{"id":3919,"date":"2024-09-30T16:08:40","date_gmt":"2024-09-30T09:08:40","guid":{"rendered":"http:\/\/htttdn.com\/?post_type=ht_kb&p=3919"},"modified":"2025-03-28T14:49:52","modified_gmt":"2025-03-28T07:49:52","slug":"tri-tue-nhan-tao-la-gi","status":"publish","type":"ht_kb","link":"https:\/\/htttdn.com\/index.php\/tin-tuc\/tri-tue-nhan-tao-la-gi\/","title":{"rendered":"Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o l\u00e0 g\u00ec?"},"content":{"rendered":"

Ngu\u1ed3n: <\/span>S\u01b0u t\u1ea7m<\/span><\/a><\/span><\/p>\n

\"\"<\/strong><\/p>\n

Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o l\u00e0 g\u00ec?<\/b><\/h2>\n

Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) l\u00e0 l\u0129nh v\u1ef1c khoa h\u1ecdc m\u00e1y t\u00ednh chuy\u00ean gi\u1ea3i quy\u1ebft c\u00e1c v\u1ea5n \u0111\u1ec1 nh\u1eadn th\u1ee9c th\u01b0\u1eddng li\u00ean quan \u0111\u1ebfn tr\u00ed tu\u1ec7 con ng\u01b0\u1eddi, ch\u1eb3ng h\u1ea1n nh\u01b0 h\u1ecdc t\u1eadp, s\u00e1ng t\u1ea1o v\u00e0 nh\u1eadn di\u1ec7n h\u00ecnh \u1ea3nh. C\u00e1c t\u1ed5 ch\u1ee9c hi\u1ec7n \u0111\u1ea1i thu th\u1eadp v\u00f4 s\u1ed1 d\u1eef li\u1ec7u t\u1eeb nhi\u1ec1u ngu\u1ed3n kh\u00e1c nhau nh\u01b0 c\u1ea3m bi\u1ebfn th\u00f4ng minh, n\u1ed9i dung do con ng\u01b0\u1eddi t\u1ea1o, c\u00f4ng c\u1ee5 gi\u00e1m s\u00e1t v\u00e0 nh\u1eadt k\u00fd h\u1ec7 th\u1ed1ng. M\u1ee5c ti\u00eau c\u1ee7a AI l\u00e0 t\u1ea1o ra c\u00e1c h\u1ec7 th\u1ed1ng t\u1ef1 h\u1ecdc c\u00f3 th\u1ec3 t\u00ecm ra \u00fd ngh\u0129a c\u1ee7a d\u1eef li\u1ec7u. Sau \u0111\u00f3, AI \u00e1p d\u1ee5ng ki\u1ebfn th\u1ee9c thu \u0111\u01b0\u1ee3c \u0111\u1ec3 gi\u1ea3i quy\u1ebft c\u00e1c v\u1ea5n \u0111\u1ec1 m\u1edbi theo c\u00e1ch gi\u1ed1ng nh\u01b0 con ng\u01b0\u1eddi. V\u00ed d\u1ee5: c\u00f4ng ngh\u1ec7 AI c\u00f3 th\u1ec3 tr\u1ea3 l\u1eddi cu\u1ed9c tr\u00f2 chuy\u1ec7n v\u1edbi con ng\u01b0\u1eddi m\u1ed9t c\u00e1ch h\u1ee3p l\u00fd, t\u1ea1o h\u00ecnh \u1ea3nh v\u00e0 v\u0103n b\u1ea3n g\u1ed1c c\u0169ng nh\u01b0 \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh d\u1ef1a tr\u00ean \u0111\u1ea7u v\u00e0o d\u1eef li\u1ec7u theo th\u1eddi gian th\u1ef1c. T\u1ed5 ch\u1ee9c b\u1ea1n c\u00f3 th\u1ec3 t\u00edch h\u1ee3p t\u00ednh n\u0103ng AI v\u00e0o \u1ee9ng d\u1ee5ng \u0111\u1ec3 t\u1ed1i \u01b0u h\u00f3a quy tr\u00ecnh kinh doanh, n\u00e2ng cao tr\u1ea3i nghi\u1ec7m kh\u00e1ch h\u00e0ng v\u00e0 \u0111\u1ea9y m\u1ea1nh qu\u00e1 tr\u00ecnh \u0111\u1ed5i m\u1edbi.<\/span><\/p>\n

C\u00f4ng ngh\u1ec7 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o \u0111\u00e3 ph\u00e1t tri\u1ec3n nh\u01b0 th\u1ebf n\u00e0o?<\/b><\/h2>\n

Trong b\u00e0i b\u00e1o chuy\u00ean \u0111\u1ec1 c\u1ee7a Alan Turing t\u1eeb n\u0103m 1950, \u201cM\u00e1y t\u00ednh v\u00e0 tr\u00ed tu\u1ec7\u201d, \u00f4ng \u0111\u00e3 xem x\u00e9t v\u1ea5n \u0111\u1ec1 li\u1ec7u m\u00e1y m\u00f3c c\u00f3 th\u1ec3 suy ngh\u0129 hay kh\u00f4ng. Trong b\u00e0i b\u00e1o n\u00e0y, Turing l\u1ea7n \u0111\u1ea7u ti\u00ean \u0111\u01b0a ra thu\u1eadt ng\u1eef tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o v\u00e0 tr\u00ecnh b\u00e0y n\u00f3 nh\u01b0 m\u1ed9t kh\u00e1i ni\u1ec7m l\u00fd thuy\u1ebft v\u00e0 tri\u1ebft h\u1ecdc.\u00a0<\/span><\/p>\n

T\u1eeb n\u0103m 1957 \u0111\u1ebfn n\u0103m 1974, s\u1ef1 ph\u00e1t tri\u1ec3n c\u1ee7a \u0111i\u1ec7n to\u00e1n cho ph\u00e9p m\u00e1y t\u00ednh l\u01b0u tr\u1eef nhi\u1ec1u d\u1eef li\u1ec7u h\u01a1n v\u00e0 x\u1eed l\u00fd nhanh h\u01a1n. Trong giai \u0111o\u1ea1n n\u00e0y, c\u00e1c nh\u00e0 khoa h\u1ecdc \u0111\u00e3 ph\u00e1t tri\u1ec3n th\u00eam c\u00e1c thu\u1eadt to\u00e1n m\u00e1y h\u1ecdc (ML). S\u1ef1 ti\u1ebfn b\u1ed9 trong l\u0129nh v\u1ef1c n\u00e0y \u0111\u00e3 khi\u1ebfn c\u00e1c c\u01a1 quan nh\u01b0 C\u01a1 quan Ch\u1ec9 \u0111\u1ea1o c\u00e1c D\u1ef1 \u00e1n Nghi\u00ean c\u1ee9u Qu\u1ed1c ph\u00f2ng Ti\u00ean ti\u1ebfn (DARPA) t\u1ea1o ra m\u1ed9t qu\u1ef9 cho nghi\u00ean c\u1ee9u AI. L\u00fac \u0111\u1ea7u, m\u1ee5c ti\u00eau ch\u00ednh c\u1ee7a nghi\u00ean c\u1ee9u n\u00e0y l\u00e0 kh\u00e1m ph\u00e1 xem m\u00e1y t\u00ednh c\u00f3 th\u1ec3 phi\u00ean \u00e2m v\u00e0 d\u1ecbch ng\u00f4n ng\u1eef n\u00f3i hay kh\u00f4ng.<\/span><\/p>\n

Trong su\u1ed1t nh\u1eefng n\u0103m 1980, c\u00f3 ngu\u1ed3n t\u00e0i tr\u1ee3 \u0111\u01b0\u1ee3c t\u0103ng c\u01b0\u1eddng v\u00e0 c\u00e1c nh\u00e0 khoa h\u1ecdc v\u1ec1 b\u1ed9 c\u00f4ng c\u1ee5 thu\u1eadt to\u00e1n m\u1edf r\u1ed9ng \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng trong ph\u00e1t tri\u1ec3n AI ph\u00f9 h\u1ee3p. David Rumelhart v\u00e0 John Hopfield \u0111\u00e3 xu\u1ea5t b\u1ea3n c\u00e1c b\u00e0i b\u00e1o v\u1ec1 k\u1ef9 thu\u1eadt h\u1ecdc s\u00e2u, cho th\u1ea5y m\u00e1y t\u00ednh c\u00f3 th\u1ec3 h\u1ecdc h\u1ecfi t\u1eeb kinh nghi\u1ec7m.\u00a0<\/span><\/p>\n

T\u1eeb n\u0103m 1990 \u0111\u1ebfn \u0111\u1ea7u nh\u1eefng n\u0103m 2000, c\u00e1c nh\u00e0 khoa h\u1ecdc \u0111\u00e3 \u0111\u1ea1t \u0111\u01b0\u1ee3c nhi\u1ec1u m\u1ee5c ti\u00eau c\u1ed1t l\u00f5i c\u1ee7a AI, nh\u01b0 \u0111\u00e1nh b\u1ea1i nh\u00e0 \u0111\u01b0\u01a1ng kim v\u00f4 \u0111\u1ecbch c\u1edd vua th\u1ebf gi\u1edbi. V\u1edbi nhi\u1ec1u d\u1eef li\u1ec7u \u0111i\u1ec7n to\u00e1n v\u00e0 kh\u1ea3 n\u0103ng x\u1eed l\u00fd trong th\u1eddi \u0111\u1ea1i hi\u1ec7n \u0111\u1ea1i h\u01a1n so v\u1edbi nh\u1eefng th\u1eadp k\u1ef7 tr\u01b0\u1edbc, nghi\u00ean c\u1ee9u AI hi\u1ec7n nay tr\u1edf n\u00ean ph\u1ed5 bi\u1ebfn v\u00e0 d\u1ec5 ti\u1ebfp c\u1eadn h\u01a1n. N\u00f3 nhanh ch\u00f3ng ph\u00e1t tri\u1ec3n th\u00e0nh tr\u00ed tu\u1ec7 chung \u0111\u1ec3 ph\u1ea7n m\u1ec1m c\u00f3 th\u1ec3 th\u1ef1c hi\u1ec7n c\u00e1c nhi\u1ec7m v\u1ee5 ph\u1ee9c t\u1ea1p. Ph\u1ea7n m\u1ec1m c\u00f3 th\u1ec3 t\u1ef1 t\u1ea1o, ra quy\u1ebft \u0111\u1ecbnh v\u00e0 t\u1ef1 h\u1ecdc c\u00e1c nhi\u1ec7m v\u1ee5 m\u00e0 tr\u01b0\u1edbc \u0111\u00e2y ch\u1ec9 gi\u1edbi h\u1ea1n \u1edf con ng\u01b0\u1eddi.<\/span><\/p>\n

L\u1ee3i \u00edch c\u1ee7a tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o l\u00e0 g\u00ec?<\/b><\/h2>\n

Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o c\u00f3 kh\u1ea3 n\u0103ng cung c\u1ea5p m\u1ed9t lo\u1ea1t c\u00e1c l\u1ee3i \u00edch cho c\u00e1c ng\u00e0nh c\u00f4ng nghi\u1ec7p kh\u00e1c nhau.<\/span><\/p>\n

Gi\u1ea3i quy\u1ebft c\u00e1c v\u1ea5n \u0111\u1ec1 ph\u1ee9c t\u1ea1p<\/b><\/p>\n

C\u00f4ng ngh\u1ec7 AI c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng c\u00e1c m\u1ea1ng m\u00e1y h\u1ecdc v\u00e0 h\u1ecdc s\u00e2u \u0111\u1ec3 gi\u1ea3i quy\u1ebft c\u00e1c v\u1ea5n \u0111\u1ec1 ph\u1ee9c t\u1ea1p b\u1eb1ng tr\u00ed tu\u1ec7 gi\u1ed1ng con ng\u01b0\u1eddi. AI c\u00f3 th\u1ec3 x\u1eed l\u00fd th\u00f4ng tin \u1edf quy m\u00f4 l\u1edbn – x\u1eed l\u00fd c\u00e1c m\u1eabu, x\u00e1c \u0111\u1ecbnh th\u00f4ng tin v\u00e0 cung c\u1ea5p c\u00e2u tr\u1ea3 l\u1eddi. B\u1ea1n c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng AI \u0111\u1ec3 gi\u1ea3i quy\u1ebft c\u00e1c v\u1ea5n \u0111\u1ec1 trong m\u1ed9t lo\u1ea1t c\u00e1c l\u0129nh v\u1ef1c nh\u01b0 ph\u00e1t hi\u1ec7n gian l\u1eadn, ch\u1ea9n \u0111o\u00e1n y t\u1ebf v\u00e0 ph\u00e2n t\u00edch kinh doanh.<\/span><\/p>\n

T\u0103ng hi\u1ec7u qu\u1ea3 kinh doanh<\/b><\/p>\n

Kh\u00f4ng gi\u1ed1ng nh\u01b0 con ng\u01b0\u1eddi, c\u00f4ng ngh\u1ec7 AI c\u00f3 th\u1ec3 ho\u1ea1t \u0111\u1ed9ng 24\/7 m\u00e0 kh\u00f4ng l\u00e0m gi\u1ea3m m\u1ee9c hi\u1ec7u su\u1ea5t. N\u00f3i c\u00e1ch kh\u00e1c, AI c\u00f3 th\u1ec3 th\u1ef1c hi\u1ec7n c\u00e1c t\u00e1c v\u1ee5 th\u1ee7 c\u00f4ng m\u00e0 kh\u00f4ng c\u00f3 l\u1ed7i. B\u1ea1n c\u00f3 th\u1ec3 cho ph\u00e9p AI t\u1eadp trung v\u00e0o c\u00e1c nhi\u1ec7m v\u1ee5 l\u1eb7p \u0111i l\u1eb7p l\u1ea1i, t\u1ebb nh\u1ea1t, v\u00ec v\u1eady b\u1ea1n c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng ngu\u1ed3n nh\u00e2n l\u1ef1c v\u00e0o c\u00e1c l\u0129nh v\u1ef1c kinh doanh kh\u00e1c. AI c\u00f3 th\u1ec3 gi\u1ea3m kh\u1ed1i l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c c\u1ee7a nh\u00e2n vi\u00ean \u0111\u1ed3ng th\u1eddi \u0111i\u1ec1u ch\u1ec9nh t\u1ea5t c\u1ea3 c\u00e1c nhi\u1ec7m v\u1ee5 li\u00ean quan \u0111\u1ebfn kinh doanh.\u00a0<\/span><\/p>\n

\u0110\u01b0a ra quy\u1ebft \u0111\u1ecbnh th\u00f4ng minh h\u01a1n<\/b><\/p>\n

AI c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng m\u00e1y h\u1ecdc \u0111\u1ec3 ph\u00e2n t\u00edch kh\u1ed1i l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u nhanh h\u01a1n b\u1ea5t k\u1ef3 con ng\u01b0\u1eddi n\u00e0o c\u00f3 th\u1ec3 so s\u00e1nh. N\u1ec1n t\u1ea3ng AI c\u00f3 th\u1ec3 ph\u00e1t hi\u1ec7n xu h\u01b0\u1edbng, ph\u00e2n t\u00edch d\u1eef li\u1ec7u v\u00e0 cung c\u1ea5p h\u01b0\u1edbng d\u1eabn. V\u1edbi ch\u1ee9c n\u0103ng d\u1ef1 b\u00e1o d\u1eef li\u1ec7u, AI c\u00f3 th\u1ec3 gi\u00fap \u0111\u1ec1 xu\u1ea5t h\u01b0\u1edbng h\u00e0nh \u0111\u1ed9ng t\u1ed1t nh\u1ea5t trong t\u01b0\u01a1ng lai.<\/span><\/p>\n

T\u1ef1 \u0111\u1ed9ng h\u00f3a quy tr\u00ecnh kinh doanh<\/b><\/p>\n

B\u1ea1n c\u00f3 th\u1ec3 \u0111\u00e0o t\u1ea1o AI v\u1edbi m\u00e1y h\u1ecdc \u0111\u1ec3 th\u1ef1c hi\u1ec7n c\u00e1c t\u00e1c v\u1ee5 ch\u00ednh x\u00e1c v\u00e0 nhanh ch\u00f3ng. \u0110i\u1ec1u n\u00e0y c\u00f3 th\u1ec3 l\u00e0m t\u0103ng hi\u1ec7u qu\u1ea3 ho\u1ea1t \u0111\u1ed9ng b\u1eb1ng c\u00e1ch t\u1ef1 \u0111\u1ed9ng h\u00f3a c\u00e1c ho\u1ea1t \u0111\u1ed9ng kinh doanh m\u00e0 nh\u00e2n vi\u00ean g\u1eb7p kh\u00f3 kh\u0103n ho\u1eb7c c\u1ea3m th\u1ea5y nh\u00e0m ch\u00e1n. T\u01b0\u01a1ng t\u1ef1, b\u1ea1n c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng t\u1ef1 \u0111\u1ed9ng h\u00f3a AI \u0111\u1ec3 gi\u1ea3i ph\u00f3ng t\u00e0i nguy\u00ean nh\u00e2n vi\u00ean cho c\u00f4ng vi\u1ec7c ph\u1ee9c t\u1ea1p v\u00e0 s\u00e1ng t\u1ea1o h\u01a1n.\u00a0<\/span><\/p>\n

C\u00e1c \u1ee9ng d\u1ee5ng th\u1ef1c t\u1ebf c\u1ee7a tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o l\u00e0 g\u00ec?<\/b><\/h2>\n

Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o c\u00f3 v\u00f4 s\u1ed1 c\u00e1c \u1ee9ng d\u1ee5ng. M\u1eb7c d\u00f9 kh\u00f4ng ph\u1ea3i l\u00e0 danh s\u00e1ch \u0111\u1ea7y \u0111\u1ee7, nh\u01b0ng \u0111\u00e2y l\u00e0 l\u1ef1a ch\u1ecdn c\u00e1c v\u00ed d\u1ee5 l\u00e0m n\u1ed5i b\u1eadt c\u00e1c tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng AI \u0111a d\u1ea1ng.<\/span><\/p>\n

X\u1eed l\u00fd t\u00e0i li\u1ec7u th\u00f4ng minh<\/b><\/p>\n

X\u1eed l\u00fd t\u00e0i li\u1ec7u th\u00f4ng minh (IDP) di\u1ec5n gi\u1ea3i c\u00e1c \u0111\u1ecbnh d\u1ea1ng t\u00e0i li\u1ec7u phi c\u1ea5u tr\u00fac th\u00e0nh d\u1eef li\u1ec7u c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng \u0111\u01b0\u1ee3c. V\u00ed d\u1ee5: ch\u1ee9c n\u0103ng n\u00e0y chuy\u1ec3n \u0111\u1ed5i c\u00e1c t\u00e0i li\u1ec7u kinh doanh nh\u01b0 email, h\u00ecnh \u1ea3nh v\u00e0 PDF th\u00e0nh th\u00f4ng tin c\u00f3 c\u1ea5u tr\u00fac. IDP s\u1eed d\u1ee5ng c\u00e1c c\u00f4ng ngh\u1ec7 AI nh\u01b0 x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean (NLP), h\u1ecdc s\u00e2u v\u00e0 t\u1ea7m nh\u00ecn m\u00e1y t\u00ednh \u0111\u1ec3 tr\u00edch xu\u1ea5t, ph\u00e2n lo\u1ea1i v\u00e0 x\u00e1c th\u1ef1c d\u1eef li\u1ec7u.\u00a0<\/span><\/p>\n

V\u00ed d\u1ee5: HM Land Registry (HMLR) x\u1eed l\u00fd c\u00e1c quy\u1ec1n s\u1edf h\u1eefu t\u00e0i s\u1ea3n cho h\u01a1n 87% c\u1ee7a Anh v\u00e0 x\u1ee9 Wales. Nh\u00e2n vi\u00ean HMLR so s\u00e1nh v\u00e0 xem x\u00e9t c\u00e1c v\u0103n b\u1ea3n ph\u00e1p l\u00fd ph\u1ee9c t\u1ea1p li\u00ean quan \u0111\u1ebfn giao d\u1ecbch t\u00e0i s\u1ea3n. T\u1ed5 ch\u1ee9c \u0111\u00e3 tri\u1ec3n khai m\u1ed9t \u1ee9ng d\u1ee5ng AI \u0111\u1ec3 t\u1ef1 \u0111\u1ed9ng h\u00f3a vi\u1ec7c so s\u00e1nh t\u00e0i li\u1ec7u, gi\u00fap c\u1eaft gi\u1ea3m 50% th\u1eddi gian xem x\u00e9t v\u00e0 t\u0103ng c\u01b0\u1eddng quy tr\u00ecnh ph\u00ea duy\u1ec7t chuy\u1ec3n nh\u01b0\u1ee3ng t\u00e0i s\u1ea3n. \u0110\u1ec3 bi\u1ebft th\u00eam th\u00f4ng tin, h\u00e3y t\u00ecm hi\u1ec3u c\u00e1ch HMLR s\u1eed d\u1ee5ng Amazon Textract.<\/span><\/p>\n

Gi\u00e1m s\u00e1t hi\u1ec7u n\u0103ng \u1ee9ng d\u1ee5ng<\/b><\/p>\n

Theo d\u00f5i hi\u1ec7u su\u1ea5t \u1ee9ng d\u1ee5ng (APM) l\u00e0 qu\u00e1 tr\u00ecnh s\u1eed d\u1ee5ng c\u00e1c c\u00f4ng c\u1ee5 ph\u1ea7n m\u1ec1m v\u00e0 d\u1eef li\u1ec7u \u0111o t\u1eeb xa \u0111\u1ec3 theo d\u00f5i hi\u1ec7u su\u1ea5t c\u1ee7a c\u00e1c \u1ee9ng d\u1ee5ng quan tr\u1ecdng v\u1edbi doanh nghi\u1ec7p. C\u00e1c c\u00f4ng c\u1ee5 APM d\u1ef1a tr\u00ean AI s\u1eed d\u1ee5ng d\u1eef c\u0169 \u0111\u1ec3 d\u1ef1 \u0111o\u00e1n c\u00e1c v\u1ea5n \u0111\u1ec1 tr\u01b0\u1edbc khi ch\u00fang x\u1ea3y ra. Ch\u00fang c\u0169ng c\u00f3 th\u1ec3 gi\u1ea3i quy\u1ebft c\u00e1c v\u1ea5n \u0111\u1ec1 trong th\u1eddi gian th\u1ef1c b\u1eb1ng c\u00e1ch \u0111\u1ec1 xu\u1ea5t c\u00e1c gi\u1ea3i ph\u00e1p hi\u1ec7u qu\u1ea3 cho c\u00e1c nh\u00e0 ph\u00e1t tri\u1ec3n c\u1ee7a b\u1ea1n. Chi\u1ebfn l\u01b0\u1ee3c n\u00e0y duy tr\u00ec c\u00e1c \u1ee9ng d\u1ee5ng ch\u1ea1y hi\u1ec7u qu\u1ea3 v\u00e0 gi\u1ea3i quy\u1ebft c\u00e1c v\u1ea5n \u0111\u1ec1 b\u1ebf t\u1eafc.<\/span><\/p>\n

V\u00ed d\u1ee5: Atlassian t\u1ea1o ra c\u00e1c s\u1ea3n ph\u1ea9m \u0111\u1ec3 h\u1ee3p l\u00fd h\u00f3a tinh th\u1ea7n l\u00e0m vi\u1ec7c nh\u00f3m v\u00e0 t\u1ed5 ch\u1ee9c. Atlassian s\u1eed d\u1ee5ng c\u00e1c c\u00f4ng c\u1ee5 AI APM \u0111\u1ec3 li\u00ean t\u1ee5c theo d\u00f5i c\u00e1c \u1ee9ng d\u1ee5ng, ph\u00e1t hi\u1ec7n c\u00e1c v\u1ea5n \u0111\u1ec1 ti\u1ec1m \u1ea9n v\u00e0 \u01b0u ti\u00ean c\u00e1c v\u1ea5n \u0111\u1ec1 nghi\u00eam tr\u1ecdng. V\u1edbi ch\u1ee9c n\u0103ng n\u00e0y, c\u00e1c nh\u00f3m c\u00f3 th\u1ec3 nhanh ch\u00f3ng ph\u1ea3n h\u1ed3i c\u00e1c khuy\u1ebfn ngh\u1ecb do ML \u0111\u01b0a ra v\u00e0 gi\u1ea3i quy\u1ebft s\u1ef1 suy gi\u1ea3m hi\u1ec7u su\u1ea5t.\u00a0<\/span><\/p>\n

Ba\u0309o tri\u0300 d\u01b0\u0323 \u0111oa\u0301n<\/b><\/p>\n

B\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n n\u00e2ng cao AI l\u00e0 qu\u00e1 tr\u00ecnh s\u1eed d\u1ee5ng kh\u1ed1i l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh c\u00e1c v\u1ea5n \u0111\u1ec1 c\u00f3 th\u1ec3 d\u1eabn \u0111\u1ebfn th\u1eddi gian ch\u1ebft trong ho\u1ea1t \u0111\u1ed9ng, h\u1ec7 th\u1ed1ng ho\u1eb7c d\u1ecbch v\u1ee5. B\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n cho ph\u00e9p c\u00e1c doanh nghi\u1ec7p gi\u1ea3i quy\u1ebft c\u00e1c v\u1ea5n \u0111\u1ec1 ti\u1ec1m \u1ea9n tr\u01b0\u1edbc khi ch\u00fang x\u1ea3y ra, gi\u00fap gi\u1ea3m th\u1eddi gian ch\u1ebft v\u00e0 tr\u00e1nh gi\u00e1n \u0111o\u1ea1n.<\/span><\/p>\n

V\u00ed d\u1ee5: Baxter s\u1eed d\u1ee5ng 70 c\u01a1 s\u1edf s\u1ea3n xu\u1ea5t tr\u00ean to\u00e0n th\u1ebf gi\u1edbi v\u00e0 ho\u1ea1t \u0111\u1ed9ng 24\/7 \u0111\u1ec3 cung c\u1ea5p c\u00f4ng ngh\u1ec7 y t\u1ebf. Baxter s\u1eed d\u1ee5ng b\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n \u0111\u1ec3 t\u1ef1 \u0111\u1ed9ng ph\u00e1t hi\u1ec7n c\u00e1c \u0111i\u1ec1u ki\u1ec7n b\u1ea5t th\u01b0\u1eddng trong thi\u1ebft b\u1ecb c\u00f4ng nghi\u1ec7p. Ng\u01b0\u1eddi d\u00f9ng c\u00f3 th\u1ec3 tri\u1ec3n khai c\u00e1c gi\u1ea3i ph\u00e1p hi\u1ec7u qu\u1ea3 tr\u01b0\u1edbc th\u1eddi h\u1ea1n \u0111\u1ec3 gi\u1ea3m th\u1eddi gian ch\u1ebft v\u00e0 n\u00e2ng cao hi\u1ec7u qu\u1ea3 ho\u1ea1t \u0111\u1ed9ng. \u0110\u1ec3 t\u00ecm hi\u1ec3u th\u00eam, h\u00e3y t\u00ecm hi\u1ec3u c\u00e1ch Baxter s\u1eed d\u1ee5ng Amazon Monitron.<\/span><\/p>\n

Nghi\u00ean c\u1ee9u y h\u1ecdc<\/b><\/p>\n

Nghi\u00ean c\u1ee9u y h\u1ecdc s\u1eed d\u1ee5ng AI \u0111\u1ec3 h\u1ee3p l\u00fd h\u00f3a c\u00e1c quy tr\u00ecnh, t\u1ef1 \u0111\u1ed9ng h\u00f3a c\u00e1c t\u00e1c v\u1ee5 l\u1eb7p \u0111i l\u1eb7p l\u1ea1i v\u00e0 x\u1eed l\u00fd s\u1ed1 l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u. B\u1ea1n c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng c\u00f4ng ngh\u1ec7 AI trong nghi\u00ean c\u1ee9u y h\u1ecdc \u0111\u1ec3 t\u1ea1o \u0111i\u1ec1u ki\u1ec7n ph\u00e1t hi\u1ec7n v\u00e0 ph\u00e1t tri\u1ec3n d\u01b0\u1ee3c ph\u1ea9m t\u1eeb \u0111\u1ea7u \u0111\u1ebfn cu\u1ed1i, sao ch\u00e9p h\u1ed3 s\u01a1 y t\u1ebf v\u00e0 c\u1ea3i thi\u1ec7n th\u1eddi gian \u0111\u01b0a ra th\u1ecb tr\u01b0\u1eddng c\u00e1c s\u1ea3n ph\u1ea9m m\u1edbi.<\/span><\/p>\n

M\u1ed9t v\u00ed d\u1ee5 th\u1ef1c t\u1ebf l\u00e0 C2i Genomics s\u1eed d\u1ee5ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o \u0111\u1ec3 ch\u1ea1y c\u00e1c \u0111\u01b0\u1eddng \u1ed1ng gen quy m\u00f4 cao, c\u00f3 th\u1ec3 t\u00f9y ch\u1ec9nh v\u00e0 ki\u1ec3m tra l\u00e2m s\u00e0ng. B\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng c\u00e1c gi\u1ea3i ph\u00e1p t\u00ednh to\u00e1n, c\u00e1c nh\u00e0 nghi\u00ean c\u1ee9u c\u00f3 th\u1ec3 t\u1eadp trung v\u00e0o hi\u1ec7u su\u1ea5t l\u00e2m s\u00e0ng v\u00e0 ph\u00e1t tri\u1ec3n ph\u01b0\u01a1ng ph\u00e1p. C\u00e1c nh\u00f3m k\u1ef9 thu\u1eadt c\u0169ng s\u1eed d\u1ee5ng AI \u0111\u1ec3 gi\u1ea3m nhu c\u1ea7u t\u00e0i nguy\u00ean, b\u1ea3o tr\u00ec k\u1ef9 thu\u1eadt v\u00e0 chi ph\u00ed NRE. \u0110\u1ec3 bi\u1ebft th\u00eam chi ti\u1ebft, h\u00e3y t\u00ecm hi\u1ec3u c\u00e1ch C2i Genomics s\u1eed d\u1ee5ng AWS HealtH comics.<\/span><\/p>\n

Ph\u00e2n t\u00edch kinh doanh<\/b><\/p>\n

Ph\u00e2n t\u00edch kinh doanh s\u1eed d\u1ee5ng AI \u0111\u1ec3 thu th\u1eadp, x\u1eed l\u00fd v\u00e0 ph\u00e2n t\u00edch c\u00e1c t\u1eadp d\u1eef li\u1ec7u ph\u1ee9c t\u1ea1p. B\u1ea1n c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng ph\u00e2n t\u00edch AI \u0111\u1ec3 d\u1ef1 b\u00e1o c\u00e1c gi\u00e1 tr\u1ecb trong t\u01b0\u01a1ng lai, hi\u1ec3u r\u00f5 nguy\u00ean nh\u00e2n g\u1ed1c r\u1ec5 c\u1ee7a d\u1eef li\u1ec7u v\u00e0 gi\u1ea3m c\u00e1c quy tr\u00ecnh t\u1ed1n th\u1eddi gian.\u00a0<\/span><\/p>\n

V\u00ed d\u1ee5: Foxconn s\u1eed d\u1ee5ng ph\u00e2n t\u00edch kinh doanh n\u00e2ng cao AI \u0111\u1ec3 c\u1ea3i thi\u1ec7n \u0111\u1ed9 ch\u00ednh x\u00e1c c\u1ee7a d\u1ef1 b\u00e1o. H\u1ecd \u0111\u00e3 \u0111\u1ea1t m\u1ee9c t\u0103ng 8% v\u1ec1 \u0111\u1ed9 ch\u00ednh x\u00e1c d\u1ef1 b\u00e1o, gi\u00fap ti\u1ebft ki\u1ec7m 533.000 USD h\u00e0ng n\u0103m trong c\u00e1c nh\u00e0 m\u00e1y c\u1ee7a h\u1ecd. H\u1ecd c\u0169ng s\u1eed d\u1ee5ng ph\u00e2n t\u00edch kinh doanh \u0111\u1ec3 gi\u1ea3m l\u00e3ng ph\u00ed lao \u0111\u1ed9ng v\u00e0 t\u0103ng s\u1ef1 h\u00e0i l\u00f2ng c\u1ee7a kh\u00e1ch h\u00e0ng th\u00f4ng qua vi\u1ec7c ra quy\u1ebft \u0111\u1ecbnh d\u1ef1a tr\u00ean d\u1eef li\u1ec7u.<\/span><\/p>\n

C\u00e1c c\u00f4ng ngh\u1ec7 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o ch\u00ednh l\u00e0 g\u00ec?<\/b><\/h2>\n

M\u1ea1ng n\u01a1-ron h\u1ecdc s\u00e2u t\u1ea1o th\u00e0nh c\u1ed1t l\u00f5i c\u1ee7a c\u00f4ng ngh\u1ec7 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o. Ch\u00fang ph\u1ea3n \u00e1nh qu\u00e1 tr\u00ecnh x\u1eed l\u00fd di\u1ec5n ra trong n\u00e3o ng\u01b0\u1eddi. B\u1ed9 n\u00e3o ch\u1ee9a h\u00e0ng tri\u1ec7u t\u1ebf b\u00e0o th\u1ea7n kinh ho\u1ea1t \u0111\u1ed9ng c\u00f9ng nhau \u0111\u1ec3 x\u1eed l\u00fd v\u00e0 ph\u00e2n t\u00edch th\u00f4ng tin. M\u1ea1ng n\u01a1-ron h\u1ecdc s\u00e2u s\u1eed d\u1ee5ng c\u00e1c t\u1ebf b\u00e0o th\u1ea7n kinh nh\u00e2n t\u1ea1o c\u00f9ng nhau x\u1eed l\u00fd th\u00f4ng tin. M\u1ed7i n\u01a1ron nh\u00e2n t\u1ea1o, ho\u1eb7c n\u00fat, s\u1eed d\u1ee5ng c\u00e1c ph\u00e9p t\u00ednh to\u00e1n h\u1ecdc \u0111\u1ec3 x\u1eed l\u00fd th\u00f4ng tin v\u00e0 gi\u1ea3i quy\u1ebft c\u00e1c v\u1ea5n \u0111\u1ec1 ph\u1ee9c t\u1ea1p. Ph\u01b0\u01a1ng ph\u00e1p h\u1ecdc s\u00e2u n\u00e0y c\u00f3 th\u1ec3 gi\u1ea3i quy\u1ebft c\u00e1c v\u1ea5n \u0111\u1ec1 ho\u1eb7c t\u1ef1 \u0111\u1ed9ng h\u00f3a c\u00e1c nhi\u1ec7m v\u1ee5 th\u01b0\u1eddng c\u1ea7n c\u00f3 tr\u00ed th\u00f4ng minh c\u1ee7a con ng\u01b0\u1eddi.<\/span><\/p>\n

B\u1ea1n c\u00f3 th\u1ec3 ph\u00e1t tri\u1ec3n c\u00e1c c\u00f4ng ngh\u1ec7 AI kh\u00e1c nhau b\u1eb1ng c\u00e1ch \u0111\u00e0o t\u1ea1o c\u00e1c m\u1ea1ng n\u01a1-ron h\u1ecdc s\u00e2u theo c\u00e1c c\u00e1ch kh\u00e1c nhau. Ch\u00fang t\u00f4i cung c\u1ea5p m\u1ed9t s\u1ed1 c\u00f4ng ngh\u1ec7 d\u1ef1a tr\u00ean m\u1ea1ng n\u01a1-ron quan tr\u1ecdng ti\u1ebfp theo.<\/span><\/p>\n

K\u1ef9 thu\u1eadt x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean<\/b><\/p>\n

NLP s\u1eed d\u1ee5ng c\u00e1c thu\u1eadt to\u00e1n h\u1ecdc s\u00e2u \u0111\u1ec3 gi\u1ea3i th\u00edch, hi\u1ec3u v\u00e0 thu th\u1eadp \u00fd ngh\u0129a t\u1eeb d\u1eef li\u1ec7u v\u0103n b\u1ea3n. NLP c\u00f3 th\u1ec3 x\u1eed l\u00fd v\u0103n b\u1ea3n do con ng\u01b0\u1eddi t\u1ea1o ra, gi\u00fap n\u00f3 tr\u1edf n\u00ean h\u1eefu \u00edch cho vi\u1ec7c t\u00f3m t\u1eaft t\u00e0i li\u1ec7u, t\u1ef1 \u0111\u1ed9ng h\u00f3a chatbot v\u00e0 ti\u1ebfn h\u00e0nh ph\u00e2n t\u00edch t\u00ecnh c\u1ea3m.\u00a0<\/span><\/p>\n

T\u1ea7m nh\u00ecn ma\u0301y ti\u0301nh<\/b><\/p>\n

T\u1ea7m nh\u00ecn m\u00e1y t\u00ednh s\u1eed d\u1ee5ng c\u00e1c k\u1ef9 thu\u1eadt h\u1ecdc s\u00e2u \u0111\u1ec3 tr\u00edch xu\u1ea5t th\u00f4ng tin v\u00e0 th\u00f4ng tin t\u1eeb c\u00e1c video v\u00e0 h\u00ecnh \u1ea3nh. S\u1eed d\u1ee5ng t\u1ea7m nh\u00ecn m\u00e1y t\u00ednh, m\u00e1y t\u00ednh c\u00f3 th\u1ec3 hi\u1ec3u h\u00ecnh \u1ea3nh gi\u1ed1ng nh\u01b0 con ng\u01b0\u1eddi. B\u1ea1n c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng t\u1ea7m nh\u00ecn m\u00e1y t\u00ednh \u0111\u1ec3 theo d\u00f5i n\u1ed9i dung tr\u1ef1c tuy\u1ebfn \u0111\u1ec3 t\u00ecm h\u00ecnh \u1ea3nh kh\u00f4ng ph\u00f9 h\u1ee3p, nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t v\u00e0 ph\u00e2n lo\u1ea1i chi ti\u1ebft h\u00ecnh \u1ea3nh. \u0110i\u1ec1u quan tr\u1ecdng trong \u00f4 t\u00f4 v\u00e0 xe t\u1ea3i t\u1ef1 l\u00e1i l\u00e0 gi\u00e1m s\u00e1t m\u00f4i tr\u01b0\u1eddng v\u00e0 \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh t\u1ee9c th\u1eddi.<\/span><\/p>\n

AI t\u1ea1o sinh<\/b><\/p>\n

AI t\u1ea1o sinh \u0111\u1ec1 c\u1eadp \u0111\u1ebfn c\u00e1c h\u1ec7 th\u1ed1ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o c\u00f3 th\u1ec3 t\u1ea1o ra n\u1ed9i dung v\u00e0 t\u1ea1o t\u00e1c m\u1edbi nh\u01b0 h\u00ecnh \u1ea3nh, video, v\u0103n b\u1ea3n v\u00e0 \u00e2m thanh t\u1eeb c\u00e1c l\u1eddi nh\u1eafc b\u1eb1ng v\u0103n b\u1ea3n \u0111\u01a1n gi\u1ea3n. Kh\u00f4ng gi\u1ed1ng nh\u01b0 AI tr\u01b0\u1edbc \u0111\u00e2y ch\u1ec9 gi\u1edbi h\u1ea1n trong vi\u1ec7c ph\u00e2n t\u00edch d\u1eef li\u1ec7u, AI t\u1ea1o sinh t\u1eadn d\u1ee5ng h\u1ecdc s\u00e2u v\u00e0 t\u1eadp d\u1eef li\u1ec7u kh\u1ed5ng l\u1ed3 \u0111\u1ec3 t\u1ea1o ra \u0111\u1ea7u ra s\u00e1ng t\u1ea1o ch\u1ea5t l\u01b0\u1ee3ng cao, gi\u1ed1ng nh\u01b0 con ng\u01b0\u1eddi. Trong khi k\u00edch ho\u1ea1t c\u00e1c \u1ee9ng d\u1ee5ng s\u00e1ng t\u1ea1o th\u00fa v\u1ecb, m\u1ed1i quan t\u00e2m xoay quanh s\u1ef1 thi\u00ean v\u1ecb, n\u1ed9i dung c\u00f3 h\u1ea1i v\u00e0 s\u1edf h\u1eefu tr\u00ed tu\u1ec7 v\u1eabn t\u1ed3n t\u1ea1i. Nh\u00ecn chung, AI t\u1ea1o sinh th\u1ec3 hi\u1ec7n m\u1ed9t s\u1ef1 ti\u1ebfn h\u00f3a l\u1edbn trong kh\u1ea3 n\u0103ng AI \u0111\u1ec3 t\u1ea1o ra n\u1ed9i dung v\u00e0 t\u1ea1o t\u00e1c m\u1edbi theo c\u00e1ch gi\u1ed1ng nh\u01b0 con ng\u01b0\u1eddi.<\/span><\/p>\n

\u00a0<\/strong><\/p>\n

Nh\u1eadn d\u1ea1ng gi\u1ecdng n\u00f3i<\/b><\/p>\n

Ph\u1ea7n m\u1ec1m nh\u1eadn d\u1ea1ng gi\u1ecdng n\u00f3i s\u1eed d\u1ee5ng c\u00e1c m\u00f4 h\u00ecnh h\u1ecdc s\u00e2u \u0111\u1ec3 di\u1ec5n gi\u1ea3i l\u1eddi n\u00f3i c\u1ee7a con ng\u01b0\u1eddi, x\u00e1c \u0111\u1ecbnh c\u00e1c t\u1eeb v\u00e0 ph\u00e1t hi\u1ec7n \u00fd ngh\u0129a. C\u00e1c m\u1ea1ng n\u01a1-ron c\u00f3 th\u1ec3 chuy\u1ec3n th\u1ec3 l\u1eddi n\u00f3i th\u00e0nh v\u0103n b\u1ea3n v\u00e0 bi\u1ec3u th\u1ecb t\u00ecnh c\u1ea3m gi\u1ecdng n\u00f3i. B\u1ea1n c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng ch\u1ee9c n\u0103ng nh\u1eadn d\u1ea1ng gi\u1ecdng n\u00f3i trong c\u00e1c c\u00f4ng ngh\u1ec7 nh\u01b0 tr\u1ee3 l\u00fd \u1ea3o v\u00e0 ph\u1ea7n m\u1ec1m trung t\u00e2m cu\u1ed9c g\u1ecdi \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh \u00fd ngh\u0129a v\u00e0 th\u1ef1c hi\u1ec7n c\u00e1c nhi\u1ec7m v\u1ee5 c\u00f3 li\u00ean quan.<\/span><\/p>\n

C\u00e1c th\u00e0nh ph\u1ea7n ch\u00ednh c\u1ee7a c\u1ea5u tr\u00fac \u1ee9ng d\u1ee5ng AI l\u00e0 g\u00ec?<\/b><\/h2>\n

C\u1ea5u tr\u00fac tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o bao g\u1ed3m b\u1ed1n l\u1edbp l\u00f5i. M\u1ed7i l\u1edbp n\u00e0y s\u1eed d\u1ee5ng c\u00e1c c\u00f4ng ngh\u1ec7 ri\u00eang \u0111\u1ec3 th\u1ef1c hi\u1ec7n m\u1ed9t vai tr\u00f2 nh\u1ea5t \u0111\u1ecbnh. Ti\u1ebfp theo l\u00e0 n\u1ed9i dung gi\u1ea3i th\u00edch v\u1ec1 nh\u1eefng g\u00ec di\u1ec5n ra \u1edf m\u1ed7i l\u1edbp.<\/span><\/p>\n

L\u1edbp 1: l\u1edbp d\u1eef li\u1ec7u<\/b><\/h3>\n

AI \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng d\u1ef1a tr\u00ean c\u00e1c c\u00f4ng ngh\u1ec7 kh\u00e1c nhau nh\u01b0 m\u00e1y h\u1ecdc, x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean v\u00e0 nh\u1eadn d\u1ea1ng h\u00ecnh \u1ea3nh. Tr\u1ecdng t\u00e2m c\u1ee7a c\u00e1c c\u00f4ng ngh\u1ec7 n\u00e0y l\u00e0 d\u1eef li\u1ec7u, t\u1ea1o th\u00e0nh l\u1edbp n\u1ec1n t\u1ea3ng c\u1ee7a AI. L\u1edbp n\u00e0y ch\u1ee7 y\u1ebfu t\u1eadp trung v\u00e0o vi\u1ec7c chu\u1ea9n b\u1ecb d\u1eef li\u1ec7u cho c\u00e1c \u1ee9ng d\u1ee5ng AI. C\u00e1c thu\u1eadt to\u00e1n hi\u1ec7n \u0111\u1ea1i, \u0111\u1eb7c bi\u1ec7t l\u00e0 c\u00e1c thu\u1eadt to\u00e1n h\u1ecdc s\u00e2u, \u0111\u00f2i h\u1ecfi ngu\u1ed3n l\u1ef1c t\u00ednh to\u00e1n kh\u1ed5ng l\u1ed3. V\u00ec v\u1eady, l\u1edbp n\u00e0y bao g\u1ed3m ph\u1ea7n c\u1ee9ng ho\u1ea1t \u0111\u1ed9ng nh\u01b0 m\u1ed9t l\u1edbp ph\u1ee5, cung c\u1ea5p c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng thi\u1ebft y\u1ebfu \u0111\u1ec3 \u0111\u00e0o t\u1ea1o c\u00e1c m\u00f4 h\u00ecnh AI. B\u1ea1n c\u00f3 th\u1ec3 truy c\u1eadp l\u1edbp n\u00e0y d\u01b0\u1edbi d\u1ea1ng d\u1ecbch v\u1ee5 \u0111\u01b0\u1ee3c qu\u1ea3n l\u00fd \u0111\u1ea7y \u0111\u1ee7 t\u1eeb nh\u00e0 cung c\u1ea5p d\u1ecbch v\u1ee5 \u0111\u00e1m m\u00e2y b\u00ean th\u1ee9 ba.<\/span><\/p>\n

L\u1edbp 2: Khung ML v\u00e0 l\u1edbp thu\u1eadt to\u00e1n<\/b><\/h3>\n

Khung MLdo c\u00e1c k\u1ef9 s\u01b0 ph\u1ed1i h\u1ee3p v\u1edbi c\u00e1c nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u t\u1ea1o ra \u0111\u1ec3 \u0111\u00e1p \u1ee9ng c\u00e1c y\u00eau c\u1ea7u c\u1ee7a c\u00e1c tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng kinh doanh c\u1ee5 th\u1ec3. Sau \u0111\u00f3, c\u00e1c nh\u00e0 ph\u00e1t tri\u1ec3n c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng c\u00e1c ch\u1ee9c n\u0103ng v\u00e0 l\u1edbp d\u1ef1ng s\u1eb5n \u0111\u1ec3 x\u00e2y d\u1ef1ng v\u00e0 \u0111\u00e0o t\u1ea1o c\u00e1c m\u00f4 h\u00ecnh m\u1ed9t c\u00e1ch d\u1ec5 d\u00e0ng. V\u00ed d\u1ee5 v\u1ec1 c\u00e1c khung n\u00e0y bao g\u1ed3m TensorFlow, PyTorch v\u00e0 scikit-learn. C\u00e1c khung n\u00e0y l\u00e0 th\u00e0nh ph\u1ea7n quan tr\u1ecdng c\u1ee7a c\u1ea5u tr\u00fac \u1ee9ng d\u1ee5ng v\u00e0 cung c\u1ea5p c\u00e1c ch\u1ee9c n\u0103ng thi\u1ebft y\u1ebfu \u0111\u1ec3 x\u00e2y d\u1ef1ng v\u00e0 \u0111\u00e0o t\u1ea1o c\u00e1c m\u00f4 h\u00ecnh AI m\u1ed9t c\u00e1ch d\u1ec5 d\u00e0ng.<\/span><\/p>\n

L\u1edbp 3: L\u1edbp m\u00f4 h\u00ecnh<\/b><\/h3>\n

\u1ede l\u1edbp m\u00f4 h\u00ecnh, nh\u00e0 ph\u00e1t tri\u1ec3n \u1ee9ng d\u1ee5ng tri\u1ec3n khai m\u00f4 h\u00ecnh AI v\u00e0 \u0111\u00e0o t\u1ea1o m\u00f4 h\u00ecnh \u0111\u00f3 b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng d\u1eef li\u1ec7u v\u00e0 thu\u1eadt to\u00e1n t\u1eeb l\u1edbp tr\u01b0\u1edbc. L\u1edbp n\u00e0y l\u00e0 m\u1ea5u ch\u1ed1t cho kh\u1ea3 n\u0103ng ra quy\u1ebft \u0111\u1ecbnh c\u1ee7a h\u1ec7 th\u1ed1ng AI.<\/span><\/p>\n

D\u01b0\u1edbi \u0111\u00e2y l\u00e0 m\u1ed9t s\u1ed1 th\u00e0nh ph\u1ea7n ch\u00ednh c\u1ee7a l\u1edbp n\u00e0y.<\/span><\/p>\n

C\u1ea5u tr\u00fac m\u00f4 h\u00ecnh<\/b><\/p>\n

C\u1ea5u tr\u00fac n\u00e0y x\u00e1c \u0111\u1ecbnh n\u0103ng l\u1ef1c c\u1ee7a m\u1ed9t m\u00f4 h\u00ecnh, bao g\u1ed3m c\u00e1c l\u1edbp, n\u01a1-ron v\u00e0 c\u00e1c ch\u1ee9c n\u0103ng k\u00edch ho\u1ea1t. T\u00f9y thu\u1ed9c v\u00e0o v\u1ea5n \u0111\u1ec1 v\u00e0 t\u00e0i nguy\u00ean, ng\u01b0\u1eddi ta c\u00f3 th\u1ec3 ch\u1ecdn t\u1eeb c\u00e1c m\u1ea1ng <\/span>n\u01a1-ron truy\u1ec1n th\u1eb3ng, m\u1ea1ng n\u01a1-ron t\u00edch ch\u1eadp (CNN) ho\u1eb7c c\u00e1c m\u1ea1ng kh\u00e1c.<\/b><\/p>\n

C\u00e1c tham s\u1ed1 v\u00e0 ch\u1ee9c n\u0103ng c\u1ee7a m\u00f4 h\u00ecnh<\/b><\/p>\n

C\u00e1c gi\u00e1 tr\u1ecb h\u1ecdc \u0111\u01b0\u1ee3c trong qu\u00e1 tr\u00ecnh \u0111\u00e0o t\u1ea1o, ch\u1eb3ng h\u1ea1n nh\u01b0 tr\u1ecdng s\u1ed1 v\u00e0 \u0111\u1ed9 l\u1ec7ch c\u1ee7a m\u1ea1ng n\u01a1-ron, r\u1ea5t quan tr\u1ecdng \u0111\u1ed1i v\u1edbi c\u00e1c d\u1ef1 \u0111o\u00e1n. H\u00e0m t\u1ed5n th\u1ea5t \u0111\u00e1nh gi\u00e1 hi\u1ec7u su\u1ea5t c\u1ee7a m\u00f4 h\u00ecnh v\u00e0 nh\u1eb1m m\u1ee5c \u0111\u00edch 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 t\u1ebf.<\/span><\/p>\n

Tr\u00ecnh t\u1ed1i \u01b0u h\u00f3a<\/b><\/p>\n

Th\u00e0nh ph\u1ea7n n\u00e0y \u0111i\u1ec1u ch\u1ec9nh c\u00e1c tham s\u1ed1 m\u00f4 h\u00ecnh \u0111\u1ec3 gi\u1ea3m h\u00e0m t\u1ed5n th\u1ea5t. C\u00e1c tr\u00ecnh t\u1ed1i \u01b0u h\u00f3a kh\u00e1c nhau nh\u01b0 gradient descent v\u00e0 Adaptive Gradient Algorithm (Adagrad) c\u00f3 c\u00e1c m\u1ee5c \u0111\u00edch kh\u00e1c nhau.<\/span><\/p>\n

L\u1edbp 4 \u2013 L\u1edbp \u1ee9ng d\u1ee5ng<\/b><\/h3>\n

L\u1edbp th\u1ee9 t\u01b0 l\u00e0 l\u1edbp \u1ee9ng d\u1ee5ng, l\u00e0 ph\u1ea7n h\u01b0\u1edbng t\u1edbi kh\u00e1ch h\u00e0ng c\u1ee7a c\u1ea5u tr\u00fac AI. B\u1ea1n c\u00f3 th\u1ec3 y\u00eau c\u1ea7u c\u00e1c h\u1ec7 th\u1ed1ng AI ho\u00e0n th\u00e0nh m\u1ed9t s\u1ed1 nhi\u1ec7m v\u1ee5, t\u1ea1o th\u00f4ng tin, cung c\u1ea5p th\u00f4ng tin ho\u1eb7c \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh d\u1ef1a tr\u00ean d\u1eef li\u1ec7u. L\u1edbp \u1ee9ng d\u1ee5ng cho ph\u00e9p ng\u01b0\u1eddi d\u00f9ng cu\u1ed1i t\u01b0\u01a1ng t\u00e1c v\u1edbi c\u00e1c h\u1ec7 th\u1ed1ng AI.<\/span><\/p>\n

Vi\u1ec7c tri\u1ec3n khai AI c\u00f3 nh\u1eefng th\u00e1ch th\u1ee9c n\u00e0o?<\/b><\/h2>\n

AI c\u00f3 m\u1ed9t s\u1ed1 th\u00e1ch th\u1ee9c khi\u1ebfn vi\u1ec7c tri\u1ec3n khai tr\u1edf n\u00ean kh\u00f3 kh\u0103n h\u01a1n. C\u00e1c r\u00e0o c\u1ea3n sau \u0111\u00e2y l\u00e0 m\u1ed9t s\u1ed1 th\u00e1ch th\u1ee9c ph\u1ed5 bi\u1ebfn nh\u1ea5t \u0111\u1ed1i v\u1edbi vi\u1ec7c tri\u1ec3n khai v\u00e0 s\u1eed d\u1ee5ng AI.<\/span><\/p>\n

Qu\u1ea3n tr\u1ecb d\u1eef li\u1ec7u<\/b><\/h3>\n

C\u00e1c ch\u00ednh s\u00e1ch qu\u1ea3n tr\u1ecb d\u1eef li\u1ec7u ph\u1ea3i tu\u00e2n th\u1ee7 c\u00e1c h\u1ea1n ch\u1ebf theo quy \u0111\u1ecbnh v\u00e0 lu\u1eadt b\u1ea3o m\u1eadt. \u0110\u1ec3 tri\u1ec3n khai AI, b\u1ea1n ph\u1ea3i qu\u1ea3n l\u00fd ch\u1ea5t l\u01b0\u1ee3ng d\u1eef li\u1ec7u, quy\u1ec1n ri\u00eang t\u01b0 v\u00e0 b\u1ea3o m\u1eadt. B\u1ea1n ch\u1ecbu tr\u00e1ch nhi\u1ec7m v\u1ec1 d\u1eef li\u1ec7u c\u1ee7a kh\u00e1ch h\u00e0ng v\u00e0 b\u1ea3o v\u1ec7 quy\u1ec1n ri\u00eang t\u01b0. \u0110\u1ec3 qu\u1ea3n l\u00fd b\u1ea3o m\u1eadt d\u1eef li\u1ec7u, t\u1ed5 ch\u1ee9c c\u1ee7a b\u1ea1n c\u1ea7n hi\u1ec3u r\u00f5 v\u1ec1 c\u00e1ch c\u00e1c m\u00f4 h\u00ecnh AI s\u1eed d\u1ee5ng v\u00e0 t\u01b0\u01a1ng t\u00e1c v\u1edbi d\u1eef li\u1ec7u c\u1ee7a kh\u00e1ch h\u00e0ng tr\u00ean m\u1ed7i l\u1edbp.<\/span><\/p>\n

Kh\u00f3 kh\u0103n k\u1ef9 thu\u1eadt<\/b><\/h3>\n

\u0110\u00e0o t\u1ea1o AI v\u1edbi m\u00e1y h\u1ecdc ti\u00eau t\u1ed1n l\u01b0\u1ee3ng t\u00e0i nguy\u00ean kh\u1ed5ng l\u1ed3. Ng\u01b0\u1ee1ng c\u00f4ng su\u1ea5t x\u1eed l\u00fd cao l\u00e0 \u0111i\u1ec1u c\u1ea7n thi\u1ebft \u0111\u1ec3 c\u00e1c c\u00f4ng ngh\u1ec7 h\u1ecdc s\u00e2u ho\u1ea1t \u0111\u1ed9ng. B\u1ea1n ph\u1ea3i c\u00f3 c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng \u0111i\u1ec7n to\u00e1n m\u1ea1nh m\u1ebd \u0111\u1ec3 ch\u1ea1y c\u00e1c \u1ee9ng d\u1ee5ng AI v\u00e0 \u0111\u00e0o t\u1ea1o c\u00e1c m\u00f4 h\u00ecnh c\u1ee7a m\u00ecnh. Kh\u1ea3 n\u0103ng x\u1eed l\u00fd c\u00f3 th\u1ec3 t\u1ed1n k\u00e9m v\u00e0 h\u1ea1n ch\u1ebf kh\u1ea3 n\u0103ng \u0111i\u1ec1u ch\u1ec9nh quy m\u00f4 c\u1ee7a h\u1ec7 th\u1ed1ng AI c\u1ee7a b\u1ea1n.<\/span><\/p>\n

H\u1ea1n ch\u1ebf d\u1eef li\u1ec7u<\/b><\/h3>\n

\u0110\u1ec3 \u0111\u00e0o t\u1ea1o c\u00e1c h\u1ec7 th\u1ed1ng AI c\u00f4ng b\u1eb1ng, b\u1ea1n c\u1ea7n nh\u1eadp kh\u1ed1i l\u01b0\u1ee3ng d\u1eef li\u1ec7u kh\u1ed5ng l\u1ed3. B\u1ea1n ph\u1ea3i c\u00f3 \u0111\u1ee7 dung l\u01b0\u1ee3ng l\u01b0u tr\u1eef \u0111\u1ec3 x\u1eed l\u00fd d\u1eef li\u1ec7u \u0111\u00e0o t\u1ea1o. T\u01b0\u01a1ng t\u1ef1, b\u1ea1n ph\u1ea3i c\u00f3 c\u00e1c quy tr\u00ecnh qu\u1ea3n l\u00fd v\u00e0 ch\u1ea5t l\u01b0\u1ee3ng d\u1eef li\u1ec7u hi\u1ec7u qu\u1ea3 \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o t\u00ednh ch\u00ednh x\u00e1c c\u1ee7a d\u1eef li\u1ec7u m\u00e0 b\u1ea1n s\u1eed d\u1ee5ng \u0111\u1ec3 \u0111\u00e0o t\u1ea1o.<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"

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