{"id":7,"date":"2026-02-06T06:09:08","date_gmt":"2026-02-06T06:09:08","guid":{"rendered":"https:\/\/steerplace.growthrowstory.com\/?p=7"},"modified":"2026-02-06T06:09:08","modified_gmt":"2026-02-06T06:09:08","slug":"khoa-hoc-dang-sau-cac-thuat-toan-bao-tri-du-doan","status":"publish","type":"post","link":"https:\/\/steerplace.growthrowstory.com\/?p=7","title":{"rendered":"Khoa h\u1ecdc \u0111\u1eb1ng sau c\u00e1c thu\u1eadt to\u00e1n b\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n"},"content":{"rendered":"

B\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n \u0111ang nhanh ch\u00f3ng thay \u0111\u1ed5i b\u1ed1i c\u1ea3nh c\u1ee7a m\u00e1y m\u00f3c c\u00f4ng nghi\u1ec7p v\u00e0 ng\u00e0nh c\u00f4ng nghi\u1ec7p xe m\u00e1y c\u0169ng kh\u00f4ng ngo\u1ea1i l\u1ec7. B\u1eb1ng c\u00e1ch t\u1eadn d\u1ee5ng s\u1ee9c m\u1ea1nh c\u1ee7a tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o v\u00e0 h\u1ecdc m\u00e1y, c\u00e1c c\u00f4ng ty gi\u1edd \u0111\u00e2y c\u00f3 th\u1ec3 d\u1ef1 \u0111o\u00e1n h\u1ecfng h\u00f3c c\u1ee7a c\u00e1c b\u1ed9 ph\u1eadn tr\u01b0\u1edbc khi ch\u00fang x\u1ea3y ra, gi\u1ea3m thi\u1ec3u th\u1eddi gian ch\u1ebft, gi\u1ea3m chi ph\u00ed v\u00e0 t\u0103ng c\u01b0\u1eddng an to\u00e0n. \u0110i \u0111\u1ea7u trong cu\u1ed9c c\u00e1ch m\u1ea1ng n\u00e0y l\u00e0 Fitdata, 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 AI tinh vi \u0111\u1ec3 qu\u1ea3n l\u00fd v\u00f2ng \u0111\u1eddi xe hai b\u00e1nh. B\u00e1o c\u00e1o k\u1ef9 thu\u1eadt n\u00e0y cung c\u1ea5p m\u1ed9t ph\u00e2n t\u00edch s\u00e2u v\u1ec1 khoa h\u1ecdc \u0111\u1eb1ng sau c\u00e1c thu\u1eadt to\u00e1n b\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n c\u1ee7a Fitdata, kh\u00e1m ph\u00e1 c\u00e1c c\u00f4ng ngh\u1ec7 c\u01a1 b\u1ea3n, ph\u01b0\u01a1ng ph\u00e1p d\u1ef1a tr\u00ean d\u1eef li\u1ec7u v\u00e0 t\u00e1c \u0111\u1ed9ng \u0111\u00e1ng k\u1ec3 m\u00e0 ch\u00fang c\u00f3 th\u1ec3 c\u00f3 tr\u00ean th\u1ecb tr\u01b0\u1eddng xe m\u00e1y.<\/p>\n

Nh\u1eefng h\u1ea1n ch\u1ebf c\u1ee7a b\u1ea3o tr\u00ec xe m\u00e1y truy\u1ec1n th\u1ed1ng<\/h2>\n

Trong nhi\u1ec1u th\u1eadp k\u1ef7, b\u1ea3o tr\u00ec xe m\u00e1y \u0111\u00e3 b\u1ecb chi ph\u1ed1i b\u1edfi hai ph\u01b0\u01a1ng ph\u00e1p ch\u00ednh: ph\u1ea3n \u1ee9ng v\u00e0 ph\u00f2ng ng\u1eeba. B\u1ea3o tr\u00ec ph\u1ea3n \u1ee9ng, hay “b\u1ea3o tr\u00ec khi h\u1ecfng”, li\u00ean quan \u0111\u1ebfn vi\u1ec7c s\u1eeda ch\u1eefa c\u00e1c b\u1ed9 ph\u1eadn ch\u1ec9 sau khi ch\u00fang \u0111\u00e3 h\u1ecfng. C\u00e1ch ti\u1ebfp c\u1eadn n\u00e0y kh\u00f4ng ch\u1ec9 t\u1ed1n k\u00e9m do th\u1eddi gian ch\u1ebft b\u1ea5t ng\u1edd v\u00e0 c\u00e1c h\u01b0 h\u1ecfng th\u1ee9 c\u1ea5p ti\u1ec1m \u1ea9n m\u00e0 c\u00f2n g\u00e2y ra nh\u1eefng r\u1ee7i ro an to\u00e0n \u0111\u00e1ng k\u1ec3 cho ng\u01b0\u1eddi l\u00e1i. M\u1eb7t kh\u00e1c, b\u1ea3o tr\u00ec ph\u00f2ng ng\u1eeba d\u1ef1a tr\u00ean m\u1ed9t l\u1ecbch tr\u00ecnh c\u1ed1 \u0111\u1ecbnh, trong \u0111\u00f3 c\u00e1c b\u1ed9 ph\u1eadn \u0111\u01b0\u1ee3c thay th\u1ebf \u0111\u1ecbnh k\u1ef3 d\u1ef1a tr\u00ean s\u1ed1 d\u1eb7m ho\u1eb7c th\u1eddi gian, b\u1ea5t k\u1ec3 t\u00ecnh tr\u1ea1ng th\u1ef1c t\u1ebf c\u1ee7a ch\u00fang. M\u1eb7c d\u00f9 ph\u01b0\u01a1ng ph\u00e1p n\u00e0y l\u00e0 m\u1ed9t c\u1ea3i ti\u1ebfn so v\u1edbi chi\u1ebfn l\u01b0\u1ee3c ho\u00e0n to\u00e0n ph\u1ea3n \u1ee9ng, nh\u01b0ng n\u00f3 th\u01b0\u1eddng d\u1eabn \u0111\u1ebfn vi\u1ec7c thay th\u1ebf s\u1edbm c\u00e1c b\u1ed9 ph\u1eadn v\u1eabn c\u00f2n ho\u1ea1t \u0111\u1ed9ng t\u1ed1t, g\u00e2y ra c\u00e1c chi ph\u00ed kh\u00f4ng c\u1ea7n thi\u1ebft cho ch\u1ee7 s\u1edf h\u1eefu.<\/p>\n

V\u1ea5n \u0111\u1ec1 c\u1ed1t l\u00f5i g\u00e2y kh\u00f3 kh\u0103n cho ng\u00e0nh s\u1eeda ch\u1eefa xe m\u00e1y l\u00e0 s\u1ef1 thi\u1ebfu h\u1ee5t d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c ti\u00eau chu\u1ea9n h\u00f3a v\u00e0 c\u00f3 th\u1ec3 truy c\u1eadp. Th\u1ecb tr\u01b0\u1eddng n\u00e0y ph\u1ea7n l\u1edbn ho\u1ea1t \u0111\u1ed9ng ngo\u1ea1i tuy\u1ebfn, v\u1edbi \u01b0\u1edbc t\u00ednh 99,9% c\u00e1c c\u1eeda h\u00e0ng s\u1eeda ch\u1eefa ho\u1ea1t \u0111\u1ed9ng m\u00e0 kh\u00f4ng c\u00f3 h\u1ec7 th\u1ed1ng l\u01b0u tr\u1eef h\u1ed3 s\u01a1 k\u1ef9 thu\u1eadt s\u1ed1. \u0110i\u1ec1u n\u00e0y t\u1ea1o ra m\u1ed9t m\u00f4i tr\u01b0\u1eddng b\u1ecb ph\u00e2n m\u1ea3nh v\u00e0 thi\u1ebfu minh b\u1ea1ch, n\u01a1i l\u1ecbch s\u1eed b\u1ea3o tr\u00ec th\u01b0\u1eddng kh\u00f4ng \u0111\u1ea7y \u0111\u1ee7, kh\u00f4ng nh\u1ea5t qu\u00e1n ho\u1eb7c b\u1ecb m\u1ea5t theo th\u1eddi gian. S\u1ef1 b\u1ea5t \u0111\u1ed1i x\u1ee9ng th\u00f4ng tin \u0111\u1eb7c bi\u1ec7t r\u00f5 r\u1ec7t tr\u00ean th\u1ecb tr\u01b0\u1eddng xe m\u00e1y \u0111\u00e3 qua s\u1eed d\u1ee5ng, n\u01a1i ng\u01b0\u1eddi mua c\u00f3 r\u1ea5t \u00edt ho\u1eb7c kh\u00f4ng c\u00f3 th\u00f4ng tin \u0111\u00e1ng tin c\u1eady v\u1ec1 t\u00ecnh tr\u1ea1ng th\u1ef1c t\u1ebf v\u00e0 l\u1ecbch s\u1eed b\u1ea3o tr\u00ec c\u1ee7a m\u1ed9t chi\u1ebfc xe.<\/p>\n

\"Bi\u1ec3u<\/p>\n

C\u00e1ch ti\u1ebfp c\u1eadn l\u1ea5y d\u1eef li\u1ec7u l\u00e0m trung t\u00e2m c\u1ee7a Fitdata \u0111\u1ed1i v\u1edbi b\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n<\/h2>\n

Fitdata gi\u1ea3i quy\u1ebft nh\u1eefng th\u00e1ch th\u1ee9c n\u00e0y b\u1eb1ng c\u00e1ch x\u00e2y d\u1ef1ng n\u1ec1n t\u1ea3ng b\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n c\u1ee7a m\u00ecnh tr\u00ean m\u1ed9t n\u1ec1n t\u1ea3ng d\u1eef li\u1ec7u to\u00e0n di\u1ec7n, ch\u1ea5t l\u01b0\u1ee3ng cao. C\u00f4ng ty \u0111\u00e3 ph\u00e1t tri\u1ec3n m\u1ed9t chi\u1ebfn l\u01b0\u1ee3c \u0111a h\u01b0\u1edbng \u0111\u1ec3 thu th\u1eadp, c\u1ea5u tr\u00fac v\u00e0 ph\u00e2n t\u00edch l\u01b0\u1ee3ng l\u1edbn th\u00f4ng tin c\u1ea7n thi\u1ebft \u0111\u1ec3 x\u00e2y d\u1ef1ng c\u00e1c m\u00f4 h\u00ecnh d\u1ef1 \u0111o\u00e1n ch\u00ednh x\u00e1c. Chi\u1ebfn l\u01b0\u1ee3c n\u00e0y t\u1eadp trung v\u00e0o ba tr\u1ee5 c\u1ed9t c\u00f4ng ngh\u1ec7 ch\u00ednh:<\/p>\n

    \n
  1. \n

    C\u1ea5u tr\u00fac h\u00f3a h\u1ed3 s\u01a1 b\u1ea3o tr\u00ec t\u1ef1 \u0111\u1ed9ng:<\/strong> \u0110\u1ec3 kh\u1eafc ph\u1ee5c t\u00ecnh tr\u1ea1ng thi\u1ebfu h\u1ed3 s\u01a1 k\u1ef9 thu\u1eadt s\u1ed1, Fitdata s\u1eed d\u1ee5ng c\u00e1c c\u00f4ng ngh\u1ec7 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) ti\u00ean ti\u1ebfn. \u0110i\u1ec1u n\u00e0y cho ph\u00e9p n\u1ec1n t\u1ea3ng t\u1ef1 \u0111\u1ed9ng tr\u00edch xu\u1ea5t v\u00e0 c\u1ea5u tr\u00fac th\u00f4ng tin quan tr\u1ecdng t\u1eeb c\u00e1c h\u00f3a \u0111\u01a1n b\u1ea3o tr\u00ec v\u00e0 \u0111\u01a1n \u0111\u1eb7t h\u00e0ng s\u1eeda ch\u1eefa tr\u00ean gi\u1ea5y. B\u1eb1ng c\u00e1ch chuy\u1ec3n \u0111\u1ed5i v\u0103n b\u1ea3n v\u00e0 h\u00ecnh \u1ea3nh kh\u00f4ng c\u00f3 c\u1ea5u tr\u00fac th\u00e0nh m\u1ed9t \u0111\u1ecbnh d\u1ea1ng \u0111\u01b0\u1ee3c ti\u00eau chu\u1ea9n h\u00f3a, c\u00f3 th\u1ec3 \u0111\u1ecdc \u0111\u01b0\u1ee3c b\u1eb1ng m\u00e1y, Fitdata t\u1ea1o ra m\u1ed9t l\u1ecbch s\u1eed b\u1ea3o tr\u00ec phong ph\u00fa v\u00e0 chi ti\u1ebft cho m\u1ed7i chi\u1ebfc xe. C\u00f4ng ty \u0111\u00e3 \u0111\u1ea1t \u0111\u01b0\u1ee3c \u0111i\u1ec3m F1 \u1ea5n t\u01b0\u1ee3ng l\u00e0 92% cho c\u00f4ng ngh\u1ec7 OCR c\u1ee7a m\u00ecnh, cho th\u1ea5y \u0111\u1ed9 ch\u00ednh x\u00e1c cao trong vi\u1ec7c tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u.<\/p>\n<\/li>\n

  2. \n

    B\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n v\u1edbi DeepSurv:<\/strong> Trung t\u00e2m c\u1ee7a kh\u1ea3 n\u0103ng d\u1ef1 \u0111o\u00e1n c\u1ee7a Fitdata l\u00e0 m\u1ed9t m\u00f4 h\u00ecnh ph\u00e2n t\u00edch s\u1ef1 s\u1ed1ng c\u00f2n tinh vi c\u00f3 t\u00ean l\u00e0 DeepSurv. Kh\u00f4ng gi\u1ed1ng nh\u01b0 c\u00e1c m\u00f4 h\u00ecnh h\u1ed3i quy ho\u1eb7c ph\u00e2n lo\u1ea1i truy\u1ec1n th\u1ed1ng d\u1ef1 \u0111o\u00e1n m\u1ed9t gi\u00e1 tr\u1ecb c\u1ee5 th\u1ec3 ho\u1eb7c m\u1ed9t nh\u00e3n l\u1edbp, ph\u00e2n t\u00edch s\u1ef1 s\u1ed1ng c\u00f2n \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 d\u1ef1 \u0111o\u00e1n th\u1eddi gian cho \u0111\u1ebfn khi m\u1ed9t s\u1ef1 ki\u1ec7n quan t\u00e2m x\u1ea3y ra\u2014trong tr\u01b0\u1eddng h\u1ee3p n\u00e0y l\u00e0 s\u1ef1 h\u1ecfng h\u00f3c c\u1ee7a m\u1ed9t b\u1ed9 ph\u1eadn xe m\u00e1y. DeepSurv l\u00e0 m\u1ed9t ph\u1ea7n m\u1edf r\u1ed9ng d\u1ef1a tr\u00ean h\u1ecdc s\u00e2u c\u1ee7a m\u00f4 h\u00ecnh r\u1ee7i ro t\u1ef7 l\u1ec7 thu\u1eadn Cox, cho ph\u00e9p n\u00f3 n\u1eafm b\u1eaft c\u00e1c m\u1ed1i quan h\u1ec7 ph\u1ee9c t\u1ea1p, phi tuy\u1ebfn t\u00ednh gi\u1eefa c\u00e1c \u0111\u1eb7c tr\u01b0ng \u0111\u1ea7u v\u00e0o kh\u00e1c nhau v\u00e0 kh\u1ea3 n\u0103ng h\u1ecfng h\u00f3c. \u0110i\u1ec1u n\u00e0y cho ph\u00e9p n\u1ec1n t\u1ea3ng t\u1ea1o ra c\u00e1c d\u1ef1 \u0111o\u00e1n c\u00f3 \u0111\u1ed9 ch\u00ednh x\u00e1c cao v\u1ec1 tu\u1ed5i th\u1ecd h\u1eefu \u00edch c\u00f2n l\u1ea1i c\u1ee7a c\u00e1c b\u1ed9 ph\u1eadn quan tr\u1ecdng.<\/p>\n<\/li>\n

  3. \n

    \u0110\u1ec1 xu\u1ea5t mua h\u00e0ng d\u1ef1a tr\u00ean LLM:<\/strong> Fitdata c\u0169ng t\u1eadn d\u1ee5ng c\u00e1c M\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn (LLM) v\u00e0 Th\u1ebf h\u1ec7 t\u0103ng c\u01b0\u1eddng truy xu\u1ea5t (RAG) \u0111\u1ec3 cung c\u1ea5p c\u00e1c \u0111\u1ec1 xu\u1ea5t d\u1ef1a tr\u00ean d\u1eef li\u1ec7u cho vi\u1ec7c mua xe m\u00e1y \u0111\u00e3 qua s\u1eed d\u1ee5ng. B\u1eb1ng c\u00e1ch ph\u00e2n t\u00edch l\u1ecbch s\u1eed b\u1ea3o tr\u00ec c\u00f3 c\u1ea5u tr\u00fac c\u1ee7a m\u1ed9t chi\u1ebfc xe v\u00e0 so s\u00e1nh n\u00f3 v\u1edbi m\u1ed9t c\u01a1 s\u1edf d\u1eef li\u1ec7u kh\u1ed5ng l\u1ed3 g\u1ed3m c\u00e1c m\u00f4 h\u00ecnh t\u01b0\u01a1ng t\u1ef1, n\u1ec1n t\u1ea3ng c\u00f3 th\u1ec3 \u0111\u00e1nh gi\u00e1 t\u00ecnh tr\u1ea1ng t\u1ed5ng th\u1ec3 c\u1ee7a chi\u1ebfc xe, x\u00e1c \u0111\u1ecbnh c\u00e1c r\u1ee7i ro ti\u1ec1m \u1ea9n v\u00e0 cung c\u1ea5p m\u1ed9t \u01b0\u1edbc t\u00ednh \u0111\u00e1ng tin c\u1eady v\u1ec1 gi\u00e1 tr\u1ecb th\u1ecb tr\u01b0\u1eddng h\u1ee3p l\u00fd c\u1ee7a n\u00f3. \u0110i\u1ec1u n\u00e0y gi\u00fap ng\u01b0\u1eddi mua \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh s\u00e1ng su\u1ed1t v\u00e0 gi\u1ea3m thi\u1ec3u s\u1ef1 b\u1ea5t \u0111\u1ed1i x\u1ee9ng th\u00f4ng tin \u0111\u00e3 g\u00e2y kh\u00f3 kh\u0103n cho th\u1ecb tr\u01b0\u1eddng xe m\u00e1y \u0111\u00e3 qua s\u1eed d\u1ee5ng t\u1eeb l\u00e2u.<\/p>\n<\/li>\n<\/ol>\n

    \"B\u1ea3ng<\/p>\n

    T\u00ecm hi\u1ec3u s\u00e2u v\u1ec1 c\u00e1c thu\u1eadt to\u00e1n b\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n<\/h2>\n

    \u0110\u1ec3 \u0111\u00e1nh gi\u00e1 \u0111\u1ea7y \u0111\u1ee7 s\u1ef1 tinh vi trong c\u00e1ch ti\u1ebfp c\u1eadn c\u1ee7a Fitdata, \u0111i\u1ec1u c\u1ea7n thi\u1ebft l\u00e0 ph\u1ea3i hi\u1ec3u b\u1ed1i c\u1ea3nh c\u1ee7a c\u00e1c thu\u1eadt to\u00e1n b\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n. M\u1eb7c d\u00f9 c\u00f3 r\u1ea5t nhi\u1ec1u k\u1ef9 thu\u1eadt, ch\u00fang c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c ph\u00e2n lo\u1ea1i r\u1ed9ng r\u00e3i th\u00e0nh ba nh\u00f3m ch\u00ednh: m\u00f4 h\u00ecnh th\u1ed1ng k\u00ea truy\u1ec1n th\u1ed1ng, m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y v\u00e0 m\u00f4 h\u00ecnh h\u1ecdc s\u00e2u. B\u1ea3ng sau \u0111\u00e2y cung c\u1ea5p m\u1ed9t so s\u00e1nh v\u1ec1 c\u00e1c c\u00e1ch ti\u1ebfp c\u1eadn n\u00e0y:<\/p>\n\n\n\n\n\n\n\n
    Lo\u1ea1i thu\u1eadt to\u00e1n<\/th>\nV\u00ed d\u1ee5<\/th>\n\u01afu \u0111i\u1ec3m<\/th>\nNh\u01b0\u1ee3c \u0111i\u1ec3m<\/th>\nTr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng t\u1ed1t nh\u1ea5t<\/th>\n<\/tr>\n<\/thead>\n
    M\u00f4 h\u00ecnh th\u1ed1ng k\u00ea truy\u1ec1n th\u1ed1ng<\/strong><\/td>\nARIMA, L\u00e0m m\u1ecbn h\u00e0m m\u0169<\/td>\n\u0110\u01a1n gi\u1ea3n \u0111\u1ec3 tri\u1ec3n khai, hi\u1ec7u qu\u1ea3 v\u1ec1 m\u1eb7t t\u00ednh to\u00e1n<\/td>\nGi\u1ea3 \u0111\u1ecbnh c\u00e1c m\u1ed1i quan h\u1ec7 tuy\u1ebfn t\u00ednh, b\u1ecb h\u1ea1n ch\u1ebf trong vi\u1ec7c x\u1eed l\u00fd d\u1eef li\u1ec7u ph\u1ee9c t\u1ea1p<\/td>\nD\u1ef1 b\u00e1o ng\u1eafn h\u1ea1n v\u1edbi d\u1eef li\u1ec7u \u1ed5n \u0111\u1ecbnh, tuy\u1ebfn t\u00ednh<\/td>\n<\/tr>\n
    M\u00f4 h\u00ecnh h\u1ecdc m\u00e1y<\/strong><\/td>\nRandom Forest, Gradient Boosting, SVM<\/td>\nC\u00f3 th\u1ec3 n\u1eafm b\u1eaft c\u00e1c m\u1ed1i quan h\u1ec7 phi tuy\u1ebfn t\u00ednh, m\u1ea1nh m\u1ebd v\u1edbi c\u00e1c gi\u00e1 tr\u1ecb ngo\u1ea1i lai<\/td>\nY\u00eau c\u1ea7u k\u1ef9 thu\u1eadt \u0111\u1eb7c tr\u01b0ng, c\u00f3 th\u1ec3 t\u1ed1n nhi\u1ec1u t\u00e0i nguy\u00ean t\u00ednh to\u00e1n<\/td>\nD\u1ef1 \u0111o\u00e1n h\u1ecfng h\u00f3c d\u1ef1a tr\u00ean d\u1eef li\u1ec7u c\u00f3 c\u1ea5u tr\u00fac v\u1edbi c\u00e1c \u0111\u1eb7c tr\u01b0ng r\u00f5 r\u00e0ng<\/td>\n<\/tr>\n
    M\u00f4 h\u00ecnh h\u1ecdc s\u00e2u<\/strong><\/td>\nM\u1ea1ng n\u01a1-ron h\u1ed3i quy (RNN), LSTM, DeepSurv<\/td>\nC\u00f3 th\u1ec3 t\u1ef1 \u0111\u1ed9ng h\u1ecdc c\u00e1c \u0111\u1eb7c tr\u01b0ng t\u1eeb d\u1eef li\u1ec7u th\u00f4, x\u1eed l\u00fd c\u00e1c ph\u1ee5 thu\u1ed9c th\u1eddi gian ph\u1ee9c t\u1ea1p<\/td>\nY\u00eau c\u1ea7u l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u, t\u1ed1n k\u00e9m t\u00e0i nguy\u00ean t\u00ednh to\u00e1n \u0111\u1ec3 \u0111\u00e0o t\u1ea1o, c\u00f3 th\u1ec3 l\u00e0 m\u1ed9t “h\u1ed9p \u0111en”<\/td>\nPh\u00e2n t\u00edch d\u1eef li\u1ec7u chu\u1ed7i th\u1eddi gian t\u1eeb c\u00e1c c\u1ea3m bi\u1ebfn, d\u1ef1 \u0111o\u00e1n h\u1ecfng h\u00f3c trong c\u00e1c h\u1ec7 th\u1ed1ng ph\u1ee9c t\u1ea1p<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    L\u1ef1a ch\u1ecdn DeepSurv c\u1ee7a Fitdata, m\u1ed9t m\u00f4 h\u00ecnh h\u1ecdc s\u00e2u, l\u00e0 m\u1ed9t l\u1ef1a ch\u1ecdn chi\u1ebfn l\u01b0\u1ee3c. Xe m\u00e1y l\u00e0 nh\u1eefng h\u1ec7 th\u1ed1ng ph\u1ee9c t\u1ea1p v\u1edbi nhi\u1ec1u b\u1ed9 ph\u1eadn t\u01b0\u01a1ng t\u00e1c, v\u00e0 c\u00e1c ki\u1ec3u h\u1ecfng h\u00f3c c\u1ee7a ch\u00fang th\u01b0\u1eddng b\u1ecb \u1ea3nh h\u01b0\u1edfng b\u1edfi m\u1ed9t lo\u1ea1t c\u00e1c y\u1ebfu t\u1ed1, bao g\u1ed3m phong c\u00e1ch l\u00e1i xe, \u0111i\u1ec1u ki\u1ec7n m\u00f4i tr\u01b0\u1eddng v\u00e0 th\u1ef1c h\u00e0nh b\u1ea3o tr\u00ec. C\u00e1c m\u00f4 h\u00ecnh h\u1ecdc s\u00e2u nh\u01b0 DeepSurv \u0111\u1eb7c bi\u1ec7t ph\u00f9 h\u1ee3p v\u1edbi lo\u1ea1i d\u1eef li\u1ec7u ph\u1ee9c t\u1ea1p, nhi\u1ec1u chi\u1ec1u n\u00e0y, v\u00ec ch\u00fang c\u00f3 th\u1ec3 t\u1ef1 \u0111\u1ed9ng h\u1ecdc c\u00e1c m\u1eabu v\u00e0 ph\u1ee5 thu\u1ed9c ph\u1ee9c t\u1ea1p m\u00e0 c\u00e1c m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y truy\u1ec1n th\u1ed1ng th\u01b0\u1eddng b\u1ecf qua.<\/p>\n

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

    Tri\u1ec3n khai k\u1ef9 thu\u1eadt v\u00e0 m\u1ee5c ti\u00eau hi\u1ec7u su\u1ea5t<\/h2>\n

    Vi\u1ec7c tri\u1ec3n khai h\u1ec7 th\u1ed1ng b\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n c\u1ee7a Fitdata l\u00e0 m\u1ed9t minh ch\u1ee9ng cho n\u0103ng l\u1ef1c k\u1ef9 thu\u1eadt c\u1ee7a c\u00f4ng ty. N\u1ec1n t\u1ea3ng n\u00e0y \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng tr\u00ean m\u1ed9t ki\u1ebfn tr\u00fac d\u1ef1a tr\u00ean \u0111\u00e1m m\u00e2y c\u00f3 th\u1ec3 m\u1edf r\u1ed9ng, c\u00f3 th\u1ec3 x\u1eed l\u00fd l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u t\u1eeb h\u00e0ng ngh\u00ecn ng\u01b0\u1eddi l\u00e1i v\u00e0 c\u1eeda h\u00e0ng s\u1eeda ch\u1eefa. C\u1ed1t l\u00f5i c\u1ee7a h\u1ec7 th\u1ed1ng l\u00e0 m\u1ed9t \u0111\u01b0\u1eddng \u1ed1ng d\u1eef li\u1ec7u thu th\u1eadp, l\u00e0m s\u1ea1ch v\u00e0 x\u1eed l\u00fd d\u1eef li\u1ec7u th\u00f4, \u0111\u01b0a n\u00f3 v\u00e0o m\u00f4 h\u00ecnh DeepSurv \u0111\u1ec3 ph\u00e2n t\u00edch. C\u00e1c d\u1ef1 \u0111o\u00e1n c\u1ee7a m\u00f4 h\u00ecnh sau \u0111\u00f3 \u0111\u01b0\u1ee3c t\u00edch h\u1ee3p v\u00e0o n\u1ec1n t\u1ea3ng REFAIRS, cung c\u1ea5p cho ng\u01b0\u1eddi l\u00e1i c\u00e1c c\u1ea3nh b\u00e1o k\u1ecbp th\u1eddi v\u00e0 c\u00e1c khuy\u1ebfn ngh\u1ecb b\u1ea3o tr\u00ec.<\/p>\n

    Fitdata \u0111\u00e3 \u0111\u1eb7t ra c\u00e1c m\u1ee5c ti\u00eau hi\u1ec7u su\u1ea5t \u0111\u1ea7y tham v\u1ecdng cho n\u1ec1n t\u1ea3ng c\u1ee7a m\u00ecnh, ph\u1ea3n \u00e1nh cam k\u1ebft cung c\u1ea5p m\u1ed9t d\u1ecbch v\u1ee5 ch\u1ea5t l\u01b0\u1ee3ng cao, \u0111\u00e1ng tin c\u1eady:<\/p>\n

      \n
    • \u0110i\u1ec3m F1 OCR:<\/strong> 92%<\/li>\n
    • Sai s\u1ed1 tuy\u1ec7t \u0111\u1ed1i trung b\u00ecnh (MAE) c\u1ee7a chu k\u1ef3 b\u1ea3o tr\u00ec:<\/strong> 480km<\/li>\n
    • \u0110\u1ed9 ch\u00ednh x\u00e1c c\u1ee7a \u0111\u1ec1 xu\u1ea5t:<\/strong> 90%<\/li>\n<\/ul>\n

      C\u00e1c s\u1ed1 li\u1ec7u n\u00e0y cho th\u1ea5y s\u1ef1 t\u1eadp trung c\u1ee7a Fitdata v\u00e0o \u0111\u1ed9 ch\u00ednh x\u00e1c v\u00e0 s\u1ef1 ch\u00ednh x\u00e1c. V\u00ed d\u1ee5, MAE l\u00e0 480km cho chu k\u1ef3 b\u1ea3o tr\u00ec c\u00f3 ngh\u0129a l\u00e0 n\u1ec1n t\u1ea3ng c\u00f3 th\u1ec3 d\u1ef1 \u0111o\u00e1n th\u1eddi gian t\u1ed1i \u01b0u \u0111\u1ec3 b\u1ea3o tr\u00ec v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c cao, gi\u1ea3m thi\u1ec3u r\u1ee7i ro c\u1ee7a c\u1ea3 vi\u1ec7c thay th\u1ebf s\u1edbm v\u00e0 h\u1ecfng h\u00f3c b\u1ea5t ng\u1edd.<\/p>\n

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

      H\u1ec7 sinh th\u00e1i Fitdata r\u1ed9ng l\u1edbn h\u01a1n<\/h2>\n

      T\u1ea7m nh\u00ecn c\u1ee7a Fitdata kh\u00f4ng ch\u1ec9 d\u1eebng l\u1ea1i \u1edf vi\u1ec7c b\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n m\u00e0 c\u00f2n h\u01b0\u1edbng t\u1edbi m\u1ed9t h\u1ec7 sinh th\u00e1i d\u1ef1a tr\u00ean d\u1eef li\u1ec7u, \u0111\u01b0\u1ee3c t\u00edch h\u1ee3p \u0111\u1ea7y \u0111\u1ee7 cho ng\u00e0nh c\u00f4ng nghi\u1ec7p xe hai b\u00e1nh. N\u1ec1n t\u1ea3ng REFAIRS c\u1ee7a c\u00f4ng ty \u0111\u00e3 k\u1ebft n\u1ed1i h\u01a1n 1.500 ng\u01b0\u1eddi l\u00e1i v\u1edbi h\u01a1n 100 c\u1eeda h\u00e0ng s\u1eeda ch\u1eefa \u0111\u00e1ng tin c\u1eady, mang l\u1ea1i tr\u1ea3i nghi\u1ec7m b\u1ea3o tr\u00ec li\u1ec1n m\u1ea1ch v\u00e0 minh b\u1ea1ch. B\u1eb1ng c\u00e1ch t\u00edch h\u1ee3p b\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n v\u00e0o n\u1ec1n t\u1ea3ng n\u00e0y, Fitdata \u0111ang t\u1ea1o ra m\u1ed9t chu tr\u00ecnh t\u00edch c\u1ef1c: n\u1ec1n t\u1ea3ng c\u00e0ng thu th\u1eadp nhi\u1ec1u d\u1eef li\u1ec7u, c\u00e1c d\u1ef1 \u0111o\u00e1n c\u1ee7a n\u00f3 c\u00e0ng tr\u1edf n\u00ean ch\u00ednh x\u00e1c v\u00e0 c\u00e0ng c\u00f3 th\u1ec3 mang l\u1ea1i nhi\u1ec1u gi\u00e1 tr\u1ecb cho c\u1ea3 ng\u01b0\u1eddi l\u00e1i v\u00e0 c\u1eeda h\u00e0ng s\u1eeda ch\u1eefa.<\/p>\n

      Trong t\u01b0\u01a1ng lai, Fitdata c\u00f3 k\u1ebf ho\u1ea1ch m\u1edf r\u1ed9ng d\u1ecbch v\u1ee5 c\u1ee7a m\u00ecnh sang c\u00e1c th\u1ecb tr\u01b0\u1eddng \u0110\u00f4ng Nam \u00c1 \u0111ang ph\u00e1t tri\u1ec3n, bao g\u1ed3m Indonesia, Vi\u1ec7t Nam, Th\u00e1i Lan v\u00e0 \u1ea4n \u0110\u1ed9. C\u00f4ng ty c\u0169ng \u0111ang ph\u00e1t tri\u1ec3n c\u00e1c d\u1ecbch v\u1ee5 B2B cho c\u00e1c c\u00f4ng ty b\u1ea3o hi\u1ec3m v\u00e0 giao h\u00e0ng, n\u01a1i l\u1ee3i \u00edch kinh t\u1ebf c\u1ee7a vi\u1ec7c b\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n th\u1eadm ch\u00ed c\u00f2n r\u00f5 r\u1ec7t h\u01a1n. B\u1eb1ng c\u00e1ch cung c\u1ea5p cho c\u00e1c doanh nghi\u1ec7p n\u00e0y c\u00e1c c\u00f4ng c\u1ee5 \u0111\u1ec3 t\u1ed1i \u01b0u h\u00f3a \u0111\u1ed9i xe c\u1ee7a h\u1ecd v\u00e0 gi\u1ea3m thi\u1ec3u th\u1eddi gian ch\u1ebft, Fitdata s\u1eb5n s\u00e0ng chi\u1ebfm m\u1ed9t th\u1ecb ph\u1ea7n \u0111\u00e1ng k\u1ec3 tr\u00ean th\u1ecb tr\u01b0\u1eddng b\u1ea3o tr\u00ec xe m\u00e1y to\u00e0n c\u1ea7u, d\u1ef1 ki\u1ebfn s\u1ebd \u0111\u1ea1t 110 t\u1ef7 \u0111\u00f4 la v\u00e0o n\u0103m 2035.<\/p>\n

      \"Xe<\/p>\n

      K\u1ebft lu\u1eadn<\/h2>\n

      Khoa h\u1ecdc \u0111\u1eb1ng sau c\u00e1c thu\u1eadt to\u00e1n b\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n l\u00e0 m\u1ed9t l\u0129nh v\u1ef1c ph\u1ee9c t\u1ea1p nh\u01b0ng h\u1ea5p d\u1eabn, n\u1eafm gi\u1eef ch\u00eca kh\u00f3a cho m\u1ed9t t\u01b0\u01a1ng lai an to\u00e0n h\u01a1n, hi\u1ec7u qu\u1ea3 h\u01a1n v\u00e0 b\u1ec1n v\u1eefng h\u01a1n cho ng\u00e0nh c\u00f4ng nghi\u1ec7p xe m\u00e1y. Vi\u1ec7c s\u1eed d\u1ee5ng s\u00e1ng t\u1ea1o AI, NLP v\u00e0 h\u1ecdc s\u00e2u c\u1ee7a Fitdata \u0111\u00e3 \u0111\u1ecbnh v\u1ecb c\u00f4ng ty l\u00e0 m\u1ed9t nh\u00e0 l\u00e3nh \u0111\u1ea1o trong l\u0129nh v\u1ef1c n\u00e0y. B\u1eb1ng c\u00e1ch bi\u1ebfn \u0111\u1ed5i d\u1eef li\u1ec7u th\u00f4, kh\u00f4ng c\u00f3 c\u1ea5u tr\u00fac th\u00e0nh nh\u1eefng hi\u1ec3u bi\u1ebft c\u00f3 th\u1ec3 h\u00e0nh \u0111\u1ed9ng, Fitdata kh\u00f4ng ch\u1ec9 gi\u1ea3i quy\u1ebft m\u1ed9t s\u1ed1 th\u00e1ch th\u1ee9c c\u1ea5p b\u00e1ch nh\u1ea5t m\u00e0 ng\u00e0nh \u0111ang ph\u1ea3i \u0111\u1ed1i m\u1eb7t m\u00e0 c\u00f2n t\u1ea1o ra m\u1ed9t m\u00f4 h\u00ecnh m\u1edbi v\u1ec1 c\u00e1ch ch\u00fang ta suy ngh\u0129 v\u1ec1 b\u1ea3o tr\u00ec xe m\u00e1y. Khi n\u1ec1n t\u1ea3ng ti\u1ebfp t\u1ee5c ph\u00e1t tri\u1ec3n v\u00e0 m\u1edf r\u1ed9ng, r\u00f5 r\u00e0ng l\u00e0 Fitdata \u0111ang tr\u00ean \u0111\u00e0 \u0111\u1ea1t \u0111\u01b0\u1ee3c s\u1ee9 m\u1ec7nh c\u1ee7a m\u00ecnh l\u00e0 tr\u1edf th\u00e0nh n\u1ec1n t\u1ea3ng d\u1eef li\u1ec7u cu\u1ed1i c\u00f9ng cho th\u1ecb tr\u01b0\u1eddng xe hai b\u00e1nh to\u00e0n c\u1ea7u.<\/p>","protected":false},"excerpt":{"rendered":"

      B\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n \u0111ang nhanh ch\u00f3ng thay \u0111\u1ed5i b\u1ed1i c\u1ea3nh c\u1ee7a m\u00e1y m\u00f3c c\u00f4ng nghi\u1ec7p v\u00e0 ng\u00e0nh c\u00f4ng nghi\u1ec7p xe m\u00e1y c\u0169ng kh\u00f4ng ngo\u1ea1i l\u1ec7. B\u1eb1ng c\u00e1ch t\u1eadn d\u1ee5ng s\u1ee9c m\u1ea1nh c\u1ee7a tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o v\u00e0 h\u1ecdc m\u00e1y, c\u00e1c c\u00f4ng ty gi\u1edd \u0111\u00e2y c\u00f3 th\u1ec3 d\u1ef1 \u0111o\u00e1n h\u1ecfng h\u00f3c c\u1ee7a c\u00e1c b\u1ed9 ph\u1eadn […]<\/p>","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-container-style":"default","site-container-layout":"default","site-sidebar-layout":"default","disable-article-header":"default","disable-site-header":"default","disable-site-footer":"default","disable-content-area-spacing":"default","footnotes":""},"categories":[1],"tags":[],"class_list":["post-7","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"_links":{"self":[{"href":"https:\/\/steerplace.growthrowstory.com\/index.php?rest_route=\/wp\/v2\/posts\/7","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/steerplace.growthrowstory.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/steerplace.growthrowstory.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/steerplace.growthrowstory.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/steerplace.growthrowstory.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=7"}],"version-history":[{"count":0,"href":"https:\/\/steerplace.growthrowstory.com\/index.php?rest_route=\/wp\/v2\/posts\/7\/revisions"}],"wp:attachment":[{"href":"https:\/\/steerplace.growthrowstory.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=7"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/steerplace.growthrowstory.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=7"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/steerplace.growthrowstory.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=7"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}