{"id":9,"date":"2026-02-06T06:08:07","date_gmt":"2026-02-06T06:08:07","guid":{"rendered":"https:\/\/steerlab.growthrowstory.com\/?p=9"},"modified":"2026-02-06T06:08:07","modified_gmt":"2026-02-06T06:08:07","slug":"xay-dung-co-so-du-lieu-phu-tung-xe-may-duoc-tieu-chuan-hoa","status":"publish","type":"post","link":"https:\/\/steerlab.growthrowstory.com\/?p=9","title":{"rendered":"X\u00e2y d\u1ef1ng C\u01a1 s\u1edf d\u1eef li\u1ec7u Ph\u1ee5 t\u00f9ng Xe m\u00e1y \u0111\u01b0\u1ee3c Ti\u00eau chu\u1ea9n h\u00f3a"},"content":{"rendered":"

Ph\u00e2n t\u00edch k\u1ef9 thu\u1eadt v\u1ec1 Fitdata: H\u01b0\u1edbng t\u1edbi x\u00e2y d\u1ef1ng c\u01a1 s\u1edf d\u1eef li\u1ec7u ph\u1ee5 t\u00f9ng xe m\u00e1y \u0111\u01b0\u1ee3c ti\u00eau chu\u1ea9n h\u00f3a<\/h1>\n

Ng\u00e0nh c\u00f4ng nghi\u1ec7p xe m\u00e1y cung c\u1ea5p ph\u01b0\u01a1ng ti\u1ec7n di chuy\u1ec3n thi\u1ebft y\u1ebfu cho h\u00e0ng tri\u1ec7u ng\u01b0\u1eddi tr\u00ean to\u00e0n th\u1ebf gi\u1edbi v\u00e0 \u0111ang c\u00f3 s\u1ef1 t\u0103ng tr\u01b0\u1edfng b\u00f9ng n\u1ed5, \u0111\u1eb7c bi\u1ec7t l\u00e0 \u1edf c\u00e1c th\u1ecb tr\u01b0\u1eddng m\u1edbi n\u1ed5i nh\u01b0 \u0110\u00f4ng Nam \u00c1. Tuy nhi\u00ean, \u0111\u1eb1ng sau s\u1ef1 t\u0103ng tr\u01b0\u1edfng v\u1ec1 s\u1ed1 l\u01b0\u1ee3ng n\u00e0y l\u00e0 nh\u1eefng v\u1ea5n \u0111\u1ec1 c\u1ea5u tr\u00fac \u0111\u00e3 t\u1ed3n t\u1ea1i t\u1eeb l\u00e2u ch\u01b0a \u0111\u01b0\u1ee3c gi\u1ea3i quy\u1ebft. \u0110\u00f3 ch\u00ednh l\u00e0 s\u1ef1 ph\u00e2n m\u1ea3nh c\u1ee7a d\u1eef li\u1ec7u v\u00e0 thi\u1ebfu c\u00e1c ti\u00eau chu\u1ea9n<\/strong>. \u0110\u1eb7c bi\u1ec7t, h\u01a1n 99,9% d\u1eef li\u1ec7u v\u1ec1 ph\u1ee5 t\u00f9ng v\u00e0 b\u1ea3o d\u01b0\u1ee1ng, v\u1ed1n \u0111\u00f3ng vai tr\u00f2 c\u1ed1t l\u00f5i trong to\u00e0n b\u1ed9 v\u00f2ng \u0111\u1eddi c\u1ee7a xe m\u00e1y, \u0111ang n\u1eb1m r\u1ea3i r\u00e1c \u1edf d\u1ea1ng ngo\u1ea1i tuy\u1ebfn v\u00e0 \u0111\u01b0\u1ee3c qu\u1ea3n l\u00fd m\u00e0 kh\u00f4ng c\u00f3 m\u1ed9t h\u1ec7 th\u1ed1ng b\u00e0i b\u1ea3n. \u0110i\u1ec1u n\u00e0y d\u1eabn \u0111\u1ebfn vi\u1ec7c b\u1ea3o d\u01b0\u1ee1ng kh\u00f4ng hi\u1ec7u qu\u1ea3, s\u1ef1 thi\u1ebfu minh b\u1ea1ch c\u1ee7a th\u1ecb tr\u01b0\u1eddng xe c\u0169 do th\u00f4ng tin b\u1ea5t \u0111\u1ed1i x\u1ee9ng, v\u00e0 l\u00e0 nguy\u00ean nh\u00e2n ch\u00ednh c\u1ea3n tr\u1edf ti\u1ec1m n\u0103ng t\u0103ng tr\u01b0\u1edfng c\u1ee7a to\u00e0n ng\u00e0nh.<\/p>\n

Xu\u1ea5t ph\u00e1t t\u1eeb nh\u1eadn th\u1ee9c v\u1ec1 v\u1ea5n \u0111\u1ec1 n\u00e0y, Fitdata<\/strong>, m\u1ed9t c\u00f4ng ty kh\u1edfi nghi\u1ec7p c\u1ee7a H\u00e0n Qu\u1ed1c, \u0111ang d\u1eabn \u0111\u1ea7u qu\u00e1 tr\u00ecnh chuy\u1ec3n \u0111\u1ed5i s\u1ed1 c\u1ee7a ng\u00e0nh b\u1eb1ng c\u00e1ch ph\u00e1t tri\u1ec3n m\u1ed9t n\u1ec1n t\u1ea3ng qu\u1ea3n l\u00fd v\u00f2ng \u0111\u1eddi xe m\u00e1y d\u1ef1a tr\u00ean c\u00f4ng ngh\u1ec7 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI). M\u1ee5c ti\u00eau c\u1ed1t l\u00f5i c\u1ee7a Fitdata l\u00e0 thu th\u1eadp v\u00e0 tinh ch\u1ec9nh d\u1eef li\u1ec7u ph\u00e2n m\u1ea3nh \u0111\u1ec3 x\u00e2y d\u1ef1ng m\u1ed9t c\u01a1 s\u1edf d\u1eef li\u1ec7u ph\u1ee5 t\u00f9ng xe m\u00e1y \u0111\u01b0\u1ee3c ti\u00eau chu\u1ea9n h\u00f3a<\/strong>. B\u00e1o c\u00e1o ph\u00e2n t\u00edch k\u1ef9 thu\u1eadt n\u00e0y nh\u1eb1m m\u1ee5c \u0111\u00edch ph\u00e2n t\u00edch s\u00e2u v\u1ec1 c\u00e1ch ti\u1ebfp c\u1eadn k\u1ef9 thu\u1eadt m\u00e0 Fitdata \u0111ang th\u1ef1c hi\u1ec7n \u0111\u1ec3 \u0111\u1ea1t \u0111\u01b0\u1ee3c m\u1ee5c ti\u00eau n\u00e0y v\u00e0 nh\u1eefng \u0111\u1ed5i m\u1edbi m\u00e0 gi\u1ea3i ph\u00e1p c\u1ee7a h\u1ecd c\u00f3 th\u1ec3 mang l\u1ea1i cho ng\u00e0nh c\u00f4ng nghi\u1ec7p xe m\u00e1y.<\/p>\n

\"H\u00ecnh<\/p>\n

Th\u1ef1c tr\u1ea1ng th\u1ecb tr\u01b0\u1eddng ph\u1ee5 t\u00f9ng xe m\u00e1y: Bi\u1ec3n d\u1eef li\u1ec7u ph\u00e2n m\u1ea3nh<\/h2>\n

Th\u1ecb tr\u01b0\u1eddng ph\u1ee5 t\u00f9ng xe m\u00e1y hi\u1ec7n nay l\u00e0 m\u1ed9t l\u0129nh v\u1ef1c m\u00e0 hi\u1ec7n t\u01b0\u1ee3ng ‘silo d\u1eef li\u1ec7u’ (data silo) di\u1ec5n ra c\u1ef1c k\u1ef3 nghi\u00eam tr\u1ecdng. V\u1edbi v\u00f4 s\u1ed1 nh\u00e0 s\u1ea3n xu\u1ea5t, ki\u1ec3u m\u00e1y v\u00e0 n\u0103m s\u1ea3n xu\u1ea5t, c\u00e1c lo\u1ea1i v\u00e0 th\u00f4ng s\u1ed1 k\u1ef9 thu\u1eadt c\u1ee7a ph\u1ee5 t\u00f9ng r\u1ea5t \u0111a d\u1ea1ng, v\u00e0 n\u1ebfu t\u00ednh c\u1ea3 c\u00e1c ph\u1ee5 t\u00f9ng t\u01b0\u01a1ng th\u00edch v\u00e0 thay th\u1ebf, s\u1ef1 ph\u1ee9c t\u1ea1p s\u1ebd t\u0103ng l\u00ean theo c\u1ea5p s\u1ed1 nh\u00e2n. T\u1ea1i c\u00e1c c\u1eeda h\u00e0ng s\u1eeda ch\u1eefa, vi\u1ec7c x\u00e1c \u0111\u1ecbnh v\u00e0 \u0111\u1eb7t h\u00e0ng ph\u1ee5 t\u00f9ng ch\u1ee7 y\u1ebfu d\u1ef1a v\u00e0o kinh nghi\u1ec7m c\u1ee7a c\u00e1c th\u1ee3 s\u1eeda ch\u1eefa l\u00e0nh ngh\u1ec1, \u0111i\u1ec1u n\u00e0y th\u01b0\u1eddng d\u1eabn \u0111\u1ebfn l\u00e3ng ph\u00ed th\u1eddi gian v\u00e0 chi ph\u00ed do \u0111\u1eb7t sai ph\u1ee5 t\u00f9ng. Ng\u01b0\u1eddi ti\u00eau d\u00f9ng c\u0169ng kh\u00f3 c\u00f3 th\u1ec3 bi\u1ebft ch\u00ednh x\u00e1c nh\u1eefng ph\u1ee5 t\u00f9ng n\u00e0o \u0111\u00e3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng tr\u00ean xe c\u1ee7a m\u00ecnh hay l\u1ecbch s\u1eed b\u1ea3o d\u01b0\u1ee1ng ra sao.<\/p>\n

S\u1ef1 ph\u00e2n m\u1ea3nh d\u1eef li\u1ec7u n\u00e0y g\u00e2y ra c\u00e1c v\u1ea5n \u0111\u1ec1 c\u1ee5 th\u1ec3 sau:<\/p>\n

    \n
  • Qu\u1ea3n l\u00fd t\u1ed3n kho kh\u00f4ng hi\u1ec7u qu\u1ea3<\/strong>: C\u00e1c c\u1eeda h\u00e0ng s\u1eeda ch\u1eefa v\u00e0 nh\u00e0 cung c\u1ea5p ph\u1ee5 t\u00f9ng g\u1eb7p kh\u00f3 kh\u0103n trong vi\u1ec7c d\u1ef1 b\u00e1o nhu c\u1ea7u ch\u00ednh x\u00e1c, d\u1eabn \u0111\u1ebfn t\u00ecnh tr\u1ea1ng t\u1ed3n kho qu\u00e1 nhi\u1ec1u ho\u1eb7c thi\u1ebfu h\u1ee5t.<\/li>\n
  • Th\u00f4ng tin b\u1ea5t \u0111\u1ed1i x\u1ee9ng<\/strong>: Khi giao d\u1ecbch xe m\u00e1y c\u0169, ng\u01b0\u1eddi mua kh\u00f4ng th\u1ec3 bi\u1ebft l\u1ecbch s\u1eed b\u1ea3o d\u01b0\u1ee1ng ch\u00ednh x\u00e1c ho\u1eb7c chi ti\u1ebft thay th\u1ebf ph\u1ee5 t\u00f9ng c\u1ee7a xe, g\u00e2y ra v\u1ea5n \u0111\u1ec1 ‘Th\u1ecb tr\u01b0\u1eddng qu\u1ea3 chanh’ (Lemon Market).<\/li>\n
  • C\u1ea3n tr\u1edf s\u1ef1 ph\u00e1t tri\u1ec3n c\u00f4ng ngh\u1ec7<\/strong>: N\u1ebfu kh\u00f4ng c\u00f3 d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c ti\u00eau chu\u1ea9n h\u00f3a, r\u1ea5t kh\u00f3 \u0111\u1ec3 gi\u1edbi thi\u1ec7u c\u00e1c m\u00f4 h\u00ecnh d\u1ecbch v\u1ee5 m\u1edbi d\u1ef1a tr\u00ean d\u1eef li\u1ec7u nh\u01b0 b\u1ea3o d\u01b0\u1ee1ng d\u1ef1 \u0111o\u00e1n, ph\u00e1t tri\u1ec3n c\u00e1c s\u1ea3n ph\u1ea9m b\u1ea3o hi\u1ec3m t\u00f9y ch\u1ec9nh.<\/li>\n<\/ul>\n

    Fitdata \u0111\u00e3 ch\u1ea9n \u0111o\u00e1n r\u1eb1ng nguy\u00ean nh\u00e2n s\u00e2u xa c\u1ee7a nh\u1eefng v\u1ea5n \u0111\u1ec1 n\u00e0y n\u1eb1m \u1edf s\u1ef1 thi\u1ebfu h\u1ee5t m\u1ed9t h\u1ec7 th\u1ed1ng thu th\u1eadp v\u00e0 qu\u1ea3n l\u00fd d\u1eef li\u1ec7u c\u00f3 h\u1ec7 th\u1ed1ng<\/strong>. V\u00e0 h\u1ecd \u0111\u1ec1 xu\u1ea5t gi\u1ea3i ph\u00e1p l\u00e0 c\u00f4ng ngh\u1ec7 c\u1ea5u tr\u00fac h\u00f3a d\u1eef li\u1ec7u t\u1ef1 \u0111\u1ed9ng s\u1eed d\u1ee5ng c\u00f4ng ngh\u1ec7 AI, \u0111\u1eb7c bi\u1ec7t l\u00e0 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).<\/p>\n

    \"H\u00ecnh<\/p>\n

    C\u00f4ng ngh\u1ec7 c\u1ed1t l\u00f5i c\u1ee7a Fitdata: Ti\u00eau chu\u1ea9n h\u00f3a d\u1eef li\u1ec7u b\u1eb1ng AI<\/h2>\n

    S\u1ef1 \u0111\u1ed5i m\u1edbi k\u1ef9 thu\u1eadt c\u1ee7a Fitdata b\u1eaft \u0111\u1ea7u t\u1eeb c\u00f4ng ngh\u1ec7 ‘c\u1ea5u tr\u00fac h\u00f3a t\u1ef1 \u0111\u1ed9ng b\u1ea3ng k\u00ea chi ti\u1ebft s\u1eeda ch\u1eefa’<\/strong>. \u0110\u00e2y l\u00e0 c\u00f4ng ngh\u1ec7 nh\u1eadn d\u1ea1ng v\u00e0 tr\u00edch xu\u1ea5t t\u1ef1 \u0111\u1ed9ng v\u0103n b\u1ea3n v\u00e0 d\u1eef li\u1ec7u b\u00ean trong c\u00e1c b\u1ea3ng k\u00ea chi ti\u1ebft s\u1eeda ch\u1eefa \u0111\u01b0\u1ee3c vi\u1ebft tay ho\u1eb7c in ra theo c\u00e1c \u0111\u1ecbnh d\u1ea1ng kh\u00e1c nhau t\u1ea1i c\u00e1c c\u1eeda h\u00e0ng s\u1eeda ch\u1eefa, sau \u0111\u00f3 chuy\u1ec3n \u0111\u1ed5i ch\u00fang th\u00e0nh d\u1eef li\u1ec7u k\u1ef9 thu\u1eadt s\u1ed1 c\u00f3 c\u1ea5u tr\u00fac. Qu\u00e1 tr\u00ecnh n\u00e0y \u0111\u01b0\u1ee3c chia th\u00e0nh hai giai \u0111o\u1ea1n ch\u00ednh.<\/p>\n

    1. Nh\u1eadn d\u1ea1ng k\u00fd t\u1ef1 quang h\u1ecdc (OCR)<\/strong><\/p>\n

    Fitdata s\u1eed d\u1ee5ng c\u00f4ng c\u1ee5 OCR t\u1ef1 ph\u00e1t tri\u1ec3n \u0111\u1ec3 tr\u00edch xu\u1ea5t v\u0103n b\u1ea3n v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c cao t\u1eeb h\u00ecnh \u1ea3nh c\u1ee7a c\u00e1c lo\u1ea1i b\u1ea3ng k\u00ea chi ti\u1ebft s\u1eeda ch\u1eefa kh\u00e1c nhau. Trong khi c\u00f4ng ngh\u1ec7 OCR ph\u1ed5 th\u00f4ng hi\u1ec7n c\u00f3 \u0111\u01b0\u1ee3c t\u1ed1i \u01b0u h\u00f3a cho c\u00e1c t\u00e0i li\u1ec7u c\u00f3 c\u1ea5u tr\u00fac, OCR c\u1ee7a Fitdata cho th\u1ea5y hi\u1ec7u su\u1ea5t v\u01b0\u1ee3t tr\u1ed9i ngay c\u1ea3 trong m\u00f4i tr\u01b0\u1eddng kh\u00f4ng \u0111i\u1ec3n h\u00ecnh c\u1ee7a c\u00e1c b\u1ea3ng k\u00ea chi ti\u1ebft s\u1eeda ch\u1eefa, ch\u1eb3ng h\u1ea1n nh\u01b0 ch\u1eef vi\u1ebft tay, c\u00e1c ki\u1ec3u ch\u1eef in \u0111a d\u1ea1ng v\u00e0 c\u1ea5u tr\u00fac b\u1ea3ng ph\u1ee9c t\u1ea1p. Fitdata cho bi\u1ebft \u0111i\u1ec3m F1-score (trung b\u00ecnh h\u00e0i h\u00f2a c\u1ee7a \u0111\u1ed9 ch\u00ednh x\u00e1c v\u00e0 \u0111\u1ed9 bao ph\u1ee7) c\u1ee7a OCR \u0111\u1ea1t 92%, \u0111\u00e2y l\u00e0 m\u1ee9c \u0111\u1ed9 ch\u00ednh x\u00e1c \u0111\u1ee7 \u0111\u1ec3 s\u1eed d\u1ee5ng trong m\u00f4i tr\u01b0\u1eddng c\u00f4ng nghi\u1ec7p th\u1ef1c t\u1ebf.<\/p>\n

    2. X\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean (NLP)<\/strong><\/p>\n

    V\u0103n b\u1ea3n \u0111\u01b0\u1ee3c tr\u00edch xu\u1ea5t th\u00f4ng qua OCR ch\u1ec9 l\u00e0 m\u1ed9t chu\u1ed7i c\u00e1c k\u00fd t\u1ef1. Fitdata \u00e1p d\u1ee5ng c\u00f4ng ngh\u1ec7 NLP v\u00e0o \u0111\u00e2y \u0111\u1ec3 ph\u00e2n t\u00edch v\u00e0 ph\u00e2n lo\u1ea1i \u00fd ngh\u0129a c\u1ee7a m\u1ed7i v\u0103n b\u1ea3n (v\u00ed d\u1ee5: s\u1ed1 khung, t\u00ean ph\u1ee5 t\u00f9ng, n\u1ed9i dung c\u00f4ng vi\u1ec7c, chi ph\u00ed, v.v.). \u0110\u1eb7c bi\u1ec7t, c\u00f4ng ngh\u1ec7 c\u1ed1t l\u00f5i l\u00e0 hi\u1ec3u c\u00e1c thu\u1eadt ng\u1eef l\u00f3ng, vi\u1ebft t\u1eaft v\u00e0 kh\u00f4ng chu\u1ea9n m\u00e0 c\u00e1c th\u1ee3 s\u1eeda ch\u1eefa s\u1eed d\u1ee5ng v\u00e0 chuy\u1ec3n \u0111\u1ed5i ch\u00fang th\u00e0nh t\u00ean ph\u1ee5 t\u00f9ng ho\u1eb7c t\u00ean c\u00f4ng vi\u1ec7c \u0111\u01b0\u1ee3c ti\u00eau chu\u1ea9n h\u00f3a. V\u00ed d\u1ee5, ngay c\u1ea3 khi c\u00f4ng vi\u1ec7c ‘thay d\u1ea7u \u0111\u1ed9ng c\u01a1’ \u0111\u01b0\u1ee3c th\u1ec3 hi\u1ec7n theo nhi\u1ec1u c\u00e1ch kh\u00e1c nhau nh\u01b0 ‘thay E\/O’, ‘thay nh\u1edbt’, m\u00f4 h\u00ecnh NLP s\u1ebd nh\u1eadn ra t\u1ea5t c\u1ea3 ch\u00fang l\u00e0 c\u00f9ng m\u1ed9t m\u00e3 c\u00f4ng vi\u1ec7c ti\u00eau chu\u1ea9n v\u00e0 \u00e1nh x\u1ea1 ch\u00fang. Th\u00f4ng qua \u0111\u00f3, d\u1eef li\u1ec7u b\u1ea3o d\u01b0\u1ee1ng cu\u1ed1i c\u00f9ng c\u0169ng tr\u1edf th\u00e0nh d\u1ea1ng m\u00e0 m\u00e1y c\u00f3 th\u1ec3 \u0111\u1ecdc v\u00e0 ph\u00e2n t\u00edch (machine-readable).<\/p>\n

    Th\u00f4ng qua s\u1ef1 k\u1ebft h\u1ee3p c\u1ee7a hai c\u00f4ng ngh\u1ec7 n\u00e0y, Fitdata chuy\u1ec3n \u0111\u1ed5i m\u1ed9t l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u b\u1ea3o d\u01b0\u1ee1ng \u0111ang ng\u1ee7 y\u00ean \u1edf d\u1ea1ng ngo\u1ea1i tuy\u1ebfn th\u00e0nh t\u00e0i s\u1ea3n k\u1ef9 thu\u1eadt s\u1ed1 v\u00e0 l\u1ea5y \u0111\u00f3 l\u00e0m n\u1ec1n t\u1ea3ng cho c\u01a1 s\u1edf d\u1eef li\u1ec7u ph\u1ee5 t\u00f9ng \u0111\u01b0\u1ee3c ti\u00eau chu\u1ea9n h\u00f3a.<\/p>\n

    \"H\u00ecnh<\/p>\n

    X\u00e2y d\u1ef1ng c\u01a1 s\u1edf d\u1eef li\u1ec7u ph\u1ee5 t\u00f9ng ti\u00eau chu\u1ea9n: Th\u00e1ch th\u1ee9c k\u1ef9 thu\u1eadt v\u00e0 gi\u1ea3i ph\u00e1p<\/h2>\n

    Qu\u00e1 tr\u00ecnh x\u00e2y d\u1ef1ng c\u01a1 s\u1edf d\u1eef li\u1ec7u ph\u1ee5 t\u00f9ng ti\u00eau chu\u1ea9n d\u1ef1a tr\u00ean d\u1eef li\u1ec7u b\u1ea3o d\u01b0\u1ee1ng \u0111\u01b0\u1ee3c c\u1ea5u tr\u00fac h\u00f3a t\u1ef1 \u0111\u1ed9ng \u0111i k\u00e8m v\u1edbi nh\u1eefng th\u00e1ch th\u1ee9c k\u1ef9 thu\u1eadt kh\u00e1c. Fitdata \u0111ang \u00e1p d\u1ee5ng c\u00e1c c\u00e1ch ti\u1ebfp c\u1eadn sau trong qu\u00e1 tr\u00ecnh n\u00e0y.<\/p>\n

      \n
    • Thi\u1ebft k\u1ebf m\u00f4 h\u00ecnh d\u1eef li\u1ec7u t\u00edch h\u1ee3p<\/strong>: Thi\u1ebft k\u1ebf m\u1ed9t l\u01b0\u1ee3c \u0111\u1ed3 d\u1eef li\u1ec7u linh ho\u1ea1t v\u00e0 c\u00f3 th\u1ec3 m\u1edf r\u1ed9ng \u0111\u1ec3 bao qu\u00e1t t\u00ean ph\u1ee5 t\u00f9ng, s\u1ed1 hi\u1ec7u ri\u00eang, th\u00f4ng tin quy c\u00e1ch c\u1ee7a c\u00e1c nh\u00e0 s\u1ea3n xu\u1ea5t kh\u00e1c nhau. H\u00ecnh th\u00e0nh m\u1ed9t c\u1ea5u tr\u00fac d\u1eef li\u1ec7u \u0111a chi\u1ec1u d\u1ef1a tr\u00ean ki\u1ec3u xe, n\u0103m s\u1ea3n xu\u1ea5t, danh m\u1ee5c ph\u1ee5 t\u00f9ng (\u0111\u1ed9ng c\u01a1, th\u00e2n xe, \u0111i\u1ec7n, v.v.) \u0111\u1ec3 c\u00f3 th\u1ec3 t\u00ecm th\u1ea5y th\u00f4ng tin ph\u1ee5 t\u00f9ng mong mu\u1ed1n m\u1ed9t c\u00e1ch nhanh ch\u00f3ng v\u00e0 ch\u00ednh x\u00e1c cho b\u1ea5t k\u1ef3 truy v\u1ea5n (query) n\u00e0o.<\/li>\n
    • Tinh ch\u1ec9nh v\u00e0 x\u00e1c minh d\u1eef li\u1ec7u<\/strong>: \u00c1p d\u1ee5ng quy tr\u00ecnh x\u00e1c minh nhi\u1ec1u b\u01b0\u1edbc \u0111\u1ec3 gi\u1ea3m thi\u1ec3u c\u00e1c l\u1ed7i c\u00f3 th\u1ec3 x\u1ea3y ra trong qu\u00e1 tr\u00ecnh OCR v\u00e0 NLP v\u00e0 duy tr\u00ec t\u00ednh nh\u1ea5t qu\u00e1n c\u1ee7a d\u1eef li\u1ec7u. V\u00ed d\u1ee5, n\u1ebfu m\u1ed9t ph\u1ee5 t\u00f9ng kh\u00f4ng t\u01b0\u01a1ng \u1ee9ng v\u1edbi m\u1ed9t s\u1ed1 khung c\u1ee5 th\u1ec3 \u0111\u01b0\u1ee3c nh\u1eadp v\u00e0o, ho\u1eb7c th\u00f4ng tin gi\u00e1 c\u1ea3 b\u1ea5t th\u01b0\u1eddng \u0111\u01b0\u1ee3c bao g\u1ed3m, h\u1ec7 th\u1ed1ng s\u1ebd t\u1ef1 \u0111\u1ed9ng ph\u00e1t hi\u1ec7n v\u00e0 s\u1eeda ch\u1eefa ho\u1eb7c y\u00eau c\u1ea7u qu\u1ea3n tr\u1ecb vi\u00ean xem x\u00e9t.<\/li>\n
    • H\u1ecdc h\u1ecfi v\u00e0 c\u1eadp nh\u1eadt li\u00ean t\u1ee5c<\/strong>: Khi c\u00e1c ki\u1ec3u xe m\u00e1y v\u00e0 ph\u1ee5 t\u00f9ng m\u1edbi li\u00ean t\u1ee5c \u0111\u01b0\u1ee3c ph\u00e1t h\u00e0nh, c\u01a1 s\u1edf d\u1eef li\u1ec7u ph\u1ea3i \u0111\u01b0\u1ee3c c\u1eadp nh\u1eadt li\u00ean t\u1ee5c. Fitdata \u0111ang \u00e1p d\u1ee5ng ph\u01b0\u01a1ng ph\u00e1p ‘H\u1ecdc tr\u1ef1c tuy\u1ebfn’ (Online Learning), trong \u0111\u00f3 m\u00f4 h\u00ecnh AI h\u1ecdc h\u1ecfi m\u1ed7i khi d\u1eef li\u1ec7u b\u1ea3ng k\u00ea chi ti\u1ebft s\u1eeda ch\u1eefa m\u1edbi \u0111\u01b0\u1ee3c nh\u1eadp v\u00e0o \u0111\u1ec3 t\u1ef1 \u0111\u1ed9ng th\u00eam v\u00e0 ph\u00e2n lo\u1ea1i th\u00f4ng tin ho\u1eb7c thu\u1eadt ng\u1eef ph\u1ee5 t\u00f9ng m\u1edbi v\u00e0o c\u01a1 s\u1edf d\u1eef li\u1ec7u.<\/li>\n<\/ul>\n

      C\u01a1 s\u1edf d\u1eef li\u1ec7u ph\u1ee5 t\u00f9ng ti\u00eau chu\u1ea9n \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng th\u00f4ng qua qu\u00e1 tr\u00ecnh n\u00e0y kh\u00f4ng ch\u1ec9 l\u00e0 m\u1ed9t danh s\u00e1ch t\u1eadp h\u1ee3p th\u00f4ng tin ph\u1ee5 t\u00f9ng, m\u00e0 c\u00f2n ho\u1ea1t \u0111\u1ed9ng nh\u01b0 m\u1ed9t c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng c\u1ed1t l\u00f5i gi\u1ea3i quy\u1ebft c\u00e1c v\u1ea5n \u0111\u1ec1 kh\u00e1c nhau c\u1ee7a ng\u00e0nh c\u00f4ng nghi\u1ec7p xe m\u00e1y.<\/p>\n

      \"H\u00ecnh<\/p>\n

      V\u01b0\u1ee3t ra ngo\u00e0i c\u01a1 s\u1edf d\u1eef li\u1ec7u: B\u1ea3o d\u01b0\u1ee1ng d\u1ef1 \u0111o\u00e1n v\u00e0 nh\u1eefng kh\u1ea3 n\u0103ng m\u1edbi<\/h2>\n

      C\u01a1 s\u1edf d\u1eef li\u1ec7u ph\u1ee5 t\u00f9ng \u0111\u01b0\u1ee3c ti\u00eau chu\u1ea9n h\u00f3a v\u00e0 d\u1eef li\u1ec7u l\u1ecbch s\u1eed b\u1ea3o d\u01b0\u1ee1ng t\u00edch l\u0169y cho ph\u00e9p m\u1ed9t c\u00f4ng ngh\u1ec7 c\u1ed1t l\u00f5i kh\u00e1c c\u1ee7a Fitdata: B\u1ea3o d\u01b0\u1ee1ng d\u1ef1 \u0111o\u00e1n (Predictive Maintenance)<\/strong>. Fitdata s\u1eed d\u1ee5ng m\u00f4 h\u00ecnh DeepSurv<\/strong>, m\u1ed9t trong nh\u1eefng k\u1ef9 thu\u1eadt Ph\u00e2n t\u00edch s\u1ed1ng c\u00f2n (Survival Analysis), \u0111\u1ec3 d\u1ef1 \u0111o\u00e1n chu k\u1ef3 thay th\u1ebf c\u1ee7a m\u1ed9t ph\u1ee5 t\u00f9ng c\u1ee5 th\u1ec3. \u0110i\u1ec1u n\u00e0y ti\u1ebfn m\u1ed9t b\u01b0\u1edbc xa h\u01a1n so v\u1edbi ph\u01b0\u01a1ng ph\u00e1p b\u1ea3o d\u01b0\u1ee1ng ph\u00f2ng ng\u1eeba (Preventive Maintenance) hi\u1ec7n c\u00f3, v\u1ed1n ch\u1ec9 d\u1ef1a tr\u00ean qu\u00e3ng \u0111\u01b0\u1eddng \u0111i trung b\u00ecnh.<\/p>\n

      M\u00f4 h\u00ecnh DeepSurv t\u00ednh to\u00e1n \u0111\u1ed9ng ‘\u0111i\u1ec3m r\u1ee7i ro h\u1ecfng h\u00f3c’ (risk score) c\u1ee7a m\u1ed7i ph\u1ee5 t\u00f9ng b\u1eb1ng c\u00e1ch xem x\u00e9t to\u00e0n di\u1ec7n c\u00e1c bi\u1ebfn s\u1ed1 kh\u00e1c nhau nh\u01b0 th\u00f3i quen l\u00e1i xe, m\u00f4i tr\u01b0\u1eddng l\u00e1i xe v\u00e0 l\u1ecbch s\u1eed b\u1ea3o d\u01b0\u1ee1ng trong qu\u00e1 kh\u1ee9 c\u1ee7a t\u1eebng chi\u1ebfc xe m\u00e1y. Th\u00f4ng qua \u0111\u00f3, ng\u01b0\u1eddi l\u00e1i xe s\u1ebd nh\u1eadn \u0111\u01b0\u1ee3c th\u00f4ng b\u00e1o thay th\u1ebf ph\u1ee5 t\u00f9ng k\u1ecbp th\u1eddi \u0111\u1ec3 ph\u00f2ng ng\u1eeba h\u1ecfng h\u00f3c, v\u00e0 c\u00e1c c\u1eeda h\u00e0ng s\u1eeda ch\u1eefa c\u00f3 th\u1ec3 n\u1eafm b\u1eaft tr\u01b0\u1edbc nhu c\u1ea7u b\u1ea3o d\u01b0\u1ee1ng ti\u1ec1m n\u0103ng \u0111\u1ec3 t\u1ed1i \u01b0u h\u00f3a l\u01b0\u1ee3ng ph\u1ee5 t\u00f9ng t\u1ed3n kho. Fitdata cho bi\u1ebft sai s\u1ed1 tuy\u1ec7t \u0111\u1ed1i trung b\u00ecnh (MAE) c\u1ee7a m\u00f4 h\u00ecnh d\u1ef1 \u0111o\u00e1n n\u00e0y l\u00e0 kho\u1ea3ng 480 km, \u0111\u00e2y l\u00e0 m\u1ee9c \u0111\u1ed9 \u0111\u1ee7 ch\u00ednh x\u00e1c \u0111\u1ec3 ng\u01b0\u1eddi l\u00e1i xe l\u00ean k\u1ebf ho\u1ea1ch \u0111\u1ebfn c\u1eeda h\u00e0ng s\u1eeda ch\u1eefa.<\/p>\n

      H\u01a1n n\u1eefa, Fitdata \u0111ang m\u1edf r\u1ed9ng c\u00f4ng ngh\u1ec7 c\u1ee7a m\u00ecnh sang d\u1ecbch v\u1ee5 \u0111\u1ec1 xu\u1ea5t mua xe m\u00e1y c\u0169 d\u1ef1a tr\u00ean LLM (M\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn)<\/strong> b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng d\u1eef li\u1ec7u t\u00edch l\u0169y. \u0110\u00e2y l\u00e0 m\u1ed9t d\u1ecbch v\u1ee5 s\u1eed d\u1ee5ng c\u00f4ng ngh\u1ec7 T\u1ea1o sinh t\u0103ng c\u01b0\u1eddng truy xu\u1ea5t (RAG, Retrieval-Augmented Generation) \u0111\u1ec3 so s\u00e1nh v\u00e0 ph\u00e2n t\u00edch c\u00e1c y\u00eau c\u1ea7u c\u1ee7a ng\u01b0\u1eddi mua ti\u1ec1m n\u0103ng nh\u01b0 ng\u00e2n s\u00e1ch, m\u1ee5c \u0111\u00edch l\u00e1i xe, ki\u1ec3u xe \u01b0a th\u00edch v\u1edbi d\u1eef li\u1ec7u l\u1ecbch s\u1eed b\u1ea3o d\u01b0\u1ee1ng th\u1ef1c t\u1ebf v\u00e0 d\u1eef li\u1ec7u ph\u1ee5 t\u00f9ng \u0111\u01b0\u1ee3c t\u00edch l\u0169y trong c\u01a1 s\u1edf d\u1eef li\u1ec7u \u0111\u1ec3 \u0111\u1ec1 xu\u1ea5t nh\u1eefng chi\u1ebfc xe c\u0169 t\u1ed1i \u01b0u nh\u1ea5t. Th\u00f4ng qua \u0111\u00f3, h\u1ecd \u0111\u1eb7t m\u1ee5c ti\u00eau gi\u1ea3i quy\u1ebft v\u1ea5n \u0111\u1ec1 b\u1ea5t \u0111\u1ed1i x\u1ee9ng th\u00f4ng tin tr\u00ean th\u1ecb tr\u01b0\u1eddng xe m\u00e1y c\u0169 v\u00e0 t\u1ea1o ra m\u1ed9t m\u00f4i tr\u01b0\u1eddng giao d\u1ecbch \u0111\u00e1ng tin c\u1eady cho ng\u01b0\u1eddi ti\u00eau d\u00f9ng. Fitdata \u0111\u1eb7t m\u1ee5c ti\u00eau n\u00e2ng \u0111\u1ed9 ch\u00ednh x\u00e1c c\u1ee7a h\u1ec7 th\u1ed1ng \u0111\u1ec1 xu\u1ea5t n\u00e0y l\u00ean 90%.<\/p>\n

      \"H\u00ecnh<\/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

      C\u00f4ng ngh\u1ec7 c\u1ee7a Fitdata kh\u00f4ng ch\u1ec9 \u0111\u01a1n thu\u1ea7n l\u00e0 n\u00e2ng cao hi\u1ec7u qu\u1ea3 b\u1ea3o d\u01b0\u1ee1ng, m\u00e0 c\u00f2n c\u00f3 ti\u1ec1m n\u0103ng t\u00e1c \u0111\u1ed9ng t\u00edch c\u1ef1c \u0111\u1ebfn to\u00e0n b\u1ed9 h\u1ec7 sinh th\u00e1i c\u1ee7a ng\u00e0nh c\u00f4ng nghi\u1ec7p xe m\u00e1y. H\u1ecd \u0111\u00e3 ch\u1ee9ng minh \u0111\u01b0\u1ee3c ti\u1ec1m n\u0103ng \u0111\u00f3 th\u00f4ng qua n\u1ec1n t\u1ea3ng ‘REFAIRS’, hi\u1ec7n \u0111ang \u0111\u01b0\u1ee3c h\u01a1n 100 c\u1eeda h\u00e0ng s\u1eeda ch\u1eefa v\u00e0 h\u01a1n 1.500 ng\u01b0\u1eddi l\u00e1i xe s\u1eed d\u1ee5ng, v\u00e0 d\u1ef1a tr\u00ean \u0111\u00f3, h\u1ecd \u0111ang m\u1edf r\u1ed9ng sang c\u00e1c m\u00f4 h\u00ecnh kinh doanh \u0111a d\u1ea1ng nh\u01b0 SaaS (Ph\u1ea7n m\u1ec1m d\u01b0\u1edbi d\u1ea1ng d\u1ecbch v\u1ee5) cho c\u00e1c c\u1eeda h\u00e0ng s\u1eeda ch\u1eefa, qu\u1ea3n l\u00fd chu\u1ed7i cung \u1ee9ng ph\u1ee5 t\u00f9ng, v\u00e0 c\u00e1c d\u1ecbch v\u1ee5 B2B cho c\u00e1c c\u00f4ng ty b\u1ea3o hi\u1ec3m v\u00e0 giao h\u00e0ng.<\/p>\n

      \u0110\u1eb7c bi\u1ec7t, th\u1ecb tr\u01b0\u1eddng m\u00e0 Fitdata \u0111ang nh\u1eafm \u0111\u1ebfn l\u00e0 c\u00e1c th\u1ecb tr\u01b0\u1eddng \u0110\u00f4ng Nam \u00c1 nh\u01b0 Indonesia, Vi\u1ec7t Nam, Th\u00e1i Lan v\u00e0 \u1ea4n \u0110\u1ed9, n\u01a1i xe m\u00e1y l\u00e0 ph\u01b0\u01a1ng ti\u1ec7n giao th\u00f4ng ch\u00ednh. Trong th\u1ecb tr\u01b0\u1eddng b\u1ea3o d\u01b0\u1ee1ng xe m\u00e1y to\u00e0n c\u1ea7u, d\u1ef1 ki\u1ebfn s\u1ebd t\u0103ng tr\u01b0\u1edfng t\u1eeb 72,93 t\u1ef7 \u0111\u00f4 la v\u00e0o n\u0103m 2025 l\u00ean 110 t\u1ef7 \u0111\u00f4 la v\u00e0o n\u0103m 2035, gi\u1ea3i ph\u00e1p d\u1ef1a tr\u00ean d\u1eef li\u1ec7u c\u1ee7a Fitdata \u0111\u01b0\u1ee3c k\u1ef3 v\u1ecdng s\u1ebd c\u00f3 l\u1ee3i th\u1ebf c\u1ea1nh tranh m\u1ea1nh m\u1ebd. B\u1eb1ng c\u00e1ch chi\u1ebfm l\u0129nh tr\u01b0\u1edbc c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c ti\u00eau chu\u1ea9n h\u00f3a, Fitdata c\u00f3 th\u1ec3 s\u1ebd \u0111\u00f3ng vai tr\u00f2 nh\u01b0 m\u1ed9t ‘h\u1ec7 \u0111i\u1ec1u h\u00e0nh (OS)’ c\u1ee7a ng\u00e0nh c\u00f4ng nghi\u1ec7p xe m\u00e1y trong t\u01b0\u01a1ng lai.<\/p>\n

      K\u1ebft lu\u1eadn: V\u1ebd n\u00ean t\u01b0\u01a1ng lai m\u1edbi cho ng\u00e0nh c\u00f4ng nghi\u1ec7p xe m\u00e1y b\u1eb1ng d\u1eef li\u1ec7u<\/h2>\n

      Fitdata \u0111ang s\u1eed d\u1ee5ng c\u00f4ng ngh\u1ec7 AI \u0111\u1ec3 gi\u1ea3i quy\u1ebft v\u1ea5n \u0111\u1ec1 ph\u00e2n m\u1ea3nh d\u1eef li\u1ec7u c\u1ed1 h\u1eefu c\u1ee7a ng\u00e0nh c\u00f4ng nghi\u1ec7p xe m\u00e1y v\u00e0 x\u00e2y d\u1ef1ng m\u1ed9t c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng c\u1ed1t l\u00f5i l\u00e0 c\u01a1 s\u1edf d\u1eef li\u1ec7u ph\u1ee5 t\u00f9ng \u0111\u01b0\u1ee3c ti\u00eau chu\u1ea9n h\u00f3a<\/strong>. \u0110\u00e2y kh\u00f4ng ch\u1ec9 l\u00e0 m\u1ed9t th\u00e0nh t\u1ef1u k\u1ef9 thu\u1eadt, m\u00e0 c\u00f2n l\u00e0 ch\u1ea5t x\u00fac t\u00e1c cho s\u1ef1 \u0111\u1ed5i m\u1edbi, d\u1eabn \u0111\u1ebfn vi\u1ec7c n\u00e2ng cao hi\u1ec7u qu\u1ea3 c\u1ee7a th\u1ecb tr\u01b0\u1eddng b\u1ea3o d\u01b0\u1ee1ng, \u0111\u1ea3m b\u1ea3o t\u00ednh minh b\u1ea1ch c\u1ee7a giao d\u1ecbch xe c\u0169 v\u00e0 s\u1ef1 ra \u0111\u1eddi c\u1ee7a c\u00e1c d\u1ecbch v\u1ee5 m\u1edbi d\u1ef1a tr\u00ean d\u1eef li\u1ec7u nh\u01b0 b\u1ea3o d\u01b0\u1ee1ng d\u1ef1 \u0111o\u00e1n.<\/p>\n

      T\u1ea5t nhi\u00ean, vi\u1ec7c thay \u0111\u1ed5i m\u1ed9t ng\u00e0nh c\u00f4ng nghi\u1ec7p kh\u1ed5ng l\u1ed3 c\u00f3 v\u00f4 s\u1ed1 c\u00e1c b\u00ean li\u00ean quan kh\u00f4ng ph\u1ea3i l\u00e0 m\u1ed9t nhi\u1ec7m v\u1ee5 d\u1ec5 d\u00e0ng. Tuy nhi\u00ean, s\u1ef1 nh\u1eadn th\u1ee9c v\u1ea5n \u0111\u1ec1 r\u00f5 r\u00e0ng, chi\u1ec1u s\u00e2u k\u1ef9 thu\u1eadt v\u00e0 kh\u1ea3 n\u0103ng th\u1ef1c thi t\u00e1o b\u1ea1o m\u00e0 Fitdata th\u1ec3 hi\u1ec7n cho th\u1ea5y h\u1ecd c\u00f3 \u0111\u1ee7 n\u0103ng l\u1ef1c \u0111\u1ec3 d\u1eabn d\u1eaft qu\u00e1 tr\u00ecnh chuy\u1ec3n \u0111\u1ed5i s\u1ed1 c\u1ee7a ng\u00e0nh c\u00f4ng nghi\u1ec7p xe m\u00e1y. Th\u1eadt \u0111\u00e1ng \u0111\u1ec3 theo d\u00f5i xem Fitdata s\u1ebd v\u1ebd n\u00ean t\u01b0\u01a1ng lai m\u1edbi c\u1ee7a ng\u00e0nh c\u00f4ng nghi\u1ec7p xe m\u00e1y nh\u01b0 th\u1ebf n\u00e0o v\u1edbi la b\u00e0n l\u00e0 d\u1eef li\u1ec7u.<\/p>","protected":false},"excerpt":{"rendered":"

      Ph\u00e2n t\u00edch k\u1ef9 thu\u1eadt v\u1ec1 Fitdata: H\u01b0\u1edbng t\u1edbi x\u00e2y d\u1ef1ng c\u01a1 s\u1edf d\u1eef li\u1ec7u ph\u1ee5 t\u00f9ng xe m\u00e1y \u0111\u01b0\u1ee3c ti\u00eau chu\u1ea9n h\u00f3a Ng\u00e0nh c\u00f4ng nghi\u1ec7p xe m\u00e1y cung c\u1ea5p ph\u01b0\u01a1ng Continue reading<\/a><\/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:\/\/steerlab.growthrowstory.com\/index.php?rest_route=\/wp\/v2\/posts\/9","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/steerlab.growthrowstory.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/steerlab.growthrowstory.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/steerlab.growthrowstory.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/steerlab.growthrowstory.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=9"}],"version-history":[{"count":0,"href":"https:\/\/steerlab.growthrowstory.com\/index.php?rest_route=\/wp\/v2\/posts\/9\/revisions"}],"wp:attachment":[{"href":"https:\/\/steerlab.growthrowstory.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=9"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/steerlab.growthrowstory.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=9"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/steerlab.growthrowstory.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=9"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}