{"id":717,"date":"2019-06-13T08:57:29","date_gmt":"2019-06-13T08:57:29","guid":{"rendered":"https:\/\/www.thegioimaychu.vn\/solution\/?p=717"},"modified":"2019-08-30T08:23:27","modified_gmt":"2019-08-30T08:23:27","slug":"giai-phap-tram-lam-viec-cho-chuyen-gia-khoa-hoc-du-lieu-cua-nvidia","status":"publish","type":"post","link":"https:\/\/thegioimaychu.vn\/solution\/vendor\/nvidia\/giai-phap-tram-lam-viec-cho-chuyen-gia-khoa-hoc-du-lieu-cua-nvidia-p717\/","title":{"rendered":"Gi\u1ea3i ph\u00e1p tr\u1ea1m l\u00e0m vi\u1ec7c cho chuy\u00ean gia Khoa h\u1ecdc D\u1eef li\u1ec7u c\u1ee7a NVidia"},"content":{"rendered":"<p>D\u1eef li\u1ec7u \u0111ang thay \u0111\u1ed5i c\u0103n b\u1ea3n v\u1ec1 c\u00e1c chi\u1ebfn l\u01b0\u1ee3c kinh doanh c\u1ee7a doanh nghi\u1ec7p, th\u00fac \u0111\u1ea9y nhu c\u1ea7u \u0111\u1ed1i v\u1edbi\u00a0 khoa h\u1ecdc\u00a0gia d\u1eef li\u1ec7u (Data Scientist) v\u00e0 gia t\u0103ng s\u1ef1 ph\u1ee9c t\u1ea1p trong quy tr\u00ecnh l\u00e0m vi\u1ec7c c\u1ee7a h\u1ecd. C\u00f3 \u0111\u01b0\u1ee3c hi\u1ec7u su\u1ea5t b\u1ea1n c\u1ea7n \u0111\u1ec3 chuy\u1ec3n \u0111\u1ed5i l\u01b0\u1ee3ng d\u1eef li\u1ec7u kh\u1ed5ng l\u1ed3 th\u00e0nh th\u00f4ng tin chi ti\u1ebft v\u00e0 t\u1ea1o ra tr\u1ea3i nghi\u1ec7m tuy\u1ec7t v\u1eddi c\u1ee7a kh\u00e1ch h\u00e0ng v\u1edbi c\u00e1c m\u00e1y tr\u1ea1m khoa h\u1ecdc d\u1eef li\u1ec7u do NVIDIA cung c\u1ea5p. \u0110\u01b0\u1ee3c x\u00e2y d\u1ef1ng b\u1edfi c\u00e1c nh\u00e0 cung c\u1ea5p m\u00e1y tr\u1ea1m h\u00e0ng \u0111\u1ea7u, k\u1ebft h\u1ee3p s\u1ee9c m\u1ea1nh c\u1ee7a GPU Quadro RTX v\u1edbi ph\u1ea7n m\u1ec1m khoa h\u1ecdc d\u1eef li\u1ec7u AI, b\u1ed9 t\u0103ng t\u1ed1c CUDA-X \u0111\u1ec3 cung c\u1ea5p m\u1ed9t lo\u1ea1i m\u00e1y tr\u1ea1m \u0111\u1ec3 b\u00e0n v\u00e0 m\u00e1y t\u00ednh di \u0111\u1ed9ng t\u00edch h\u1ee3p \u0111\u1ea7y \u0111\u1ee7 cho Khoa h\u1ecdc D\u1eef li\u1ec7u.<\/p>\n<blockquote><p>M\u00e1y tr\u1ea1m khoa h\u1ecdc d\u1eef li\u1ec7u do NVIDIA cung c\u1ea5p kh\u1ea3 n\u0103ng quan tr\u1ecdng \u0111\u1ec3 \u0111\u00e0o t\u1ea1o c\u00e1c Deep Neural Network ph\u1ee5c v\u1ee5 cho kh\u1ea3 n\u0103ng nh\u1eadn th\u1ee9c c\u1ee7a robot&#8230; V\u1edbi n\u00f3, cho ph\u00e9p MIT FAST Labs kh\u1ea3 n\u0103ng \u0111\u00e0o t\u1ea1o c\u00e1c thi\u1ebft b\u1ecb drones (thi\u1ebft b\u1ecb bay kh\u00f4ng ng\u01b0\u1eddi l\u00e1i) \u0111\u1ec3 ph\u00e2n t\u00edch chi\u1ec1u s\u00e2u v\u00e0 tr\u00e1nh va ch\u1ea1m t\u1eeb m\u1ed9t camera duy nh\u1ea5t \u0111\u01b0\u1ee3c t\u0103ng t\u1ed1c \u0111\u00e1ng k\u1ec3 v\u00ec ch\u00fang t\u00f4i c\u00f3 th\u1ec3 x\u1eed l\u00fd c\u00e1c l\u00f4 c\u00f3 k\u00edch th\u01b0\u1edbc l\u1edbn.<\/p><\/blockquote>\n<p style=\"text-align: right;\">Mike Koelemay,\u00a0<em>Lockheed Martin<\/em><\/p>\n<h2>\u0110\u01b0\u1ee3c x\u00e2y d\u1ef1ng tr\u00ean GPU ti\u00ean ti\u1ebfn nh\u1ea5t th\u1ebf gi\u1edbi<\/h2>\n<p>Mang s\u1ee9c m\u1ea1nh c\u1ee7a RTX v\u00e0o quy tr\u00ecnh l\u00e0m vi\u1ec7c d\u1eef li\u1ec7u khoa h\u1ecdc c\u1ee7a b\u1ea1n v\u1edbi c\u00e1c m\u00e1y tr\u1ea1m \u0111\u01b0\u1ee3c cung c\u1ea5p b\u1edfi GPU Quadro RTX . Nh\u1eadn t\u1edbi 96 GB b\u1ed9 nh\u1edb trong c\u1ef1c nhanh tr\u00ean m\u00e1y t\u00ednh \u0111\u1ec3 b\u00e0n \u0111\u1ec3 x\u1eed l\u00fd c\u00e1c b\u1ed9 d\u1eef li\u1ec7u l\u1edbn nh\u1ea5t v\u00e0 t\u00ednh to\u00e1n kh\u1ed1i l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c n\u1eb7ng t\u1eeb m\u1ecdi n\u01a1i. T\u1eadn d\u1ee5ng c\u00f4ng ngh\u1ec7 d\u00f2 tia m\u1edbi nh\u1ea5t \u0111\u1ec3 hi\u1ec3n th\u1ecb b\u00ean trong hi\u1ec7u su\u1ea5t cao v\u00e0 \u0111\u1ecbnh c\u1ea5u h\u00ecnh truy c\u1eadp t\u1eeb xa \u0111\u1ec3 linh ho\u1ea1t t\u1ed1i \u0111a. V\u1edbi Quadro RTX, b\u1ea1n c\u00f3 th\u1ec3 t\u1ed1i \u0111a h\u00f3a n\u0103ng su\u1ea5t, gi\u1ea3m th\u1eddi gian t\u00ecm hi\u1ec3u v\u00e0 gi\u1ea3m chi ph\u00ed cho c\u00e1c d\u1ef1 \u00e1n d\u1eef li\u1ec7u khoa h\u1ecdc v\u1edbi c\u00e1c m\u00e1y tr\u1ea1m \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o m\u1ee9c \u0111\u1ed9 t\u01b0\u01a1ng th\u00edch, h\u1ed7 tr\u1ee3 v\u00e0 \u0111\u1ed9 tin c\u1eady cao nh\u1ea5t.<\/p>\n<h2>T\u00edch h\u1ee3p v\u1edbi ph\u1ea7n m\u1ec1m t\u0103ng t\u1ed1c GPU<\/h2>\n<p>C\u00e1c m\u00e1y tr\u1ea1m d\u1eef li\u1ec7u khoa h\u1ecdc do NVIDIA cung c\u1ea5p \u0111i k\u00e8m v\u1edbi m\u1ed9t b\u1ed9 ph\u1ea7n m\u1ec1m khoa h\u1ecdc d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c ki\u1ec3m tra v\u00e0 t\u1ed1i \u01b0u h\u00f3a to\u00e0n di\u1ec7n \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng tr\u00ean NVIDIA CUDA-X AI . T\u00e1c v\u1ee5 RAPIDS n\u00e0y c\u00f3 c\u00e1c th\u01b0 vi\u1ec7n x\u1eed l\u00fd d\u1eef li\u1ec7u v\u00e0 m\u00e1y h\u1ecdc , NVIDIA \u0111\u00e3 t\u1ed1i \u01b0u h\u00f3a XGBoost, TensorFlow, PyTorch v\u00e0 c\u00e1c ph\u1ea7n m\u1ec1m khoa h\u1ecdc d\u1eef li\u1ec7u h\u00e0ng \u0111\u1ea7u kh\u00e1c, cung c\u1ea5p cho c\u00e1c doanh nghi\u1ec7p c\u00e1c quy tr\u00ecnh l\u00e0m vi\u1ec7c t\u0103ng t\u1ed1c \u0111\u1ec3 chu\u1ea9n b\u1ecb d\u1eef li\u1ec7u nhanh h\u01a1n, \u0111\u00e0o t\u1ea1o m\u00f4 h\u00ecnh v\u00e0 tr\u1ef1c quan h\u00f3a d\u1eef li\u1ec7u.<\/p>\n<h2>C\u00e1c t\u00ednh n\u0103ng v\u00e0 l\u1ee3i \u00edch<\/h2>\n<h4><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-772\" src=\"https:\/\/thegioimaychu.vn\/solution\/wp-content\/uploads\/2019\/06\/nvidia-rapids-benefits.png\" alt=\"\" width=\"1016\" height=\"351\" srcset=\"https:\/\/thegioimaychu.vn\/solution\/wp-content\/uploads\/2019\/06\/nvidia-rapids-benefits.png 1016w, https:\/\/thegioimaychu.vn\/solution\/wp-content\/uploads\/2019\/06\/nvidia-rapids-benefits-300x104.png 300w, https:\/\/thegioimaychu.vn\/solution\/wp-content\/uploads\/2019\/06\/nvidia-rapids-benefits-768x265.png 768w, https:\/\/thegioimaychu.vn\/solution\/wp-content\/uploads\/2019\/06\/nvidia-rapids-benefits-40x14.png 40w\" sizes=\"auto, (max-width: 1016px) 100vw, 1016px\" \/><\/h4>\n<h4>T\u1ed1i \u0111a h\u00f3a n\u0103ng su\u1ea5t d\u1eef li\u1ec7u khoa h\u1ecdc<\/h4>\n<p>T\u1eadn d\u1ee5ng t\u00e1c v\u1ee5 ph\u1ea7n c\u1ee9ng v\u00e0 ph\u1ea7n m\u1ec1m t\u00edch h\u1ee3p \u0111\u1ea7y \u0111\u1ee7 s\u1eb5n s\u00e0ng \u0111\u1ec3 t\u0103ng n\u0103ng su\u1ea5t ngay l\u1eadp t\u1ee9c.<\/p>\n<h4>\u0110\u00e0o t\u1ea1o v\u00e0 ph\u00e1t tri\u1ec3n m\u00f4 h\u00ecnh nhanh h\u01a1n<\/h4>\n<p>L\u1eb7p l\u1ea1i v\u00e0 di chuy\u1ec3n \u0111\u1ebfn c\u00e1c c\u1ee5m th\u00e0nh ph\u1ea7n x\u1eed l\u00fd nhanh h\u01a1n v\u1edbi hi\u1ec7u su\u1ea5t cao GPU Quadro RTX.<\/p>\n<h4>\u0110\u1ed9 tin c\u1eady v\u00e0 h\u1ed7 tr\u1ee3 c\u1ea5p doanh nghi\u1ec7p<\/h4>\n<p>T\u1eadn h\u01b0\u1edfng c\u00e1c d\u1ecbch v\u1ee5 h\u1ed7 tr\u1ee3 ph\u1ea7n m\u1ec1m t\u00f9y ch\u1ecdn cho ph\u1ea7n m\u1ec1m v\u00e0 b\u1ed9 ch\u1ee9a t\u00edch h\u1ee3p do NVIDIA ph\u00e1t tri\u1ec3n cho c\u00e1c d\u1eef li\u1ec7u khoa h\u1ecdc h\u1ed7 tr\u1ee3 theo ti\u00eau chu\u1ea9n c\u00f3 m\u1eb7t tr\u00ean th\u1ebf gi\u1edbi.<\/p>\n<h2>RAPIDS tr\u00ean RTX 8000: Hi\u1ec7u n\u0103ng x\u1eed l\u00fd khoa h\u1ecdc d\u1eef li\u1ec7u ch\u01b0a t\u1eebng c\u00f3<\/h2>\n<p>M\u00e1y tr\u1ea1m d\u1eef li\u1ec7u khoa h\u1ecdc do NVIDIA cung c\u1ea5p k\u1ebft h\u1ee3p s\u1ee9c m\u1ea1nh c\u1ee7a GPU Quadro RTX v\u1edbi kh\u1ea3 n\u0103ng t\u0103ng t\u1ed1c c\u1ee7a RAPIDS \u0111\u1ec3 gi\u1ea3m th\u1eddi gian \u0111\u00e0o t\u1ea1o v\u00e0 cung c\u1ea5p con \u0111\u01b0\u1eddng nhanh nh\u1ea5t \u0111\u1ebfn d\u1eef li\u1ec7u khoa h\u1ecdc.<br \/>\nT\u1ed1c \u0111\u1ed9 nhanh h\u01a1n t\u1eeb \u0111\u1ea7u \u0111\u1ebfn cu\u1ed1i v\u1edbi RAPIDS tr\u00ean RTX 8000<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-770\" src=\"https:\/\/thegioimaychu.vn\/solution\/wp-content\/uploads\/2019\/06\/RTX8000-perf-report.png\" alt=\"\" width=\"1002\" height=\"248\" srcset=\"https:\/\/thegioimaychu.vn\/solution\/wp-content\/uploads\/2019\/06\/RTX8000-perf-report.png 1002w, https:\/\/thegioimaychu.vn\/solution\/wp-content\/uploads\/2019\/06\/RTX8000-perf-report-300x74.png 300w, https:\/\/thegioimaychu.vn\/solution\/wp-content\/uploads\/2019\/06\/RTX8000-perf-report-768x190.png 768w, https:\/\/thegioimaychu.vn\/solution\/wp-content\/uploads\/2019\/06\/RTX8000-perf-report-40x10.png 40w\" sizes=\"auto, (max-width: 1002px) 100vw, 1002px\" \/><\/p>\n<h2>GPU-ACCELERATED SOFTWARE PARTNERS<\/h2>\n<p><img loading=\"lazy\" decoding=\"async\" style=\"display: inline-block; margin: 10px 20px;\" title=\"ANACONDA\" src=\"https:\/\/thegioimaychu.vn\/solution\/wp-content\/uploads\/2019\/06\/anaconda-logo.svg\" alt=\"ANACONDA\" width=\"180\" height=\"40\" data-analytics=\"\" \/><img loading=\"lazy\" decoding=\"async\" style=\"display: inline-block; margin: 10px 20px;\" title=\"BlazingDB\" src=\"https:\/\/thegioimaychu.vn\/solution\/wp-content\/uploads\/2019\/06\/blazingdb-logo.svg\" alt=\"BlazingDB\" width=\"180\" height=\"40\" data-analytics=\"\" \/><img loading=\"lazy\" decoding=\"async\" style=\"display: inline-block; margin: 10px 20px;\" title=\"Datalogue\" src=\"https:\/\/thegioimaychu.vn\/solution\/wp-content\/uploads\/2019\/06\/datalogue-logo.svg\" alt=\"Datalogue\" width=\"180\" height=\"40\" data-analytics=\"\" \/><img loading=\"lazy\" decoding=\"async\" style=\"display: inline-block; margin: 10px 20px;\" title=\"Graphistry\" src=\"https:\/\/thegioimaychu.vn\/solution\/wp-content\/uploads\/2019\/06\/graphistry-logo.svg\" alt=\"Graphistry\" width=\"180\" height=\"40\" data-analytics=\"\" \/><img loading=\"lazy\" decoding=\"async\" style=\"display: inline-block; margin: 10px 20px;\" title=\"H20.ai\" src=\"https:\/\/thegioimaychu.vn\/solution\/wp-content\/uploads\/2019\/06\/h2oai-logo.svg\" alt=\"H20.ai\" width=\"180\" height=\"40\" data-analytics=\"\" \/><img loading=\"lazy\" decoding=\"async\" style=\"display: inline-block; margin: 10px 20px;\" title=\"Kinetica\" src=\"https:\/\/thegioimaychu.vn\/solution\/wp-content\/uploads\/2019\/06\/kinetica-logo.svg\" alt=\"Kinetica\" width=\"180\" height=\"40\" data-analytics=\"\" \/><img loading=\"lazy\" decoding=\"async\" style=\"display: inline-block; margin: 10px 20px;\" title=\"MAPR\" src=\"https:\/\/thegioimaychu.vn\/solution\/wp-content\/uploads\/2019\/06\/mapr-logo.svg\" alt=\"MAPR\" width=\"180\" height=\"40\" data-analytics=\"\" \/><img loading=\"lazy\" decoding=\"async\" style=\"display: inline-block; margin: 10px 20px;\" title=\"Omni Sci\" src=\"https:\/\/thegioimaychu.vn\/solution\/wp-content\/uploads\/2019\/06\/omnisci-logo.svg\" alt=\"Omni Sci\" width=\"180\" height=\"40\" data-analytics=\"\" \/><\/p>\n<hr \/>\n<p>Tham kh\u1ea3o c\u00e1c d\u00f2ng GPU RTX chuy\u00ean d\u1ee5ng:<\/p>\n<div class=\"row\">\n<div class=\"col-lg-4 col-sm-12\">\n<div class=\"image\"><a class=\"img\" href=\"https:\/\/thegioimaychu.vn\/nvidia-pny-quadro-rtx-8000-48gb-gddr6-pcie-3-0-tm6705.html\"><img decoding=\"async\" class=\"img-responsive\" src=\"https:\/\/thegioimaychu.vn\/image\/cache\/catalog\/NVIDIA\/PNY%20Quadro\/RTX\/Quadro-RTX-8000-270x203.jpg\" alt=\"NVIDIA PNY Quadro RTX 8000 48GB GDDR6 PCIe 3.0\" \/><\/a><\/div>\n<div class=\"product-meta\">\n<div class=\"warp-info\">\n<p class=\"name\"><a href=\"https:\/\/thegioimaychu.vn\/nvidia-pny-quadro-rtx-8000-48gb-gddr6-pcie-3-0-tm6705.html\">NVIDIA PNY Quadro RTX 8000 48GB GDDR6 PCIe 3.0<\/a><\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"col-lg-4 col-sm-12\">\n<div class=\"image\"><a class=\"img\" href=\"https:\/\/thegioimaychu.vn\/may-chu-workstation-winfast-ws1030-rtx-8000-tm7069.html\"><img decoding=\"async\" class=\"img-responsive\" src=\"https:\/\/thegioimaychu.vn\/image\/cache\/catalog\/Leadtek\/WS1030+RTX8000-270x203.png\" alt=\"M\u00e1y Ch\u1ee7 Workstation WinFast WS1030 &amp; RTX 8000\" \/><\/a><\/div>\n<div class=\"product-meta\">\n<div class=\"warp-info\">\n<p class=\"name\"><a href=\"https:\/\/thegioimaychu.vn\/may-chu-workstation-winfast-ws1030-rtx-8000-tm7069.html\">M\u00e1y Ch\u1ee7 Workstation WinFast WS1030 &amp; RTX 8000<\/a><\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"col-lg-4 col-sm-12\">\n<div class=\"image\"><a class=\"img\" href=\"https:\/\/thegioimaychu.vn\/may-chu-workstation-winfast-ws1030-rtx-8000x2-tm7067.html\"><img decoding=\"async\" class=\"img-responsive\" src=\"https:\/\/thegioimaychu.vn\/image\/cache\/catalog\/Leadtek\/WS1030+RTX8000x2-270x203.png\" alt=\"M\u00e1y Ch\u1ee7 Workstation WinFast WS1030 &amp; RTX 8000x2\" \/><\/a><\/div>\n<div class=\"product-meta\">\n<div class=\"warp-info\">\n<p class=\"name\"><a href=\"https:\/\/thegioimaychu.vn\/may-chu-workstation-winfast-ws1030-rtx-8000x2-tm7067.html\">M\u00e1y Ch\u1ee7 Workstation WinFast WS1030 &amp; RTX 8000&#215;2<\/a><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"product-meta\">\n<div class=\"warp-info\">\n<p class=\"name\">\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>D\u1eef li\u1ec7u \u0111ang thay \u0111\u1ed5i c\u0103n b\u1ea3n v\u1ec1 c\u00e1c chi\u1ebfn l\u01b0\u1ee3c kinh doanh c\u1ee7a doanh nghi\u1ec7p, th\u00fac \u0111\u1ea9y nhu c\u1ea7u \u0111\u1ed1i v\u1edbi\u00a0 khoa h\u1ecdc\u00a0gia d\u1eef li\u1ec7u (Data Scientist) v\u00e0 gia t\u0103ng s\u1ef1 ph\u1ee9c t\u1ea1p trong quy tr\u00ecnh l\u00e0m vi\u1ec7c c\u1ee7a h\u1ecd. C\u00f3 \u0111\u01b0\u1ee3c hi\u1ec7u su\u1ea5t b\u1ea1n c\u1ea7n \u0111\u1ec3 chuy\u1ec3n \u0111\u1ed5i l\u01b0\u1ee3ng d\u1eef li\u1ec7u kh\u1ed5ng l\u1ed3<\/p>\n","protected":false},"author":4,"featured_media":718,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[5,59],"tags":[27,22],"class_list":["post-717","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","category-nvidia","tag-ai","tag-nvidia"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Gi\u1ea3i ph\u00e1p tr\u1ea1m l\u00e0m vi\u1ec7c cho chuy\u00ean gia Khoa h\u1ecdc D\u1eef li\u1ec7u c\u1ee7a NVidia - Gi\u1ea3i ph\u00e1p h\u1ea1 t\u1ea7ng CNTT<\/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:\/\/thegioimaychu.vn\/solution\/vendor\/nvidia\/giai-phap-tram-lam-viec-cho-chuyen-gia-khoa-hoc-du-lieu-cua-nvidia-p717\/\" \/>\n<meta property=\"og:locale\" content=\"vi_VN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Gi\u1ea3i ph\u00e1p tr\u1ea1m l\u00e0m vi\u1ec7c cho chuy\u00ean gia Khoa h\u1ecdc D\u1eef li\u1ec7u c\u1ee7a NVidia - Gi\u1ea3i ph\u00e1p h\u1ea1 t\u1ea7ng CNTT\" \/>\n<meta property=\"og:description\" content=\"D\u1eef li\u1ec7u \u0111ang thay \u0111\u1ed5i c\u0103n b\u1ea3n v\u1ec1 c\u00e1c chi\u1ebfn l\u01b0\u1ee3c kinh doanh c\u1ee7a doanh nghi\u1ec7p, th\u00fac \u0111\u1ea9y nhu c\u1ea7u \u0111\u1ed1i v\u1edbi\u00a0 khoa h\u1ecdc\u00a0gia d\u1eef li\u1ec7u (Data Scientist) v\u00e0 gia t\u0103ng s\u1ef1 ph\u1ee9c t\u1ea1p trong quy tr\u00ecnh l\u00e0m vi\u1ec7c c\u1ee7a h\u1ecd. 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