{"id":9,"date":"2026-02-06T06:07:07","date_gmt":"2026-02-06T06:07:07","guid":{"rendered":"https:\/\/forge.growthrowstory.com\/?p=9"},"modified":"2026-02-06T06:07:07","modified_gmt":"2026-02-06T06:07:07","slug":"so-luoc-ve-nen-tang-cong-nghe-cua-fitdata","status":"publish","type":"post","link":"https:\/\/forge.growthrowstory.com\/?p=9","title":{"rendered":"S\u01a1 l\u01b0\u1ee3c v\u1ec1 n\u1ec1n t\u1ea3ng c\u00f4ng ngh\u1ec7 c\u1ee7a Fitdata"},"content":{"rendered":"

S\u01a1 l\u01b0\u1ee3c v\u1ec1 n\u1ec1n t\u1ea3ng c\u00f4ng ngh\u1ec7 c\u1ee7a Fitdata<\/p>\n

Fitdata l\u00e0 m\u1ed9t c\u00f4ng ty kh\u1edfi nghi\u1ec7p c\u1ee7a H\u00e0n Qu\u1ed1c \u0111\u00e3 ph\u00e1t tri\u1ec3n m\u1ed9t n\u1ec1n t\u1ea3ng s\u00e1ng t\u1ea1o s\u1eed d\u1ee5ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) \u0111\u1ec3 qu\u1ea3n l\u00fd to\u00e0n b\u1ed9 v\u00f2ng \u0111\u1eddi c\u1ee7a xe hai b\u00e1nh. C\u00f4ng ngh\u1ec7 c\u1ee7a h\u1ecd nh\u1eb1m m\u1ee5c \u0111\u00edch mang l\u1ea1i s\u1ef1 minh b\u1ea1ch v\u00e0 hi\u1ec7u qu\u1ea3 d\u1ef1a tr\u00ean d\u1eef li\u1ec7u cho th\u1ecb tr\u01b0\u1eddng s\u1eeda ch\u1eefa v\u00e0 mua b\u00e1n xe m\u00e1y \u0111\u00e3 l\u1ed7i th\u1eddi. B\u00e1o c\u00e1o ph\u00e2n t\u00edch k\u1ef9 thu\u1eadt n\u00e0y s\u1ebd ph\u00e2n t\u00edch s\u00e2u v\u1ec1 n\u1ec1n t\u1ea3ng c\u00f4ng ngh\u1ec7 c\u1ed1t l\u00f5i c\u1ee7a n\u1ec1n t\u1ea3ng Fitdata v\u00e0 kh\u00e1m ph\u00e1 c\u00e1ch c\u00e1c th\u00e0nh ph\u1ea7n t\u01b0\u01a1ng t\u00e1c v\u1edbi nhau \u0111\u1ec3 t\u1ea1o ra s\u1ee9c m\u1ea1nh t\u1ed5ng h\u1ee3p.<\/p>\n

C\u00e1c v\u1ea5n \u0111\u1ec1 c\u1ee7a th\u1ecb tr\u01b0\u1eddng xe hai b\u00e1nh hi\u1ec7n t\u1ea1i<\/h2>\n

V\u1ea5n \u0111\u1ec1 m\u00e0 Fitdata \u0111ang c\u1ed1 g\u1eafng gi\u1ea3i quy\u1ebft l\u00e0 r\u1ea5t r\u00f5 r\u00e0ng. Th\u1ecb tr\u01b0\u1eddng s\u1eeda ch\u1eefa xe m\u00e1y to\u00e0n c\u1ea7u d\u1ef1 ki\u1ebfn s\u1ebd t\u0103ng l\u00ean 72,93 t\u1ef7 \u0111\u00f4 la v\u00e0o n\u0103m 2025 v\u00e0 \u0111\u1ea1t 110 t\u1ef7 \u0111\u00f4 la v\u00e0o n\u0103m 2035. Tuy nhi\u00ean, 99,9% th\u1ecb tr\u01b0\u1eddng kh\u1ed5ng l\u1ed3 n\u00e0y v\u1eabn ho\u1ea1t \u0111\u1ed9ng ch\u1ee7 y\u1ebfu ngo\u1ea1i tuy\u1ebfn v\u00e0 s\u1ef1 thi\u1ebfu v\u1eafng m\u1ed9t h\u1ec7 th\u1ed1ng d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c ti\u00eau chu\u1ea9n h\u00f3a \u0111\u00e3 g\u00e2y ra nhi\u1ec1u s\u1ef1 thi\u1ebfu hi\u1ec7u qu\u1ea3.<\/p>\n

Th\u1ee9 nh\u1ea5t, h\u1ed3 s\u01a1 b\u1ea3o d\u01b0\u1ee1ng kh\u00f4ng \u0111\u01b0\u1ee3c qu\u1ea3n l\u00fd m\u1ed9t c\u00e1ch c\u00f3 h\u1ec7 th\u1ed1ng, g\u00e2y kh\u00f3 kh\u0103n cho vi\u1ec7c n\u1eafm b\u1eaft ch\u00ednh x\u00e1c t\u00ecnh tr\u1ea1ng c\u1ee7a xe. Th\u1ee9 hai, c\u00e1c c\u1eeda h\u00e0ng s\u1eeda ch\u1eefa kh\u00e1c nhau s\u1eed d\u1ee5ng c\u00e1c b\u1ed9 ph\u1eadn v\u00e0 chi ph\u00ed nh\u00e2n c\u00f4ng kh\u00e1c nhau, khi\u1ebfn ng\u01b0\u1eddi ti\u00eau d\u00f9ng ph\u1ea3i \u0111\u1ed1i m\u1eb7t v\u1edbi v\u1ea5n \u0111\u1ec1 b\u1ea5t \u0111\u1ed1i x\u1ee9ng th\u00f4ng tin. Cu\u1ed1i c\u00f9ng, khi giao d\u1ecbch xe m\u00e1y \u0111\u00e3 qua s\u1eed d\u1ee5ng, r\u1ea5t kh\u00f3 \u0111\u1ec3 \u0111\u00e1nh gi\u00e1 gi\u00e1 tr\u1ecb d\u1ef1a tr\u00ean d\u1eef li\u1ec7u kh\u00e1ch quan, l\u00e0m tr\u1ea7m tr\u1ecdng th\u00eam v\u1ea5n \u0111\u1ec1 \u201cth\u1ecb tr\u01b0\u1eddng h\u00e0ng k\u00e9m ch\u1ea5t l\u01b0\u1ee3ng\u201d. Fitdata \u0111ang c\u1ed1 g\u1eafng thay \u0111\u1ed5i cu\u1ed9c ch\u01a1i tr\u00ean th\u1ecb tr\u01b0\u1eddng th\u00f4ng qua c\u00f4ng ngh\u1ec7 t\u1ea1i ch\u00ednh \u0111i\u1ec3m n\u00e0y.<\/p>\n

\"Giao<\/p>\n

Y\u1ebfu t\u1ed1 c\u00f4ng ngh\u1ec7 c\u1ed1t l\u00f5i 1: T\u1ef1 \u0111\u1ed9ng c\u1ea5u tr\u00fac h\u00f3a h\u1ed3 s\u01a1 b\u1ea3o d\u01b0\u1ee1ng th\u00f4ng qua x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean (NLP) v\u00e0 nh\u1eadn d\u1ea1ng k\u00fd t\u1ef1 quang h\u1ecdc (OCR)<\/h2>\n

Tr\u1ee5 c\u1ed9t \u0111\u1ea7u ti\u00ean c\u1ee7a c\u00f4ng ngh\u1ec7 Fitdata l\u00e0 chuy\u1ec3n \u0111\u1ed5i d\u1eef li\u1ec7u b\u1ea3o d\u01b0\u1ee1ng phi c\u1ea5u tr\u00fac r\u1ea3i r\u00e1c th\u00e0nh d\u1eef li\u1ec7u c\u00f3 c\u1ea5u tr\u00fac. H\u1ea7u h\u1ebft c\u00e1c c\u1eeda h\u00e0ng s\u1eeda ch\u1eefa v\u1eabn ghi l\u1ea1i l\u1ecbch s\u1eed b\u1ea3o d\u01b0\u1ee1ng b\u1eb1ng tay ho\u1eb7c \u1edf d\u1ea1ng v\u0103n b\u1ea3n \u0111\u01a1n gi\u1ea3n. Fitdata s\u1eed d\u1ee5ng c\u00f4ng ngh\u1ec7 OCR t\u1ef1 ph\u00e1t tri\u1ec3n \u0111\u1ec3 tr\u00edch xu\u1ea5t v\u0103n b\u1ea3n m\u1ed9t c\u00e1ch ch\u00ednh x\u00e1c t\u1eeb c\u00e1c t\u00e0i li\u1ec7u gi\u1ea5y ho\u1eb7c t\u1ec7p h\u00ecnh \u1ea3nh n\u00e0y.<\/p>\n

V\u0103n b\u1ea3n \u0111\u01b0\u1ee3c tr\u00edch xu\u1ea5t sau \u0111\u00f3 \u0111\u01b0\u1ee3c x\u1eed l\u00fd b\u1edfi m\u1ed9t m\u00f4 h\u00ecnh x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean (NLP) \u0111\u1ec3 ph\u00e2n lo\u1ea1i v\u00e0 c\u1ea5u tr\u00fac th\u00e0nh c\u00e1c th\u00f4ng tin c\u00f3 \u00fd ngh\u0129a nh\u01b0 c\u00e1c h\u1ea1ng m\u1ee5c b\u1ea3o d\u01b0\u1ee1ng, c\u00e1c b\u1ed9 ph\u1eadn \u0111\u01b0\u1ee3c thay th\u1ebf v\u00e0 qu\u00e3ng \u0111\u01b0\u1eddng \u0111\u00e3 \u0111i. Trong qu\u00e1 tr\u00ecnh n\u00e0y, Fitdata \u0111\u00e3 \u0111\u1ea1t \u0111\u01b0\u1ee3c \u0111i\u1ec3m F1-score l\u00e0 92% (trung b\u00ecnh h\u00e0i h\u00f2a c\u1ee7a \u0111\u1ed9 ch\u00ednh x\u00e1c v\u00e0 \u0111\u1ed9 bao ph\u1ee7), c\u00f3 ngh\u0129a l\u00e0 \u0111\u1ed9 ch\u00ednh x\u00e1c chuy\u1ec3n \u0111\u1ed5i d\u1eef li\u1ec7u h\u00e0ng \u0111\u1ea7u trong ng\u00e0nh. D\u1eef li\u1ec7u c\u00f3 c\u1ea5u tr\u00fac n\u00e0y tr\u1edf th\u00e0nh t\u00e0i s\u1ea3n c\u01a1 b\u1ea3n cho c\u00e1c ch\u1ee9c n\u0103ng kh\u00e1c c\u1ee7a n\u1ec1n t\u1ea3ng.<\/p>\n

Y\u1ebfu t\u1ed1 c\u00f4ng ngh\u1ec7 c\u1ed1t l\u00f5i 2: B\u1ea3o d\u01b0\u1ee1ng d\u1ef1 \u0111o\u00e1n s\u1eed d\u1ee5ng ph\u00e2n t\u00edch s\u1ed1ng s\u00f3t DeepSurv<\/h2>\n

D\u1eef li\u1ec7u l\u1ecbch s\u1eed b\u1ea3o d\u01b0\u1ee1ng c\u00f3 c\u1ea5u tr\u00fac \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng l\u00e0m \u0111\u1ea7u v\u00e0o c\u1ed1t l\u00f5i cho m\u00f4 h\u00ecnh b\u1ea3o d\u01b0\u1ee1ng d\u1ef1 \u0111o\u00e1n c\u1ee7a Fitdata. Fitdata \u00e1p d\u1ee5ng m\u1ed9t m\u00f4 h\u00ecnh ph\u00e2n t\u00edch s\u1ed1ng s\u00f3t d\u1ef1a tr\u00ean h\u1ecdc s\u00e2u c\u00f3 t\u00ean l\u00e0 \u2018DeepSurv\u2019 \u0111\u1ec3 d\u1ef1 \u0111o\u00e1n chu k\u1ef3 thay th\u1ebf v\u00e0 tu\u1ed5i th\u1ecd d\u1ef1 ki\u1ebfn c\u1ee7a t\u1eebng b\u1ed9 ph\u1eadn. Ph\u00e2n t\u00edch s\u1ed1ng s\u00f3t l\u00e0 m\u1ed9t k\u1ef9 thu\u1eadt th\u1ed1ng k\u00ea d\u1ef1 \u0111o\u00e1n th\u1eddi gian cho \u0111\u1ebfn khi m\u1ed9t s\u1ef1 ki\u1ec7n c\u1ee5 th\u1ec3 (trong tr\u01b0\u1eddng h\u1ee3p n\u00e0y l\u00e0 h\u1ecfng h\u00f3c b\u1ed9 ph\u1eadn) x\u1ea3y ra, v\u00e0 n\u00f3 ch\u1ee7 y\u1ebfu \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng trong l\u0129nh v\u1ef1c y t\u1ebf \u0111\u1ec3 ph\u00e2n t\u00edch t\u1ef7 l\u1ec7 s\u1ed1ng s\u00f3t c\u1ee7a b\u1ec7nh nh\u00e2n, nh\u01b0ng Fitdata \u0111\u00e3 \u00e1p d\u1ee5ng th\u00e0nh c\u00f4ng n\u00f3 \u0111\u1ec3 d\u1ef1 \u0111o\u00e1n tu\u1ed5i th\u1ecd c\u1ee7a c\u00e1c b\u1ed9 ph\u1eadn m\u00e1y m\u00f3c.<\/p>\n

M\u00f4 h\u00ecnh n\u00e0y kh\u00f4ng ch\u1ec9 \u0111\u01a1n gi\u1ea3n l\u00e0 th\u00f4ng b\u00e1o chu k\u1ef3 thay th\u1ebf trung b\u00ecnh, m\u00e0 c\u00f2n cung c\u1ea5p c\u00e1c d\u1ef1 \u0111o\u00e1n \u0111\u01b0\u1ee3c c\u00e1 nh\u00e2n h\u00f3a b\u1eb1ng c\u00e1ch xem x\u00e9t c\u00e1c bi\u1ebfn s\u1ed1 kh\u00e1c nhau nh\u01b0 th\u00f3i quen l\u00e1i xe c\u1ee7a ng\u01b0\u1eddi l\u00e1i, m\u00f4i tr\u01b0\u1eddng l\u00e1i xe v\u00e0 l\u1ecbch s\u1eed b\u1ea3o d\u01b0\u1ee1ng tr\u01b0\u1edbc \u0111\u00f3. Fitdata \u0111\u00e3 \u0111\u1ea1t \u0111\u01b0\u1ee3c \u0111\u1ed9 ch\u00ednh x\u00e1c cao v\u1edbi sai s\u1ed1 tuy\u1ec7t \u0111\u1ed1i trung b\u00ecnh (MAE) l\u00e0 480 km th\u00f4ng qua m\u00f4 h\u00ecnh b\u1ea3o d\u01b0\u1ee1ng d\u1ef1 \u0111o\u00e1n n\u00e0y. \u0110i\u1ec1u n\u00e0y c\u00f3 ngh\u0129a l\u00e0 ng\u01b0\u1eddi l\u00e1i c\u00f3 th\u1ec3 d\u1ef1 \u0111o\u00e1n ch\u00ednh x\u00e1c th\u1eddi \u0111i\u1ec3m b\u1ea3o d\u01b0\u1ee1ng ti\u1ebfp theo trong ph\u1ea1m vi sai s\u1ed1 kho\u1ea3ng 480 km, gi\u00fap gi\u1ea3m \u0111\u00e1ng k\u1ec3 nguy c\u01a1 v\u00e0 s\u1ef1 b\u1ea5t ti\u1ec7n do h\u1ecfng h\u00f3c \u0111\u1ed9t ng\u1ed9t.<\/p>\n

\"S\u01a1<\/p>\n

Y\u1ebfu t\u1ed1 c\u00f4ng ngh\u1ec7 c\u1ed1t l\u00f5i 3: \u0110\u1ec1 xu\u1ea5t mua xe m\u00e1y \u0111\u00e3 qua s\u1eed d\u1ee5ng d\u1ef1a tr\u00ean LLM v\u1edbi th\u1ebf h\u1ec7 t\u0103ng c\u01b0\u1eddng truy xu\u1ea5t (RAG)<\/h2>\n

Fitdata s\u1eed d\u1ee5ng c\u00e1c m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn (LLM) \u0111\u1ec3 cung c\u1ea5p c\u00e1c \u0111\u1ec1 xu\u1ea5t \u0111\u00e1ng tin c\u1eady cho ng\u01b0\u1eddi mua xe m\u00e1y \u0111\u00e3 qua s\u1eed d\u1ee5ng. Tuy nhi\u00ean, thay v\u00ec ch\u1ec9 d\u1ef1a v\u00e0o ki\u1ebfn th\u1ee9c chung c\u1ee7a LLM, h\u1ecd \u0111\u00e3 k\u1ebft h\u1ee3p c\u00f4ng ngh\u1ec7 th\u1ebf h\u1ec7 t\u0103ng c\u01b0\u1eddng truy xu\u1ea5t (RAG, Retrieval-Augmented Generation) \u0111\u1ec3 t\u1ed1i \u0111a h\u00f3a \u0111\u1ed9 ch\u00ednh x\u00e1c v\u00e0 \u0111\u1ed9 tin c\u1eady c\u1ee7a c\u00e1c \u0111\u1ec1 xu\u1ea5t.<\/p>\n

RAG l\u00e0 m\u1ed9t c\u00f4ng ngh\u1ec7 cho ph\u00e9p LLM tham chi\u1ebfu c\u01a1 s\u1edf d\u1eef li\u1ec7u l\u1ecbch s\u1eed b\u1ea3o d\u01b0\u1ee1ng kh\u1ed5ng l\u1ed3 v\u00e0 th\u00f4ng tin gi\u00e1 th\u1ecb tr\u01b0\u1eddng do Fitdata t\u00edch l\u0169y trong th\u1eddi gian th\u1ef1c khi t\u1ea1o ra c\u00e2u tr\u1ea3 l\u1eddi. Khi ng\u01b0\u1eddi d\u00f9ng nh\u1eadp c\u00e1c th\u00f4ng tin nh\u01b0 ki\u1ec3u xe mong mu\u1ed1n, ng\u00e2n s\u00e1ch v\u00e0 phong c\u00e1ch l\u00e1i xe, LLM s\u1ebd t\u00ecm ki\u1ebfm d\u1eef li\u1ec7u li\u00ean quan th\u00f4ng qua RAG v\u00e0 \u0111\u1ec1 xu\u1ea5t c\u00e1c m\u1eb7t h\u00e0ng ph\u00f9 h\u1ee3p nh\u1ea5t d\u1ef1a tr\u00ean \u0111\u00f3. Trong qu\u00e1 tr\u00ecnh n\u00e0y, n\u00f3 tr\u00ecnh b\u00e0y c\u00e1c b\u1eb1ng ch\u1ee9ng cho \u0111\u1ec1 xu\u1ea5t nh\u01b0 l\u1ecbch s\u1eed b\u1ea3o d\u01b0\u1ee1ng, c\u00f3 tai n\u1ea1n hay kh\u00f4ng v\u00e0 chi ph\u00ed b\u1ea3o tr\u00ec d\u1ef1 ki\u1ebfn, gi\u00fap ng\u01b0\u1eddi d\u00f9ng \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh h\u1ee3p l\u00fd d\u1ef1a tr\u00ean th\u00f4ng tin. Fitdata \u0111ang \u0111\u1eb7t m\u1ee5c ti\u00eau \u0111\u1ea1t \u0111\u1ed9 ch\u00ednh x\u00e1c 90% cho h\u1ec7 th\u1ed1ng \u0111\u1ec1 xu\u1ea5t n\u00e0y, v\u00e0 \u0111i\u1ec1u n\u00e0y s\u1ebd \u0111\u00f3ng m\u1ed9t vai tr\u00f2 quy\u1ebft \u0111\u1ecbnh trong vi\u1ec7c gi\u1ea3i quy\u1ebft v\u1ea5n \u0111\u1ec1 b\u1ea5t \u0111\u1ed1i x\u1ee9ng th\u00f4ng tin tr\u00ean th\u1ecb tr\u01b0\u1eddng giao d\u1ecbch \u0111\u1ed3 c\u0169.<\/p>\n

T\u00f3m t\u1eaft n\u1ec1n t\u1ea3ng c\u00f4ng ngh\u1ec7 c\u1ee7a Fitdata<\/h2>\n

N\u1ec1n t\u1ea3ng c\u1ee7a Fitdata \u0111\u01b0\u1ee3c t\u1ea1o th\u00e0nh t\u1eeb s\u1ef1 k\u1ebft h\u1ee3p gi\u1eefa c\u00f4ng ngh\u1ec7 AI m\u1edbi nh\u1ea5t v\u00e0 m\u1ed9t h\u1ec7 th\u1ed1ng ph\u1ee5 tr\u1ee3 \u1ed5n \u0111\u1ecbnh. M\u1ed7i y\u1ebfu t\u1ed1 c\u00f4ng ngh\u1ec7 \u0111\u01b0\u1ee3c k\u1ebft n\u1ed1i m\u1ed9t c\u00e1ch h\u1eefu c\u01a1 \u0111\u1ec3 x\u00e2y d\u1ef1ng m\u1ed9t \u0111\u01b0\u1eddng \u1ed1ng ho\u00e0n ch\u1ec9nh v\u1ec1 thu th\u1eadp, x\u1eed l\u00fd, ph\u00e2n t\u00edch v\u00e0 s\u1eed d\u1ee5ng d\u1eef li\u1ec7u.<\/p>\n\n\n\n\n\n\n\n\n\n\n\n\n\n
L\u0129nh v\u1ef1c<\/strong><\/th>\nY\u1ebfu t\u1ed1 c\u00f4ng ngh\u1ec7<\/strong><\/th>\nVai tr\u00f2 v\u00e0 ch\u1ee9c n\u0103ng<\/strong><\/th>\n<\/tr>\n<\/thead>\n
Thu th\u1eadp v\u00e0 chuy\u1ec3n \u0111\u1ed5i d\u1eef li\u1ec7u<\/strong><\/td>\nNh\u1eadn d\u1ea1ng k\u00fd t\u1ef1 quang h\u1ecdc (OCR)<\/td>\nTr\u00edch xu\u1ea5t v\u0103n b\u1ea3n t\u1eeb c\u00e1c h\u00f3a \u0111\u01a1n b\u1ea3o d\u01b0\u1ee1ng vi\u1ebft tay v\u00e0 in<\/td>\n<\/tr>\n
<\/td>\nX\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean (NLP)<\/td>\nPh\u00e2n lo\u1ea1i v\u00e0 c\u1ea5u tr\u00fac d\u1eef li\u1ec7u v\u0103n b\u1ea3n phi c\u1ea5u tr\u00fac th\u00e0nh c\u00e1c h\u1ea1ng m\u1ee5c b\u1ea3o d\u01b0\u1ee1ng c\u00f3 c\u1ea5u tr\u00fac<\/td>\n<\/tr>\n
Ph\u00e2n t\u00edch v\u00e0 d\u1ef1 \u0111o\u00e1n d\u1eef li\u1ec7u<\/strong><\/td>\nDeepSurv (H\u1ecdc s\u00e2u ph\u00e2n t\u00edch s\u1ed1ng s\u00f3t)<\/td>\nD\u1ef1 \u0111o\u00e1n chu k\u1ef3 thay th\u1ebf v\u00e0 h\u1ecfng h\u00f3c c\u1ee7a c\u00e1c b\u1ed9 ph\u1eadn ch\u00ednh d\u1ef1a tr\u00ean d\u1eef li\u1ec7u b\u1ea3o d\u01b0\u1ee1ng t\u00edch l\u0169y<\/td>\n<\/tr>\n
<\/td>\nM\u00f4 h\u00ecnh ph\u00e2n t\u00edch d\u1ef1 \u0111o\u00e1n<\/td>\nCung c\u1ea5p th\u00f4ng b\u00e1o b\u1ea3o d\u01b0\u1ee1ng d\u1ef1 \u0111o\u00e1n \u0111\u01b0\u1ee3c c\u00e1 nh\u00e2n h\u00f3a c\u00f3 t\u00ednh \u0111\u1ebfn qu\u00e3ng \u0111\u01b0\u1eddng \u0111\u00e3 \u0111i, th\u00f3i quen c\u1ee7a ng\u01b0\u1eddi l\u00e1i, v.v.<\/td>\n<\/tr>\n
D\u1ecbch v\u1ee5 v\u00e0 \u0111\u1ec1 xu\u1ea5t<\/strong><\/td>\nM\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn (LLM)<\/td>\nT\u01b0\u01a1ng t\u00e1c t\u1ef1 nhi\u00ean v\u00e0 tr\u1ea3 l\u1eddi c\u00e1c c\u00e2u h\u1ecfi c\u1ee7a ng\u01b0\u1eddi d\u00f9ng<\/td>\n<\/tr>\n
<\/td>\nTh\u1ebf h\u1ec7 t\u0103ng c\u01b0\u1eddng truy xu\u1ea5t (RAG)<\/td>\nLLM tham chi\u1ebfu c\u01a1 s\u1edf d\u1eef li\u1ec7u n\u1ed9i b\u1ed9 c\u1ee7a Fitdata \u0111\u1ec3 \u0111\u01b0a ra c\u00e1c \u0111\u1ec1 xu\u1ea5t xe m\u00e1y \u0111\u00e3 qua s\u1eed d\u1ee5ng ch\u00ednh x\u00e1c v\u00e0 \u0111\u00e1ng tin c\u1eady<\/td>\n<\/tr>\n
C\u01a1 s\u1edf h\u1ea1 t\u1ea7ng n\u1ec1n t\u1ea3ng<\/strong><\/td>\nSaaS (Ph\u1ea7n m\u1ec1m nh\u01b0 m\u1ed9t d\u1ecbch v\u1ee5)<\/td>\nCung c\u1ea5p gi\u1ea3i ph\u00e1p qu\u1ea3n l\u00fd kh\u00e1ch h\u00e0ng v\u00e0 qu\u1ea3n l\u00fd l\u1ecbch s\u1eed b\u1ea3o d\u01b0\u1ee1ng cho c\u00e1c c\u1eeda h\u00e0ng s\u1eeda ch\u1eefa<\/td>\n<\/tr>\n
<\/td>\nH\u1ec7 th\u1ed1ng k\u1ebft h\u1ee3p th\u1eddi gian th\u1ef1c<\/td>\nK\u1ebft n\u1ed1i ng\u01b0\u1eddi l\u00e1i v\u1edbi c\u00e1c c\u1eeda h\u00e0ng s\u1eeda ch\u1eefa \u0111\u00e1ng tin c\u1eady g\u1ea7n \u0111\u00f3 trong th\u1eddi gian th\u1ef1c<\/td>\n<\/tr>\n
<\/td>\nQu\u1ea3n l\u00fd chu\u1ed7i cung \u1ee9ng ph\u1ee5 t\u00f9ng (SCM)<\/td>\nH\u1ed7 tr\u1ee3 d\u1ef1 b\u00e1o nhu c\u1ea7u ph\u1ee5 t\u00f9ng v\u00e0 qu\u1ea3n l\u00fd h\u00e0ng t\u1ed3n kho hi\u1ec7u qu\u1ea3 th\u00f4ng qua ph\u00e2n t\u00edch d\u1eef li\u1ec7u<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\"Lu\u1ed3ng<\/p>\n

T\u1ea7m \u1ea3nh h\u01b0\u1edfng th\u1ecb tr\u01b0\u1eddng v\u00e0 tri\u1ec3n v\u1ecdng t\u01b0\u01a1ng lai<\/h2>\n

Fitdata \u0111\u00e3 ch\u1ee9ng minh \u0111\u01b0\u1ee3c ti\u1ec1m n\u0103ng c\u1ee7a m\u00ecnh tr\u00ean th\u1ecb tr\u01b0\u1eddng b\u1eb1ng c\u00e1ch thu h\u00fat h\u01a1n 100 c\u1eeda h\u00e0ng s\u1eeda ch\u1eefa v\u00e0 h\u01a1n 1.500 ng\u01b0\u1eddi l\u00e1i xe th\u00f4ng qua n\u1ec1n t\u1ea3ng ri\u00eang c\u1ee7a m\u00ecnh c\u00f3 t\u00ean l\u00e0 \u2018REFAIRS\u2019. M\u1ee5c ti\u00eau c\u1ee7a h\u1ecd l\u00e0 m\u1edf r\u1ed9ng ra ngo\u00e0i th\u1ecb tr\u01b0\u1eddng trong n\u01b0\u1edbc sang \u0110\u00f4ng Nam \u00c1 (Indonesia, Vi\u1ec7t Nam, Th\u00e1i Lan) v\u00e0 \u1ea4n \u0110\u1ed9, nh\u1eefng n\u01a1i c\u00f3 t\u1ef7 l\u1ec7 s\u1edf h\u1eefu xe m\u00e1y cao.<\/p>\n

\u0110\u1eb7c bi\u1ec7t, th\u1ecb tr\u01b0\u1eddng B2B nh\u01b0 c\u00e1c c\u00f4ng ty b\u1ea3o hi\u1ec3m ho\u1eb7c c\u00e1c c\u00f4ng ty giao h\u00e0ng c\u00f3 th\u1ec3 l\u00e0 m\u1ed9t c\u01a1 h\u1ed9i l\u1edbn cho Fitdata. C\u00e1c c\u00f4ng ty n\u00e0y v\u1eadn h\u00e0nh m\u1ed9t s\u1ed1 l\u01b0\u1ee3ng l\u1edbn xe hai b\u00e1nh th\u01b0\u01a1ng m\u1ea1i v\u00e0 r\u1ea5t quan t\u00e2m \u0111\u1ebfn vi\u1ec7c gi\u1ea3m chi ph\u00ed v\u1eadn h\u00e0nh v\u00e0 t\u1ef7 l\u1ec7 tai n\u1ea1n th\u00f4ng qua qu\u1ea3n l\u00fd ph\u01b0\u01a1ng ti\u1ec7n c\u00f3 h\u1ec7 th\u1ed1ng. Gi\u1ea3i ph\u00e1p qu\u1ea3n l\u00fd ph\u01b0\u01a1ng ti\u1ec7n d\u1ef1a tr\u00ean d\u1eef li\u1ec7u v\u00e0 b\u1ea3o d\u01b0\u1ee1ng d\u1ef1 \u0111o\u00e1n c\u1ee7a Fitdata c\u00f3 th\u1ec3 \u0111\u00e1p \u1ee9ng ch\u00ednh x\u00e1c nhu c\u1ea7u c\u1ee7a h\u1ecd.<\/p>\n

\"Ki\u1ebfn<\/p>\n

K\u1ebft lu\u1eadn: V\u1ebd n\u00ean t\u01b0\u01a1ng lai c\u1ee7a th\u1ecb tr\u01b0\u1eddng xe hai b\u00e1nh b\u1eb1ng d\u1eef li\u1ec7u<\/h2>\n

Fitdata \u0111ang mang l\u1ea1i s\u1ef1 \u0111\u1ed5i m\u1edbi cho th\u1ecb tr\u01b0\u1eddng h\u1eadu m\u00e3i xe hai b\u00e1nh, v\u1ed1n \u0111\u00e3 b\u1ecb \u0111\u00ecnh tr\u1ec7 trong nhi\u1ec1u th\u1eadp k\u1ef7, b\u1eb1ng c\u00e1ch k\u1ebft h\u1ee3p m\u1ed9t c\u00e1ch h\u1eefu c\u01a1 c\u00e1c c\u00f4ng ngh\u1ec7 AI ti\u00ean ti\u1ebfn nh\u01b0 OCR, NLP, h\u1ecdc s\u00e2u v\u00e0 LLM. N\u1ec1n t\u1ea3ng c\u00f4ng ngh\u1ec7 c\u1ee7a h\u1ecd kh\u00f4ng ch\u1ec9 l\u00e0 m\u1ed9t danh s\u00e1ch c\u00e1c c\u00f4ng ngh\u1ec7 ri\u00eang l\u1ebb, m\u00e0 \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf t\u1ec9 m\u1ec9 \u0111\u1ec3 t\u1ed1i \u0111a h\u00f3a gi\u00e1 tr\u1ecb c\u1ee7a d\u1eef li\u1ec7u. T\u1eeb vi\u1ec7c t\u1ef1 \u0111\u1ed9ng c\u1ea5u tr\u00fac h\u00f3a d\u1eef li\u1ec7u phi c\u1ea5u tr\u00fac \u0111\u1ebfn b\u1ea3o d\u01b0\u1ee1ng d\u1ef1 \u0111o\u00e1n v\u00e0 c\u00e1c \u0111\u1ec1 xu\u1ea5t giao d\u1ecbch \u0111\u1ed3 c\u0169 \u0111\u00e1ng tin c\u1eady, n\u1ec1n t\u1ea3ng c\u1ee7a Fitdata \u0111ang thi\u1ebft l\u1eadp m\u1ed9t ti\u00eau chu\u1ea9n m\u1edbi cho to\u00e0n b\u1ed9 v\u00f2ng \u0111\u1eddi c\u1ee7a xe hai b\u00e1nh.<\/p>\n

D\u1ef1a tr\u00ean s\u1ef1 th\u00e2m nh\u1eadp th\u1ecb tr\u01b0\u1eddng ban \u0111\u1ea7u th\u00e0nh c\u00f4ng v\u00e0 chi\u1ebfn l\u01b0\u1ee3c m\u1edf r\u1ed9ng to\u00e0n c\u1ea7u r\u00f5 r\u00e0ng, \u0111\u00e1ng ch\u00fa \u00fd l\u00e0 li\u1ec7u Fitdata c\u00f3 th\u1ec3 ph\u00e1t tri\u1ec3n th\u00e0nh m\u1ed9t k\u1ef3 l\u00e2n to\u00e0n c\u1ea7u ngo\u00e0i vi\u1ec7c tr\u1edf th\u00e0nh \u2018Cardoc\u2019 c\u1ee7a th\u1ecb tr\u01b0\u1eddng xe hai b\u00e1nh hay kh\u00f4ng. H\u00e0nh tr\u00ecnh c\u00f4ng ngh\u1ec7 c\u1ee7a h\u1ecd s\u1ebd l\u00e0 m\u1ed9t v\u00ed d\u1ee5 tuy\u1ec7t v\u1eddi v\u1ec1 c\u00e1ch d\u1eef li\u1ec7u c\u00f3 th\u1ec3 \u0111\u1ed5i m\u1edbi c\u00e1c ng\u00e0nh c\u00f4ng nghi\u1ec7p truy\u1ec1n th\u1ed1ng v\u00e0 t\u1ea1o ra gi\u00e1 tr\u1ecb m\u1edbi.<\/p>\n

\"\u0110\u1ed9i<\/p>","protected":false},"excerpt":{"rendered":"

S\u01a1 l\u01b0\u1ee3c v\u1ec1 n\u1ec1n t\u1ea3ng c\u00f4ng ngh\u1ec7 c\u1ee7a Fitdata Fitdata l\u00e0 m\u1ed9t c\u00f4ng ty kh\u1edfi nghi\u1ec7p c\u1ee7a H\u00e0n Qu\u1ed1c \u0111\u00e3 ph\u00e1t tri\u1ec3n m\u1ed9t n\u1ec1n t\u1ea3ng s\u00e1ng t\u1ea1o s\u1eed d\u1ee5ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) \u0111\u1ec3 qu\u1ea3n l\u00fd to\u00e0n b\u1ed9 v\u00f2ng \u0111\u1eddi c\u1ee7a xe hai b\u00e1nh. C\u00f4ng ngh\u1ec7 c\u1ee7a h\u1ecd nh\u1eb1m m\u1ee5c \u0111\u00edch mang l\u1ea1i s\u1ef1 minh b\u1ea1ch v\u00e0 hi\u1ec7u qu\u1ea3 d\u1ef1a tr\u00ean d\u1eef li\u1ec7u cho th\u1ecb tr\u01b0\u1eddng s\u1eeda ch\u1eefa v\u00e0 mua b\u00e1n xe m\u00e1y \u0111\u00e3 l\u1ed7i th\u1eddi. B\u00e1o c\u00e1o ph\u00e2n t\u00edch k\u1ef9 thu\u1eadt n\u00e0y s\u1ebd ph\u00e2n t\u00edch s\u00e2u v\u1ec1 n\u1ec1n t\u1ea3ng c\u00f4ng ngh\u1ec7 c\u1ed1t l\u00f5i c\u1ee7a n\u1ec1n t\u1ea3ng Fitdata v\u00e0 kh\u00e1m ph\u00e1 c\u00e1ch c\u00e1c th\u00e0nh ph\u1ea7n t\u01b0\u01a1ng t\u00e1c v\u1edbi nhau \u0111\u1ec3 t\u1ea1o ra s\u1ee9c m\u1ea1nh t\u1ed5ng h\u1ee3p. C\u00e1c v\u1ea5n \u0111\u1ec1 c\u1ee7a th\u1ecb tr\u01b0\u1eddng xe hai b\u00e1nh hi\u1ec7n t\u1ea1i V\u1ea5n \u0111\u1ec1 m\u00e0 Fitdata \u0111ang c\u1ed1 g\u1eafng gi\u1ea3i quy\u1ebft l\u00e0 r\u1ea5t r\u00f5 r\u00e0ng. Th\u1ecb tr\u01b0\u1eddng s\u1eeda ch\u1eefa xe m\u00e1y to\u00e0n c\u1ea7u d\u1ef1 ki\u1ebfn s\u1ebd t\u0103ng l\u00ean 72,93 t\u1ef7 \u0111\u00f4 la v\u00e0o n\u0103m 2025 v\u00e0 \u0111\u1ea1t 110 t\u1ef7 \u0111\u00f4 la v\u00e0o n\u0103m 2035. Tuy nhi\u00ean, 99,9% th\u1ecb tr\u01b0\u1eddng kh\u1ed5ng l\u1ed3 n\u00e0y v\u1eabn ho\u1ea1t \u0111\u1ed9ng ch\u1ee7 y\u1ebfu ngo\u1ea1i tuy\u1ebfn v\u00e0 s\u1ef1 thi\u1ebfu v\u1eafng m\u1ed9t h\u1ec7 th\u1ed1ng d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c ti\u00eau chu\u1ea9n h\u00f3a \u0111\u00e3 g\u00e2y ra nhi\u1ec1u s\u1ef1 thi\u1ebfu hi\u1ec7u qu\u1ea3. Th\u1ee9 nh\u1ea5t, h\u1ed3 s\u01a1 b\u1ea3o d\u01b0\u1ee1ng kh\u00f4ng \u0111\u01b0\u1ee3c qu\u1ea3n l\u00fd m\u1ed9t c\u00e1ch c\u00f3 h\u1ec7 th\u1ed1ng, g\u00e2y kh\u00f3 kh\u0103n cho vi\u1ec7c n\u1eafm b\u1eaft ch\u00ednh x\u00e1c t\u00ecnh tr\u1ea1ng c\u1ee7a xe. Th\u1ee9 hai, c\u00e1c c\u1eeda h\u00e0ng s\u1eeda ch\u1eefa kh\u00e1c nhau s\u1eed d\u1ee5ng c\u00e1c b\u1ed9 ph\u1eadn v\u00e0 chi ph\u00ed nh\u00e2n c\u00f4ng kh\u00e1c nhau, khi\u1ebfn ng\u01b0\u1eddi ti\u00eau d\u00f9ng ph\u1ea3i \u0111\u1ed1i m\u1eb7t v\u1edbi v\u1ea5n \u0111\u1ec1 b\u1ea5t \u0111\u1ed1i x\u1ee9ng th\u00f4ng tin. Cu\u1ed1i c\u00f9ng, khi giao d\u1ecbch xe m\u00e1y \u0111\u00e3 qua s\u1eed d\u1ee5ng, r\u1ea5t kh\u00f3 \u0111\u1ec3 \u0111\u00e1nh gi\u00e1 gi\u00e1 tr\u1ecb d\u1ef1a tr\u00ean d\u1eef li\u1ec7u kh\u00e1ch quan, l\u00e0m tr\u1ea7m tr\u1ecdng th\u00eam v\u1ea5n \u0111\u1ec1 \u201cth\u1ecb tr\u01b0\u1eddng h\u00e0ng k\u00e9m ch\u1ea5t l\u01b0\u1ee3ng\u201d. Fitdata \u0111ang c\u1ed1 g\u1eafng thay \u0111\u1ed5i cu\u1ed9c ch\u01a1i tr\u00ean th\u1ecb tr\u01b0\u1eddng th\u00f4ng qua c\u00f4ng ngh\u1ec7 t\u1ea1i ch\u00ednh \u0111i\u1ec3m n\u00e0y. Y\u1ebfu t\u1ed1 c\u00f4ng ngh\u1ec7 c\u1ed1t l\u00f5i 1: T\u1ef1 \u0111\u1ed9ng c\u1ea5u tr\u00fac h\u00f3a h\u1ed3 s\u01a1 b\u1ea3o d\u01b0\u1ee1ng th\u00f4ng qua x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean (NLP) v\u00e0 nh\u1eadn d\u1ea1ng k\u00fd t\u1ef1 quang h\u1ecdc (OCR) Tr\u1ee5 c\u1ed9t \u0111\u1ea7u ti\u00ean c\u1ee7a c\u00f4ng ngh\u1ec7 Fitdata l\u00e0 chuy\u1ec3n \u0111\u1ed5i d\u1eef li\u1ec7u b\u1ea3o d\u01b0\u1ee1ng phi c\u1ea5u tr\u00fac r\u1ea3i r\u00e1c th\u00e0nh d\u1eef li\u1ec7u c\u00f3 c\u1ea5u tr\u00fac. H\u1ea7u h\u1ebft c\u00e1c c\u1eeda h\u00e0ng s\u1eeda ch\u1eefa v\u1eabn ghi l\u1ea1i l\u1ecbch s\u1eed b\u1ea3o d\u01b0\u1ee1ng b\u1eb1ng tay ho\u1eb7c \u1edf d\u1ea1ng v\u0103n b\u1ea3n \u0111\u01a1n gi\u1ea3n. Fitdata s\u1eed d\u1ee5ng c\u00f4ng ngh\u1ec7 OCR t\u1ef1 ph\u00e1t tri\u1ec3n \u0111\u1ec3 tr\u00edch xu\u1ea5t v\u0103n b\u1ea3n m\u1ed9t c\u00e1ch ch\u00ednh x\u00e1c t\u1eeb c\u00e1c t\u00e0i li\u1ec7u gi\u1ea5y ho\u1eb7c t\u1ec7p h\u00ecnh \u1ea3nh n\u00e0y. V\u0103n b\u1ea3n \u0111\u01b0\u1ee3c tr\u00edch xu\u1ea5t sau \u0111\u00f3 \u0111\u01b0\u1ee3c x\u1eed l\u00fd b\u1edfi m\u1ed9t m\u00f4 h\u00ecnh x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean (NLP) \u0111\u1ec3 ph\u00e2n lo\u1ea1i v\u00e0 c\u1ea5u tr\u00fac th\u00e0nh c\u00e1c th\u00f4ng tin c\u00f3 \u00fd ngh\u0129a nh\u01b0 c\u00e1c h\u1ea1ng m\u1ee5c b\u1ea3o d\u01b0\u1ee1ng, c\u00e1c b\u1ed9 ph\u1eadn \u0111\u01b0\u1ee3c thay th\u1ebf v\u00e0 qu\u00e3ng \u0111\u01b0\u1eddng \u0111\u00e3 \u0111i. Trong qu\u00e1 tr\u00ecnh n\u00e0y, Fitdata \u0111\u00e3 \u0111\u1ea1t \u0111\u01b0\u1ee3c \u0111i\u1ec3m F1-score l\u00e0 92% (trung b\u00ecnh h\u00e0i h\u00f2a c\u1ee7a \u0111\u1ed9 ch\u00ednh x\u00e1c v\u00e0 \u0111\u1ed9 bao ph\u1ee7), c\u00f3 ngh\u0129a l\u00e0 \u0111\u1ed9 ch\u00ednh x\u00e1c chuy\u1ec3n \u0111\u1ed5i d\u1eef li\u1ec7u h\u00e0ng \u0111\u1ea7u trong ng\u00e0nh. D\u1eef li\u1ec7u c\u00f3 c\u1ea5u tr\u00fac n\u00e0y tr\u1edf th\u00e0nh t\u00e0i s\u1ea3n c\u01a1 b\u1ea3n cho c\u00e1c ch\u1ee9c n\u0103ng kh\u00e1c c\u1ee7a n\u1ec1n t\u1ea3ng. Y\u1ebfu t\u1ed1 c\u00f4ng ngh\u1ec7 c\u1ed1t l\u00f5i 2: B\u1ea3o d\u01b0\u1ee1ng d\u1ef1 \u0111o\u00e1n s\u1eed d\u1ee5ng ph\u00e2n t\u00edch s\u1ed1ng s\u00f3t DeepSurv D\u1eef li\u1ec7u l\u1ecbch s\u1eed b\u1ea3o d\u01b0\u1ee1ng c\u00f3 c\u1ea5u tr\u00fac \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng l\u00e0m \u0111\u1ea7u v\u00e0o c\u1ed1t l\u00f5i cho m\u00f4 h\u00ecnh b\u1ea3o d\u01b0\u1ee1ng d\u1ef1 \u0111o\u00e1n c\u1ee7a Fitdata. Fitdata \u00e1p d\u1ee5ng m\u1ed9t m\u00f4 h\u00ecnh ph\u00e2n t\u00edch s\u1ed1ng s\u00f3t d\u1ef1a tr\u00ean h\u1ecdc s\u00e2u c\u00f3 t\u00ean l\u00e0 \u2018DeepSurv\u2019 \u0111\u1ec3 d\u1ef1 \u0111o\u00e1n chu k\u1ef3 thay th\u1ebf v\u00e0 tu\u1ed5i th\u1ecd d\u1ef1 ki\u1ebfn c\u1ee7a t\u1eebng b\u1ed9 ph\u1eadn. Ph\u00e2n t\u00edch s\u1ed1ng s\u00f3t l\u00e0 m\u1ed9t k\u1ef9 thu\u1eadt th\u1ed1ng k\u00ea d\u1ef1 \u0111o\u00e1n th\u1eddi gian cho \u0111\u1ebfn khi m\u1ed9t s\u1ef1 ki\u1ec7n c\u1ee5 th\u1ec3 (trong tr\u01b0\u1eddng h\u1ee3p n\u00e0y l\u00e0 h\u1ecfng h\u00f3c b\u1ed9 ph\u1eadn) x\u1ea3y ra, v\u00e0 n\u00f3 ch\u1ee7 y\u1ebfu \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng trong l\u0129nh v\u1ef1c y t\u1ebf \u0111\u1ec3 ph\u00e2n t\u00edch t\u1ef7 l\u1ec7 s\u1ed1ng s\u00f3t c\u1ee7a b\u1ec7nh nh\u00e2n, nh\u01b0ng Fitdata \u0111\u00e3 \u00e1p d\u1ee5ng th\u00e0nh c\u00f4ng n\u00f3 \u0111\u1ec3 d\u1ef1 \u0111o\u00e1n tu\u1ed5i th\u1ecd c\u1ee7a c\u00e1c b\u1ed9 ph\u1eadn m\u00e1y m\u00f3c. M\u00f4 h\u00ecnh n\u00e0y kh\u00f4ng ch\u1ec9 \u0111\u01a1n gi\u1ea3n l\u00e0 th\u00f4ng b\u00e1o chu k\u1ef3 thay th\u1ebf trung b\u00ecnh, m\u00e0 c\u00f2n cung c\u1ea5p c\u00e1c d\u1ef1 \u0111o\u00e1n \u0111\u01b0\u1ee3c c\u00e1 nh\u00e2n h\u00f3a b\u1eb1ng c\u00e1ch xem x\u00e9t c\u00e1c bi\u1ebfn s\u1ed1 kh\u00e1c nhau nh\u01b0 th\u00f3i quen l\u00e1i xe c\u1ee7a ng\u01b0\u1eddi l\u00e1i, m\u00f4i tr\u01b0\u1eddng l\u00e1i xe v\u00e0 l\u1ecbch s\u1eed b\u1ea3o d\u01b0\u1ee1ng tr\u01b0\u1edbc \u0111\u00f3. Fitdata \u0111\u00e3 \u0111\u1ea1t \u0111\u01b0\u1ee3c \u0111\u1ed9 ch\u00ednh x\u00e1c cao v\u1edbi sai s\u1ed1 tuy\u1ec7t \u0111\u1ed1i trung b\u00ecnh (MAE) l\u00e0 480 km th\u00f4ng qua m\u00f4 h\u00ecnh b\u1ea3o d\u01b0\u1ee1ng d\u1ef1 \u0111o\u00e1n n\u00e0y. \u0110i\u1ec1u n\u00e0y c\u00f3 ngh\u0129a l\u00e0 ng\u01b0\u1eddi l\u00e1i c\u00f3 th\u1ec3 d\u1ef1 \u0111o\u00e1n ch\u00ednh x\u00e1c th\u1eddi \u0111i\u1ec3m b\u1ea3o d\u01b0\u1ee1ng ti\u1ebfp theo trong ph\u1ea1m vi sai s\u1ed1 kho\u1ea3ng 480 km, gi\u00fap gi\u1ea3m \u0111\u00e1ng k\u1ec3 nguy c\u01a1 v\u00e0 s\u1ef1 b\u1ea5t ti\u1ec7n do h\u1ecfng h\u00f3c \u0111\u1ed9t ng\u1ed9t. Y\u1ebfu t\u1ed1 c\u00f4ng ngh\u1ec7 c\u1ed1t l\u00f5i 3: \u0110\u1ec1 xu\u1ea5t mua xe m\u00e1y \u0111\u00e3 qua s\u1eed d\u1ee5ng d\u1ef1a tr\u00ean LLM v\u1edbi th\u1ebf h\u1ec7 t\u0103ng c\u01b0\u1eddng truy xu\u1ea5t (RAG) Fitdata s\u1eed d\u1ee5ng c\u00e1c m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn (LLM) \u0111\u1ec3 cung c\u1ea5p c\u00e1c \u0111\u1ec1 xu\u1ea5t \u0111\u00e1ng tin c\u1eady cho ng\u01b0\u1eddi mua xe m\u00e1y \u0111\u00e3 qua s\u1eed d\u1ee5ng. Tuy nhi\u00ean, thay v\u00ec ch\u1ec9 d\u1ef1a v\u00e0o ki\u1ebfn th\u1ee9c chung c\u1ee7a LLM, h\u1ecd \u0111\u00e3 k\u1ebft h\u1ee3p c\u00f4ng ngh\u1ec7 th\u1ebf h\u1ec7 t\u0103ng c\u01b0\u1eddng truy xu\u1ea5t (RAG, Retrieval-Augmented Generation) \u0111\u1ec3 t\u1ed1i \u0111a h\u00f3a \u0111\u1ed9 ch\u00ednh x\u00e1c v\u00e0 \u0111\u1ed9 tin c\u1eady c\u1ee7a c\u00e1c \u0111\u1ec1 xu\u1ea5t. RAG l\u00e0 m\u1ed9t c\u00f4ng ngh\u1ec7 cho ph\u00e9p LLM tham chi\u1ebfu c\u01a1 s\u1edf d\u1eef li\u1ec7u l\u1ecbch s\u1eed b\u1ea3o d\u01b0\u1ee1ng kh\u1ed5ng l\u1ed3 v\u00e0 th\u00f4ng tin gi\u00e1 th\u1ecb tr\u01b0\u1eddng do Fitdata t\u00edch l\u0169y trong th\u1eddi gian th\u1ef1c khi t\u1ea1o ra c\u00e2u tr\u1ea3 l\u1eddi. Khi ng\u01b0\u1eddi d\u00f9ng nh\u1eadp c\u00e1c th\u00f4ng tin nh\u01b0 ki\u1ec3u xe mong mu\u1ed1n, ng\u00e2n s\u00e1ch v\u00e0 phong c\u00e1ch l\u00e1i xe, LLM s\u1ebd t\u00ecm ki\u1ebfm d\u1eef li\u1ec7u li\u00ean quan th\u00f4ng qua RAG v\u00e0 \u0111\u1ec1 xu\u1ea5t c\u00e1c m\u1eb7t h\u00e0ng ph\u00f9 h\u1ee3p nh\u1ea5t d\u1ef1a tr\u00ean \u0111\u00f3. Trong qu\u00e1 tr\u00ecnh n\u00e0y, n\u00f3 tr\u00ecnh b\u00e0y c\u00e1c b\u1eb1ng ch\u1ee9ng cho \u0111\u1ec1 xu\u1ea5t nh\u01b0 l\u1ecbch s\u1eed b\u1ea3o d\u01b0\u1ee1ng, c\u00f3 tai n\u1ea1n hay kh\u00f4ng v\u00e0 chi ph\u00ed b\u1ea3o tr\u00ec d\u1ef1 ki\u1ebfn, gi\u00fap ng\u01b0\u1eddi d\u00f9ng \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh h\u1ee3p l\u00fd d\u1ef1a tr\u00ean th\u00f4ng tin. Fitdata \u0111ang \u0111\u1eb7t m\u1ee5c ti\u00eau \u0111\u1ea1t \u0111\u1ed9 ch\u00ednh x\u00e1c 90% cho h\u1ec7 th\u1ed1ng \u0111\u1ec1 xu\u1ea5t n\u00e0y, v\u00e0 \u0111i\u1ec1u n\u00e0y s\u1ebd \u0111\u00f3ng m\u1ed9t vai tr\u00f2 quy\u1ebft \u0111\u1ecbnh trong vi\u1ec7c gi\u1ea3i quy\u1ebft v\u1ea5n \u0111\u1ec1 b\u1ea5t \u0111\u1ed1i x\u1ee9ng th\u00f4ng tin tr\u00ean th\u1ecb tr\u01b0\u1eddng giao d\u1ecbch \u0111\u1ed3 c\u0169. T\u00f3m t\u1eaft n\u1ec1n t\u1ea3ng c\u00f4ng ngh\u1ec7 c\u1ee7a Fitdata N\u1ec1n t\u1ea3ng c\u1ee7a Fitdata \u0111\u01b0\u1ee3c t\u1ea1o th\u00e0nh t\u1eeb s\u1ef1 k\u1ebft h\u1ee3p gi\u1eefa c\u00f4ng ngh\u1ec7 AI m\u1edbi nh\u1ea5t v\u00e0 m\u1ed9t h\u1ec7 th\u1ed1ng ph\u1ee5 tr\u1ee3 \u1ed5n \u0111\u1ecbnh. M\u1ed7i y\u1ebfu t\u1ed1 c\u00f4ng ngh\u1ec7 \u0111\u01b0\u1ee3c k\u1ebft n\u1ed1i m\u1ed9t c\u00e1ch h\u1eefu c\u01a1 \u0111\u1ec3 x\u00e2y d\u1ef1ng m\u1ed9t \u0111\u01b0\u1eddng \u1ed1ng ho\u00e0n ch\u1ec9nh v\u1ec1 thu th\u1eadp, x\u1eed l\u00fd, ph\u00e2n t\u00edch v\u00e0 s\u1eed d\u1ee5ng d\u1eef li\u1ec7u. L\u0129nh v\u1ef1c Y\u1ebfu t\u1ed1 c\u00f4ng ngh\u1ec7 Vai tr\u00f2 v\u00e0 ch\u1ee9c n\u0103ng Thu th\u1eadp v\u00e0 chuy\u1ec3n \u0111\u1ed5i d\u1eef li\u1ec7u Nh\u1eadn d\u1ea1ng k\u00fd t\u1ef1 quang h\u1ecdc (OCR) Tr\u00edch xu\u1ea5t v\u0103n b\u1ea3n t\u1eeb c\u00e1c h\u00f3a \u0111\u01a1n b\u1ea3o d\u01b0\u1ee1ng vi\u1ebft tay v\u00e0 in X\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean (NLP) Ph\u00e2n lo\u1ea1i v\u00e0 c\u1ea5u tr\u00fac d\u1eef li\u1ec7u v\u0103n b\u1ea3n phi c\u1ea5u tr\u00fac th\u00e0nh c\u00e1c h\u1ea1ng m\u1ee5c b\u1ea3o d\u01b0\u1ee1ng c\u00f3 c\u1ea5u tr\u00fac Ph\u00e2n t\u00edch v\u00e0 d\u1ef1 \u0111o\u00e1n d\u1eef li\u1ec7u DeepSurv (H\u1ecdc s\u00e2u ph\u00e2n t\u00edch s\u1ed1ng s\u00f3t) D\u1ef1 \u0111o\u00e1n chu k\u1ef3 thay th\u1ebf v\u00e0 h\u1ecfng h\u00f3c c\u1ee7a c\u00e1c b\u1ed9 ph\u1eadn ch\u00ednh d\u1ef1a tr\u00ean d\u1eef li\u1ec7u b\u1ea3o d\u01b0\u1ee1ng t\u00edch l\u0169y M\u00f4 h\u00ecnh ph\u00e2n t\u00edch d\u1ef1 \u0111o\u00e1n Cung c\u1ea5p th\u00f4ng b\u00e1o b\u1ea3o d\u01b0\u1ee1ng d\u1ef1 \u0111o\u00e1n \u0111\u01b0\u1ee3c c\u00e1 nh\u00e2n h\u00f3a c\u00f3 t\u00ednh \u0111\u1ebfn qu\u00e3ng \u0111\u01b0\u1eddng \u0111\u00e3 \u0111i, th\u00f3i quen c\u1ee7a ng\u01b0\u1eddi l\u00e1i, v.v. D\u1ecbch v\u1ee5 v\u00e0 \u0111\u1ec1 xu\u1ea5t M\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn (LLM) T\u01b0\u01a1ng t\u00e1c t\u1ef1 nhi\u00ean v\u00e0 tr\u1ea3 l\u1eddi c\u00e1c c\u00e2u h\u1ecfi c\u1ee7a ng\u01b0\u1eddi d\u00f9ng Th\u1ebf h\u1ec7 t\u0103ng c\u01b0\u1eddng truy xu\u1ea5t (RAG) LLM tham chi\u1ebfu c\u01a1 s\u1edf d\u1eef li\u1ec7u n\u1ed9i b\u1ed9 c\u1ee7a Fitdata \u0111\u1ec3 \u0111\u01b0a ra c\u00e1c \u0111\u1ec1 xu\u1ea5t xe m\u00e1y \u0111\u00e3 qua s\u1eed d\u1ee5ng ch\u00ednh x\u00e1c v\u00e0 \u0111\u00e1ng tin c\u1eady C\u01a1 s\u1edf h\u1ea1 t\u1ea7ng n\u1ec1n t\u1ea3ng SaaS (Ph\u1ea7n m\u1ec1m nh\u01b0 m\u1ed9t d\u1ecbch v\u1ee5) Cung c\u1ea5p gi\u1ea3i ph\u00e1p qu\u1ea3n l\u00fd kh\u00e1ch h\u00e0ng v\u00e0 qu\u1ea3n l\u00fd l\u1ecbch s\u1eed b\u1ea3o d\u01b0\u1ee1ng cho c\u00e1c c\u1eeda h\u00e0ng s\u1eeda ch\u1eefa H\u1ec7 th\u1ed1ng k\u1ebft h\u1ee3p th\u1eddi gian th\u1ef1c K\u1ebft n\u1ed1i ng\u01b0\u1eddi l\u00e1i v\u1edbi c\u00e1c c\u1eeda h\u00e0ng s\u1eeda ch\u1eefa \u0111\u00e1ng tin c\u1eady g\u1ea7n \u0111\u00f3 trong th\u1eddi gian th\u1ef1c Qu\u1ea3n l\u00fd chu\u1ed7i cung \u1ee9ng ph\u1ee5 t\u00f9ng (SCM) H\u1ed7 tr\u1ee3 d\u1ef1 b\u00e1o nhu c\u1ea7u ph\u1ee5 t\u00f9ng v\u00e0 qu\u1ea3n l\u00fd h\u00e0ng t\u1ed3n kho hi\u1ec7u qu\u1ea3 th\u00f4ng qua ph\u00e2n t\u00edch d\u1eef li\u1ec7u T\u1ea7m \u1ea3nh h\u01b0\u1edfng th\u1ecb tr\u01b0\u1eddng v\u00e0 tri\u1ec3n v\u1ecdng t\u01b0\u01a1ng lai Fitdata \u0111\u00e3 ch\u1ee9ng minh \u0111\u01b0\u1ee3c ti\u1ec1m n\u0103ng c\u1ee7a m\u00ecnh tr\u00ean th\u1ecb tr\u01b0\u1eddng b\u1eb1ng c\u00e1ch thu h\u00fat h\u01a1n 100 c\u1eeda h\u00e0ng s\u1eeda ch\u1eefa v\u00e0 h\u01a1n 1.500 ng\u01b0\u1eddi l\u00e1i xe th\u00f4ng qua n\u1ec1n t\u1ea3ng ri\u00eang c\u1ee7a m\u00ecnh c\u00f3 t\u00ean l\u00e0 \u2018REFAIRS\u2019. M\u1ee5c ti\u00eau c\u1ee7a h\u1ecd l\u00e0 m\u1edf r\u1ed9ng ra ngo\u00e0i th\u1ecb tr\u01b0\u1eddng trong n\u01b0\u1edbc sang \u0110\u00f4ng Nam \u00c1 (Indonesia, Vi\u1ec7t Nam, Th\u00e1i Lan) v\u00e0 \u1ea4n \u0110\u1ed9, nh\u1eefng n\u01a1i c\u00f3 t\u1ef7 l\u1ec7 s\u1edf h\u1eefu xe m\u00e1y cao. \u0110\u1eb7c bi\u1ec7t, th\u1ecb tr\u01b0\u1eddng B2B nh\u01b0 c\u00e1c c\u00f4ng ty b\u1ea3o hi\u1ec3m ho\u1eb7c c\u00e1c c\u00f4ng ty giao h\u00e0ng c\u00f3 th\u1ec3 l\u00e0 m\u1ed9t c\u01a1 h\u1ed9i l\u1edbn cho Fitdata. C\u00e1c c\u00f4ng ty n\u00e0y v\u1eadn h\u00e0nh m\u1ed9t s\u1ed1 l\u01b0\u1ee3ng l\u1edbn xe hai b\u00e1nh th\u01b0\u01a1ng m\u1ea1i v\u00e0 r\u1ea5t quan t\u00e2m \u0111\u1ebfn vi\u1ec7c gi\u1ea3m chi ph\u00ed v\u1eadn h\u00e0nh v\u00e0 t\u1ef7 l\u1ec7 tai n\u1ea1n th\u00f4ng qua qu\u1ea3n l\u00fd ph\u01b0\u01a1ng ti\u1ec7n c\u00f3 h\u1ec7 th\u1ed1ng. Gi\u1ea3i ph\u00e1p qu\u1ea3n l\u00fd ph\u01b0\u01a1ng ti\u1ec7n d\u1ef1a tr\u00ean d\u1eef li\u1ec7u v\u00e0 b\u1ea3o d\u01b0\u1ee1ng d\u1ef1 \u0111o\u00e1n c\u1ee7a Fitdata c\u00f3 th\u1ec3 \u0111\u00e1p \u1ee9ng ch\u00ednh x\u00e1c nhu c\u1ea7u c\u1ee7a h\u1ecd. K\u1ebft lu\u1eadn: V\u1ebd n\u00ean t\u01b0\u01a1ng lai c\u1ee7a th\u1ecb tr\u01b0\u1eddng xe hai b\u00e1nh b\u1eb1ng d\u1eef li\u1ec7u Fitdata \u0111ang mang l\u1ea1i s\u1ef1 \u0111\u1ed5i m\u1edbi cho th\u1ecb tr\u01b0\u1eddng h\u1eadu m\u00e3i xe hai b\u00e1nh, v\u1ed1n \u0111\u00e3 b\u1ecb \u0111\u00ecnh tr\u1ec7 trong nhi\u1ec1u th\u1eadp k\u1ef7, b\u1eb1ng c\u00e1ch k\u1ebft h\u1ee3p m\u1ed9t c\u00e1ch h\u1eefu c\u01a1 c\u00e1c c\u00f4ng ngh\u1ec7 AI ti\u00ean ti\u1ebfn nh\u01b0 OCR, NLP, h\u1ecdc s\u00e2u v\u00e0 LLM. N\u1ec1n t\u1ea3ng c\u00f4ng ngh\u1ec7 c\u1ee7a h\u1ecd kh\u00f4ng ch\u1ec9 l\u00e0 m\u1ed9t danh s\u00e1ch c\u00e1c c\u00f4ng ngh\u1ec7 ri\u00eang l\u1ebb, m\u00e0 \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf t\u1ec9 m\u1ec9 \u0111\u1ec3 t\u1ed1i \u0111a h\u00f3a gi\u00e1 tr\u1ecb c\u1ee7a d\u1eef li\u1ec7u. T\u1eeb vi\u1ec7c t\u1ef1 \u0111\u1ed9ng c\u1ea5u tr\u00fac h\u00f3a d\u1eef li\u1ec7u phi c\u1ea5u tr\u00fac \u0111\u1ebfn b\u1ea3o d\u01b0\u1ee1ng d\u1ef1 \u0111o\u00e1n v\u00e0 c\u00e1c \u0111\u1ec1 xu\u1ea5t giao d\u1ecbch \u0111\u1ed3 c\u0169 \u0111\u00e1ng tin c\u1eady, n\u1ec1n t\u1ea3ng c\u1ee7a Fitdata \u0111ang thi\u1ebft l\u1eadp m\u1ed9t ti\u00eau chu\u1ea9n m\u1edbi cho to\u00e0n b\u1ed9 v\u00f2ng \u0111\u1eddi c\u1ee7a xe hai b\u00e1nh. D\u1ef1a tr\u00ean s\u1ef1 th\u00e2m nh\u1eadp th\u1ecb tr\u01b0\u1eddng ban \u0111\u1ea7u th\u00e0nh c\u00f4ng v\u00e0 chi\u1ebfn l\u01b0\u1ee3c m\u1edf r\u1ed9ng to\u00e0n c\u1ea7u r\u00f5 r\u00e0ng, \u0111\u00e1ng ch\u00fa \u00fd l\u00e0 li\u1ec7u Fitdata c\u00f3 th\u1ec3 ph\u00e1t tri\u1ec3n th\u00e0nh m\u1ed9t k\u1ef3 l\u00e2n to\u00e0n c\u1ea7u ngo\u00e0i vi\u1ec7c tr\u1edf th\u00e0nh \u2018Cardoc\u2019 c\u1ee7a th\u1ecb tr\u01b0\u1eddng xe hai b\u00e1nh hay kh\u00f4ng. H\u00e0nh tr\u00ecnh c\u00f4ng ngh\u1ec7 c\u1ee7a h\u1ecd s\u1ebd l\u00e0 m\u1ed9t v\u00ed d\u1ee5 tuy\u1ec7t v\u1eddi v\u1ec1 c\u00e1ch d\u1eef li\u1ec7u c\u00f3 th\u1ec3 \u0111\u1ed5i m\u1edbi c\u00e1c ng\u00e0nh c\u00f4ng nghi\u1ec7p truy\u1ec1n th\u1ed1ng v\u00e0 t\u1ea1o ra gi\u00e1 tr\u1ecb m\u1edbi.<\/p>","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-9","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"_links":{"self":[{"href":"https:\/\/forge.growthrowstory.com\/index.php?rest_route=\/wp\/v2\/posts\/9","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/forge.growthrowstory.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/forge.growthrowstory.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/forge.growthrowstory.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/forge.growthrowstory.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=9"}],"version-history":[{"count":0,"href":"https:\/\/forge.growthrowstory.com\/index.php?rest_route=\/wp\/v2\/posts\/9\/revisions"}],"wp:attachment":[{"href":"https:\/\/forge.growthrowstory.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=9"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/forge.growthrowstory.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=9"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/forge.growthrowstory.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=9"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}