{"id":12233,"date":"2026-07-09T09:04:10","date_gmt":"2026-07-09T02:04:10","guid":{"rendered":"https:\/\/microsoft.cmctelecom.vn\/tonic-textual-ra-mat-tren-microsoft-fabric-chuan-bi-du-lieu-phi-cau-truc-cho-ai\/"},"modified":"2026-07-03T16:04:51","modified_gmt":"2026-07-03T09:04:51","slug":"tonic-textual-ra-mat-tren-microsoft-fabric-chuan-bi-du-lieu-phi-cau-truc-cho-ai","status":"publish","type":"post","link":"https:\/\/microsoft.cmctelecom.vn\/en\/tonic-textual-ra-mat-tren-microsoft-fabric-chuan-bi-du-lieu-phi-cau-truc-cho-ai\/","title":{"rendered":"Tonic Textual ra m\u1eaft tr\u00ean Microsoft Fabric: Chu\u1ea9n b\u1ecb d\u1eef li\u1ec7u phi c\u1ea5u tr\u00fac cho AI"},"content":{"rendered":"<p>Ph\u1ea7n l\u1edbn d\u1eef li\u1ec7u c\u1ee7a doanh nghi\u1ec7p t\u1ed3n t\u1ea1i \u1edf d\u1ea1ng phi c\u1ea5u tr\u00fac v\u00e0 th\u01b0\u1eddng b\u1ecb h\u1ea1n ch\u1ebf truy c\u1eadp do ch\u1ee9a th\u00f4ng tin nh\u1ea1y c\u1ea3m, g\u00e2y c\u1ea3n tr\u1edf l\u1edbn cho c\u00e1c d\u1ef1 \u00e1n AI. \u0110\u1ec3 gi\u1ea3i quy\u1ebft th\u00e1ch th\u1ee9c n\u00e0y, Microsoft \u0111\u00e3 c\u00f4ng b\u1ed1 ph\u00e1t h\u00e0nh ch\u00ednh th\u1ee9c (GA) <strong>Tonic Textual<\/strong> d\u01b0\u1edbi d\u1ea1ng m\u1ed9t workload t\u00edch h\u1ee3p ngay trong <strong>Microsoft Fabric<\/strong>, gi\u00fap c\u00e1c doanh nghi\u1ec7p chu\u1ea9n b\u1ecb v\u00e0 \u1ea9n danh h\u00f3a d\u1eef li\u1ec7u v\u0103n b\u1ea3n m\u1ed9t c\u00e1ch an to\u00e0n \u0111\u1ec3 s\u1eb5n s\u00e0ng cho c\u00e1c \u1ee9ng d\u1ee5ng AI.<\/p>\n<h2>Th\u00e1ch th\u1ee9c t\u1eeb d\u1eef li\u1ec7u phi c\u1ea5u tr\u00fac trong k\u1ef7 nguy\u00ean AI<\/h2>\n<p>Theo d\u1ef1 b\u00e1o c\u1ee7a <a href=\"https:\/\/www.gartner.com\/en\/newsroom\/press-releases\/2025-02-26-lack-of-ai-ready-data-puts-ai-projects-at-risk\">Gartner<\/a>, \u0111\u1ebfn h\u1ebft n\u0103m 2026, 60% d\u1ef1 \u00e1n AI s\u1ebd b\u1ecb h\u1ee7y b\u1ecf v\u00ec thi\u1ebfu d\u1eef li\u1ec7u s\u1eb5n s\u00e0ng cho AI. M\u1ed9t ph\u1ea7n l\u1edbn th\u00f4ng tin doanh nghi\u1ec7p t\u1ed3n t\u1ea1i d\u01b0\u1edbi d\u1ea1ng v\u0103n b\u1ea3n phi c\u1ea5u tr\u00fac, bao g\u1ed3m phi\u1ebfu h\u1ed7 tr\u1ee3, h\u1ee3p \u0111\u1ed3ng, b\u1ea3n ghi cu\u1ed9c g\u1ecdi, t\u00e0i li\u1ec7u k\u1ef9 thu\u1eadt v\u00e0 trao \u0111\u1ed5i n\u1ed9i b\u1ed9. Nh\u1eefng ngu\u1ed3n n\u00e0y ch\u1ee9a \u0111\u1ef1ng th\u00f4ng tin gi\u00e1 tr\u1ecb \u0111\u1ec3 hu\u1ea5n luy\u1ec7n ho\u1eb7c \u0111\u00e1nh gi\u00e1 h\u1ec7 th\u1ed1ng AI, nh\u01b0ng \u0111\u1ed3ng th\u1eddi c\u0169ng ch\u1ee9a d\u1eef li\u1ec7u nh\u1ea1y c\u1ea3m nh\u01b0 th\u00f4ng tin c\u00e1 nh\u00e2n, chi ti\u1ebft t\u00e0i ch\u00ednh, ho\u1eb7c b\u00ed m\u1eadt kinh doanh, khi\u1ebfn vi\u1ec7c truy c\u1eadp ch\u00fang b\u1ecb gi\u1edbi h\u1ea1n.<\/p>\n<h2>Tonic Textual: Gi\u1ea3i ph\u00e1p chu\u1ea9n b\u1ecb d\u1eef li\u1ec7u an to\u00e0n tr\u00ean Microsoft Fabric<\/h2>\n<p>Ng\u00e0y 26\/3\/2026, <strong>Tonic Textual<\/strong> \u0111\u00e3 \u0111\u01b0\u1ee3c <a href=\"https:\/\/www.tonic.ai\/products\/textual\">ph\u00e1t h\u00e0nh ch\u00ednh th\u1ee9c (GA)<\/a> d\u01b0\u1edbi d\u1ea1ng m\u1ed9t workload trong <a href=\"https:\/\/app.fabric.microsoft.com\/workloadhub\/detail\/Tonic.Textual.Product\">Microsoft Fabric Workload Hub<\/a>. Workload n\u00e0y cung c\u1ea5p c\u00e1c c\u00f4ng c\u1ee5 gi\u00fap doanh nghi\u1ec7p ph\u00e1t hi\u1ec7n th\u00f4ng tin nh\u1ea1y c\u1ea3m trong v\u0103n b\u1ea3n v\u00e0 chu\u1ea9n b\u1ecb c\u00e1c dataset c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng an to\u00e0n trong c\u00e1c quy tr\u00ecnh ph\u00e1t tri\u1ec3n AI ngay tr\u00ean n\u1ec1n t\u1ea3ng Fabric. V\u00ed d\u1ee5, trong ng\u00e0nh y t\u1ebf, c\u00e1c ghi ch\u00fa l\u00e2m s\u00e0ng hay h\u1ed3 s\u01a1 b\u1ec7nh \u00e1n ch\u1ee9a nhi\u1ec1u ng\u1eef c\u1ea3nh quan tr\u1ecdng nh\u01b0ng c\u0169ng bao g\u1ed3m th\u00f4ng tin s\u1ee9c kh\u1ecfe c\u1ea7n \u0111\u01b0\u1ee3c b\u1ea3o v\u1ec7. Vi\u1ec7c chu\u1ea9n b\u1ecb d\u1eef li\u1ec7u n\u00e0y tr\u01b0\u1edbc khi \u0111\u01b0a v\u00e0o h\u1ec7 th\u1ed1ng AI cho ph\u00e9p t\u1ed5 ch\u1ee9c gi\u1ea3m thi\u1ec3u r\u1ee7i ro v\u1ec1 quy\u1ec1n ri\u00eang t\u01b0 m\u00e0 v\u1eabn khai th\u00e1c \u0111\u01b0\u1ee3c gi\u00e1 tr\u1ecb th\u00f4ng tin.<\/p>\n<p>V\u1edbi Tonic Textual, c\u00e1c t\u1ed5 ch\u1ee9c c\u00f3 th\u1ec3 c\u1ea5u h\u00ecnh c\u00e1ch x\u1eed l\u00fd c\u00e1c th\u1ef1c th\u1ec3 nh\u1ea1y c\u1ea3m \u0111\u01b0\u1ee3c ph\u00e1t hi\u1ec7n, bao g\u1ed3m c\u00e1c t\u00f9y ch\u1ecdn:<\/p>\n<ul>\n<li><strong>Redacting:<\/strong> Bi\u00ean t\u1eadp v\u00e0 che \u0111i c\u00e1c gi\u00e1 tr\u1ecb nh\u1ea1y c\u1ea3m.<\/li>\n<li><strong>Masking:<\/strong> Che gi\u1ea5u c\u00e1c \u0111\u1ecbnh danh c\u1ee5 th\u1ec3.<\/li>\n<li><strong>Synthesizing:<\/strong> Thay th\u1ebf c\u00e1c gi\u00e1 tr\u1ecb b\u1eb1ng d\u1eef li\u1ec7u t\u1ed5ng h\u1ee3p (<em>synthetic data<\/em>).<\/li>\n<li>\u00c1p d\u1ee5ng c\u00e1c quy t\u1eafc t\u00f9y ch\u1ec9nh cho t\u1eebng lo\u1ea1i th\u1ef1c th\u1ec3 c\u1ee5 th\u1ec3.<\/li>\n<\/ul>\n<p>Vi\u1ec7c th\u1ef1c hi\u1ec7n c\u00e1c b\u01b0\u1edbc n\u00e0y ngay trong Fabric cho ph\u00e9p c\u00e1c \u0111\u1ed9i ng\u0169 chu\u1ea9n b\u1ecb d\u1eef li\u1ec7u v\u0103n b\u1ea3n m\u00e0 kh\u00f4ng c\u1ea7n di chuy\u1ec3n n\u00f3 ra ngo\u00e0i n\u1ec1n t\u1ea3ng, \u0111\u1ea3m b\u1ea3o t\u00ednh nh\u1ea5t qu\u00e1n v\u00e0 an to\u00e0n.<\/p>\n<h2>Quy tr\u00ecnh l\u00e0m vi\u1ec7c m\u1eabu v\u1edbi Tonic Textual trong Fabric<\/h2>\n<p>D\u01b0\u1edbi \u0111\u00e2y l\u00e0 quy tr\u00ecnh l\u00e0m vi\u1ec7c m\u1eabu \u0111\u1ec3 chu\u1ea9n b\u1ecb d\u1eef li\u1ec7u v\u0103n b\u1ea3n cho c\u00e1c workflow AI b\u1eb1ng Tonic Textual trong Fabric.<\/p>\n<h3>1. Th\u00eam workload<\/h3>\n<p>C\u00e0i \u0111\u1eb7t Tonic Textual t\u1eeb <a href=\"https:\/\/app.fabric.microsoft.com\/workloadhub\/detail\/Tonic.Textual.Product\">Microsoft Fabric Workload Hub<\/a>.<\/p>\n<figure class=\"wp-block-image size-large aligncenter\" style=\"text-align:center;margin:1.5em 0;\">\n<img decoding=\"async\" src=\"https:\/\/microsoft.cmctelecom.vn\/wp-content\/uploads\/2026\/07\/72f24b25ac.png\" alt=\"Tonic Textual trong Microsoft Fabric Workload Hub.\" style=\"border-radius:8px;border:1px solid #e5e7eb;max-width:100%;max-height:560px;width:auto;height:auto;display:inline-block;\"><br \/>\n<\/figure>\n<h3>2. Ch\u1ecdn d\u1eef li\u1ec7u trong OneLake<\/h3>\n<p>Ch\u1ecdn c\u00e1c b\u1ed9 s\u01b0u t\u1eadp t\u00e0i li\u1ec7u, b\u1ea3n ghi ho\u1eb7c c\u00e1c dataset v\u0103n b\u1ea3n kh\u00e1c \u0111\u01b0\u1ee3c l\u01b0u tr\u1eef trong OneLake.<\/p>\n<figure class=\"wp-block-image size-large aligncenter\" style=\"text-align:center;margin:1.5em 0;\">\n<img decoding=\"async\" src=\"https:\/\/microsoft.cmctelecom.vn\/wp-content\/uploads\/2026\/07\/93e74eb3c7.png\" alt=\"Ch\u1ecdn th\u01b0 m\u1ee5c ngu\u1ed3n trong OneLake \u0111\u1ec3 x\u1eed l\u00fd.\" style=\"border-radius:8px;border:1px solid #e5e7eb;max-width:100%;max-height:560px;width:auto;height:auto;display:inline-block;\"><br \/>\n<\/figure>\n<h3>3. Ch\u1ecdn v\u1ecb tr\u00ed \u0111\u1ea7u ra<\/h3>\n<p>Ch\u1ec9 \u0111\u1ecbnh n\u01a1i dataset \u0111\u00e3 \u0111\u01b0\u1ee3c chu\u1ea9n b\u1ecb s\u1ebd \u0111\u01b0\u1ee3c ghi v\u00e0o OneLake. \u0110i\u1ec1u n\u00e0y cho ph\u00e9p gi\u1eef nguy\u00ean d\u1eef li\u1ec7u g\u1ed1c v\u00e0 t\u1ea1o ra m\u1ed9t dataset ri\u00eang bi\u1ec7t, s\u1eb5n s\u00e0ng cho AI.<\/p>\n<figure class=\"wp-block-image size-large aligncenter\" style=\"text-align:center;margin:1.5em 0;\">\n<img decoding=\"async\" src=\"https:\/\/microsoft.cmctelecom.vn\/wp-content\/uploads\/2026\/07\/c5ae859f58.png\" alt=\"Ch\u1ecdn th\u01b0 m\u1ee5c \u0111\u00edch trong OneLake \u0111\u1ec3 l\u01b0u d\u1eef li\u1ec7u \u0111\u00e3 x\u1eed l\u00fd.\" style=\"border-radius:8px;border:1px solid #e5e7eb;max-width:100%;max-height:560px;width:auto;height:auto;display:inline-block;\"><br \/>\n<\/figure>\n<h3>4. Ph\u00e1t hi\u1ec7n c\u00e1c th\u1ef1c th\u1ec3 nh\u1ea1y c\u1ea3m<\/h3>\n<p>Tonic Textual s\u1ebd qu\u00e9t dataset v\u00e0 x\u00e1c \u0111\u1ecbnh c\u00e1c th\u00f4ng tin nh\u1ea1y c\u1ea3m.<\/p>\n<figure class=\"wp-block-image size-large aligncenter\" style=\"text-align:center;margin:1.5em 0;\">\n<img decoding=\"async\" src=\"https:\/\/microsoft.cmctelecom.vn\/wp-content\/uploads\/2026\/07\/158309cda0.png\" alt=\"Giao di\u1ec7n qu\u00e9t v\u00e0 ph\u00e1t hi\u1ec7n c\u00e1c th\u1ef1c th\u1ec3 nh\u1ea1y c\u1ea3m trong t\u1ec7p.\" style=\"border-radius:8px;border:1px solid #e5e7eb;max-width:100%;max-height:560px;width:auto;height:auto;display:inline-block;\"><br \/>\n<\/figure>\n<h3>5. C\u1ea5u h\u00ecnh c\u00e1c ph\u00e9p bi\u1ebfn \u0111\u1ed5i<\/h3>\n<p>L\u1ef1a ch\u1ecdn c\u00e1ch x\u1eed l\u00fd cho t\u1eebng lo\u1ea1i th\u1ef1c th\u1ec3 \u0111\u01b0\u1ee3c ph\u00e1t hi\u1ec7n (redaction, synthesis&#8230;).<\/p>\n<figure class=\"wp-block-image size-large aligncenter\" style=\"text-align:center;margin:1.5em 0;\">\n<img decoding=\"async\" src=\"https:\/\/microsoft.cmctelecom.vn\/wp-content\/uploads\/2026\/07\/b40fce52c1.png\" alt=\"C\u1ea5u h\u00ecnh t\u00f9y ch\u1ecdn \u1ea9n danh h\u00f3a d\u1eef li\u1ec7u.\" style=\"border-radius:8px;border:1px solid #e5e7eb;max-width:100%;max-height:560px;width:auto;height:auto;display:inline-block;\"><br \/>\n<\/figure>\n<h3>6. S\u1eed d\u1ee5ng d\u1eef li\u1ec7u \u0111\u00e3 chu\u1ea9n b\u1ecb<\/h3>\n<p>Dataset k\u1ebft qu\u1ea3 v\u1eabn n\u1eb1m trong Fabric v\u00e0 c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng trong c\u00e1c pipeline downstream, ch\u1eb3ng h\u1ea1n nh\u01b0 cho h\u1ec7 th\u1ed1ng training ho\u1eb7c <em>retrieval-augmented generation<\/em> (RAG). C\u00e1ch ti\u1ebfp c\u1eadn n\u00e0y gi\u00fap c\u00e1c \u0111\u1ed9i ng\u0169 chu\u1ea9n b\u1ecb dataset an to\u00e0n tr\u01b0\u1edbc khi ch\u00fang \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng trong c\u00e1c prompt ho\u1eb7c m\u00f4 h\u00ecnh AI, \u0111\u1ed3ng th\u1eddi v\u1eabn gi\u1eef \u0111\u01b0\u1ee3c ng\u1eef c\u1ea3nh v\u00e0 c\u1ea5u tr\u00fac ban \u0111\u1ea7u c\u1ee7a d\u1eef li\u1ec7u.<\/p>","protected":false},"excerpt":{"rendered":"<p>Ph\u1ea7n l\u1edbn d\u1eef li\u1ec7u c\u1ee7a doanh nghi\u1ec7p t\u1ed3n t\u1ea1i \u1edf d\u1ea1ng phi c\u1ea5u tr\u00fac v\u00e0 th\u01b0\u1eddng b\u1ecb h\u1ea1n ch\u1ebf truy c\u1eadp do ch\u1ee9a th\u00f4ng tin nh\u1ea1y c\u1ea3m, g\u00e2y c\u1ea3n tr\u1edf l\u1edbn cho c\u00e1c d\u1ef1 \u00e1n AI. \u0110\u1ec3 gi\u1ea3i quy\u1ebft th\u00e1ch th\u1ee9c n\u00e0y, Microsoft \u0111\u00e3 c\u00f4ng b\u1ed1 ph\u00e1t h\u00e0nh ch\u00ednh th\u1ee9c (GA) Tonic Textual d\u01b0\u1edbi d\u1ea1ng&#8230;<\/p>","protected":false},"author":15,"featured_media":12227,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[1],"tags":[],"class_list":["post-12233","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ms-blogs"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.1 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Tonic Textual ra m\u1eaft tr\u00ean Microsoft Fabric: Chu\u1ea9n b\u1ecb d\u1eef li\u1ec7u phi c\u1ea5u tr\u00fac cho AI | CMC Telecom<\/title>\n<meta name=\"description\" content=\"\u0110\u1ed1i t\u00e1c Tier-1 Solutions Provider c\u1ee7a Microsoft t\u1ea1i Vi\u1ec7t Nam\" \/>\n<meta name=\"robots\" content=\"noindex, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta 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