{"id":66935,"date":"2026-07-07T09:13:51","date_gmt":"2026-07-07T02:13:51","guid":{"rendered":"https:\/\/aws.cmctelecom.vn\/2026\/07\/07\/ibs-software-dung-amazon-bedrock-giam-14-lan-chi-phi-xu-ly-email-logistics\/"},"modified":"2026-07-08T13:44:20","modified_gmt":"2026-07-08T06:44:20","slug":"ibs-software-dung-amazon-bedrock-giam-14-lan-chi-phi-xu-ly-email-logistics","status":"publish","type":"post","link":"https:\/\/aws.cmctelecom.vn\/en\/2026\/07\/07\/ibs-software-dung-amazon-bedrock-giam-14-lan-chi-phi-xu-ly-email-logistics\/","title":{"rendered":"IBS Software d\u00f9ng Amazon Bedrock gi\u1ea3m 14 l\u1ea7n chi ph\u00ed x\u1eed l\u00fd email logistics"},"content":{"rendered":"

C\u00f4ng ty ph\u1ea7n m\u1ec1m IBS Software \u0111\u00e3 \u1ee9ng d\u1ee5ng th\u00e0nh c\u00f4ng Amazon Bedrock \u0111\u1ec3 x\u00e2y d\u1ef1ng m\u1ed9t gi\u1ea3i ph\u00e1p AI, t\u1ef1 \u0111\u1ed9ng h\u00f3a vi\u1ec7c x\u1eed l\u00fd h\u00e0ng ngh\u00ecn email logistics song ng\u1eef (ti\u1ebfng Anh v\u00e0 ti\u1ebfng Nh\u1eadt) m\u1ed7i ng\u00e0y. B\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng t\u00ednh n\u0103ng model distillation<\/em> (tinh l\u1ecdc m\u00f4 h\u00ecnh), IBS Software kh\u00f4ng ch\u1ec9 \u0111\u1ea1t \u0111\u1ed9 ch\u00ednh x\u00e1c 95% m\u00e0 c\u00f2n gi\u1ea3m chi ph\u00ed v\u1eadn h\u00e0nh t\u1edbi 14 l\u1ea7n, m\u1ed9t b\u00e0i to\u00e1n th\u1ef1c t\u1ebf cho c\u00e1c doanh nghi\u1ec7p mu\u1ed1n t\u1ed1i \u01b0u h\u00f3a quy tr\u00ecnh b\u1eb1ng AI.<\/p>\n

Tr\u01b0\u1edbc \u0111\u00e2y, h\u1ec7 th\u1ed1ng c\u1ee7a IBS Software ph\u1ea3i x\u1eed l\u00fd th\u1ee7 c\u00f4ng m\u1ed9t l\u01b0\u1ee3ng l\u1edbn email ch\u1ee9a th\u00f4ng tin v\u1eadn \u0111\u01a1n h\u00e0ng kh\u00f4ng (AWB), chi ti\u1ebft chuy\u1ebfn bay, tr\u1ecdng l\u01b0\u1ee3ng v\u00e0 h\u01b0\u1edbng d\u1eabn giao h\u00e0ng. Vi\u1ec7c x\u00e2y d\u1ef1ng m\u1ed9t gi\u1ea3i ph\u00e1p Nh\u1eadn d\u1ea1ng th\u1ef1c th\u1ec3 c\u00f3 t\u00ean (NER) hi\u1ec7u qu\u1ea3 g\u1eb7p nhi\u1ec1u th\u00e1ch th\u1ee9c, \u0111\u1eb7c bi\u1ec7t l\u00e0 c\u00e2n b\u1eb1ng gi\u1eefa \u0111\u1ed9 ch\u00ednh x\u00e1c, chi ph\u00ed v\u00e0 t\u1ed1c \u0111\u1ed9 x\u1eed l\u00fd cho hai ng\u00f4n ng\u1eef. Sau khi th\u1eed nghi\u1ec7m nhi\u1ec1u ph\u01b0\u01a1ng ph\u00e1p, IBS Software \u0111\u00e3 ch\u1ecdn Amazon Bedrock \u0111\u1ec3 gi\u1ea3i quy\u1ebft b\u00e0i to\u00e1n n\u00e0y.<\/p>\n

T\u1ed5ng quan gi\u1ea3i ph\u00e1p: Tinh l\u1ecdc m\u00f4 h\u00ecnh AI tr\u00ean Amazon Bedrock<\/h2>\n

M\u1ee5c ti\u00eau c\u1ee7a IBS Software l\u00e0 x\u00e2y d\u1ef1ng m\u1ed9t h\u1ec7 th\u1ed1ng NER song ng\u1eef c\u00f3 kh\u1ea3 n\u0103ng tr\u00edch xu\u1ea5t 23 lo\u1ea1i th\u1ef1c th\u1ec3 kh\u00e1c nhau t\u1eeb email logistics. C\u00e1c r\u1ee7i ro ch\u00ednh bao g\u1ed3m vi\u1ec7c duy tr\u00ec \u0111\u1ed9 ch\u00ednh x\u00e1c cao tr\u00ean c\u1ea3 hai ng\u00f4n ng\u1eef, qu\u1ea3n l\u00fd chi ph\u00ed inference \u1edf quy m\u00f4 l\u1edbn v\u00e0 \u0111\u1ea3m b\u1ea3o \u0111\u1ed9 tr\u1ec5 th\u1ea5p \u0111\u1ec3 x\u1eed l\u00fd theo th\u1eddi gian th\u1ef1c.<\/p>\n

Gi\u1ea3i ph\u00e1p \u0111\u01b0\u1ee3c ch\u1ecdn l\u00e0 s\u1eed d\u1ee5ng t\u00ednh n\u0103ng model distillation<\/em> tr\u00ean Amazon Bedrock. K\u1ef9 thu\u1eadt n\u00e0y cho ph\u00e9p “ch\u01b0ng c\u1ea5t” tri th\u1ee9c t\u1eeb m\u1ed9t m\u00f4 h\u00ecnh l\u1edbn v\u00e0 m\u1ea1nh m\u1ebd (Amazon Nova Pro) sang m\u1ed9t m\u00f4 h\u00ecnh nh\u1ecf h\u01a1n, hi\u1ec7u qu\u1ea3 h\u01a1n (Amazon Nova Lite). Nh\u1edd \u0111\u00f3, m\u00f4 h\u00ecnh nh\u1ecf h\u01a1n v\u1eabn gi\u1eef \u0111\u01b0\u1ee3c \u0111\u1ed9 ch\u00ednh x\u00e1c cao t\u01b0\u01a1ng \u0111\u01b0\u01a1ng c\u00e1c m\u00f4 h\u00ecnh ti\u00ean ti\u1ebfn nh\u1ea5t, nh\u01b0ng l\u1ea1i t\u1ed1i \u01b0u h\u01a1n v\u1ec1 t\u1ed1c \u0111\u1ed9 v\u00e0 chi ph\u00ed.<\/p>\n

S\u01a1 \u0111\u1ed3 d\u01b0\u1edbi \u0111\u00e2y minh h\u1ecda lu\u1ed3ng x\u1eed l\u00fd NER song ng\u1eef end-to-end tr\u00ean n\u1ec1n t\u1ea3ng Amazon Bedrock.<\/p>\n

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

Qu\u00e1 tr\u00ecnh tri\u1ec3n khai v\u00e0 k\u1ebft qu\u1ea3<\/h2>\n

\u0110\u1ed9i ng\u0169 g\u1ed3m 9 k\u1ef9 s\u01b0 v\u00e0 nh\u00e0 nghi\u00ean c\u1ee9u c\u1ee7a IBS \u0111\u00e3 m\u1ea5t kho\u1ea3ng 4 th\u00e1ng \u0111\u1ec3 ph\u00e1t tri\u1ec3n v\u00e0 tri\u1ec3n khai gi\u1ea3i ph\u00e1p n\u00e0y. Qu\u00e1 tr\u00ecnh bao g\u1ed3m c\u00e1c giai \u0111o\u1ea1n ch\u00ednh:<\/p>\n

    \n
  • Th\u00e1ng 1:<\/strong> Chu\u1ea9n b\u1ecb v\u00e0 g\u00e1n nh\u00e3n b\u1ed9 d\u1eef li\u1ec7u g\u1ed3m 500 email song ng\u1eef.<\/li>\n
  • Th\u00e1ng 2:<\/strong> G\u1eb7p kh\u00f3 kh\u0103n v\u1edbi c\u00e1c framework m\u00e3 ngu\u1ed3n m\u1edf nh\u01b0 PyTorch v\u00e0 TextBrewer do s\u1ef1 ph\u1ee9c t\u1ea1p trong vi\u1ec7c c\u1ea5u h\u00ecnh v\u00e0 thi\u1ebfu h\u1ea1 t\u1ea7ng qu\u1ea3n l\u00fd.<\/li>\n
  • Th\u00e1ng 3:<\/strong> Tinh l\u1ecdc m\u00f4 h\u00ecnh th\u00e0nh c\u00f4ng b\u1eb1ng Amazon Bedrock (chuy\u1ec3n giao tri th\u1ee9c t\u1eeb Nova Pro sang Nova Lite).<\/li>\n
  • Th\u00e1ng 4:<\/strong> Tri\u1ec3n khai l\u00ean m\u00f4i tr\u01b0\u1eddng production v\u00e0 t\u1ed1i \u01b0u h\u00f3a.<\/li>\n<\/ul>\n

    K\u1ebft qu\u1ea3 cu\u1ed1i c\u00f9ng, gi\u1ea3i ph\u00e1p \u0111\u1ea1t \u0111i\u1ec3m F1-Score 95.085%<\/strong> tr\u00ean b\u1ed9 d\u1eef li\u1ec7u th\u1eed nghi\u1ec7m. M\u00f4 h\u00ecnh Nova Lite sau khi \u0111\u01b0\u1ee3c tinh l\u1ecdc \u0111\u00e3 gi\u1eef l\u1ea1i 98% hi\u1ec7u su\u1ea5t<\/strong> c\u1ee7a m\u00f4 h\u00ecnh “th\u1ea7y” Nova Pro, trong khi gi\u00fap gi\u1ea3m 14 l\u1ea7n chi ph\u00ed inference<\/strong> trong m\u00f4i tr\u01b0\u1eddng production. Vi\u1ec7c s\u1eed d\u1ee5ng c\u00e1c d\u1ecbch v\u1ee5 \u0111\u01b0\u1ee3c qu\u1ea3n l\u00fd ho\u00e0n to\u00e0n c\u1ee7a Amazon Bedrock c\u0169ng gi\u00fap IBS Software kh\u00f4ng c\u1ea7n ph\u1ea3i t\u1ef1 x\u00e2y d\u1ef1ng v\u00e0 qu\u1ea3n l\u00fd h\u1ea1 t\u1ea7ng hosting cho m\u00f4 h\u00ecnh.<\/p>\n

    Ph\u00e2n t\u00edch v\u00e0 ki\u1ebfn tr\u00fac tri\u1ec3n khai<\/h2>\n

    Trong qu\u00e1 tr\u00ecnh \u0111\u00e1nh gi\u00e1, \u0111\u1ed9i ng\u0169 nh\u1eadn th\u1ea5y m\u00f4 h\u00ecnh con c\u00f3 \u0111i\u1ec3m F1-Score tr\u00ean v\u0103n b\u1ea3n ti\u1ebfng Nh\u1eadt th\u1ea5p h\u01a1n 2.565% so v\u1edbi ti\u1ebfng Anh. Nguy\u00ean nh\u00e2n ch\u1ee7 y\u1ebfu \u0111\u1ebfn t\u1eeb s\u1ef1 ph\u1ee9c t\u1ea1p c\u1ee7a k\u00fd t\u1ef1 kanji, s\u1ef1 m\u01a1 h\u1ed3 v\u1ec1 ranh gi\u1edbi th\u1ef1c th\u1ec3 trong v\u0103n b\u1ea3n ti\u1ebfng Nh\u1eadt v\u00e0 s\u1ed1 l\u01b0\u1ee3ng d\u1eef li\u1ec7u hu\u1ea5n luy\u1ec7n ti\u1ebfng Nh\u1eadt \u00edt h\u01a1n. \u0110\u1ec3 kh\u1eafc ph\u1ee5c, IBS \u0111\u00e3 t\u0103ng c\u01b0\u1eddng d\u1eef li\u1ec7u hu\u1ea5n luy\u1ec7n ti\u1ebfng Nh\u1eadt b\u1eb1ng c\u00e1c v\u00ed d\u1ee5 t\u1ed5ng h\u1ee3p v\u00e0 \u00e1p d\u1ee5ng c\u00e1c quy t\u1eafc h\u1eadu x\u1eed l\u00fd.<\/p>\n

    Ki\u1ebfn tr\u00fac tri\u1ec3n khai tr\u00ean AWS \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 x\u1eed l\u00fd email theo th\u1eddi gian th\u1ef1c:<\/p>\n

      \n
    1. Thu th\u1eadp email:<\/strong> C\u00e1c email \u0111\u1ecbnh d\u1ea1ng .eml \u0111\u01b0\u1ee3c chuy\u1ec3n \u0111\u1ebfn m\u1ed9t bucket tr\u00ean Amazon S3.<\/li>\n
    2. Ti\u1ec1n x\u1eed l\u00fd:<\/strong> M\u1ed9t h\u00e0m AWS Lambda \u0111\u01b0\u1ee3c k\u00edch ho\u1ea1t \u0111\u1ec3 tr\u00edch xu\u1ea5t n\u1ed9i dung v\u00e0 metadata t\u1eeb email.<\/li>\n
    3. Inference:<\/strong> V\u0103n b\u1ea3n \u0111\u01b0\u1ee3c g\u1eedi \u0111\u1ebfn endpoint c\u1ee7a Amazon Bedrock, n\u01a1i m\u00f4 h\u00ecnh Nova Lite \u0111\u00e3 \u0111\u01b0\u1ee3c tinh l\u1ecdc th\u1ef1c hi\u1ec7n tr\u00edch xu\u1ea5t th\u1ef1c th\u1ec3.<\/li>\n
    4. H\u1eadu x\u1eed l\u00fd:<\/strong> \u00c1p d\u1ee5ng c\u00e1c quy t\u1eafc x\u00e1c th\u1ef1c v\u00e0 l\u1ecdc theo ng\u01b0\u1ee1ng \u0111\u1ed9 tin c\u1eady.<\/li>\n
    5. L\u01b0u tr\u1eef:<\/strong> K\u1ebft qu\u1ea3 tr\u00edch xu\u1ea5t d\u01b0\u1edbi d\u1ea1ng JSON c\u00f3 c\u1ea5u tr\u00fac \u0111\u01b0\u1ee3c l\u01b0u v\u00e0o Amazon DynamoDB.<\/li>\n<\/ol>\n

      To\u00e0n b\u1ed9 pipeline n\u00e0y x\u1eed l\u00fd m\u1ed7i email trong v\u00f2ng ch\u01b0a \u0111\u1ea7y 2 gi\u00e2y, \u0111\u00e1p \u1ee9ng y\u00eau c\u1ea7u x\u1eed l\u00fd th\u1eddi gian th\u1ef1c c\u1ee7a IBS Software.<\/p>\n

      B\u00e0i h\u1ecdc cho doanh nghi\u1ec7p<\/h2>\n

      C\u00e2u chuy\u1ec7n th\u00e0nh c\u00f4ng c\u1ee7a IBS Software cho th\u1ea5y c\u00e1c d\u1ecbch v\u1ee5 AI \u0111\u01b0\u1ee3c qu\u1ea3n l\u00fd nh\u01b0 Amazon Bedrock c\u00f3 th\u1ec3 gi\u00fap doanh nghi\u1ec7p gi\u1ea3i quy\u1ebft c\u00e1c b\u00e0i to\u00e1n ph\u1ee9c t\u1ea1p m\u1ed9t c\u00e1ch hi\u1ec7u qu\u1ea3. Thay v\u00ec v\u1eadt l\u1ed9n v\u1edbi c\u00e1c framework m\u00e3 ngu\u1ed3n m\u1edf, doanh nghi\u1ec7p c\u00f3 th\u1ec3 t\u1eadn d\u1ee5ng h\u1ea1 t\u1ea7ng s\u1eb5n c\u00f3 \u0111\u1ec3 t\u1eadp trung v\u00e0o vi\u1ec7c chu\u1ea9n b\u1ecb d\u1eef li\u1ec7u ch\u1ea5t l\u01b0\u1ee3ng cao v\u00e0 tinh ch\u1ec9nh m\u00f4 h\u00ecnh cho ph\u00f9 h\u1ee3p v\u1edbi b\u00e0i to\u00e1n kinh doanh.<\/p>\n

      B\u00e0i h\u1ecdc quan tr\u1ecdng nh\u1ea5t l\u00e0 kh\u1ea3 n\u0103ng \u0111\u1ea1t \u0111\u01b0\u1ee3c hi\u1ec7u su\u1ea5t cao v\u1edbi chi ph\u00ed t\u1ed1i \u01b0u. K\u1ef9 thu\u1eadt model distillation<\/em> \u0111\u00e3 ch\u1ee9ng minh r\u1eb1ng c\u00e1c doanh nghi\u1ec7p kh\u00f4ng nh\u1ea5t thi\u1ebft ph\u1ea3i s\u1eed d\u1ee5ng c\u00e1c m\u00f4 h\u00ecnh AI l\u1edbn nh\u1ea5t v\u00e0 \u0111\u1eaft \u0111\u1ecf nh\u1ea5t \u0111\u1ec3 c\u00f3 \u0111\u01b0\u1ee3c k\u1ebft qu\u1ea3 ch\u00ednh x\u00e1c, \u0111\u1eb7c bi\u1ec7t l\u00e0 \u0111\u1ed1i v\u1edbi c\u00e1c t\u00e1c v\u1ee5 c\u1ea7n tri\u1ec3n khai \u1edf quy m\u00f4 l\u1edbn.<\/p>","protected":false},"excerpt":{"rendered":"

      C\u00f4ng ty ph\u1ea7n m\u1ec1m IBS Software \u0111\u00e3 \u1ee9ng d\u1ee5ng th\u00e0nh c\u00f4ng Amazon Bedrock \u0111\u1ec3 x\u00e2y d\u1ef1ng m\u1ed9t gi\u1ea3i ph\u00e1p AI, t\u1ef1 \u0111\u1ed9ng h\u00f3a vi\u1ec7c x\u1eed l\u00fd h\u00e0ng ngh\u00ecn email logistics song ng\u1eef (ti\u1ebfng Anh v\u00e0 ti\u1ebfng Nh\u1eadt) m\u1ed7i ng\u00e0y. B\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng t\u00ednh n\u0103ng model distillation (tinh l\u1ecdc m\u00f4 h\u00ecnh), IBS Software kh\u00f4ng ch\u1ec9…<\/p>","protected":false},"author":22,"featured_media":66933,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[1],"tags":[],"class_list":["post-66935","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ctelers-blogs"],"acf":[],"yoast_head":"\nIBS Software d\u00f9ng Amazon Bedrock gi\u1ea3m 14 l\u1ea7n chi ph\u00ed x\u1eed l\u00fd email logistics | CMC Telecom<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/aws.cmctelecom.vn\/en\/2026\/07\/07\/ibs-software-dung-amazon-bedrock-giam-14-lan-chi-phi-xu-ly-email-logistics\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"IBS Software d\u00f9ng Amazon Bedrock gi\u1ea3m 14 l\u1ea7n chi ph\u00ed x\u1eed l\u00fd email logistics | CMC Telecom\" \/>\n<meta property=\"og:description\" content=\"C\u00f4ng ty ph\u1ea7n m\u1ec1m IBS Software \u0111\u00e3 \u1ee9ng d\u1ee5ng th\u00e0nh c\u00f4ng Amazon Bedrock \u0111\u1ec3 x\u00e2y d\u1ef1ng m\u1ed9t gi\u1ea3i ph\u00e1p AI, t\u1ef1 \u0111\u1ed9ng h\u00f3a vi\u1ec7c x\u1eed l\u00fd h\u00e0ng ngh\u00ecn email logistics song ng\u1eef (ti\u1ebfng Anh v\u00e0 ti\u1ebfng Nh\u1eadt) m\u1ed7i ng\u00e0y. B\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng t\u00ednh n\u0103ng model distillation (tinh l\u1ecdc m\u00f4 h\u00ecnh), IBS Software kh\u00f4ng ch\u1ec9...\" \/>\n<meta property=\"og:url\" content=\"https:\/\/aws.cmctelecom.vn\/en\/2026\/07\/07\/ibs-software-dung-amazon-bedrock-giam-14-lan-chi-phi-xu-ly-email-logistics\/\" \/>\n<meta property=\"og:site_name\" content=\"CMC Telecom\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/CMCTelecomOfficial\" \/>\n<meta property=\"article:published_time\" content=\"2026-07-07T02:13:51+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-07-08T06:44:20+00:00\" \/>\n<meta property=\"og:image\" content=\"http:\/\/aws.cmctelecom.vn\/wp-content\/uploads\/2026\/07\/building-bilingual-ner-for-cargo-logistics-with-amazon-bedrock.thumbnail.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1280\" \/>\n\t<meta property=\"og:image:height\" content=\"731\" \/>\n\t<meta property=\"og:image:type\" 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