{"id":66927,"date":"2026-07-08T09:12:31","date_gmt":"2026-07-08T02:12:31","guid":{"rendered":"https:\/\/aws.cmctelecom.vn\/2026\/07\/07\/aws-tu-dong-che-thong-tin-ca-nhan-trong-anh-bang-ai-cua-amazon-nova\/"},"modified":"2026-07-08T13:45:07","modified_gmt":"2026-07-08T06:45:07","slug":"aws-tu-dong-che-thong-tin-ca-nhan-trong-anh-bang-ai-cua-amazon-nova","status":"publish","type":"post","link":"https:\/\/aws.cmctelecom.vn\/en\/2026\/07\/08\/aws-tu-dong-che-thong-tin-ca-nhan-trong-anh-bang-ai-cua-amazon-nova\/","title":{"rendered":"AWS: T\u1ef1 \u0111\u1ed9ng che th\u00f4ng tin c\u00e1 nh\u00e2n trong \u1ea3nh b\u1eb1ng AI c\u1ee7a Amazon Nova"},"content":{"rendered":"<p>Vi\u1ec7c chia s\u1ebb d\u1eef li\u1ec7u h\u00ecnh \u1ea3nh trong n\u1ed9i b\u1ed9, v\u1edbi \u0111\u1ed1i t\u00e1c, hay d\u00f9ng \u0111\u1ec3 hu\u1ea5n luy\u1ec7n m\u00f4 h\u00ecnh AI\/ML l\u00e0 ho\u1ea1t \u0111\u1ed9ng kinh doanh thi\u1ebft y\u1ebfu. Tuy nhi\u00ean, khi d\u1eef li\u1ec7u n\u00e0y ch\u1ee9a Th\u00f4ng tin Nh\u1eadn d\u1ea1ng C\u00e1 nh\u00e2n (PII), doanh nghi\u1ec7p ph\u1ea3i \u0111\u1ed1i m\u1eb7t v\u1edbi c\u00e1c ngh\u0129a v\u1ee5 ph\u00e1p l\u00fd v\u00e0 tu\u00e2n th\u1ee7 nghi\u00eam ng\u1eb7t theo c\u00e1c quy \u0111\u1ecbnh nh\u01b0 GDPR v\u00e0 PCI DSS. \u0110\u1ec3 gi\u1ea3i quy\u1ebft th\u00e1ch th\u1ee9c n\u00e0y, v\u00e0o ng\u00e0y 06\/07\/2026, AWS \u0111\u00e3 gi\u1edbi thi\u1ec7u m\u1ed9t gi\u1ea3i ph\u00e1p t\u1ef1 \u0111\u1ed9ng h\u00f3a vi\u1ec7c che PII trong \u1ea3nh, s\u1eed d\u1ee5ng m\u00f4 h\u00ecnh n\u1ec1n t\u1ea3ng \u0111a ph\u01b0\u01a1ng th\u1ee9c Amazon Nova l\u00e0m trung t\u00e2m \u0111i\u1ec1u ph\u1ed1i.<\/p>\n<p>Gi\u1ea3i ph\u00e1p n\u00e0y gi\u00fap c\u00e1c t\u1ed5 ch\u1ee9c t\u1ef1 \u0111\u1ed9ng h\u00f3a quy tr\u00ecnh che PII m\u1ed9t c\u00e1ch ch\u00ednh x\u00e1c, gi\u1ea3m thi\u1ec3u r\u1ee7i ro ph\u00e1p l\u00fd, tr\u00e1nh c\u00e1c kho\u1ea3n ph\u1ea1t t\u1ed1n k\u00e9m v\u00e0 b\u1ea3o v\u1ec7 uy t\u00edn th\u01b0\u01a1ng hi\u1ec7u m\u00e0 kh\u00f4ng c\u1ea7n chuy\u00ean m\u00f4n s\u00e2u v\u1ec1 machine learning.<\/p>\n<h2>Th\u00e1ch th\u1ee9c trong vi\u1ec7c che PII trong h\u00ecnh \u1ea3nh<\/h2>\n<p>Kh\u00f4ng gi\u1ed1ng nh\u01b0 v\u0103n b\u1ea3n c\u00f3 c\u1ea5u tr\u00fac, PII trong h\u00ecnh \u1ea3nh r\u1ea5t kh\u00f3 ph\u00e1t hi\u1ec7n v\u00e0 x\u1eed l\u00fd. Ch\u00fang c\u00f3 th\u1ec3 xu\u1ea5t hi\u1ec7n \u1edf nh\u1eefng v\u1ecb tr\u00ed v\u00e0 h\u00ecnh th\u1ee9c kh\u00f4ng ng\u1edd t\u1edbi: m\u1ed9t ph\u1ea7n khu\u00f4n m\u1eb7t \u1edf r\u00eca khung h\u00ecnh, h\u00ecnh \u1ea3nh ph\u1ea3n chi\u1ebfu tr\u00ean b\u1ec1 m\u1eb7t b\u00f3ng lo\u00e1ng, m\u1ed9t bi\u1ec3n b\u00e1o \u0111\u01b0\u1eddng ph\u1ed1 ch\u1ec9 nh\u00ecn th\u1ea5y m\u1ed9t ph\u1ea7n, hay m\u1ed9t t\u00e0i li\u1ec7u ch\u1ee9a t\u00ean, \u0111\u1ecba ch\u1ec9 tr\u00ean b\u00e0n l\u00e0m vi\u1ec7c trong m\u1ed9t b\u1ee9c \u1ea3nh g\u00f3c r\u1ed9ng. Nh\u1eefng tr\u01b0\u1eddng h\u1ee3p \u0111\u1eb7c bi\u1ec7t n\u00e0y th\u01b0\u1eddng v\u01b0\u1ee3t qua kh\u1ea3-n\u0103ng c\u1ee7a c\u00e1c c\u00f4ng c\u1ee5 che m\u1edd th\u00f4ng th\u01b0\u1eddng.<\/p>\n<p>\u0110\u1ec3 gi\u1ea3i quy\u1ebft v\u1ea5n \u0111\u1ec1 n\u00e0y, c\u1ea7n m\u1ed9t gi\u1ea3i ph\u00e1p th\u00f4ng minh c\u00f3 kh\u1ea3 n\u0103ng hi\u1ec3u ng\u1eef c\u1ea3nh to\u00e0n di\u1ec7n c\u1ee7a b\u1ee9c \u1ea3nh, thay v\u00ec ch\u1ec9 d\u1ef1a v\u00e0o c\u00e1c quy t\u1eafc \u0111\u01a1n gi\u1ea3n.<\/p>\n<h2>Gi\u1ea3i ph\u00e1p to\u00e0n di\u1ec7n t\u1eeb AWS v\u1edbi Amazon Nova<\/h2>\n<p>AWS \u0111\u00e3 gi\u1edbi thi\u1ec7u m\u1ed9t pipeline x\u1eed l\u00fd g\u1ed3m nhi\u1ec1u b\u01b0\u1edbc \u0111\u01b0\u1ee3c \u0111i\u1ec1u ph\u1ed1i b\u1edfi <strong>Amazon Nova<\/strong>, m\u1ed9t h\u1ecd c\u00e1c foundation model c\u00f3 kh\u1ea3 n\u0103ng hi\u1ec3u v\u00e0 suy lu\u1eadn v\u1ec1 h\u00ecnh \u1ea3nh ti\u00ean ti\u1ebfn. Nova \u0111\u00f3ng vai tr\u00f2 l\u00e0 &#8220;b\u1ed9 n\u00e3o&#8221; c\u1ee7a to\u00e0n b\u1ed9 quy tr\u00ecnh, \u0111i\u1ec1u ph\u1ed1i c\u00e1c c\u00f4ng c\u1ee5 chuy\u00ean d\u1ee5ng \u0111\u1ec3 \u0111\u1ea1t \u0111\u01b0\u1ee3c \u0111\u1ed9 ch\u00ednh x\u00e1c \u1edf c\u1ea5p \u0111\u1ed9 pixel m\u00e0 v\u1eabn gi\u1eef \u0111\u01b0\u1ee3c gi\u00e1 tr\u1ecb c\u1ee7a h\u00ecnh \u1ea3nh.<\/p>\n<p>Pipeline n\u00e0y k\u1ebft h\u1ee3p s\u1ee9c m\u1ea1nh c\u1ee7a:<\/p>\n<ul>\n<li><strong>Amazon Nova 2 Lite tr\u00ean Amazon Bedrock<\/strong>: \u0110i\u1ec1u ph\u1ed1i to\u00e0n b\u1ed9 lu\u1ed3ng c\u00f4ng vi\u1ec7c, \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh \u1edf m\u1ed7i giai \u0111o\u1ea1n.<\/li>\n<li><strong>Segment Anything Model (SAM 3)<\/strong>: M\u00f4 h\u00ecnh m\u00e3 ngu\u1ed3n m\u1edf c\u1ee7a Meta, \u0111\u01b0\u1ee3c tri\u1ec3n khai tr\u00ean <strong>Amazon SageMaker AI<\/strong>, \u0111\u1ec3 ph\u00e2n \u0111o\u1ea1n h\u00ecnh \u1ea3nh v\u00e0 x\u00e1c \u0111\u1ecbnh ranh gi\u1edbi ch\u00ednh x\u00e1c c\u1ee7a PII tr\u1ef1c quan.<\/li>\n<li><strong>Amazon Textract<\/strong>: D\u1ecbch v\u1ee5 nh\u1eadn d\u1ea1ng k\u00fd t\u1ef1 quang h\u1ecdc (OCR) \u0111\u1ec3 tr\u00edch xu\u1ea5t v\u00e0 ph\u00e2n t\u00edch PII d\u1ea1ng v\u0103n b\u1ea3n.<\/li>\n<\/ul>\n<h2>C\u00e1c th\u00e0nh ph\u1ea7n ch\u00ednh trong gi\u1ea3i ph\u00e1p<\/h2>\n<h3>Amazon Nova 2 Lite<\/h3>\n<p>\u0110\u00e2y l\u00e0 m\u1ed9t foundation model \u0111a ph\u01b0\u01a1ng th\u1ee9c nhanh v\u00e0 hi\u1ec7u qu\u1ea3 v\u1ec1 chi ph\u00ed, c\u00f3 kh\u1ea3 n\u0103ng x\u1eed l\u00fd v\u0103n b\u1ea3n, h\u00ecnh \u1ea3nh, video v\u00e0 t\u00e0i li\u1ec7u. V\u1edbi hi\u1ec7u n\u0103ng tr\u00ean gi\u00e1 th\u00e0nh t\u1ed1t, Nova 2 Lite \u0111\u00f3ng vai tr\u00f2 \u0111i\u1ec1u ph\u1ed1i vi\u00ean trung t\u00e2m, ph\u00e2n t\u00edch h\u00ecnh \u1ea3nh, quy\u1ebft \u0111\u1ecbnh c\u00e1c b\u01b0\u1edbc x\u1eed l\u00fd ti\u1ebfp theo v\u00e0 ph\u1ed1i h\u1ee3p c\u00e1c d\u1ecbch v\u1ee5 kh\u00e1c \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o k\u1ebft qu\u1ea3 to\u00e0n di\u1ec7n.<\/p>\n<h3>Segment Anything Model (SAM 3)<\/h3>\n<p>SAM 3 l\u00e0 m\u1ed9t c\u00f4ng c\u1ee5 ch\u00ednh x\u00e1c cao do Nova ch\u1ec9 \u0111\u1ea1o. Khi Nova x\u00e1c \u0111\u1ecbnh c\u00e1c y\u1ebfu t\u1ed1 PII tr\u1ef1c quan (nh\u01b0 khu\u00f4n m\u1eb7t, bi\u1ec3n s\u1ed1 xe), n\u00f3 s\u1ebd giao nhi\u1ec7m v\u1ee5 cho SAM 3 t\u1ea1o ra c\u00e1c <em>segmentation mask<\/em> (m\u1eb7t n\u1ea1 ph\u00e2n \u0111o\u1ea1n &#8211; x\u00e1c \u0111\u1ecbnh \u0111\u01b0\u1eddng vi\u1ec1n ch\u00ednh x\u00e1c c\u1ee7a \u0111\u1ed1i t\u01b0\u1ee3ng). \u0110i\u1ec1u n\u00e0y cho ph\u00e9p che m\u1edd ch\u00ednh x\u00e1c v\u00f9ng nh\u1ea1y c\u1ea3m m\u00e0 kh\u00f4ng \u1ea3nh h\u01b0\u1edfng \u0111\u1ebfn c\u00e1c ph\u1ea7n xung quanh c\u1ee7a h\u00ecnh \u1ea3nh.<\/p>\n<figure class=\"wp-block-image size-large aligncenter\" style=\"text-align:center;margin:1.5em 0;\">\n<img decoding=\"async\" data-src=\"https:\/\/aws.cmctelecom.vn\/wp-content\/uploads\/2026\/07\/67b579490a.png\" alt=\"C\u00e1c m\u1eb7t n\u1ea1 ph\u00e2n \u0111o\u1ea1n c\u1ee7a SAM 3 ph\u1ee7 l\u00ean \u1ea3nh g\u1ed1c khi \u0111\u01b0\u1ee3c y\u00eau c\u1ea7u t\u00ecm 'b\u00f4ng hoa'.\" style=\"--smush-placeholder-width: 654px; --smush-placeholder-aspect-ratio: 654\/630;border-radius:8px;border:1px solid #e5e7eb;max-width:100%;max-height:560px;width:auto;height:auto;display:inline-block;\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\"><br \/>\n<\/figure>\n<h3>Amazon Textract<\/h3>\n<p>Khi Nova ph\u00e1t hi\u1ec7n h\u00ecnh \u1ea3nh c\u00f3 th\u1ec3 ch\u1ee9a PII d\u1ea1ng v\u0103n b\u1ea3n, n\u00f3 s\u1ebd s\u1eed d\u1ee5ng Amazon Textract l\u00e0m kh\u1ea3 n\u0103ng OCR c\u1ee7a m\u00ecnh. Textract tr\u00edch xu\u1ea5t t\u1ea5t c\u1ea3 n\u1ed9i dung v\u0103n b\u1ea3n c\u00f9ng v\u1edbi t\u1ecda \u0111\u1ed9 c\u1ee7a ch\u00fang. Sau \u0111\u00f3, Nova s\u1ebd \u0111\u00e1nh gi\u00e1 v\u0103n b\u1ea3n n\u00e0y trong ng\u1eef c\u1ea3nh c\u1ee7a to\u00e0n b\u1ed9 h\u00ecnh \u1ea3nh \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh \u0111\u00e2u l\u00e0 th\u00f4ng tin nh\u1ea1y c\u1ea3m c\u1ea7n che m\u1edd.<\/p>\n<h2>Ki\u1ebfn tr\u00fac v\u00e0 lu\u1ed3ng ho\u1ea1t \u0111\u1ed9ng chi ti\u1ebft<\/h2>\n<p>Gi\u1ea3i ph\u00e1p c\u1ee7a AWS ho\u1ea1t \u0111\u1ed9ng nh\u01b0 m\u1ed9t pipeline serverless t\u1ef1 \u0111\u1ed9ng, \u0111\u01b0\u1ee3c \u0111i\u1ec1u ph\u1ed1i b\u1edfi AWS Step Functions. D\u01b0\u1edbi \u0111\u00e2y l\u00e0 c\u00e1c b\u01b0\u1edbc ch\u00ednh c\u1ee7a quy tr\u00ecnh.<\/p>\n<figure class=\"wp-block-image size-full aligncenter\" style=\"text-align:center;margin:1.5em 0;\">\n<img decoding=\"async\" data-src=\"https:\/\/aws.cmctelecom.vn\/wp-content\/uploads\/2026\/07\/62887246c1.png\" alt=\"S\u01a1 \u0111\u1ed3 ki\u1ebfn tr\u00fac t\u1ed5ng th\u1ec3 c\u1ee7a gi\u1ea3i ph\u00e1p che PII do Amazon Nova \u0111i\u1ec1u ph\u1ed1i.\" style=\"--smush-placeholder-width: 889px; --smush-placeholder-aspect-ratio: 889\/1262;border-radius:8px;border:1px solid #e5e7eb;max-width:100%;max-height:none;width:auto;height:auto;display:inline-block;\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\"><br \/>\n<\/figure>\n<h3>1. T\u1ea3i \u1ea3nh v\u00e0 k\u00edch ho\u1ea1t lu\u1ed3ng x\u1eed l\u00fd<\/h3>\n<p>Khi m\u1ed9t h\u00ecnh \u1ea3nh \u0111\u01b0\u1ee3c t\u1ea3i l\u00ean th\u01b0 m\u1ee5c \u0111\u1ea7u v\u00e0o tr\u00ean Amazon S3, m\u1ed9t s\u1ef1 ki\u1ec7n s\u1ebd k\u00edch ho\u1ea1t quy t\u1eafc tr\u00ean Amazon EventBridge, t\u1eeb \u0111\u00f3 kh\u1edfi \u0111\u1ed9ng lu\u1ed3ng c\u00f4ng vi\u1ec7c c\u1ee7a AWS Step Functions.<\/p>\n<figure class=\"wp-block-image size-large aligncenter\" style=\"text-align:center;margin:1.5em 0;\">\n<img decoding=\"async\" data-src=\"https:\/\/aws.cmctelecom.vn\/wp-content\/uploads\/2026\/07\/68873182ae.png\" alt=\"B\u01b0\u1edbc 1: T\u1ea3i \u1ea3nh l\u00ean S3 v\u00e0 k\u00edch ho\u1ea1t lu\u1ed3ng x\u1eed l\u00fd qua EventBridge.\" style=\"--smush-placeholder-width: 1054px; --smush-placeholder-aspect-ratio: 1054\/293;border-radius:8px;border:1px solid #e5e7eb;max-width:100%;max-height:560px;width:auto;height:auto;display:inline-block;\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\"><br \/>\n<\/figure>\n<h3>2. X\u00e1c th\u1ef1c file v\u00e0 s\u00e0ng l\u1ecdc PII ban \u0111\u1ea7u<\/h3>\n<p>Lu\u1ed3ng c\u00f4ng vi\u1ec7c \u0111\u1ea7u ti\u00ean x\u00e1c th\u1ef1c \u0111\u1ecbnh d\u1ea1ng t\u1ec7p. Sau \u0111\u00f3, <strong>Nova 2 Lite<\/strong> th\u1ef1c hi\u1ec7n \u0111\u00e1nh gi\u00e1 ban \u0111\u1ea7u \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh xem c\u00f3 PII trong \u1ea3nh hay kh\u00f4ng. N\u1ebfu kh\u00f4ng, quy tr\u00ecnh s\u1ebd k\u1ebft th\u00fac s\u1edbm v\u00e0 \u1ea3nh \u0111\u01b0\u1ee3c chuy\u1ec3n \u0111\u1ebfn th\u01b0 m\u1ee5c an to\u00e0n. B\u01b0\u1edbc s\u00e0ng l\u1ecdc th\u00f4ng minh n\u00e0y gi\u00fap ti\u1ebft ki\u1ec7m \u0111\u00e1ng k\u1ec3 chi ph\u00ed b\u1eb1ng c\u00e1ch tr\u00e1nh x\u1eed l\u00fd kh\u00f4ng c\u1ea7n thi\u1ebft cho ph\u1ea7n l\u1edbn h\u00ecnh \u1ea3nh kh\u00f4ng ch\u1ee9a PII.<\/p>\n<figure class=\"wp-block-image size-large aligncenter\" style=\"text-align:center;margin:1.5em 0;\">\n<img decoding=\"async\" data-src=\"https:\/\/aws.cmctelecom.vn\/wp-content\/uploads\/2026\/07\/bfbbcb070c.png\" alt=\"B\u01b0\u1edbc 2: Nova 2 Lite s\u00e0ng l\u1ecdc ban \u0111\u1ea7u \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh \u1ea3nh c\u00f3 ch\u1ee9a PII hay kh\u00f4ng.\" style=\"--smush-placeholder-width: 1054px; --smush-placeholder-aspect-ratio: 1054\/293;border-radius:8px;border:1px solid #e5e7eb;max-width:100%;max-height:560px;width:auto;height:auto;display:inline-block;\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\"><br \/>\n<\/figure>\n<h3>3. X\u1eed l\u00fd PII song song: Lu\u1ed3ng h\u00ecnh \u1ea3nh v\u00e0 v\u0103n b\u1ea3n<\/h3>\n<p>N\u1ebfu Nova ph\u00e1t hi\u1ec7n c\u00f3 kh\u1ea3 n\u0103ng ch\u1ee9a PII, n\u00f3 s\u1ebd ph\u00e2n lo\u1ea1i PII th\u00e0nh d\u1ea1ng v\u0103n b\u1ea3n, h\u00ecnh \u1ea3nh, ho\u1eb7c c\u1ea3 hai, v\u00e0 k\u00edch ho\u1ea1t c\u00e1c quy tr\u00ecnh con t\u01b0\u01a1ng \u1ee9ng ch\u1ea1y song song.<\/p>\n<ul>\n<li><strong>Lu\u1ed3ng h\u00ecnh \u1ea3nh<\/strong>: S\u1eed d\u1ee5ng <strong>SAM 3<\/strong> tr\u00ean SageMaker AI \u0111\u1ec3 t\u1ea1o segmentation mask cho c\u00e1c y\u1ebfu t\u1ed1 PII tr\u1ef1c quan nh\u01b0 khu\u00f4n m\u1eb7t, d\u1ea5u v\u00e2n tay.<\/li>\n<li><strong>Lu\u1ed3ng v\u0103n b\u1ea3n<\/strong>: S\u1eed d\u1ee5ng <strong>Amazon Textract<\/strong> \u0111\u1ec3 tr\u00edch xu\u1ea5t v\u0103n b\u1ea3n. Sau \u0111\u00f3, Nova s\u1ebd ph\u00e2n t\u00edch ng\u1eef c\u1ea3nh \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh v\u0103n b\u1ea3n n\u00e0o l\u00e0 PII (v\u00ed d\u1ee5: t\u00ean, \u0111\u1ecba ch\u1ec9, s\u1ed1 ID).<\/li>\n<\/ul>\n<figure class=\"wp-block-image size-large aligncenter\" style=\"text-align:center;margin:1.5em 0;\">\n<img decoding=\"async\" data-src=\"https:\/\/aws.cmctelecom.vn\/wp-content\/uploads\/2026\/07\/007c554d9e.png\" alt=\"B\u01b0\u1edbc 3 &amp; 4: Lu\u1ed3ng x\u1eed l\u00fd song song cho PII d\u1ea1ng h\u00ecnh \u1ea3nh (d\u00f9ng SAM 3) v\u00e0 d\u1ea1ng v\u0103n b\u1ea3n (d\u00f9ng Textract).\" style=\"--smush-placeholder-width: 1054px; --smush-placeholder-aspect-ratio: 1054\/385;border-radius:8px;border:1px solid #e5e7eb;max-width:100%;max-height:560px;width:auto;height:auto;display:inline-block;\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\"><br \/>\n<\/figure>\n<h3>4. Che PII v\u00e0 x\u00e1c minh l\u1ea7n cu\u1ed1i<\/h3>\n<p>M\u1ed9t h\u00e0m AWS Lambda s\u1ebd h\u1ee3p nh\u1ea5t c\u00e1c t\u1ecda \u0111\u1ed9 PII t\u1eeb c\u1ea3 hai lu\u1ed3ng v\u00e0 che c\u00e1c v\u00f9ng \u0111\u00e3 x\u00e1c \u0111\u1ecbnh tr\u00ean \u1ea3nh g\u1ed1c. Quan tr\u1ecdng h\u01a1n, <strong>Nova 2 Lite<\/strong> s\u1ebd th\u1ef1c hi\u1ec7n m\u1ed9t b\u01b0\u1edbc ki\u1ec3m tra ch\u1ea5t l\u01b0\u1ee3ng cu\u1ed1i c\u00f9ng tr\u00ean \u1ea3nh \u0111\u00e3 che m\u1edd. N\u1ebfu Nova x\u00e1c \u0111\u1ecbnh r\u1eb1ng t\u1ea5t c\u1ea3 PII \u0111\u00e3 \u0111\u01b0\u1ee3c lo\u1ea1i b\u1ecf, \u1ea3nh s\u1ebd \u0111\u01b0\u1ee3c chuy\u1ec3n \u0111\u1ebfn th\u01b0 m\u1ee5c an to\u00e0n. N\u1ebfu v\u1eabn c\u00f2n PII, \u1ea3nh s\u1ebd \u0111\u01b0\u1ee3c \u0111\u01b0a v\u00e0o m\u1ed9t th\u01b0 m\u1ee5c c\u00e1ch ly \u0111\u1ec3 con ng\u01b0\u1eddi xem x\u00e9t, \u0111\u1ea3m b\u1ea3o kh\u00f4ng c\u00f3 d\u1eef li\u1ec7u nh\u1ea1y c\u1ea3m n\u00e0o b\u1ecb b\u1ecf s\u00f3t.<\/p>\n<figure class=\"wp-block-image size-large aligncenter\" style=\"text-align:center;margin:1.5em 0;\">\n<img decoding=\"async\" data-src=\"https:\/\/aws.cmctelecom.vn\/wp-content\/uploads\/2026\/07\/24aed903f4.png\" alt=\"B\u01b0\u1edbc 5: Che PII v\u00e0 x\u00e1c minh l\u1ea1i b\u1eb1ng Nova 2 Lite tr\u01b0\u1edbc khi xu\u1ea5t k\u1ebft qu\u1ea3.\" style=\"--smush-placeholder-width: 1080px; --smush-placeholder-aspect-ratio: 1080\/586;border-radius:8px;border:1px solid #e5e7eb;max-width:100%;max-height:560px;width:auto;height:auto;display:inline-block;\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\"><br \/>\n<\/figure>\n<h2>K\u1ebft qu\u1ea3 th\u1ef1c t\u1ebf<\/h2>\n<p>\u0110\u1ec3 ki\u1ec3m tra hi\u1ec7u qu\u1ea3 c\u1ee7a gi\u1ea3i ph\u00e1p, c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng m\u1ed9t h\u00ecnh \u1ea3nh th\u1eed nghi\u1ec7m ch\u1ee9a c\u1ea3 PII d\u1ea1ng v\u0103n b\u1ea3n v\u00e0 h\u00ecnh \u1ea3nh. Pipeline s\u1ebd t\u1ef1 \u0111\u1ed9ng x\u00e1c \u0111\u1ecbnh v\u00e0 che m\u1edd c\u00e1c y\u1ebfu t\u1ed1 n\u00e0y.<\/p>\n<div class=\"image-gallery\" style=\"display:grid;margin:1.5em 0;\">\n<figure class=\"wp-block-image\" style=\"margin:0;\"><img decoding=\"async\" data-src=\"https:\/\/aws.cmctelecom.vn\/wp-content\/uploads\/2026\/07\/3a4bfcb734.jpeg\" alt=\"\u1ea2nh do AI t\u1ea1o ch\u1ee9a PII d\u1ea1ng v\u0103n b\u1ea3n (\u0111\u1ecba ch\u1ec9) v\u00e0 PII d\u1ea1ng h\u00ecnh \u1ea3nh (khu\u00f4n m\u1eb7t).\" style=\"--smush-placeholder-width: 1145px; --smush-placeholder-aspect-ratio: 1145\/644;border-radius:8px;border:1px solid #e5e7eb;width:100%;height:auto;max-height:300px;display:block;\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\"><\/figure>\n<figure class=\"wp-block-image\" style=\"margin:0;\"><img decoding=\"async\" data-src=\"https:\/\/aws.cmctelecom.vn\/wp-content\/uploads\/2026\/07\/21f6657fc6.jpeg\" alt=\"C\u00e1c y\u1ebfu t\u1ed1 PII \u0111\u00e3 \u0111\u01b0\u1ee3c che m\u1edd trong c\u00f9ng h\u00ecnh \u1ea3nh b\u1eb1ng pipeline.\" style=\"--smush-placeholder-width: 1131px; --smush-placeholder-aspect-ratio: 1131\/636;border-radius:8px;border:1px solid #e5e7eb;width:100%;height:auto;max-height:300px;display:block;\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\"><\/figure>\n<\/div>\n<h2>K\u1ebft lu\u1eadn<\/h2>\n<p>Gi\u1ea3i ph\u00e1p do AWS \u0111\u1ec1 xu\u1ea5t cho th\u1ea5y c\u00e1ch <strong>Amazon Nova 2 Lite<\/strong> c\u00f3 th\u1ec3 \u0111\u00f3ng vai tr\u00f2 \u0111i\u1ec1u ph\u1ed1i th\u00f4ng minh cho m\u1ed9t pipeline t\u1ef1 \u0111\u1ed9ng, kh\u00f4ng c\u1ea7n server \u0111\u1ec3 ph\u00e1t hi\u1ec7n v\u00e0 che PII trong \u1ea3nh m\u00e0 kh\u00f4ng y\u00eau c\u1ea7u hu\u1ea5n luy\u1ec7n hay tinh ch\u1ec9nh model t\u00f9y ch\u1ec9nh. Kh\u1ea3 n\u0103ng suy lu\u1eadn \u0111a ph\u01b0\u01a1ng th\u1ee9c v\u00e0 hi\u1ec7u su\u1ea5t cao c\u1ee7a Nova cho ph\u00e9p c\u00e1c doanh nghi\u1ec7p tri\u1ec3n khai gi\u1ea3i ph\u00e1p che PII \u1edf quy m\u00f4 l\u1edbn, \u0111\u1ed3ng th\u1eddi \u0111\u1ea3m b\u1ea3o tu\u00e2n th\u1ee7 \u0111\u1ea7y \u0111\u1ee7 c\u00e1c quy \u0111\u1ecbnh b\u1ea3o v\u1ec7 d\u1eef li\u1ec7u. \u0110\u00e2y l\u00e0 m\u1ed9t ki\u1ebfn tr\u00fac tham kh\u1ea3o m\u00e0 c\u00e1c doanh nghi\u1ec7p c\u00f3 th\u1ec3\u0e1b\u0e23\u0e31\u0e1a d\u1ee5ng v\u00e0 tri\u1ec3n khai tr\u00ean t\u00e0i kho\u1ea3n AWS c\u1ee7a m\u00ecnh \u0111\u1ec3 \u0111\u00e1p \u1ee9ng c\u00e1c y\u00eau c\u1ea7u tu\u00e2n th\u1ee7 c\u1ee5 th\u1ec3.<\/p>","protected":false},"excerpt":{"rendered":"<p>Vi\u1ec7c chia s\u1ebb d\u1eef li\u1ec7u h\u00ecnh \u1ea3nh trong n\u1ed9i b\u1ed9, v\u1edbi \u0111\u1ed1i t\u00e1c, hay d\u00f9ng \u0111\u1ec3 hu\u1ea5n luy\u1ec7n m\u00f4 h\u00ecnh AI\/ML l\u00e0 ho\u1ea1t \u0111\u1ed9ng kinh doanh thi\u1ebft y\u1ebfu. Tuy nhi\u00ean, khi d\u1eef li\u1ec7u n\u00e0y ch\u1ee9a Th\u00f4ng tin Nh\u1eadn d\u1ea1ng C\u00e1 nh\u00e2n (PII), doanh nghi\u1ec7p ph\u1ea3i \u0111\u1ed1i m\u1eb7t v\u1edbi c\u00e1c ngh\u0129a v\u1ee5 ph\u00e1p l\u00fd v\u00e0 tu\u00e2n&#8230;<\/p>","protected":false},"author":22,"featured_media":66918,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[1],"tags":[],"class_list":["post-66927","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ctelers-blogs"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.9 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>AWS: T\u1ef1 \u0111\u1ed9ng che th\u00f4ng tin c\u00e1 nh\u00e2n trong \u1ea3nh b\u1eb1ng AI c\u1ee7a Amazon Nova | 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\/08\/aws-tu-dong-che-thong-tin-ca-nhan-trong-anh-bang-ai-cua-amazon-nova\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"AWS: T\u1ef1 \u0111\u1ed9ng che th\u00f4ng tin c\u00e1 nh\u00e2n trong \u1ea3nh b\u1eb1ng AI c\u1ee7a Amazon Nova | CMC Telecom\" \/>\n<meta property=\"og:description\" content=\"Vi\u1ec7c chia s\u1ebb d\u1eef li\u1ec7u h\u00ecnh \u1ea3nh trong n\u1ed9i b\u1ed9, v\u1edbi \u0111\u1ed1i t\u00e1c, hay d\u00f9ng \u0111\u1ec3 hu\u1ea5n luy\u1ec7n m\u00f4 h\u00ecnh AI\/ML l\u00e0 ho\u1ea1t \u0111\u1ed9ng kinh doanh thi\u1ebft y\u1ebfu. 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