{"id":4614,"date":"2021-05-27T00:00:08","date_gmt":"2021-05-26T17:00:08","guid":{"rendered":"http:\/\/tadasha.com\/?p=4614"},"modified":"2023-08-15T16:42:44","modified_gmt":"2023-08-15T09:42:44","slug":"sinh-vien-siu-nghien-cuu-nhan-dang-van-mach-mau-long-ban-tay","status":"publish","type":"post","link":"https:\/\/tadasha.com\/sinh-vien-siu-nghien-cuu-nhan-dang-van-mach-mau-long-ban-tay\/","title":{"rendered":"Sinh vi\u00ean SIU nghi\u00ean c\u1ee9u nh\u1eadn d\u1ea1ng v\u00e2n m\u1ea1ch m\u00e1u l\u00f2ng b\u00e0n tay"},"content":{"rendered":"

V\u1edbi mong mu\u1ed1n c\u1ea3i ti\u1ebfn, \u00e1p d\u1ee5ng c\u00e1c c\u00f4ng ngh\u1ec7 m\u1edbi v\u00e0o vi\u1ec7c nh\u1eadn di\u1ec7n v\u00e2n m\u1ea1ch m\u00e1u l\u00f2ng b\u00e0n tay, g\u00f3p ph\u1ea7n t\u0103ng t\u00ednh hi\u1ec7u qu\u1ea3 v\u00e0 t\u1ed1i \u01b0u c\u1ee7a ph\u01b0\u01a1ng ph\u00e1p n\u00e0y trong c\u00f4ng t\u00e1c b\u1ea3o m\u1eadt.<\/b><\/p>\n

\u0110\u1ec1 t\u00e0i nghi\u00ean c\u1ee9u\u00a0\u201cNh\u1eadn d\u1ea1ng v\u00e2n m\u1ea1ch m\u00e1u l\u00f2ng b\u00e0n tay d\u1ef1a v\u00e0o \u0111\u1eb7c tr\u01b0ng v\u00e2n c\u1ee5c b\u1ed9\u201d<\/b><\/i>\u00a0c\u1ee7a sinh vi\u00ean\u00a0Ph\u1ea1m Th\u1ecb Qu\u1ef3nh<\/b>\u00a0v\u00e0\u00a0Tr\u1ea7n L\u00ea H\u1ea3i B\u00ecnh<\/b>, ng\u00e0nh\u00a0Khoa h\u1ecdc m\u00e1y t\u00ednh<\/b>, Khoa\u00a0C\u00f4ng ngh\u1ec7 th\u00f4ng tin<\/b>\u00a0(CNTT),\u00a0Tr\u01b0\u1eddng \u0110\u1ea1i h\u1ecdc T\u01b0 th\u1ee5c Qu\u1ed1c t\u1ebf S\u00e0i G\u00f2n (SIU)<\/b>.<\/p>\n

\"Sinh

Sinh vi\u00ean\u00a0Ph\u1ea1m Th\u1ecb Qu\u1ef3nh<\/b>\u00a0cho bi\u1ebft: \u201cV\u1edbi m\u1ee5c ti\u00eau nghi\u00ean c\u1ee9u, \u1ee9ng d\u1ee5ng nh\u1eefng k\u1ef9 thu\u1eadt v\u00e0 c\u00f4ng ngh\u1ec7 m\u1edbi v\u00e0o vi\u1ec7c nh\u1eadn di\u1ec7n, ph\u00e2n t\u00edch h\u00ecnh \u1ea3nh c\u00e1c \u0111\u01b0\u1eddng v\u00e2n m\u1ea1ch m\u00e1u \u0111\u00e3 thu \u0111\u01b0\u1ee3c, ch\u00fang em hy v\u1ecdng \u0111\u00e2y s\u1ebd l\u00e0 m\u1ed9t h\u01b0\u1edbng \u0111i c\u1ea3i ti\u1ebfn, g\u00f3p ph\u1ea7n t\u0103ng t\u00ednh hi\u1ec7u qu\u1ea3 v\u00e0 t\u1ed1i \u01b0u cho ph\u01b0\u01a1ng ph\u00e1p n\u00e0y trong c\u00f4ng t\u00e1c b\u1ea3o m\u1eadt. Mong r\u1eb1ng, trong t\u01b0\u01a1ng lai \u0111\u00e2y s\u1ebd l\u00e0 m\u1ed9t h\u01b0\u1edbng \u0111i c\u00f3 ti\u1ec1m n\u0103ng, nhi\u1ec1u h\u1ee9a h\u1eb9n trong l\u0129nh v\u1ef1c b\u1ea3o m\u1eadt th\u00f4ng tin<\/i>\u201d.<\/p>\n

N\u1eb1m trong m\u1ee5c ti\u00eau \u0111\u00e0o t\u1ea1o ngu\u1ed3n nh\u00e2n l\u1ef1c tr\u00ecnh \u0111\u1ed9 cao, g\u00f3p ph\u1ea7n ph\u00e1t hi\u1ec7n v\u00e0 b\u1ed3i d\u01b0\u1ee1ng nh\u00e2n t\u00e0i, cu\u1ed9c thi\u00a0Sinh vi\u00ean nghi\u00ean c\u1ee9u khoa h\u1ecdc<\/b>\u00a0l\u00e0 s\u1ef1 ki\u1ec7n th\u01b0\u1eddng ni\u00ean do\u00a0Tr\u01b0\u1eddng \u0110\u1ea1i h\u1ecdc T\u01b0 th\u1ee5c Qu\u1ed1c t\u1ebf S\u00e0i G\u00f2n<\/b>\u00a0t\u1ed5 ch\u1ee9c v\u00e0o m\u1ed7i n\u0103m h\u1ecdc. Cu\u1ed9c thi nh\u1eb1m ph\u00e1t huy t\u00ednh n\u0103ng \u0111\u1ed9ng, s\u00e1ng t\u1ea1o v\u00e0 kh\u1ea3 n\u0103ng NCKH \u0111\u1ed9c l\u1eadp, h\u00ecnh th\u00e0nh n\u0103ng l\u1ef1c t\u1ef1 h\u1ecdc cho sinh vi\u00ean. Th\u00f4ng qua \u0111\u00f3, h\u01b0\u1edbng d\u1eabn, t\u1ea1o \u0111i\u1ec1u ki\u1ec7n cho c\u00e1c sinh vi\u00ean c\u00f3 c\u01a1 h\u1ed9i ti\u1ebfp c\u1eadn, th\u1ef1c hi\u1ec7n c\u00e1c c\u00f4ng tr\u00ecnh nghi\u00ean c\u1ee9u c\u00f3 ch\u1ea5t l\u01b0\u1ee3ng, v\u1eadn d\u1ee5ng c\u00e1c ph\u01b0\u01a1ng ph\u00e1p NCKH gi\u1ea3i quy\u1ebft m\u1ed9t s\u1ed1 v\u1ea5n \u0111\u1ec1 c\u1ee7a khoa h\u1ecdc v\u00e0 th\u1ef1c ti\u1ec5n trong b\u00e1o c\u00e1o th\u1ef1c t\u1eadp, kho\u00e1 lu\u1eadn t\u1ed1t nghi\u1ec7p.<\/p>\n

\"Sinh

Ngay khi v\u1eeba ph\u00e1t \u0111\u1ed9ng, cu\u1ed9c thi Sinh vi\u00ean nghi\u00ean c\u1ee9u khoa h\u1ecdc, n\u0103m h\u1ecdc 2020-2021 \u0111\u00e3 thu h\u00fat \u0111\u00f4ng \u0111\u1ea3o sinh vi\u00ean Khoa\u00a0CNTT<\/b>\u00a0c\u1ee7a\u00a0SIU<\/b>\u00a0tham gia v\u1edbi nhi\u1ec1u \u0111\u1ec1 t\u00e0i thi\u1ebft th\u1ef1c, t\u1eadp trung \u1ee9ng d\u1ee5ng c\u00f4ng ngh\u1ec7 m\u1edbi v\u00e0o vi\u1ec7c c\u1ea3i ti\u1ebfn, gi\u00fap gi\u1ea3i quy\u1ebft c\u00e1c v\u1ea5n \u0111\u1ec1 \u201cn\u00f3ng\u201d, b\u1ee9c thi\u1ebft trong x\u00e3 h\u1ed9i hi\u1ec7n nay.<\/p>\n

\"Sinh

G\u00e2y \u1ea5n t\u01b0\u1ee3ng, chinh ph\u1ee5c ho\u00e0n to\u00e0n H\u1ed9i \u0111\u1ed3ng khoa h\u1ecdc x\u00e9t duy\u1ec7t v\u00e0 \u201crinh\u201d v\u1ec1 gi\u1ea3i nh\u1ea5t t\u1ea1i cu\u1ed9c thi l\u00e0 \u0111\u1ec1 t\u00e0i\u00a0\u201cNh\u1eadn d\u1ea1ng v\u00e2n m\u1ea1ch m\u00e1u l\u00f2ng b\u00e0n tay d\u1ef1a v\u00e0o \u0111\u1eb7c tr\u01b0ng v\u00e2n c\u1ee5c b\u1ed9\u201d<\/b><\/i>. \u0110i\u1ec3m m\u1edbi v\u00e0 \u0111\u1eb7c bi\u1ec7t c\u1ee7a \u0111\u1ec1 t\u00e0i n\u00e0y l\u00e0 vi\u1ec7c \u0111\u1ec1 xu\u1ea5t m\u00f4 h\u00ecnh ph\u01b0\u01a1ng ph\u00e1p r\u00fat tr\u00edch \u0111\u1eb7c tr\u01b0ng v\u00e2n m\u1ea1ch m\u00e1u l\u00f2ng b\u00e0n tay m\u1edbi \u0111\u1ec3 nh\u1eadn d\u1ea1ng v\u00e2n m\u1ea1ch m\u00e1u l\u00f2ng b\u00e0n tay kh\u00f4ng ti\u1ebfp x\u00fac d\u1ef1a tr\u00ean vi\u1ec7c k\u1ebft h\u1ee3p m\u00f4 h\u00ecnh nh\u1ecb ph\u00e2n c\u1ee5c b\u1ed9 \u0111\u1ed1i x\u1ee9ng trung t\u00e2m (ECS-LBP) c\u1ea3i ti\u1ebfn v\u1edbi SIFT (Scale-invariant feature transform), MFRAT (Modified Finite Radon Transform) v\u00e0 \u0111\u1eb7c tr\u01b0ng m\u1eabu nh\u1ecb ph\u00e2n c\u1ee5c b\u1ed9 (LBP), thay th\u1ebf LBP b\u1eb1ng ECS-LBP t\u00ednh to\u00e1n c\u00e1c gi\u00e1 tr\u1ecb \u0111\u1eb7c tr\u01b0ng t\u1eeb c\u00e1c kh\u1ed1i (t\u1eadp h\u1ee3p \u0111i\u1ec3m) thay v\u00ec c\u00e1c \u0111i\u1ec3m c\u00f4 l\u1eadp. S\u1eed d\u1ee5ng SIFT \u0111\u1ec3 ph\u00e1t hi\u1ec7n c\u00e1c \u0111\u1eb7c \u0111i\u1ec3m h\u00ecnh \u1ea3nh c\u1ee5c b\u1ed9 b\u1ea5t bi\u1ebfn \u0111\u1ed1i v\u1edbi t\u1ec9 l\u1ec7 h\u00ecnh \u1ea3nh, d\u1ecbch v\u00e0 xoay. \u0110\u1ed3ng th\u1eddi \u00e1p d\u1ee5ng th\u00eam b\u1ed9 l\u1ecdc MFRAT cho \u1ea3nh \u0111\u1ea7u v\u00e0o h\u1ed7 tr\u1ee3 gi\u1ea3m nhi\u1ec5u \u1ea3nh l\u00e0m t\u0103ng \u0111\u1ed9 ch\u00ednh x\u00e1c.<\/p>\n

\"Sinh

Theo \u0111\u00e1nh gi\u00e1 c\u1ee7a Ban gi\u00e1m kh\u1ea3o, nh\u1eadn d\u1ea1ng v\u00e2n m\u1ea1ch m\u00e1u l\u00f2ng b\u00e0n tay l\u00e0 m\u1ed9t trong nh\u1eefng ph\u01b0\u01a1ng ph\u00e1p \u0111\u1ecbnh danh sinh tr\u1eafc h\u1ecdc (Biometric-ID). \u0110\u00e2y l\u00e0 \u0111\u1ec1 t\u00e0i c\u00f3 \u00fd ngh\u0129a \u1ee9ng d\u1ee5ng th\u1ef1c t\u1ebf cao, \u0111\u1eb7c bi\u1ec7t, nhu c\u1ea7u BioID trong vi\u1ec7c chuy\u1ec3n s\u1ed1 hi\u1ec7n nay. Sinh vi\u00ean \u0111\u00e3 kh\u1ea3o s\u00e1t t\u1ed1t c\u00e1c ph\u01b0\u01a1ng ph\u00e1p bi\u1ec3u di\u1ec5n \u0111\u1eb7c tr\u01b0ng li\u00ean quan \u0111\u1ebfn h\u01b0\u1edbng ti\u1ebfp c\u1eadn trong \u0111\u1ec1 t\u00e0i, \u0111\u00e3 c\u00e0i \u0111\u1eb7t th\u1ef1c nghi\u1ec7m, minh ho\u1ea1 \u0111\u01b0\u1ee3c thu\u1eadt to\u00e1n \u0111\u1ec1 xu\u1ea5t v\u00e0 \u0111\u00e1nh gi\u00e1 tr\u00ean c\u01a1 s\u1edf d\u1eef li\u1ec7u c\u00f4ng khai qu\u1ed1c t\u1ebf \u0111\u1ec3 so s\u00e1nh hi\u1ec7u n\u0103ng th\u1ef1c hi\u1ec7n v\u1edbi c\u00e1c ph\u01b0\u01a1ng ph\u00e1p tri\u1ec3n v\u1ecdng \u0111\u00e3 c\u00f3. C\u00e1c b\u1ea1n \u0111\u00e3 th\u1ea5y \u0111\u01b0\u1ee3c \u01b0u \u0111i\u1ec3m c\u1ee7a c\u00e1c ph\u01b0\u01a1ng ph\u00e1p ti\u1ec1m n\u0103ng v\u00e0 k\u1ebft h\u1ee3p c\u00e1c \u01b0u \u0111i\u1ec3m n\u00e0y l\u1ea1i \u0111\u1ec3 \u0111\u1ec1 xu\u1ea5t thu\u1eadt to\u00e1n m\u1edbi c\u00f3 t\u00ednh \u01b0u vi\u1ec7t h\u01a1n.<\/p>\n

Chia s\u1ebb c\u1ea3m x\u00fac khi \u0111\u1ea1t gi\u1ea3i cao t\u1ea1i cu\u1ed9c thi, sinh vi\u00ean\u00a0Tr\u1ea7n L\u00ea H\u1ea3i B\u00ecnh<\/b>\u00a0cho bi\u1ebft: \u201cCh\u00fang em c\u1ea3m th\u1ea5y r\u1ea5t h\u1ea1nh ph\u00fac v\u00e0 tr\u00ean h\u1ebft l\u00e0 s\u1ef1 bi\u1ebft \u01a1n. B\u1edfi trong su\u1ed1t qu\u00e1 tr\u00ecnh nghi\u00ean c\u1ee9u n\u1ebfu kh\u00f4ng c\u00f3 s\u1ef1 \u0111\u1ed9ng vi\u00ean h\u1ed7 tr\u1ee3, h\u01b0\u1edbng d\u1eabn t\u1eadn t\u00ecnh c\u1ee7a th\u1ea7y c\u00f4, nh\u00e0 tr\u01b0\u1eddng t\u1ea1o \u0111i\u1ec1u ki\u1ec7n th\u00ec ch\u00fang em kh\u00f4ng th\u1ec3 n\u00e0o ho\u00e0n th\u00e0nh \u0111\u01b0\u1ee3c \u0111\u1ec1 t\u00e0i v\u00e0 c\u00f3 \u0111\u01b0\u1ee3c th\u00e0nh t\u00edch nh\u01b0 h\u00f4m nay. Cu\u1ed9c thi th\u1ef1c s\u1ef1 c\u00f3 r\u1ea5t nhi\u1ec1u \u00fd ngh\u0129a, gi\u00fap ch\u00fang em c\u00f3 c\u01a1 h\u1ed9i \u0111\u01b0\u1ee3c c\u1ecd s\u00e1t, h\u1ecdc h\u1ecfi v\u00e0 \u0111\u00e0o s\u00e2u h\u01a1n nh\u1eefng ki\u1ebfn th\u1ee9c \u0111\u00e3 h\u1ecdc tr\u00ean l\u1edbp. Mong r\u1eb1ng nh\u00e0 tr\u01b0\u1eddng s\u1ebd t\u1ed5 ch\u1ee9c nhi\u1ec1u s\u00e2n ch\u01a1i h\u01a1n n\u1eefa \u0111\u1ec3 ch\u00fang em c\u00f3 th\u00eam nhi\u1ec1u c\u01a1 h\u1ed9i h\u1ecdc h\u1ecfi, ph\u00e1t tri\u1ec3n t\u01b0 duy c\u0169ng nh\u01b0 r\u00e8n luy\u1ec7n k\u1ef9 n\u0103ng.<\/i>\u201d<\/p>\n

B\u00ean c\u1ea1nh \u0111\u00f3 \u0111\u1ec1 t\u00e0i nghi\u00ean c\u1ee9u\u00a0\u201cX\u1eed l\u00fd \u1ea3nh X-Quang ph\u1ed5i s\u1eed d\u1ee5ng m\u1ea1ng N\u01a1-ron\u201d<\/i><\/b>\u00a0\u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n nh\u01b0 m\u1ed9t \u1ee9ng d\u1ee5ng h\u1ed7 tr\u1ee3, gi\u00fap cho c\u00e1c b\u00e1c s\u0129 ch\u1ea9n \u0111o\u00e1n, \u0111i\u1ec1u tr\u1ecb c\u0103n b\u1ec7nh ung th\u01b0 ph\u1ed5i m\u1ed9t c\u00e1ch hi\u1ec7u qu\u1ea3 h\u01a1n (theo th\u1ed1ng k\u00ea m\u1ed7i n\u0103m c\u00f3 \u0111\u1ebfn 945.000 ng\u01b0\u1eddi ch\u1ebft v\u00ec ung th\u01b0 ph\u1ed5i). Ch\u1ec9 c\u1ea7n \u0111\u01b0a \u1ea3nh X-quang \u0111\u1ea7u v\u00e0o l\u00e0 s\u1ebd xu\u1ea5t ra \u0111\u01b0\u1ee3c v\u00f9ng ph\u1ed5i c\u1ee7a b\u1ec7nh nh\u00e2n, gi\u1ea3m \u0111\u01b0\u1ee3c \u0111\u1ed9 che ph\u1ee7 c\u1ee7a x\u01b0\u01a1ng s\u01b0\u1eddn, t\u0103ng \u0111\u1ed9 ph\u00e2n gi\u1ea3i t\u1ef1 \u0111\u1ed9ng qua c\u00e1c thu\u1eadt to\u00e1n x\u00e1c \u0111\u1ecbnh ng\u01b0\u1ee1ng, ph\u01b0\u01a1ng ph\u00e1p lo\u1ea1i b\u1ecf x\u01b0\u01a1ng hay c\u00e1c m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y \u0111\u1ec3 c\u00e1c b\u00e1c s\u0129 quan s\u00e1t, ph\u00e1t hi\u1ec7n c\u00e1c h\u1ea1ch ph\u1ed5i hay nh\u1eefng v\u00f9ng kh\u00f3 nh\u1eadn th\u1ea5y nhanh ch\u00f3ng v\u00e0 ch\u00ednh x\u00e1c, g\u00f3p ph\u1ea7n t\u0103ng hi\u1ec7u qu\u1ea3 \u0111i\u1ec1u tr\u1ecb b\u1ec7nh \u0111\u1ea1t gi\u1ea3i Nh\u00ec.<\/p>\n

Gi\u1ea3i Ba thu\u1ed9c v\u1ec1 \u0111\u1ec1 t\u00e0i\u00a0\u201c\u1ee9ng d\u1ee5ng c\u00f4ng ngh\u1ec7 c\u1ea3m bi\u1ebfn iot v\u00e0o m\u00f4 h\u00ecnh th\u1ee7y canh\u201d<\/b><\/i>. H\u1ec7 th\u1ed1ng c\u1ea3m bi\u1ebfn iot s\u1ebd thu th\u1eadp th\u00f4ng tin v\u1ec1 m\u00f4i tr\u01b0\u1eddng nh\u01b0 nhi\u1ec7t \u0111\u1ed9, \u0111\u1ed9 \u1ea9m kh\u00f4ng kh\u00ed, \u0111\u1ed9 \u1ea9m \u0111\u1ea5t…. t\u1eeb \u0111\u00f3 c\u00f3 nh\u1eefng \u0111i\u1ec1u ch\u1ec9nh ph\u00f9 h\u1ee3p v\u1edbi s\u1ef1 ph\u00e1t tri\u1ec3n c\u1ee7a c\u00e2y tr\u1ed3ng d\u1ef1a v\u00e0o chu k\u1ef3 sinh tr\u01b0\u1edfng c\u1ee7a c\u00e2y. D\u1eef li\u1ec7u thu th\u1eadp \u0111\u01b0\u1ee3c s\u1ebd \u0111\u01b0\u1ee3c, c\u0169ng gi\u00fap ng\u01b0\u1eddi d\u00f9ng d\u1ec5 d\u00e0ng theo d\u00f5i \u0111\u01b0\u1ee3c qu\u00e1 tr\u00ecnh sinh tr\u01b0\u1edfng c\u1ee7a c\u00e2y, gi\u00fap gi\u1ea3m \u0111\u01b0\u1ee3c c\u00f4ng s\u1ee9c, th\u1eddi gian ch\u0103m s\u00f3c v\u00e0 cho n\u0103ng su\u1ea5t v\u01b0\u1ee3t tr\u1ed9i.<\/p>\n

\u0110\u01b0\u1ee3c bi\u1ebft, c\u00e1c \u0111\u1ec1 t\u00e0i \u0111\u1ea1t gi\u1ea3i t\u1ea1i chung k\u1ebft cu\u1ed9c thi l\u1ea7n n\u00e0y s\u1ebd \u0111\u01b0\u1ee3c \u0111\u1ea1i di\u1ec7n Khoa\u00a0CNTT\u00a0<\/b>v\u00e0 Tr\u01b0\u1eddng \u0111\u00e1nh gi\u00e1 x\u00e9t ch\u1ecdn v\u00e0 g\u1eedi d\u1ef1 thi b\u00ean ngo\u00e0i nh\u00e0 tr\u01b0\u1eddng, c\u00e1c cu\u1ed9c thi\u00a0NCKH<\/b>\u00a0do\u00a0B\u1ed9 Gi\u00e1o d\u1ee5c & \u0110\u00e0o t\u1ea1o<\/b>\u00a0v\u00e0 c\u00e1c c\u1ea5p ngo\u00e0i tr\u01b0\u1eddng t\u1ed5 ch\u1ee9c. Tr\u01b0\u1edbc \u0111\u00f3, sinh vi\u00ean Khoa\u00a0CNTT SIU<\/b>\u00a0\u0111\u00e3 t\u1eebng \u0111\u1ea1t gi\u1ea3i Khuy\u1ebfn kh\u00edch c\u1ea5p B\u1ed9 Gi\u1ea3i th\u01b0\u1edfng\u00a0\u201cSinh vi\u00ean nghi\u00ean c\u1ee9u khoa h\u1ecdc\u201d<\/b>\u00a0n\u0103m 2020, \u0111\u1ed3ng th\u1eddi gi\u00e0nh \u0111\u01b0\u1ee3c nhi\u1ec1u gi\u1ea3i th\u01b0\u1edfng \u1edf c\u00e1c cu\u1ed9c thi quy m\u00f4 qu\u1ed1c gia v\u00e0 qu\u1ed1c t\u1ebf.<\/p>\n

\n

Tr\u01b0\u1eddng \u0110\u1ea1i h\u1ecdc T\u01b0 th\u1ee5c Qu\u1ed1c t\u1ebf S\u00e0i G\u00f2n (SIU)\u00a0<\/b>l\u00e0 tr\u01b0\u1eddng \u0111\u1ea1i h\u1ecdc qu\u1ed1c t\u1ebf t\u1ea1i\u00a0Vi\u1ec7t Nam<\/b>, \u0111\u1ea1t ki\u1ec3m \u0111\u1ecbnh qu\u1ed1c t\u1ebf ng\u00e0nh\u00a0Kinh doanh<\/b><\/i>\u00a0c\u1ee7a\u00a0IACBE – Hoa K\u1ef3<\/b>, ki\u1ec3m \u0111\u1ecbnh c\u1ea5p tr\u01b0\u1eddng v\u00e0 2 kh\u1ed1i ng\u00e0nh\u00a0Ng\u00f4n ng\u1eef Anh<\/b><\/i>\u00a0v\u00e0\u00a0Khoa h\u1ecdc m\u00e1y t\u00ednh<\/b><\/i>\u00a0theo b\u1ed9 ti\u00eau chu\u1ea9n c\u1ee7a\u00a0B\u1ed9 GD&\u0110T<\/b>. Theo kh\u1ea3o s\u00e1t n\u0103m 2020, g\u1ea7n 98% sinh vi\u00ean\u00a0SIU<\/b>\u00a0c\u00f3 vi\u1ec7c l\u00e0m, 2% c\u00f2n l\u1ea1i h\u1ecdc l\u00ean b\u1eadc h\u1ecdc cao h\u01a1n ho\u1eb7c chuy\u1ec3n ti\u1ebfp du h\u1ecdc t\u1ea1i nhi\u1ec1u n\u01b0\u1edbc tr\u00ean th\u1ebf gi\u1edbi.<\/span><\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"

V\u1edbi mong mu\u1ed1n c\u1ea3i ti\u1ebfn, \u00e1p d\u1ee5ng c\u00e1c c\u00f4ng ngh\u1ec7 […]<\/p>\n","protected":false},"author":1,"featured_media":4616,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"rank_math_lock_modified_date":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"_uf_show_specific_survey":0,"_uf_disable_surveys":false,"footnotes":"","_links_to":"","_links_to_target":""},"categories":[23],"tags":[],"_links":{"self":[{"href":"https:\/\/tadasha.com\/wp-json\/wp\/v2\/posts\/4614"}],"collection":[{"href":"https:\/\/tadasha.com\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/tadasha.com\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/tadasha.com\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/tadasha.com\/wp-json\/wp\/v2\/comments?post=4614"}],"version-history":[{"count":0,"href":"https:\/\/tadasha.com\/wp-json\/wp\/v2\/posts\/4614\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/tadasha.com\/wp-json\/wp\/v2\/media\/4616"}],"wp:attachment":[{"href":"https:\/\/tadasha.com\/wp-json\/wp\/v2\/media?parent=4614"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/tadasha.com\/wp-json\/wp\/v2\/categories?post=4614"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/tadasha.com\/wp-json\/wp\/v2\/tags?post=4614"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}