{"id":34732,"date":"2024-05-03T16:13:47","date_gmt":"2024-05-03T09:13:47","guid":{"rendered":"https:\/\/ttud.com.vn\/?p=34732"},"modified":"2024-05-03T16:13:57","modified_gmt":"2024-05-03T09:13:57","slug":"tieu-chuan-quoc-te-ve-hoc-sau-cong-nghe-mang-tinh-cach-mang-buoc-tien-huong-toi-tuong-lai","status":"publish","type":"post","link":"https:\/\/casta.ttud.com.vn\/index.php\/tieu-chuan-quoc-te-ve-hoc-sau-cong-nghe-mang-tinh-cach-mang-buoc-tien-huong-toi-tuong-lai\/","title":{"rendered":"Ti\u00eau chu\u1ea9n qu\u1ed1c t\u1ebf v\u1ec1 h\u1ecdc s\u00e2u \u2013 c\u00f4ng ngh\u1ec7 mang t\u00ednh c\u00e1ch m\u1ea1ng, b\u01b0\u1edbc ti\u1ebfn h\u01b0\u1edbng t\u1edbi t\u01b0\u01a1ng lai"},"content":{"rendered":"\n

Ng\u00e0y nay, h\u1ecdc s\u00e2u \u0111ang c\u00f3 nh\u1eefng b\u01b0\u1edbc ti\u1ebfn h\u01b0\u1edbng t\u1edbi t\u01b0\u01a1ng lai trong \u0111\u00f3 m\u00e1y t\u00ednh c\u00f3 th\u1ec3 suy ngh\u0129 v\u00e0 h\u1ecdc h\u1ecfi gi\u1ed1ng nh\u01b0 b\u1ed9 n\u00e3o con ng\u01b0\u1eddi.<\/p>\n\n\n\n

H\u1ecdc s\u00e2u \u0111\u01b0\u1ee3c nhi\u1ec1u ng\u01b0\u1eddi coi l\u00e0 m\u1ed9t trong nh\u1eefng c\u00f4ng ngh\u1ec7 mang t\u00ednh c\u00e1ch m\u1ea1ng v\u00e0 m\u1ea1nh m\u1ebd nh\u1ea5t trong nh\u1eefng n\u0103m g\u1ea7n \u0111\u00e2y. Kh\u1ea3 n\u0103ng phi th\u01b0\u1eddng c\u1ee7a n\u00f3 n\u1eb1m \u0111\u1eb1ng sau m\u1ed9t lo\u1ea1t s\u1ea3n ph\u1ea9m, d\u1ecbch v\u1ee5 h\u00e0ng ng\u00e0y c\u0169ng nh\u01b0 c\u00e1c c\u00f4ng ngh\u1ec7 m\u1edbi n\u1ed5i. Nh\u01b0ng h\u1ecdc s\u00e2u l\u00e0 g\u00ec? L\u00e0m th\u1ebf n\u00e0o n\u00f3 ho\u1ea1t \u0111\u1ed9ng? V\u00e0 t\u1ea1i sao n\u00f3 \u0111\u01b0\u1ee3c coi l\u00e0 \u201cma thu\u1eadt\u201d \u0111\u1eb1ng sau nhi\u1ec1u ti\u1ebfn b\u1ed9 v\u01b0\u1ee3t b\u1eadc?<\/p>\n\n\n\n

Kh\u00e1i ni\u1ec7m v\u1ec1 h\u1ecdc s\u00e2u<\/strong><\/p>\n\n\n\n

Th\u01b0\u1eddng \u0111\u01b0\u1ee3c vi\u1ebft t\u1eaft l\u00e0 DL, h\u1ecdc s\u00e2u l\u00e0 t\u1eadp h\u1ee3p con c\u1ee7a h\u1ecdc m\u00e1y v\u00e0 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o: m\u1ed9t k\u1ef9 thu\u1eadt \u0111\u00e0o t\u1ea1o m\u00e1y t\u00ednh b\u1eaft ch\u01b0\u1edbc c\u00e1ch c\u00e1c n\u01a1-ron trong n\u00e3o ng\u01b0\u1eddi x\u1eed l\u00fd v\u00e0 t\u00ecm hi\u1ec3u th\u00f4ng tin \u2013 n\u00f3 th\u1ef1c s\u1ef1 l\u00e0 m\u1ed9t m\u1ea1ng l\u01b0\u1edbi th\u1ea7n kinh nh\u00e2n t\u1ea1o.<\/p>\n\n\n\n

V\u1edbi h\u1ecdc s\u00e2u, m\u00e1y m\u00f3c \u0111\u01b0\u1ee3c d\u1ea1y c\u00e1ch x\u1eed l\u00fd d\u1eef li\u1ec7u theo c\u00e1ch m\u00f4 ph\u1ecfng nhi\u1ec1u l\u1edbp n\u00e3o c\u1ee7a ch\u00fang ta \u0111\u1ec3 c\u00f3 th\u1ec3 th\u1ef1c hi\u1ec7n c\u00e1c nhi\u1ec7m v\u1ee5 t\u1eebng ch\u1ec9 d\u00e0nh ri\u00eang cho con ng\u01b0\u1eddi. Ch\u00fang ta \u0111\u00e3 th\u1ea5y nhi\u1ec1u \u1ee9ng d\u1ee5ng h\u1ecdc s\u00e2u v\u00e0 c\u00e1ch s\u1eed d\u1ee5ng ch\u00fang nh\u01b0 l\u00e0 nh\u1eadn d\u1ea1ng h\u00ecnh \u1ea3nh, d\u1ecbch ng\u00f4n ng\u1eef, th\u1eadm ch\u00ed c\u1ea3 l\u00e1i xe t\u1ef1 \u0111\u1ed9ng, \u0111\u1ec1u n\u1eb1m trong kh\u1ea3 n\u0103ng c\u1ee7a m\u00e1y t\u00ednh. V\u1ec1 b\u1ea3n ch\u1ea5t, h\u1ecdc s\u00e2u l\u00e0 c\u00f4ng c\u1ee5 m\u1ea1nh m\u1ebd \u0111\u1ec3 kh\u00e1m ph\u00e1 nh\u1eefng hi\u1ec3u bi\u1ebft ph\u1ee9c t\u1ea1p \u1ea9n gi\u1ea5u trong l\u01b0\u1ee3ng d\u1eef li\u1ec7u kh\u1ed5ng l\u1ed3.<\/p>\n\n\n\n

H\u1ecdc s\u00e2u ho\u1ea1t \u0111\u1ed9ng nh\u01b0 th\u1ebf n\u00e0o?<\/strong><\/p>\n\n\n\n

B\u1ed9 n\u00e3o t\u1ef1 nhi\u00ean c\u1ee7a con ng\u01b0\u1eddi \u0111\u01b0\u1ee3c t\u1ea1o th\u00e0nh t\u1eeb h\u00e0ng tri\u1ec7u t\u1ebf b\u00e0o th\u1ea7n kinh k\u1ebft n\u1ed1i v\u1edbi nhau. \u0110\u01b0\u1ee3c m\u00f4 ph\u1ecfng theo t\u1ef1 nhi\u00ean, c\u00e1c thu\u1eadt to\u00e1n h\u1ecdc s\u00e2u s\u1eed d\u1ee5ng m\u1ea1ng l\u01b0\u1edbi th\u1ea7n kinh nh\u00e2n t\u1ea1o t\u1ea1o th\u00e0nh t\u1eeb nhi\u1ec1u l\u1edbp n\u00fat li\u00ean k\u1ebft v\u1edbi nhau, \u0111\u01b0\u1ee3c g\u1ecdi l\u00e0 t\u1ebf b\u00e0o th\u1ea7n kinh nh\u00e2n t\u1ea1o ho\u1eb7c \u0111\u01a1n v\u1ecb. M\u1ed7i l\u1edbp x\u1eed l\u00fd th\u00f4ng tin t\u1eeb l\u1edbp tr\u01b0\u1edbc v\u00e0 chuy\u1ec3n n\u00f3 sang l\u1edbp ti\u1ebfp theo, d\u1ea7n d\u1ea7n tr\u00edch xu\u1ea5t c\u00e1c \u0111\u1eb7c \u0111i\u1ec3m v\u00e0 m\u1eabu c\u1ea5p cao h\u01a1n. C\u00e1c m\u00f4 h\u00ecnh h\u1ecdc s\u00e2u \u0111\u01b0\u1ee3c \u0111\u00e0o t\u1ea1o tr\u00ean m\u1ed9t l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u d\u00e1n nh\u00e3n, \u0111\u01b0\u1ee3c g\u1ecdi l\u00e0 t\u1eadp hu\u1ea5n luy\u1ec7n, \u0111\u1ec3 t\u00ecm hi\u1ec3u c\u00e1ch nh\u1eadn bi\u1ebft v\u00e0 ph\u00e2n lo\u1ea1i c\u00e1c m\u1eabu.<\/p>\n\n\n\n

Trong qu\u00e1 tr\u00ecnh hu\u1ea5n luy\u1ec7n, c\u00e1c tham s\u1ed1 v\u00e0 tr\u1ecdng s\u1ed1 c\u1ee7a m\u1ea1ng l\u01b0\u1edbi th\u1ea7n kinh \u0111\u01b0\u1ee3c \u0111i\u1ec1u ch\u1ec9nh \u0111\u1ec3 gi\u1ea3m thi\u1ec3u s\u1ef1 kh\u00e1c bi\u1ec7t gi\u1eefa \u0111\u1ea7u ra d\u1ef1 \u0111o\u00e1n v\u00e0 \u0111\u1ea7u ra th\u1ef1c. Qua nhi\u1ec1u l\u1ea7n l\u1eb7p l\u1ea1i, m\u00f4 h\u00ecnh ng\u00e0y c\u00e0ng tr\u1edf n\u00ean ho\u00e0n thi\u1ec7n h\u01a1n cho \u0111\u1ebfn khi n\u00f3 c\u00f3 kh\u1ea3 n\u0103ng \u0111\u01b0a ra d\u1ef1 \u0111o\u00e1n ho\u1eb7c th\u1ef1c hi\u1ec7n c\u00e1c nhi\u1ec7m v\u1ee5 v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c cao.<\/p>\n\n\n\n

C\u00e1c lo\u1ea1i ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh \u0111\u00e3 xu\u1ea5t hi\u1ec7n \u0111\u1ec3 th\u1ef1c hi\u1ec7n thu\u1eadt to\u00e1n h\u1ecdc s\u00e2u. Nhi\u1ec1u ng\u01b0\u1eddi \u0111ang t\u00ecm c\u00e1ch s\u1eed d\u1ee5ng h\u1ecdc s\u00e2u v\u1edbi Python v\u00ec t\u00ednh \u0111\u01a1n gi\u1ea3n, d\u1ec5 \u0111\u1ecdc v\u00e0 \u201cth\u01b0 vi\u1ec7n\u201d m\u1edf r\u1ed9ng c\u1ee7a n\u00f3 (c\u00e1c g\u00f3i m\u00e3 \u0111\u01b0\u1ee3c vi\u1ebft s\u1eb5n gi\u00fap nh\u00e0 ph\u00e1t tri\u1ec3n gi\u1ea3i quy\u1ebft c\u00e1c v\u1ea5n \u0111\u1ec1 ph\u1ed5 bi\u1ebfn d\u1ec5 d\u00e0ng h\u01a1n).<\/p>\n\n\n\n

H\u1ecdc s\u00e2u v\u00e0 h\u1ecdc m\u00e1y<\/strong><\/p>\n\n\n\n

H\u1ecdc s\u00e2u l\u00e0 c\u00e1ch ti\u1ebfp c\u1eadn \u0111\u1ec3 t\u1ea1o ra c\u00e1c bi\u1ec3u di\u1ec5n ph\u00e2n c\u1ea5p phong ph\u00fa th\u00f4ng qua vi\u1ec7c \u0111\u00e0o t\u1ea1o m\u1ea1ng l\u01b0\u1edbi th\u1ea7n kinh v\u1edbi nhi\u1ec1u l\u1edbp \u1ea9n. \u0110\u00f3 l\u00e0 m\u1ed9t s\u1ef1 ph\u00e1t tri\u1ec3n c\u1ee7a h\u1ecdc m\u00e1y v\u00e0 c\u1ea7n \u00edt s\u1ef1 tr\u1ee3 gi\u00fap h\u01a1n t\u1eeb con ng\u01b0\u1eddi.<\/p>\n\n\n\n

M\u1eb7c d\u00f9 c\u00e1c m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y c\u01a1 b\u1ea3n c\u1ea3i thi\u1ec7n kh\u1ea3 n\u0103ng th\u1ef1c hi\u1ec7n ch\u1ee9c n\u0103ng \u0111\u01b0\u1ee3c ch\u1ec9 \u0111\u1ecbnh khi ch\u00fang ti\u1ebfp thu d\u1eef li\u1ec7u m\u1edbi, nh\u01b0ng n\u1ebfu ch\u00fang tr\u1ea3 v\u1ec1 d\u1ef1 \u0111o\u00e1n kh\u00f4ng ch\u00ednh x\u00e1c th\u00ec k\u1ef9 s\u01b0 ph\u1ea3i can thi\u1ec7p v\u00e0 \u0111i\u1ec1u ch\u1ec9nh. Tuy nhi\u00ean, h\u1ecdc s\u00e2u t\u1ef1 \u0111i\u1ec1u ch\u1ec9nh, \u0111i\u1ec1u ch\u1ec9nh kh\u00f3a h\u1ecdc m\u00e0 kh\u00f4ng c\u1ea7n s\u1ef1 tr\u1ee3 gi\u00fap c\u1ee7a con ng\u01b0\u1eddi.<\/p>\n\n\n\n

\u1ee8ng d\u1ee5ng h\u1ecdc s\u00e2u<\/strong><\/p>\n\n\n\n

H\u1ecdc s\u00e2u \u0111\u00e3 t\u00e1c \u0111\u1ed9ng t\u00edch c\u1ef1c \u0111\u1ebfn cu\u1ed9c s\u1ed1ng c\u1ee7a ch\u00fang ta v\u00ec n\u00f3 \u0111\u01b0\u1ee3c tri\u1ec3n khai tr\u00ean nhi\u1ec1u l\u0129nh v\u1ef1c kh\u00e1c nhau. C\u00e1c \u1ee9ng d\u1ee5ng n\u00e0y c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c nh\u00f3m th\u00e0nh b\u1ed1n lo\u1ea1i l\u1edbn: Th\u1ecb gi\u00e1c m\u00e1y t\u00ednh (gi\u1ea3i th\u00edch h\u00ecnh \u1ea3nh v\u00e0 video b\u1eb1ng m\u00e1y t\u00ednh); Nh\u1eadn d\u1ea1ng gi\u1ecdng n\u00f3i; X\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean.<\/p>\n\n\n\n

\"\"<\/figure><\/div>\n\n\n\n

C\u00f4ng c\u1ee5 \u0111\u1ec1 xu\u1ea5t<\/strong><\/p>\n\n\n\n

V\u00ed d\u1ee5, trong l\u0129nh v\u1ef1c ch\u0103m s\u00f3c s\u1ee9c kh\u1ecfe, th\u1ecb gi\u00e1c m\u00e1y t\u00ednh \u0111ang \u0111\u00f3ng vai tr\u00f2 quan tr\u1ecdng trong ph\u00e2n t\u00edch h\u00ecnh \u1ea3nh y t\u1ebf, t\u0103ng t\u1ed1c \u0111\u1ed9 ph\u00e1t hi\u1ec7n v\u00e0 ch\u1ea9n \u0111o\u00e1n c\u0169ng nh\u01b0 x\u00e1c \u0111\u1ecbnh c\u00e1c ph\u01b0\u01a1ng ph\u00e1p \u0111i\u1ec1u tr\u1ecb hi\u1ec7u qu\u1ea3 nh\u1ea5t. Ph\u1ea7n m\u1ec1m nh\u1eadn d\u1ea1ng gi\u1ecdng n\u00f3i c\u00f3 s\u1eb5n \u0111\u1ec3 ghi ch\u00fa theo th\u1eddi gian th\u1ef1c t\u1eeb ngu\u1ed3n c\u1ea5p d\u1eef li\u1ec7u \u00e2m thanh c\u1ee7a cu\u1ed9c t\u01b0 v\u1ea5n gi\u1eefa b\u1ec7nh nh\u00e2n v\u00e0 b\u00e1c s\u0129, ti\u1ebft ki\u1ec7m h\u00e0ng gi\u1edd th\u1eddi gian ghi ch\u00e9p.<\/p>\n\n\n\n

H\u1ecdc s\u00e2u \u0111ang th\u00fac \u0111\u1ea9y s\u1ef1 ph\u00e1t tri\u1ec3n c\u1ee7a c\u00e1c ph\u01b0\u01a1ng ti\u1ec7n t\u1ef1 l\u00e1i b\u1eb1ng c\u00e1ch cho ph\u00e9p ch\u00fang nh\u1eadn th\u1ee9c v\u00e0 hi\u1ec3u \u0111\u01b0\u1ee3c m\u00f4i tr\u01b0\u1eddng xung quanh, \u0111\u1ecdc bi\u1ec3n b\u00e1o \u0111\u01b0\u1eddng v\u00e0 \u0111i\u1ec1u h\u01b0\u1edbng an to\u00e0n.<\/p>\n\n\n\n

Trong l\u0129nh v\u1ef1c t\u00e0i ch\u00ednh, kh\u1ea3 n\u0103ng ph\u00e2n t\u00edch c\u00e1c m\u00f4 h\u00ecnh ph\u1ee9c t\u1ea1p c\u1ee7a h\u1ecdc s\u00e2u khi\u1ebfn n\u00f3 tr\u1edf n\u00ean v\u00f4 gi\u00e1 trong vi\u1ec7c x\u00e1c \u0111\u1ecbnh c\u00e1c giao d\u1ecbch gian l\u1eadn v\u00e0 \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh \u0111\u1ea7u t\u01b0 th\u00f4ng qua d\u1ef1 \u0111o\u00e1n xu h\u01b0\u1edbng th\u1ecb tr\u01b0\u1eddng. Trong kinh doanh, vi\u1ec7c ph\u00e2n t\u00edch c\u00e1c b\u00e1o c\u00e1o d\u1ea1ng d\u00e0i c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c t\u1eadp h\u1ee3p l\u1ea1i trong v\u00e0i gi\u00e2y b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng NLP.<\/p>\n\n\n\n

Trong khi \u0111\u00f3, robot s\u1edf h\u1eefu h\u1ec7 th\u1ed1ng h\u1ecdc s\u00e2u c\u00f3 th\u1ec3 \u0111i\u1ec1u h\u01b0\u1edbng, thao t\u00e1c v\u00e0 t\u01b0\u01a1ng t\u00e1c ng\u00e0y c\u00e0ng gi\u1ed1ng con ng\u01b0\u1eddi. C\u00f4ng ngh\u1ec7 n\u00e0y \u0111\u00e3 \u0111\u1ea1t \u0111\u01b0\u1ee3c nh\u1eefng b\u01b0\u1edbc nh\u1ea3y v\u1ecdt trong t\u1ef1 \u0111\u1ed9ng h\u00f3a c\u00f4ng nghi\u1ec7p v\u00e0 s\u1ef1 h\u1ee3p t\u00e1c gi\u1eefa con ng\u01b0\u1eddi v\u00e0 robot \u2013 c\u1ea3 hai \u0111\u1ec1u c\u00f3 vai tr\u00f2 then ch\u1ed1t trong l\u0129nh v\u1ef1c s\u1ea3n xu\u1ea5t v\u00e0 \u0111i\u1ec7n t\u1eed. V\u00e0 \u1edf c\u1ea5p \u0111\u1ed9 h\u00e0ng ng\u00e0y, ch\u00fang ta ng\u00e0y c\u00e0ng nh\u1eadn \u0111\u01b0\u1ee3c nhi\u1ec1u g\u1ee3i \u00fd th\u00edch h\u1ee3p h\u01a1n t\u1eeb c\u00e1c c\u00f4ng c\u1ee5 \u0111\u1ec1 xu\u1ea5t tr\u00ean c\u00e1c n\u1ec1n t\u1ea3ng nh\u01b0 Netflix, Amazon v\u00e0 m\u1ea1ng x\u00e3 h\u1ed9i nh\u1edd ph\u00e2n t\u00edch h\u1ecdc s\u00e2u v\u1ec1 s\u1edf th\u00edch ng\u01b0\u1eddi d\u00f9ng c\u1ee7a ch\u00fang ta.<\/p>\n\n\n\n

Nh\u1eefng h\u1ea1n ch\u1ebf c\u1ee7a h\u1ecdc s\u00e2u<\/strong><\/p>\n\n\n\n

M\u1eb7c d\u00f9 c\u00f3 nh\u1eefng kh\u1ea3 n\u0103ng v\u01b0\u1ee3t tr\u1ed9i v\u00e0 ti\u1ec1m n\u0103ng ngo\u1ea1n m\u1ee5c, h\u1ecdc s\u00e2u kh\u00f4ng ph\u1ea3i kh\u00f4ng c\u00f3 h\u1ea1n ch\u1ebf v\u00e0 v\u1ea5n \u0111\u1ec1. N\u00f3 \u0111\u00f2i h\u1ecfi b\u1ed9 nh\u1edb v\u00e0 dung l\u01b0\u1ee3ng l\u01b0u tr\u1eef cao, \u0111\u1ed3ng th\u1eddi ti\u00eau th\u1ee5 d\u1eef li\u1ec7u \u1edf t\u1ed1c \u0111\u1ed9 cao \u0111\u1ebfn m\u1ee9c vi\u1ec7c c\u00f3 \u0111\u01b0\u1ee3c c\u00e1c b\u1ed9 d\u1eef li\u1ec7u ch\u1ea5t l\u01b0\u1ee3ng cao, \u0111a d\u1ea1ng v\u00e0 g\u1eafn nh\u00e3n r\u00f5 r\u00e0ng c\u00f3 th\u1ec3 l\u00e0 m\u1ed9t th\u00e1ch th\u1ee9c, \u0111\u1eb7c bi\u1ec7t l\u00e0 trong c\u00e1c l\u0129nh v\u1ef1c m\u00e0 d\u1eef li\u1ec7u khan hi\u1ebfm ho\u1eb7c \u0111\u1eaft ti\u1ec1n. N\u00f3 c\u0169ng khao kh\u00e1t t\u00e0i nguy\u00ean v\u00e0 s\u1ee9c m\u1ea1nh \u0111\u00e0o t\u1ea1o v\u00e0 c\u00f3 th\u1ec3 d\u1ec5 b\u1ecb trang b\u1ecb qu\u00e1 m\u1ee9c \u2013 ho\u1ea1t \u0111\u1ed9ng t\u1ed1t tr\u00ean d\u1eef li\u1ec7u \u0111\u00e0o t\u1ea1o nh\u01b0ng k\u00e9m tr\u00ean d\u1eef li\u1ec7u m\u1edbi, ch\u01b0a \u0111\u01b0\u1ee3c nh\u00ecn th\u1ea5y.<\/p>\n\n\n\n

\u0110i\u1ec3m chung v\u1edbi h\u1ea7u h\u1ebft l\u0129nh v\u1ef1c AI, h\u1ecdc s\u00e2u c\u0169ng th\u1ec3 hi\u1ec7n nh\u1eefng lo ng\u1ea1i v\u1ec1 m\u1eb7t \u0111\u1ea1o \u0111\u1ee9c xung quanh v\u1ea5n \u0111\u1ec1 b\u1ea3o m\u1eadt d\u1eef li\u1ec7u c\u0169ng nh\u01b0 th\u00e0nh ki\u1ebfn v\u00e0 s\u1ef1 thi\u1ebfu ch\u00ednh x\u00e1c c\u1ed1 h\u1eefu c\u1ee7a con ng\u01b0\u1eddi c\u00f3 th\u1ec3 lan tr\u00e0n trong c\u00e1c l\u0129nh v\u1ef1c h\u1ecdc t\u1eadp c\u1ee7a n\u00f3.<\/p>\n\n\n\n

Khung cho h\u1ecdc s\u00e2u<\/strong><\/p>\n\n\n\n

M\u1eb7c d\u00f9 l\u1ee3i \u00edch ti\u1ec1m t\u00e0ng c\u1ee7a h\u1ecdc s\u00e2u l\u00e0 r\u1ea5t l\u1edbn nh\u01b0ng vi\u1ec7c qu\u1ea3n tr\u1ecb t\u1ed1t c\u00f4ng ngh\u1ec7 s\u1ebd l\u00e0 \u0111i\u1ec1u c\u1ea7n thi\u1ebft \u0111\u1ec3 gi\u00fap ch\u00fang ta hi\u1ec7n th\u1ef1c h\u00f3a ch\u00fang. Vi\u1ec7c ph\u00e1t tri\u1ec3n c\u00e1c khu\u00f4n kh\u1ed5 ph\u00e1p l\u00fd v\u00e0 \u0111\u1ea1o \u0111\u1ee9c ph\u00f9 h\u1ee3p s\u1ebd r\u1ea5t quan tr\u1ecdng \u0111\u1ec3 x\u00e2y d\u1ef1ng ni\u1ec1m tin v\u00e0 gi\u1ea3m thi\u1ec3u r\u1ee7i ro.<\/p>\n\n\n\n

Ti\u00eau chu\u1ea9n qu\u1ed1c t\u1ebf s\u1ebd \u0111\u00f3ng vai tr\u00f2 quan tr\u1ecdng \u0111\u1ea3m b\u1ea3o vi\u1ec7c \u00e1p d\u1ee5ng h\u1ecdc s\u00e2u m\u1ed9t c\u00e1ch c\u00f3 tr\u00e1ch nhi\u1ec7m trong l\u0129nh v\u1ef1c AI. ISO ph\u1ed1i h\u1ee3p \u1ee6y ban K\u1ef9 thu\u1eadt \u0110i\u1ec7n Qu\u1ed1c t\u1ebf (IEC) \u0111\u00e3 c\u00f4ng b\u1ed1 m\u1ed9t s\u1ed1 ti\u00eau chu\u1ea9n th\u00f4ng qua nh\u00f3m chuy\u00ean gia t\u1eadn t\u00e2m v\u1ec1 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o v\u00e0 \u0111ang x\u00e2y d\u1ef1ng m\u1ed9t khung h\u01b0\u1edbng d\u1eabn ng\u00e0y c\u00e0ng ph\u00e1t tri\u1ec3n cho c\u00e1c \u1ee9ng d\u1ee5ng h\u1ecdc s\u00e2u tr\u00ean to\u00e0n th\u1ebf gi\u1edbi. C\u00e1c doanh nghi\u1ec7p v\u00e0 nh\u00e0 ho\u1ea1ch \u0111\u1ecbnh ch\u00ednh s\u00e1ch c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c h\u01b0\u1edfng l\u1ee3i t\u1eeb c\u00e1c ti\u00eau chu\u1ea9n n\u00e0y nh\u01b0 m\u1ed9t ph\u1ea7n trong s\u1ef1 \u0111\u1ea3m b\u1ea3o c\u1ee7a h\u1ecd v\u1ec1 vi\u1ec7c tri\u1ec3n khai c\u00e1c m\u00f4 h\u00ecnh h\u1ecdc s\u00e2u m\u1ed9t c\u00e1ch c\u00f3 \u0111\u1ea1o \u0111\u1ee9c v\u00e0 an to\u00e0n. Vi\u1ec7c tu\u00e2n th\u1ee7 c\u00e1c ti\u00eau chu\u1ea9n qu\u1ed1c t\u1ebf s\u1ebd t\u1ea1o d\u1ef1ng ni\u1ec1m tin gi\u1eefa kh\u00e1ch h\u00e0ng v\u00e0 \u0111\u1ed1i t\u00e1c trong m\u1ecdi l\u0129nh v\u1ef1c.<\/p>\n\n\n\n

T\u01b0\u01a1ng lai c\u1ee7a h\u1ecdc s\u00e2u<\/strong><\/p>\n\n\n\n

H\u1ecdc s\u00e2u v\u1eabn c\u00f2n \u1edf giai \u0111o\u1ea1n s\u01a1 khai, nh\u01b0ng n\u00f3 \u0111\u01b0\u1ee3c d\u1ef1 \u0111o\u00e1n s\u1ebd ph\u00e1t tri\u1ec3n theo c\u1ea5p s\u1ed1 nh\u00e2n v\u00e0 c\u00f3 kh\u1ea3 n\u0103ng thay \u0111\u1ed5i x\u00e3 h\u1ed9i. Vi\u1ec7c t\u00edch h\u1ee3p h\u1ecdc s\u00e2u v\u1edbi c\u00e1c c\u00f4ng ngh\u1ec7 ti\u00ean ti\u1ebfn kh\u00e1c ch\u1eb3ng h\u1ea1n nh\u01b0 k\u1ebft h\u1ee3p v\u1edbi th\u1ef1c t\u1ebf t\u0103ng c\u01b0\u1eddng ho\u1eb7c th\u1ef1c t\u1ebf \u1ea3o c\u00f3 th\u1ec3 c\u00e1ch m\u1ea1ng h\u00f3a c\u00e1ch ch\u00fang ta tr\u1ea3i nghi\u1ec7m v\u00e0 t\u01b0\u01a1ng t\u00e1c v\u1edbi th\u1ebf gi\u1edbi xung quanh. M\u1ed9t cu\u1ed9c \u0111i b\u1ed9 \u0111\u01a1n gi\u1ea3n xu\u1ed1ng ph\u1ed1 c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c t\u0103ng c\u01b0\u1eddng nh\u1edd th\u00f4ng tin t\u1ee9c th\u1eddi v\u1ec1 c\u00e1c t\u00f2a nh\u00e0 v\u00e0 \u0111\u1ecba danh g\u1ea7n \u0111\u00f3. Th\u1ebf gi\u1edbi \u1ea3o s\u1ebd ng\u00e0y c\u00e0ng tr\u1edf n\u00ean s\u1ed1ng \u0111\u1ed9ng v\u00e0 ch\u00e2n th\u1ef1c h\u01a1n.<\/p>\n\n\n\n

Ch\u00fang ta c\u00f3 th\u1ec3 mong \u0111\u1ee3i th\u1ea5y h\u1ecdc s\u00e2u \u0111\u01b0\u1ee3c \u00e1p d\u1ee5ng v\u00e0o c\u00e1c l\u0129nh v\u1ef1c nh\u01b0 n\u00f4ng nghi\u1ec7p, n\u0103ng l\u01b0\u1ee3ng v\u00e0 s\u1ea3n xu\u1ea5t, n\u01a1i n\u00f3 c\u00f3 ti\u1ec1m n\u0103ng t\u1ed1i \u01b0u h\u00f3a quy tr\u00ecnh, n\u00e2ng cao hi\u1ec7u qu\u1ea3 v\u00e0 th\u00fac \u0111\u1ea9y \u0111\u1ed5i m\u1edbi. V\u00e0 quan tr\u1ecdng h\u01a1n l\u00e0 \u0111\u1ea9y nhanh c\u00e1c gi\u1ea3i ph\u00e1p cho c\u00e1c v\u1ea5n \u0111\u1ec1 to\u00e0n c\u1ea7u nh\u01b0 bi\u1ebfn \u0111\u1ed5i kh\u00ed h\u1eadu v\u00e0 an ninh l\u01b0\u01a1ng th\u1ef1c.<\/p>\n\n\n\n

\u0110\u01b0\u1ee3c h\u01b0\u1edbng d\u1eabn b\u1edfi c\u00e1c ti\u00eau chu\u1ea9n qu\u1ed1c t\u1ebf v\u00e0 th\u00fac \u0111\u1ea9y b\u1edfi s\u1ef1 s\u00e1ng t\u1ea1o v\u00e0 kh\u00e9o l\u00e9o c\u1ee7a con ng\u01b0\u1eddi, b\u1ed1i c\u1ea3nh t\u01b0\u01a1ng lai c\u1ee7a h\u1ecdc s\u00e2u r\u1ea5t h\u1ea5p d\u1eabn, \u0111\u1ea7y c\u1ea3m h\u1ee9ng v\u00e0 h\u1ea7u nh\u01b0 kh\u00f4ng c\u00f3 gi\u1edbi h\u1ea1n.<\/p>\n\n\n\n

\u00a0H\u00e0 My<\/strong><\/p>\n\n\n\n

https:\/\/vietq.vn\/tieu-chuan-quoc-te-ve-hoc-sau–cong-nghe-mang-tinh-cach-mang-buoc-tien-huong-toi-tuong-lai-d220981.html<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"

Ng\u00e0y nay, h\u1ecdc s\u00e2u \u0111ang c\u00f3 nh\u1eefng b\u01b0\u1edbc ti\u1ebfn h\u01b0\u1edbng t\u1edbi t\u01b0\u01a1ng lai trong \u0111\u00f3 m\u00e1y t\u00ednh c\u00f3 th\u1ec3 suy ngh\u0129 v\u00e0 h\u1ecdc h\u1ecfi gi\u1ed1ng nh\u01b0 b\u1ed9 n\u00e3o con ng\u01b0\u1eddi. H\u1ecdc s\u00e2u \u0111\u01b0\u1ee3c nhi\u1ec1u ng\u01b0\u1eddi coi l\u00e0 m\u1ed9t trong nh\u1eefng c\u00f4ng ngh\u1ec7 mang t\u00ednh c\u00e1ch m\u1ea1ng v\u00e0 m\u1ea1nh m\u1ebd nh\u1ea5t trong nh\u1eefng n\u0103m g\u1ea7n \u0111\u00e2y. […]<\/p>\n","protected":false},"author":26,"featured_media":34733,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[47],"tags":[],"class_list":["post-34732","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tin-tuc"],"_links":{"self":[{"href":"https:\/\/casta.ttud.com.vn\/index.php\/wp-json\/wp\/v2\/posts\/34732","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/casta.ttud.com.vn\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/casta.ttud.com.vn\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/casta.ttud.com.vn\/index.php\/wp-json\/wp\/v2\/users\/26"}],"replies":[{"embeddable":true,"href":"https:\/\/casta.ttud.com.vn\/index.php\/wp-json\/wp\/v2\/comments?post=34732"}],"version-history":[{"count":1,"href":"https:\/\/casta.ttud.com.vn\/index.php\/wp-json\/wp\/v2\/posts\/34732\/revisions"}],"predecessor-version":[{"id":34734,"href":"https:\/\/casta.ttud.com.vn\/index.php\/wp-json\/wp\/v2\/posts\/34732\/revisions\/34734"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/casta.ttud.com.vn\/index.php\/wp-json\/wp\/v2\/media\/34733"}],"wp:attachment":[{"href":"https:\/\/casta.ttud.com.vn\/index.php\/wp-json\/wp\/v2\/media?parent=34732"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/casta.ttud.com.vn\/index.php\/wp-json\/wp\/v2\/categories?post=34732"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/casta.ttud.com.vn\/index.php\/wp-json\/wp\/v2\/tags?post=34732"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}