a1 s\u1edf \u0111\u00e0o t\u1ea1o. Khi s\u1ed1 l\u01b0\u1ee3ng t\u00e0i s\u1ea3n t\u0103ng l\u00ean, vi\u1ec7c s\u1eed d\u1ee5ng b\u1ea3ng t\u00ednh ho\u1eb7c h\u1ed3 s\u01a1 th\u1ee7 c\u00f4ng d\u1ec5 d\u1eabn \u0111\u1ebfn sai l\u1ec7ch d\u1eef li\u1ec7u, kh\u00f3 truy xu\u1ea5t l\u1ecbch s\u1eed s\u1eed d\u1ee5ng, theo d\u00f5i b\u1ea3o tr\u00ec v\u00e0 ki\u1ec3m k\u00ea.<\/span><\/p>\n

T\u1eeb v\u1ea5n \u0111\u1ec1 n\u00e0y, nh\u00f3m sinh vi\u00ean Asia University Program t\u1ea1i c\u01a1 s\u1edf TP. H\u1ed3 Ch\u00ed Minh g\u1ed3m Tr\u1ea7n Qu\u1ed1c Huy, Nguy\u1ec5n Minh Th\u1eafng, Ch\u00e2u Kh\u1ea3i Ki\u00ean, Tr\u1ea7n Gia T\u00fa v\u00e0 \u0110\u00e0o Minh Qu\u00e2n \u0111\u00e3 ph\u00e1t tri\u1ec3n d\u1ef1 \u00e1n \u201cAI-Based Laboratory Asset Management System for Asia University Laboratorie\u201ds trong h\u1ecdc ph\u1ea7n \u201cAdvanced Programming\u201d (L\u1eadp tr\u00ecnh n\u00e2ng cao).<\/span><\/p>\n

H\u1ec7 th\u1ed1ng h\u01b0\u1edbng t\u1edbi s\u1ed1 h\u00f3a quy tr\u00ecnh qu\u1ea3n l\u00fd t\u00e0i s\u1ea3n ph\u00f2ng th\u00ed nghi\u1ec7m, \u0111\u1ed3ng th\u1eddi \u1ee9ng d\u1ee5ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o \u0111\u1ec3 h\u1ed7 tr\u1ee3 nh\u1eadn di\u1ec7n v\u00e0 ph\u00e2n lo\u1ea1i thi\u1ebft b\u1ecb, linh ki\u1ec7n \u0111i\u1ec7n t\u1eed.<\/span><\/p>\n

Theo d\u00f5i thi\u1ebft b\u1ecb t\u1eeb l\u00fac nh\u1eadp kho \u0111\u1ebfn khi b\u1ea3o tr\u00ec<\/b><\/span><\/p>\n

Thay v\u00ec l\u01b0u tr\u1eef th\u00f4ng tin tr\u00ean nhi\u1ec1u b\u1ea3ng d\u1eef li\u1ec7u ri\u00eang l\u1ebb, nh\u00f3m thi\u1ebft k\u1ebf m\u1ed9t n\u1ec1n t\u1ea3ng t\u1eadp trung \u0111\u1ec3 qu\u1ea3n l\u00fd v\u1ecb tr\u00ed, s\u1ed1 l\u01b0\u1ee3ng, t\u00ecnh tr\u1ea1ng v\u00e0 l\u1ecbch s\u1eed s\u1eed d\u1ee5ng c\u1ee7a t\u1eebng nh\u00f3m t\u00e0i s\u1ea3n.<\/span><\/p>\n

V\u1edbi nh\u1eefng thi\u1ebft b\u1ecb c\u00f3 gi\u00e1 tr\u1ecb cao, h\u1ec7 th\u1ed1ng theo d\u00f5i b\u1eb1ng m\u00e3 \u0111\u1ecbnh danh ho\u1eb7c s\u1ed1 series, gi\u00fap truy xu\u1ea5t th\u00f4ng tin trong su\u1ed1t qu\u00e1 tr\u00ecnh s\u1eed d\u1ee5ng. C\u00e1c linh ki\u1ec7n \u0111i\u1ec7n t\u1eed v\u00e0 v\u1eadt t\u01b0 ti\u00eau hao \u0111\u01b0\u1ee3c qu\u1ea3n l\u00fd theo s\u1ed1 l\u01b0\u1ee3ng t\u1ed3n kho, h\u1ed7 tr\u1ee3 ki\u1ec3m k\u00ea v\u00e0 c\u1eadp nh\u1eadt d\u1eef li\u1ec7u khi ph\u00e1t sinh nh\u1eadp \u2013 xu\u1ea5t.<\/span><\/p>\n

Quy tr\u00ecnh m\u01b0\u1ee3n \u2013 tr\u1ea3 c\u0169ng \u0111\u01b0\u1ee3c s\u1ed1 h\u00f3a. Ng\u01b0\u1eddi d\u00f9ng c\u00f3 th\u1ec3 g\u1eedi y\u00eau c\u1ea7u, theo d\u00f5i tr\u1ea1ng th\u00e1i ph\u00ea duy\u1ec7t, c\u1eadp nh\u1eadt l\u1ecbch s\u1eed s\u1eed d\u1ee5ng v\u00e0 nh\u1eadn c\u1ea3nh b\u00e1o khi thi\u1ebft b\u1ecb qu\u00e1 h\u1ea1n. D\u1eef li\u1ec7u t\u1ed3n kho \u0111\u01b0\u1ee3c \u0111\u1ed3ng b\u1ed9 sau m\u1ed7i thao t\u00e1c, g\u00f3p ph\u1ea7n h\u1ea1n ch\u1ebf ch\u00eanh l\u1ec7ch gi\u1eefa s\u1ed1 li\u1ec7u tr\u00ean h\u1ec7 th\u1ed1ng v\u00e0 t\u00e0i s\u1ea3n th\u1ef1c t\u1ebf.<\/span><\/p>\n

Ngo\u00e0i ra, n\u1ec1n t\u1ea3ng c\u00f2n t\u00edch h\u1ee3p qu\u1ea3n l\u00fd v\u1ecb tr\u00ed l\u01b0u tr\u1eef, l\u1ecbch s\u1eed b\u1ea3o tr\u00ec, t\u00e0i li\u1ec7u k\u1ef9 thu\u1eadt, m\u00e3 QR, m\u00e3 v\u1ea1ch v\u00e0 b\u1ea3ng \u0111i\u1ec1u khi\u1ec3n t\u1ed5ng h\u1ee3p \u0111\u1ec3 theo d\u00f5i t\u00ecnh tr\u1ea1ng v\u1eadn h\u00e0nh c\u1ee7a ph\u00f2ng th\u00ed nghi\u1ec7m.<\/span><\/p>\n

\"D\u1ef1
D\u1ef1 \u00e1n h\u01b0\u1edbng t\u1edbi qu\u1ea3n l\u00fd xuy\u00ean su\u1ed1t v\u00f2ng \u0111\u1eddi thi\u1ebft b\u1ecb, t\u1eeb nh\u1eadp kho, l\u01b0u tr\u1eef v\u00e0 m\u01b0\u1ee3n \u2013 tr\u1ea3 \u0111\u1ebfn b\u1ea3o tr\u00ec, ki\u1ec3m k\u00ea<\/figcaption><\/figure>\n

AI h\u1ed7 tr\u1ee3 nh\u1eadn di\u1ec7n, ng\u01b0\u1eddi d\u00f9ng quy\u1ebft \u0111\u1ecbnh<\/b><\/span><\/p>\n

\u0110i\u1ec3m \u0111\u00e1ng ch\u00fa \u00fd c\u1ee7a d\u1ef1 \u00e1n l\u00e0 m\u00f4 h\u00ecnh nh\u1eadn di\u1ec7n \u0111\u1ed1i t\u01b0\u1ee3ng YOLO11n, \u0111\u01b0\u1ee3c nh\u00f3m t\u00edch h\u1ee3p nh\u1eb1m h\u1ed7 tr\u1ee3 ph\u00e2n lo\u1ea1i linh ki\u1ec7n v\u00e0 thi\u1ebft b\u1ecb th\u00f4ng qua webcam ho\u1eb7c h\u00ecnh \u1ea3nh t\u1ea3i l\u00ean.<\/span><\/p>\n

M\u00f4 h\u00ecnh \u0111\u01b0\u1ee3c hu\u1ea5n luy\u1ec7n \u0111\u1ec3 nh\u1eadn di\u1ec7n 73 nh\u00f3m \u0111\u1ed1i t\u01b0\u1ee3ng, g\u1ed3m 67 lo\u1ea1i linh ki\u1ec7n \u0111i\u1ec7n t\u1eed v\u00e0 6 lo\u1ea1i thi\u1ebft b\u1ecb v\u0103n ph\u00f2ng. Khi ti\u1ebfp nh\u1eadn h\u00ecnh \u1ea3nh, h\u1ec7 th\u1ed1ng ph\u00e2n t\u00edch v\u00e0 \u0111\u1ec1 xu\u1ea5t lo\u1ea1i thi\u1ebft b\u1ecb ho\u1eb7c linh ki\u1ec7n t\u01b0\u01a1ng \u1ee9ng, h\u1ed7 tr\u1ee3 ng\u01b0\u1eddi d\u00f9ng trong qu\u00e1 tr\u00ecnh t\u00ecm ki\u1ebfm, nh\u1eadp d\u1eef li\u1ec7u v\u00e0 ki\u1ec3m k\u00ea.<\/span><\/p>\n

Tuy nhi\u00ean, AI kh\u00f4ng t\u1ef1 \u0111\u1ed9ng c\u1eadp nh\u1eadt t\u00e0i s\u1ea3n v\u00e0o h\u1ec7 th\u1ed1ng. K\u1ebft qu\u1ea3 nh\u1eadn di\u1ec7n ch\u1ec9 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng nh\u01b0 m\u1ed9t g\u1ee3i \u00fd; ng\u01b0\u1eddi d\u00f9ng c\u1ea7n ki\u1ec3m tra v\u00e0 x\u00e1c nh\u1eadn tr\u01b0\u1edbc khi th\u1ef1c hi\u1ec7n c\u00e1c thao t\u00e1c nh\u1eadp kho, xu\u1ea5t kho ho\u1eb7c ch\u1ec9nh s\u1eeda th\u00f4ng tin.<\/span><\/p>\n

C\u00e1ch thi\u1ebft k\u1ebf n\u00e0y gi\u00fap h\u1ea1n ch\u1ebf nguy c\u01a1 d\u1eef li\u1ec7u b\u1ecb thay \u0111\u1ed5i do nh\u1eadn di\u1ec7n sai, \u0111\u1ed3ng th\u1eddi th\u1ec3 hi\u1ec7n c\u00e1ch nh\u00f3m c\u00e2n b\u1eb1ng gi\u1eefa kh\u1ea3 n\u0103ng t\u1ef1 \u0111\u1ed9ng h\u00f3a v\u00e0 y\u00eau c\u1ea7u ki\u1ec3m so\u00e1t trong v\u1eadn h\u00e0nh th\u1ef1c t\u1ebf.<\/span><\/p>\n

\"Sinh
Sinh vi\u00ean s\u1eed d\u1ee5ng webcam \u0111\u1ec3 qu\u00e9t v\u00e0 nh\u1eadn di\u1ec7n thi\u1ebft b\u1ecb, linh ki\u1ec7n \u0111i\u1ec7n t\u1eed tr\u00ean h\u1ec7 th\u1ed1ng<\/figcaption><\/figure>\n

16 tu\u1ea7n ph\u00e1t tri\u1ec3n m\u1ed9t s\u1ea3n ph\u1ea9m c\u00f4ng ngh\u1ec7<\/b><\/span><\/p>\n

D\u1ef1 \u00e1n \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n trong 16 tu\u1ea7n c\u1ee7a h\u1ecdc ph\u1ea7n \u201cAdvanced Programming\u201d. Trong kho\u1ea3ng th\u1eddi gian n\u00e0y, sinh vi\u00ean tr\u1ea3i qua c\u00e1c b\u01b0\u1edbc t\u1eeb ph\u00e2n t\u00edch y\u00eau c\u1ea7u, thi\u1ebft k\u1ebf ki\u1ebfn tr\u00fac h\u1ec7 th\u1ed1ng v\u00e0 x\u00e2y d\u1ef1ng c\u01a1 s\u1edf d\u1eef li\u1ec7u \u0111\u1ebfn ph\u00e1t tri\u1ec3n ph\u1ea7n m\u1ec1m, t\u00edch h\u1ee3p AI, ki\u1ec3m th\u1eed v\u00e0 tri\u1ec3n khai th\u1eed nghi\u1ec7m.<\/span><\/p>\n

Qu\u00e1 tr\u00ecnh ph\u00e1t tri\u1ec3n s\u1ea3n ph\u1ea9m \u0111\u00f2i h\u1ecfi nh\u00f3m v\u1eadn d\u1ee5ng \u0111\u1ed3ng th\u1eddi ki\u1ebfn th\u1ee9c v\u1ec1 l\u1eadp tr\u00ecnh h\u01b0\u1edbng \u0111\u1ed1i t\u01b0\u1ee3ng, x\u00e2y d\u1ef1ng \u1ee9ng d\u1ee5ng desktop, ph\u00e1t tri\u1ec3n API, qu\u1ea3n tr\u1ecb c\u01a1 s\u1edf d\u1eef li\u1ec7u v\u00e0 th\u1ecb gi\u00e1c m\u00e1y t\u00ednh. C\u00e1c th\u00e0nh vi\u00ean c\u0169ng ph\u1ea3i ph\u00e2n chia nhi\u1ec7m v\u1ee5, qu\u1ea3n l\u00fd ti\u1ebfn \u0111\u1ed9, ki\u1ec3m tra ch\u00e9o k\u1ebft qu\u1ea3 v\u00e0 x\u00e2y d\u1ef1ng t\u00e0i li\u1ec7u d\u1ef1 \u00e1n.<\/span><\/p>\n

Theo ThS. Nguy\u1ec5n Tr\u1ecdng Ho\u00e0ng, gi\u1ea3ng vi\u00ean Khoa C\u00f4ng ngh\u1ec7 th\u00f4ng tin th\u00f4ng minh, d\u1ef1 \u00e1n l\u1ef1a ch\u1ecdn \u0111\u00fang m\u1ed9t b\u00e0i to\u00e1n c\u00f3 nhu c\u1ea7u th\u1ef1c t\u1ebf, \u0111\u1ed3ng th\u1eddi th\u1ec3 hi\u1ec7n kh\u1ea3 n\u0103ng k\u1ebft h\u1ee3p nhi\u1ec1u c\u00f4ng ngh\u1ec7 trong c\u00f9ng m\u1ed9t h\u1ec7 th\u1ed1ng.<\/span><\/p>\n

\u201cD\u1ef1 \u00e1n c\u00f3 ti\u1ec1m n\u0103ng ph\u00e1t tri\u1ec3n nh\u1edd c\u00e1ch ti\u1ebfp c\u1eadn t\u01b0\u01a1ng \u0111\u1ed1i to\u00e0n di\u1ec7n, t\u1eeb qu\u1ea3n l\u00fd d\u1eef li\u1ec7u t\u00e0i s\u1ea3n \u0111\u1ebfn t\u00edch h\u1ee3p AI h\u1ed7 tr\u1ee3 nh\u1eadn di\u1ec7n. Qu\u00e1 tr\u00ecnh tri\u1ec3n khai c\u0169ng cho th\u1ea5y sinh vi\u00ean \u0111\u00e3 b\u1eaft \u0111\u1ea7u h\u00ecnh th\u00e0nh t\u01b0 duy x\u00e2y d\u1ef1ng s\u1ea3n ph\u1ea9m theo y\u00eau c\u1ea7u v\u1eadn h\u00e0nh, thay v\u00ec ch\u1ec9 ho\u00e0n th\u00e0nh t\u1eebng ch\u1ee9c n\u0103ng ri\u00eang l\u1ebb\u201d,<\/em> gi\u1ea3ng vi\u00ean nh\u1eadn x\u00e9t.<\/span><\/p>\n

Tr\u1ea7n Qu\u1ed1c Huy, th\u00e0nh vi\u00ean nh\u00f3m d\u1ef1 \u00e1n, sinh vi\u00ean ng\u00e0nh C\u00f4ng ngh\u1ec7 b\u00e1n d\u1eabn Asia University Program cho bi\u1ebft, th\u1eed th\u00e1ch l\u1edbn kh\u00f4ng ch\u1ec9 n\u1eb1m \u1edf vi\u1ec7c gi\u1ea3i quy\u1ebft c\u00e1c v\u1ea5n \u0111\u1ec1 k\u1ef9 thu\u1eadt, m\u00e0 c\u00f2n \u1edf kh\u1ea3 n\u0103ng ph\u1ed1i h\u1ee3p gi\u1eefa c\u00e1c th\u00e0nh vi\u00ean khi nhi\u1ec1u ph\u00e2n h\u1ec7 ph\u1ea3i \u0111\u01b0\u1ee3c ph\u00e1t tri\u1ec3n \u0111\u1ed3ng th\u1eddi.<\/span><\/p>\n

\u201cD\u1ef1 \u00e1n gi\u00fap ch\u00fang em tr\u1ea3i nghi\u1ec7m t\u01b0\u01a1ng \u0111\u1ed1i \u0111\u1ea7y \u0111\u1ee7 quy tr\u00ecnh t\u1ea1o ra m\u1ed9t s\u1ea3n ph\u1ea9m c\u00f4ng ngh\u1ec7. M\u1ed7i th\u00e0nh vi\u00ean ph\u1ea3i ch\u1ee7 \u0111\u1ed9ng v\u1edbi ph\u1ea7n vi\u1ec7c c\u1ee7a m\u00ecnh, \u0111\u1ed3ng th\u1eddi li\u00ean t\u1ee5c trao \u0111\u1ed5i \u0111\u1ec3 c\u00e1c ch\u1ee9c n\u0103ng c\u00f3 th\u1ec3 k\u1ebft n\u1ed1i v\u00e0 v\u1eadn h\u00e0nh th\u1ed1ng nh\u1ea5t\u201d,<\/em> Huy chia s\u1ebb.<\/span><\/p>\n

T\u1eeb b\u00e0i t\u1eadp l\u1eadp tr\u00ecnh \u0111\u1ebfn t\u01b0 duy ph\u00e1t tri\u1ec3n s\u1ea3n ph\u1ea9m<\/b><\/span><\/p>\n

Gi\u00e1 tr\u1ecb c\u1ee7a d\u1ef1 \u00e1n kh\u00f4ng n\u1eb1m ri\u00eang \u1edf s\u1ed1 l\u01b0\u1ee3ng t\u00ednh n\u0103ng hay c\u00f4ng ngh\u1ec7 \u0111\u01b0\u1ee3c t\u00edch h\u1ee3p. Quan tr\u1ecdng h\u01a1n, sinh vi\u00ean \u0111\u01b0\u1ee3c b\u1eaft \u0111\u1ea7u t\u1eeb m\u1ed9t nhu c\u1ea7u th\u1ef1c t\u1ebf, x\u00e1c \u0111\u1ecbnh ng\u01b0\u1eddi s\u1eed d\u1ee5ng, x\u00e2y d\u1ef1ng quy tr\u00ecnh v\u1eadn h\u00e0nh v\u00e0 l\u1ef1a ch\u1ecdn gi\u1ea3i ph\u00e1p ph\u00f9 h\u1ee3p cho t\u1eebng v\u1ea5n \u0111\u1ec1.<\/span><\/p>\n

Thay v\u00ec ch\u1ec9 th\u1ef1c hi\u1ec7n c\u00e1c b\u00e0i t\u1eadp l\u1eadp tr\u00ecnh \u0111\u1ed9c l\u1eadp, ng\u01b0\u1eddi h\u1ecdc ph\u1ea3i xem x\u00e9t m\u1ed1i li\u00ean h\u1ec7 gi\u1eefa giao di\u1ec7n, c\u01a1 s\u1edf d\u1eef li\u1ec7u, m\u00f4 h\u00ecnh AI v\u00e0 tr\u1ea3i nghi\u1ec7m ng\u01b0\u1eddi d\u00f9ng trong m\u1ed9t h\u1ec7 th\u1ed1ng ho\u00e0n ch\u1ec9nh. M\u1ed7i thay \u0111\u1ed5i \u1edf m\u1ed9t ph\u00e2n h\u1ec7 \u0111\u1ec1u c\u00f3 th\u1ec3 \u1ea3nh h\u01b0\u1edfng \u0111\u1ebfn to\u00e0n b\u1ed9 s\u1ea3n ph\u1ea9m, \u0111\u00f2i h\u1ecfi nh\u00f3m li\u00ean t\u1ee5c ki\u1ec3m tra v\u00e0 \u0111i\u1ec1u ch\u1ec9nh.<\/span><\/p>\n

\u0110\u00e2y c\u0169ng l\u00e0 c\u00e1ch h\u1ecdc ph\u1ea7n \u201cAdvanced Programming\u201d t\u1ea1i Asia University Program \u0111\u01b0\u1ee3c tri\u1ec3n khai theo h\u01b0\u1edbng h\u1ecdc qua d\u1ef1 \u00e1n. Sinh vi\u00ean \u0111\u01b0\u1ee3c ti\u1ebfp c\u1eadn quy tr\u00ecnh ph\u00e1t tri\u1ec3n s\u1ea3n ph\u1ea9m ngay trong qu\u00e1 tr\u00ecnh h\u1ecdc, qua \u0111\u00f3 r\u00e8n n\u0103ng l\u1ef1c ph\u00e2n t\u00edch b\u00e0i to\u00e1n, thi\u1ebft k\u1ebf h\u1ec7 th\u1ed1ng, t\u00edch h\u1ee3p c\u00f4ng ngh\u1ec7 v\u00e0 l\u00e0m vi\u1ec7c theo nh\u00f3m.<\/span><\/p>\n

T\u1eeb m\u1ed9t c\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3 qu\u1ea3n l\u00fd ph\u00f2ng th\u00ed nghi\u1ec7m, d\u1ef1 \u00e1n \u0111\u00e3 tr\u1edf th\u00e0nh c\u01a1 h\u1ed9i \u0111\u1ec3 sinh vi\u00ean chuy\u1ec3n ki\u1ebfn th\u1ee9c l\u1eadp tr\u00ecnh th\u00e0nh m\u1ed9t gi\u1ea3i ph\u00e1p c\u00f3 ng\u01b0\u1eddi d\u00f9ng, quy tr\u00ecnh v\u00e0 y\u00eau c\u1ea7u v\u1eadn h\u00e0nh c\u1ee5 th\u1ec3. \u0110\u00e2y l\u00e0 n\u1ec1n t\u1ea3ng gi\u00fap ng\u01b0\u1eddi h\u1ecdc ti\u1ebfp t\u1ee5c tham gia c\u00e1c d\u1ef1 \u00e1n c\u00f4ng ngh\u1ec7, nghi\u00ean c\u1ee9u v\u00e0 ph\u00e1t tri\u1ec3n s\u1ea3n ph\u1ea9m trong nh\u1eefng giai \u0111o\u1ea1n ti\u1ebfp theo.<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"

\u0110\u01b0a m\u1ed9t linh ki\u1ec7n \u0111i\u1ec7n t\u1eed tr\u01b0\u1edbc webcam, h\u1ec7 th\u1ed1ng c\u00f3 th\u1ec3 ph\u00e2n t\u00edch h\u00ecnh \u1ea3nh v\u00e0 \u0111\u1ec1 xu\u1ea5t nh\u00f3m \u0111\u1ed1i t\u01b0\u1ee3ng t\u01b0\u01a1ng \u1ee9ng. Sau khi ng\u01b0\u1eddi d\u00f9ng x\u00e1c nh\u1eadn, th\u00f4ng tin \u0111\u01b0\u1ee3c \u0111\u01b0a v\u00e0o n\u1ec1n t\u1ea3ng \u0111\u1ec3 ti\u1ebfp t\u1ee5c theo d\u00f5i v\u1ecb tr\u00ed, s\u1ed1 l\u01b0\u1ee3ng, l\u1ecbch s\u1eed m\u01b0\u1ee3n \u2013 tr\u1ea3 v\u00e0 b\u1ea3o tr\u00ec. \u0110\u00e2y l\u00e0 quy tr\u00ecnh \u0111\u01b0\u1ee3c nh\u00f3m sinh vi\u00ean ng\u00e0nh C\u00f4ng ngh\u1ec7 b\u00e1n d\u1eabn t\u1ea1i Asia University Program x\u00e2y d\u1ef1ng trong d\u1ef1 \u00e1n qu\u1ea3n l\u00fd t\u00e0i s\u1ea3n ph\u00f2ng th\u00ed nghi\u1ec7m t\u00edch h\u1ee3p AI.<\/span><\/p>\n","protected":false},"author":4,"featured_media":39646,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1,32,17],"tags":[552,544],"class_list":["post-39637","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tin-tuc","category-cuoc-song-sinh-vien-o-viet-nam","category-tin-tuc-chung","tag-advanced-programming","tag-sinh-vien-asia-university-program","post_format-post-format-0"],"_links":{"self":[{"href":"https:\/\/asia-vn.edu.vn\/en\/wp-json\/wp\/v2\/posts\/39637","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/asia-vn.edu.vn\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/asia-vn.edu.vn\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/asia-vn.edu.vn\/en\/wp-json\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/asia-vn.edu.vn\/en\/wp-json\/wp\/v2\/comments?post=39637"}],"version-history":[{"count":0,"href":"https:\/\/asia-vn.edu.vn\/en\/wp-json\/wp\/v2\/posts\/39637\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/asia-vn.edu.vn\/en\/wp-json\/wp\/v2\/media\/39646"}],"wp:attachment":[{"href":"https:\/\/asia-vn.edu.vn\/en\/wp-json\/wp\/v2\/media?parent=39637"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/asia-vn.edu.vn\/en\/wp-json\/wp\/v2\/categories?post=39637"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/asia-vn.edu.vn\/en\/wp-json\/wp\/v2\/tags?post=39637"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}