{"id":10163,"date":"2025-03-08T16:54:04","date_gmt":"2025-03-08T09:54:04","guid":{"rendered":"https:\/\/onesme.vn\/blog\/?p=10163"},"modified":"2025-11-27T15:04:22","modified_gmt":"2025-11-27T08:04:22","slug":"big-data-va-phan-tich-du-lieu","status":"publish","type":"post","link":"https:\/\/onesme.vn\/blog\/giai-phap\/big-data-va-phan-tich-du-lieu.html","title":{"rendered":"Big Data v\u00e0 Ph\u00e2n t\u00edch D\u1eef li\u1ec7u: V\u0169 kh\u00ed chi\u1ebfn l\u01b0\u1ee3c th\u00fac \u0111\u1ea9y chuy\u1ec3n \u0111\u1ed5i s\u1ed1 t\u1ed5 ch\u1ee9c"},"content":{"rendered":"<p class=\"\" data-start=\"359\" data-end=\"746\">Trong b\u1ed1i c\u1ea3nh n\u1ec1n kinh t\u1ebf to\u00e0n c\u1ea7u \u0111ang d\u1ecbch chuy\u1ec3n m\u1ea1nh m\u1ebd sang m\u00f4 h\u00ecnh s\u1ed1, <strong data-start=\"437\" data-end=\"470\">Big Data v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u<\/strong> \u0111\u00e3 n\u1ed5i l\u00ean nh\u01b0 m\u1ed9t tr\u1ee5 c\u1ed9t chi\u1ebfn l\u01b0\u1ee3c trong vi\u1ec7c ra quy\u1ebft \u0111\u1ecbnh, d\u1ef1 b\u00e1o xu h\u01b0\u1edbng v\u00e0 t\u1ed1i \u01b0u v\u1eadn h\u00e0nh. \u0110\u1ed1i v\u1edbi c\u00e1c t\u1ed5 ch\u1ee9c hi\u1ec7n \u0111\u1ea1i \u2013 t\u1eeb doanh nghi\u1ec7p l\u1edbn \u0111\u1ebfn c\u00e1c c\u01a1 quan Nh\u00e0 n\u01b0\u1edbc \u2013 <strong data-start=\"649\" data-end=\"745\">kh\u1ea3 n\u0103ng khai th\u00e1c hi\u1ec7u qu\u1ea3 d\u1eef li\u1ec7u ch\u00ednh l\u00e0 \u201cl\u1ee3i th\u1ebf c\u1ea1nh tranh c\u1ed1t l\u00f5i\u201d trong k\u1ef7 nguy\u00ean s\u1ed1<\/strong>.<\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_43 ez-toc-wrap-left counter-hierarchy ez-toc-counter ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\">M\u1ee5c l\u1ee5c<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" area-label=\"ez-toc-toggle-icon-1\"><label for=\"item-69e73ddd513ab\" aria-label=\"Table of Content\"><span style=\"display: flex;align-items: center;width: 35px;height: 30px;justify-content: center;direction:ltr;\"><svg style=\"fill: #000000;color:#000000\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #000000;color:#000000\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/label><input  type=\"checkbox\" id=\"item-69e73ddd513ab\"><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/onesme.vn\/blog\/giai-phap\/big-data-va-phan-tich-du-lieu.html\/#1_Cach_mang_du_lieu_va_vai_tro_chien_luoc_cua_Big_Data\" title=\"1. C\u00e1ch m\u1ea1ng d\u1eef li\u1ec7u v\u00e0 vai tr\u00f2 chi\u1ebfn l\u01b0\u1ee3c c\u1ee7a Big Data\">1. C\u00e1ch m\u1ea1ng d\u1eef li\u1ec7u v\u00e0 vai tr\u00f2 chi\u1ebfn l\u01b0\u1ee3c c\u1ee7a Big Data<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/onesme.vn\/blog\/giai-phap\/big-data-va-phan-tich-du-lieu.html\/#2_Thuc_trang_khai_thac_du_lieu_tai_Viet_Nam_Tiem_nang_con_bo_ngo\" title=\"2. Th\u1ef1c tr\u1ea1ng khai th\u00e1c d\u1eef li\u1ec7u t\u1ea1i Vi\u1ec7t Nam: Ti\u1ec1m n\u0103ng c\u00f2n b\u1ecf ng\u1ecf\">2. Th\u1ef1c tr\u1ea1ng khai th\u00e1c d\u1eef li\u1ec7u t\u1ea1i Vi\u1ec7t Nam: Ti\u1ec1m n\u0103ng c\u00f2n b\u1ecf ng\u1ecf<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/onesme.vn\/blog\/giai-phap\/big-data-va-phan-tich-du-lieu.html\/#3_VNPT_-_Don_vi_tien_phong_trong_giai_phap_du_lieu_thong_minh\" title=\"3. VNPT \u2013 \u0110\u01a1n v\u1ecb ti\u00ean phong trong gi\u1ea3i ph\u00e1p d\u1eef li\u1ec7u th\u00f4ng minh\">3. VNPT \u2013 \u0110\u01a1n v\u1ecb ti\u00ean phong trong gi\u1ea3i ph\u00e1p d\u1eef li\u1ec7u th\u00f4ng minh<\/a><ul class='ez-toc-list-level-4'><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/onesme.vn\/blog\/giai-phap\/big-data-va-phan-tich-du-lieu.html\/#31_VNPT_Data_Platform_-_Nen_tang_quan_tri_va_phan_tich_du_lieu_toan_dien\" title=\"3.1 VNPT Data Platform \u2013 N\u1ec1n t\u1ea3ng qu\u1ea3n tr\u1ecb v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u to\u00e0n di\u1ec7n\">3.1 VNPT Data Platform \u2013 N\u1ec1n t\u1ea3ng qu\u1ea3n tr\u1ecb v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u to\u00e0n di\u1ec7n<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/onesme.vn\/blog\/giai-phap\/big-data-va-phan-tich-du-lieu.html\/#32_VNPT_AI_Suite_-_Tri_tue_nhan_tao_ung_dung_trong_doi_song\" title=\"3.2 VNPT AI Suite \u2013 Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o \u1ee9ng d\u1ee5ng trong \u0111\u1eddi s\u1ed1ng\">3.2 VNPT AI Suite \u2013 Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o \u1ee9ng d\u1ee5ng trong \u0111\u1eddi s\u1ed1ng<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/onesme.vn\/blog\/giai-phap\/big-data-va-phan-tich-du-lieu.html\/#33_Ha_tang_Cloud_Data_Center_chuan_quoc_te\" title=\"3.3 H\u1ea1 t\u1ea7ng Cloud &amp; Data Center chu\u1ea9n qu\u1ed1c t\u1ebf\">3.3 H\u1ea1 t\u1ea7ng Cloud &amp; Data Center chu\u1ea9n qu\u1ed1c t\u1ebf<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/onesme.vn\/blog\/giai-phap\/big-data-va-phan-tich-du-lieu.html\/#4_Big_Data_trong_hanh_dong_Mot_so_ung_dung_dien_hinh\" title=\"4. Big Data trong h\u00e0nh \u0111\u1ed9ng: M\u1ed9t s\u1ed1 \u1ee9ng d\u1ee5ng \u0111i\u1ec3n h\u00ecnh\">4. Big Data trong h\u00e0nh \u0111\u1ed9ng: M\u1ed9t s\u1ed1 \u1ee9ng d\u1ee5ng \u0111i\u1ec3n h\u00ecnh<\/a><ul class='ez-toc-list-level-4'><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/onesme.vn\/blog\/giai-phap\/big-data-va-phan-tich-du-lieu.html\/#Y_te_-_Phan_tich_ho_so_benh_an_de_du_bao_dich_te\" title=\"Y t\u1ebf \u2013 Ph\u00e2n t\u00edch h\u1ed3 s\u01a1 b\u1ec7nh \u00e1n \u0111\u1ec3 d\u1ef1 b\u00e1o d\u1ecbch t\u1ec5\">Y t\u1ebf \u2013 Ph\u00e2n t\u00edch h\u1ed3 s\u01a1 b\u1ec7nh \u00e1n \u0111\u1ec3 d\u1ef1 b\u00e1o d\u1ecbch t\u1ec5<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/onesme.vn\/blog\/giai-phap\/big-data-va-phan-tich-du-lieu.html\/#Giao_duc_-_Theo_doi_qua_trinh_hoc_tap_va_ca_nhan_hoa_chuong_trinh_dao_tao\" title=\"Gi\u00e1o d\u1ee5c \u2013 Theo d\u00f5i qu\u00e1 tr\u00ecnh h\u1ecdc t\u1eadp v\u00e0 c\u00e1 nh\u00e2n h\u00f3a ch\u01b0\u01a1ng tr\u00ecnh \u0111\u00e0o t\u1ea1o\">Gi\u00e1o d\u1ee5c \u2013 Theo d\u00f5i qu\u00e1 tr\u00ecnh h\u1ecdc t\u1eadp v\u00e0 c\u00e1 nh\u00e2n h\u00f3a ch\u01b0\u01a1ng tr\u00ecnh \u0111\u00e0o t\u1ea1o<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/onesme.vn\/blog\/giai-phap\/big-data-va-phan-tich-du-lieu.html\/#Chinh_phu_so_-_Quan_tri_bang_du_lieu\" title=\"Ch\u00ednh ph\u1ee7 s\u1ed1 \u2013 Qu\u1ea3n tr\u1ecb b\u1eb1ng d\u1eef li\u1ec7u\">Ch\u00ednh ph\u1ee7 s\u1ed1 \u2013 Qu\u1ea3n tr\u1ecb b\u1eb1ng d\u1eef li\u1ec7u<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/onesme.vn\/blog\/giai-phap\/big-data-va-phan-tich-du-lieu.html\/#5_Tuong_lai_Du_lieu_la_nen_tang_quoc_gia_so\" title=\"5. T\u01b0\u01a1ng lai: D\u1eef li\u1ec7u l\u00e0 n\u1ec1n t\u1ea3ng qu\u1ed1c gia s\u1ed1\">5. T\u01b0\u01a1ng lai: D\u1eef li\u1ec7u l\u00e0 n\u1ec1n t\u1ea3ng qu\u1ed1c gia s\u1ed1<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/onesme.vn\/blog\/giai-phap\/big-data-va-phan-tich-du-lieu.html\/#Ket_luan_Dau_tu_cho_du_lieu_-_dau_tu_cho_tuong_lai\" title=\"K\u1ebft lu\u1eadn: \u0110\u1ea7u t\u01b0 cho d\u1eef li\u1ec7u \u2013 \u0111\u1ea7u t\u01b0 cho t\u01b0\u01a1ng lai\">K\u1ebft lu\u1eadn: \u0110\u1ea7u t\u01b0 cho d\u1eef li\u1ec7u \u2013 \u0111\u1ea7u t\u01b0 cho t\u01b0\u01a1ng lai<\/a><\/li><\/ul><\/nav><\/div>\n<h3 class=\"\" data-start=\"748\" data-end=\"811\"><span class=\"ez-toc-section\" id=\"1_Cach_mang_du_lieu_va_vai_tro_chien_luoc_cua_Big_Data\"><\/span><strong data-start=\"752\" data-end=\"811\">1. C\u00e1ch m\u1ea1ng d\u1eef li\u1ec7u v\u00e0 vai tr\u00f2 chi\u1ebfn l\u01b0\u1ee3c c\u1ee7a Big Data<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p class=\"\" data-start=\"813\" data-end=\"899\">Kh\u00e1c v\u1edbi d\u1eef li\u1ec7u truy\u1ec1n th\u1ed1ng, Big Data \u0111\u01b0\u1ee3c \u0111\u1ecbnh ngh\u0129a b\u1edfi b\u1ed1n y\u1ebfu t\u1ed1 \u201c4V\u201d \u0111\u1eb7c tr\u01b0ng:<\/p>\n<ul data-start=\"900\" data-end=\"1366\">\n<li class=\"\" data-start=\"900\" data-end=\"1034\">\n<p class=\"\" data-start=\"902\" data-end=\"1034\"><strong data-start=\"902\" data-end=\"926\">Volume (Kh\u1ed1i l\u01b0\u1ee3ng):<\/strong> D\u1eef li\u1ec7u kh\u1ed5ng l\u1ed3 ph\u00e1t sinh li\u00ean t\u1ee5c t\u1eeb nhi\u1ec1u ngu\u1ed3n \u2013 t\u1eeb c\u1ea3m bi\u1ebfn IoT, giao d\u1ecbch s\u1ed1, t\u01b0\u01a1ng t\u00e1c ng\u01b0\u1eddi d\u00f9ng&#8230;<\/p>\n<\/li>\n<li class=\"\" data-start=\"1035\" data-end=\"1136\">\n<p class=\"\" data-start=\"1037\" data-end=\"1136\"><strong data-start=\"1037\" data-end=\"1059\">Velocity (T\u1ed1c \u0111\u1ed9):<\/strong> D\u1eef li\u1ec7u \u0111\u01b0\u1ee3c t\u1ea1o ra theo th\u1eddi gian th\u1ef1c, \u0111\u00f2i h\u1ecfi kh\u1ea3 n\u0103ng x\u1eed l\u00fd nhanh ch\u00f3ng.<\/p>\n<\/li>\n<li class=\"\" data-start=\"1137\" data-end=\"1262\">\n<p class=\"\" data-start=\"1139\" data-end=\"1262\"><strong data-start=\"1139\" data-end=\"1161\">Variety (\u0110a d\u1ea1ng):<\/strong> Bao g\u1ed3m d\u1eef li\u1ec7u c\u00f3 c\u1ea5u tr\u00fac (b\u1ea3ng bi\u1ec3u), phi c\u1ea5u tr\u00fac (v\u0103n b\u1ea3n, \u00e2m thanh, h\u00ecnh \u1ea3nh), b\u00e1n c\u1ea5u tr\u00fac&#8230;<\/p>\n<\/li>\n<li class=\"\" data-start=\"1263\" data-end=\"1366\">\n<p class=\"\" data-start=\"1265\" data-end=\"1366\"><strong data-start=\"1265\" data-end=\"1291\">Veracity (\u0110\u1ed9 tin c\u1eady):<\/strong> Ch\u1ea5t l\u01b0\u1ee3ng d\u1eef li\u1ec7u quy\u1ebft \u0111\u1ecbnh \u0111\u1ed9 ch\u00ednh x\u00e1c c\u1ee7a ph\u00e2n t\u00edch v\u00e0 ra quy\u1ebft \u0111\u1ecbnh.<\/p>\n<\/li>\n<\/ul>\n<p class=\"\" data-start=\"1368\" data-end=\"1529\">Big Data kh\u00f4ng ch\u1ec9 mang l\u1ea1i kh\u1ea3 n\u0103ng <strong data-start=\"1405\" data-end=\"1442\">nh\u00ecn l\u1ea1i qu\u00e1 kh\u1ee9 v\u00e0 hi\u1ec3u hi\u1ec7n t\u1ea1i<\/strong>, m\u00e0 c\u00f2n gi\u00fap <strong data-start=\"1456\" data-end=\"1476\">d\u1ef1 b\u00e1o t\u01b0\u01a1ng lai<\/strong>. Nh\u1edd c\u00e1c c\u00f4ng c\u1ee5 ph\u00e2n t\u00edch n\u00e2ng cao, t\u1ed5 ch\u1ee9c c\u00f3 th\u1ec3:<\/p>\n<ul data-start=\"1530\" data-end=\"1728\">\n<li class=\"\" data-start=\"1530\" data-end=\"1586\">\n<p class=\"\" data-start=\"1532\" data-end=\"1586\">Ph\u00e1t hi\u1ec7n h\u00e0nh vi b\u1ea5t th\u01b0\u1eddng trong t\u00e0i ch\u00ednh, an ninh.<\/p>\n<\/li>\n<li class=\"\" data-start=\"1587\" data-end=\"1631\">\n<p class=\"\" data-start=\"1589\" data-end=\"1631\">D\u1ef1 b\u00e1o nhu c\u1ea7u th\u1ecb tr\u01b0\u1eddng, chu\u1ed7i cung \u1ee9ng.<\/p>\n<\/li>\n<li class=\"\" data-start=\"1632\" data-end=\"1669\">\n<p class=\"\" data-start=\"1634\" data-end=\"1669\">C\u00e1 nh\u00e2n h\u00f3a tr\u1ea3i nghi\u1ec7m kh\u00e1ch h\u00e0ng.<\/p>\n<\/li>\n<li class=\"\" data-start=\"1670\" data-end=\"1728\">\n<p class=\"\" data-start=\"1672\" data-end=\"1728\">\u0110\u01b0a ra ch\u00ednh s\u00e1ch d\u1ecbch v\u1ee5 c\u00f4ng d\u1ef1a tr\u00ean d\u1eef li\u1ec7u th\u1ef1c t\u1ebf.<\/p>\n<\/li>\n<\/ul>\n<h3 class=\"\" data-start=\"1730\" data-end=\"1804\"><span class=\"ez-toc-section\" id=\"2_Thuc_trang_khai_thac_du_lieu_tai_Viet_Nam_Tiem_nang_con_bo_ngo\"><\/span><strong data-start=\"1734\" data-end=\"1804\">2. Th\u1ef1c tr\u1ea1ng khai th\u00e1c d\u1eef li\u1ec7u t\u1ea1i Vi\u1ec7t Nam: Ti\u1ec1m n\u0103ng c\u00f2n b\u1ecf ng\u1ecf<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p class=\"\" data-start=\"1806\" data-end=\"2048\">D\u00f9 \u00fd th\u1ee9c \u0111\u01b0\u1ee3c t\u1ea7m quan tr\u1ecdng c\u1ee7a d\u1eef li\u1ec7u, nh\u01b0ng theo b\u00e1o c\u00e1o chuy\u1ec3n \u0111\u1ed5i s\u1ed1 qu\u1ed1c gia, ch\u1ec9 kho\u1ea3ng <strong data-start=\"1903\" data-end=\"2017\">12% t\u1ed5 ch\u1ee9c\/doanh nghi\u1ec7p t\u1ea1i Vi\u1ec7t Nam \u1ee9ng d\u1ee5ng hi\u1ec7u qu\u1ea3 c\u00f4ng c\u1ee5 ph\u00e2n t\u00edch d\u1eef li\u1ec7u trong v\u1eadn h\u00e0nh v\u00e0 chi\u1ebfn l\u01b0\u1ee3c<\/strong>. M\u1ed9t s\u1ed1 r\u00e0o c\u1ea3n ch\u00ednh bao g\u1ed3m:<\/p>\n<ul data-start=\"2049\" data-end=\"2314\">\n<li class=\"\" data-start=\"2049\" data-end=\"2094\">\n<p class=\"\" data-start=\"2051\" data-end=\"2094\"><strong data-start=\"2051\" data-end=\"2094\">H\u1ea1 t\u1ea7ng l\u01b0u tr\u1eef v\u00e0 x\u1eed l\u00fd ch\u01b0a s\u1eb5n s\u00e0ng.<\/strong><\/p>\n<\/li>\n<li class=\"\" data-start=\"2095\" data-end=\"2172\">\n<p class=\"\" data-start=\"2097\" data-end=\"2172\"><strong data-start=\"2097\" data-end=\"2172\">Thi\u1ebfu n\u1ec1n t\u1ea3ng t\u00edch h\u1ee3p d\u1eef li\u1ec7u xuy\u00ean su\u1ed1t gi\u1eefa c\u00e1c ph\u00f2ng ban\/h\u1ec7 th\u1ed1ng.<\/strong><\/p>\n<\/li>\n<li class=\"\" data-start=\"2173\" data-end=\"2250\">\n<p class=\"\" data-start=\"2175\" data-end=\"2250\"><strong data-start=\"2175\" data-end=\"2250\">Kh\u00f3 kh\u0103n trong tuy\u1ec3n d\u1ee5ng nh\u00e2n s\u1ef1 chuy\u00ean s\u00e2u v\u1ec1 d\u1eef li\u1ec7u, ph\u00e2n t\u00edch, AI.<\/strong><\/p>\n<\/li>\n<li class=\"\" data-start=\"2251\" data-end=\"2314\">\n<p class=\"\" data-start=\"2253\" data-end=\"2314\"><strong data-start=\"2253\" data-end=\"2314\">Lo ng\u1ea1i v\u1ec1 b\u1ea3o m\u1eadt, quy\u1ec1n ri\u00eang t\u01b0 v\u00e0 tu\u00e2n th\u1ee7 ph\u00e1p lu\u1eadt.<\/strong><\/p>\n<\/li>\n<\/ul>\n<p class=\"\" data-start=\"2316\" data-end=\"2532\">Trong b\u1ed1i c\u1ea3nh \u0111\u00f3, nhi\u1ec1u t\u1ed5 ch\u1ee9c \u0111\u00e3 l\u1ef1a ch\u1ecdn h\u1ee3p t\u00e1c v\u1edbi <strong data-start=\"2373\" data-end=\"2446\">c\u00e1c \u0111\u1ed1i t\u00e1c c\u00f4ng ngh\u1ec7 c\u00f3 kinh nghi\u1ec7m v\u00e0 n\u0103ng l\u1ef1c tri\u1ec3n khai to\u00e0n di\u1ec7n<\/strong>, nh\u01b0 <strong data-start=\"2452\" data-end=\"2469\">T\u1eadp \u0111o\u00e0n VNPT<\/strong>, \u0111\u1ec3 \u0111\u1ed3ng h\u00e0nh trong h\u00e0nh tr\u00ecnh chuy\u1ec3n \u0111\u1ed5i s\u1ed1 d\u1ef1a tr\u00ean d\u1eef li\u1ec7u.<\/p>\n<h3 class=\"\" data-start=\"2539\" data-end=\"2609\"><span class=\"ez-toc-section\" id=\"3_VNPT_-_Don_vi_tien_phong_trong_giai_phap_du_lieu_thong_minh\"><\/span><strong data-start=\"2543\" data-end=\"2609\">3. VNPT \u2013 \u0110\u01a1n v\u1ecb ti\u00ean phong trong gi\u1ea3i ph\u00e1p d\u1eef li\u1ec7u th\u00f4ng minh<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p class=\"\" data-start=\"2611\" data-end=\"2951\">V\u1edbi h\u01a1n 70 n\u0103m kinh nghi\u1ec7m trong l\u0129nh v\u1ef1c c\u00f4ng ngh\u1ec7 v\u00e0 vi\u1ec5n th\u00f4ng, <strong data-start=\"2678\" data-end=\"2797\">T\u1eadp \u0111o\u00e0n VNPT hi\u1ec7n l\u00e0 m\u1ed9t trong nh\u1eefng \u0111\u01a1n v\u1ecb d\u1eabn \u0111\u1ea7u c\u1ea3 n\u01b0\u1edbc v\u1ec1 x\u00e2y d\u1ef1ng h\u1ea1 t\u1ea7ng s\u1ed1 v\u00e0 gi\u1ea3i ph\u00e1p d\u1eef li\u1ec7u quy m\u00f4 l\u1edbn<\/strong>. H\u1ec7 sinh th\u00e1i s\u1ea3n ph\u1ea9m c\u1ee7a VNPT ph\u1ee5c v\u1ee5 \u0111a d\u1ea1ng kh\u00e1ch h\u00e0ng, t\u1eeb kh\u1ed1i doanh nghi\u1ec7p (SME, SOE, t\u1eadp \u0111o\u00e0n), \u0111\u1ebfn c\u00e1c c\u01a1 quan ch\u00ednh ph\u1ee7, b\u1ed9 ng\u00e0nh v\u00e0 \u0111\u1ecba ph\u01b0\u01a1ng.<\/p>\n<h4 class=\"\" data-start=\"2953\" data-end=\"3035\"><span class=\"ez-toc-section\" id=\"31_VNPT_Data_Platform_-_Nen_tang_quan_tri_va_phan_tich_du_lieu_toan_dien\"><\/span><strong data-start=\"2958\" data-end=\"3035\">3.1 VNPT Data Platform \u2013 N\u1ec1n t\u1ea3ng qu\u1ea3n tr\u1ecb v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u to\u00e0n di\u1ec7n<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ul data-start=\"3036\" data-end=\"3355\">\n<li class=\"\" data-start=\"3036\" data-end=\"3133\">\n<p class=\"\" data-start=\"3038\" data-end=\"3133\">K\u1ebft n\u1ed1i v\u00e0 thu th\u1eadp d\u1eef li\u1ec7u t\u1eeb nhi\u1ec1u ngu\u1ed3n: h\u1ec7 th\u1ed1ng CRM, ERP, thi\u1ebft b\u1ecb IoT, camera gi\u00e1m s\u00e1t&#8230;<\/p>\n<\/li>\n<li class=\"\" data-start=\"3134\" data-end=\"3184\">\n<p class=\"\" data-start=\"3136\" data-end=\"3184\">Chu\u1ea9n h\u00f3a d\u1eef li\u1ec7u v\u00e0 l\u00e0m s\u1ea1ch th\u00f4ng tin \u0111\u1ea7u v\u00e0o.<\/p>\n<\/li>\n<li class=\"\" data-start=\"3185\" data-end=\"3259\">\n<p class=\"\" data-start=\"3187\" data-end=\"3259\">Tr\u1ef1c quan h\u00f3a d\u1eef li\u1ec7u (dashboard, bi\u1ec3u \u0111\u1ed3 \u0111\u1ed9ng) \u0111\u1ec3 h\u1ed7 tr\u1ee3 ra quy\u1ebft \u0111\u1ecbnh.<\/p>\n<\/li>\n<li class=\"\" data-start=\"3260\" data-end=\"3355\">\n<p class=\"\" data-start=\"3262\" data-end=\"3355\">H\u1ed7 tr\u1ee3 t\u00edch h\u1ee3p c\u00f4ng ngh\u1ec7 AI\/ML \u0111\u1ec3 ph\u00e1t hi\u1ec7n m\u1eabu h\u00e0nh vi, xu h\u01b0\u1edbng ti\u00eau d\u00f9ng, r\u1ee7i ro ti\u1ec1m \u1ea9n.<\/p>\n<\/li>\n<\/ul>\n<h4 class=\"\" data-start=\"3357\" data-end=\"3426\"><span class=\"ez-toc-section\" id=\"32_VNPT_AI_Suite_-_Tri_tue_nhan_tao_ung_dung_trong_doi_song\"><\/span><strong data-start=\"3362\" data-end=\"3426\">3.2 VNPT AI Suite \u2013 Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o \u1ee9ng d\u1ee5ng trong \u0111\u1eddi s\u1ed1ng<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ul data-start=\"3427\" data-end=\"3750\">\n<li class=\"\" data-start=\"3427\" data-end=\"3550\">\n<p class=\"\" data-start=\"3429\" data-end=\"3550\"><strong data-start=\"3429\" data-end=\"3462\">Smartbot (Chatbot &amp; Callbot):<\/strong> H\u1ed7 tr\u1ee3 ch\u0103m s\u00f3c kh\u00e1ch h\u00e0ng t\u1ef1 \u0111\u1ed9ng 24\/7, ghi nh\u1eadn ph\u1ea3n h\u1ed3i v\u00e0 t\u1ed5ng h\u1ee3p d\u1eef li\u1ec7u h\u00e0nh vi.<\/p>\n<\/li>\n<li class=\"\" data-start=\"3551\" data-end=\"3649\">\n<p class=\"\" data-start=\"3553\" data-end=\"3649\"><strong data-start=\"3553\" data-end=\"3570\">AI nh\u1eadn di\u1ec7n:<\/strong> Ph\u00e2n t\u00edch h\u00ecnh \u1ea3nh, video, gi\u1ecdng n\u00f3i \u2013 \u1ee9ng d\u1ee5ng trong y t\u1ebf, an ninh, gi\u00e1o d\u1ee5c.<\/p>\n<\/li>\n<li class=\"\" data-start=\"3650\" data-end=\"3750\">\n<p class=\"\" data-start=\"3652\" data-end=\"3750\"><strong data-start=\"3652\" data-end=\"3674\">D\u1ef1 b\u00e1o th\u00f4ng minh:<\/strong> Ph\u1ee5c v\u1ee5 ng\u00e0nh t\u00e0i ch\u00ednh, b\u1ea3o hi\u1ec3m, logistics th\u00f4ng qua c\u00e1c m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y.<\/p>\n<\/li>\n<\/ul>\n<h4 class=\"\" data-start=\"3752\" data-end=\"3806\"><span class=\"ez-toc-section\" id=\"33_Ha_tang_Cloud_Data_Center_chuan_quoc_te\"><\/span><strong data-start=\"3757\" data-end=\"3806\">3.3 H\u1ea1 t\u1ea7ng Cloud &amp; Data Center chu\u1ea9n qu\u1ed1c t\u1ebf<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ul data-start=\"3807\" data-end=\"4125\">\n<li class=\"\" data-start=\"3807\" data-end=\"3901\">\n<p class=\"\" data-start=\"3809\" data-end=\"3901\">H\u1ec7 th\u1ed1ng <strong data-start=\"3818\" data-end=\"3837\">VNPT SmartCloud<\/strong> cung c\u1ea5p c\u00e1c m\u00f4 h\u00ecnh \u0111i\u1ec7n to\u00e1n \u0111\u00e1m m\u00e2y (public\/private\/hybrid).<\/p>\n<\/li>\n<li class=\"\" data-start=\"3902\" data-end=\"4058\">\n<p class=\"\" data-start=\"3904\" data-end=\"4058\">Trung t\u00e2m d\u1eef li\u1ec7u \u0111\u1ea1t chu\u1ea9n <strong data-start=\"3932\" data-end=\"3968\">Tier III, ISO\/IEC 27001, PCI DSS<\/strong>, \u0111\u1ea3m b\u1ea3o an to\u00e0n v\u00e0 b\u1ea3o m\u1eadt th\u00f4ng tin d\u1eef li\u1ec7u cho c\u00e1c t\u1ed5 ch\u1ee9c t\u00e0i ch\u00ednh, h\u00e0nh ch\u00ednh c\u00f4ng.<\/p>\n<\/li>\n<li class=\"\" data-start=\"4059\" data-end=\"4125\">\n<p class=\"\" data-start=\"4061\" data-end=\"4125\">T\u00edch h\u1ee3p linh ho\u1ea1t v\u1edbi c\u00e1c h\u1ec7 th\u1ed1ng CNTT hi\u1ec7n c\u00f3 c\u1ee7a kh\u00e1ch h\u00e0ng.<\/p>\n<\/li>\n<\/ul>\n<h3 class=\"\" data-start=\"4132\" data-end=\"4194\"><span class=\"ez-toc-section\" id=\"4_Big_Data_trong_hanh_dong_Mot_so_ung_dung_dien_hinh\"><\/span><strong data-start=\"4136\" data-end=\"4194\">4. Big Data trong h\u00e0nh \u0111\u1ed9ng: M\u1ed9t s\u1ed1 \u1ee9ng d\u1ee5ng \u0111i\u1ec3n h\u00ecnh<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h4 class=\"\" data-start=\"4196\" data-end=\"4253\"><span class=\"ez-toc-section\" id=\"Y_te_-_Phan_tich_ho_so_benh_an_de_du_bao_dich_te\"><\/span><strong data-start=\"4201\" data-end=\"4253\">Y t\u1ebf \u2013 Ph\u00e2n t\u00edch h\u1ed3 s\u01a1 b\u1ec7nh \u00e1n \u0111\u1ec3 d\u1ef1 b\u00e1o d\u1ecbch t\u1ec5<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p class=\"\" data-start=\"4254\" data-end=\"4436\">D\u1eef li\u1ec7u t\u1eeb b\u1ec7nh vi\u1ec7n, tr\u1ea1m y t\u1ebf, b\u1ea3o hi\u1ec3m y t\u1ebf \u0111\u01b0\u1ee3c VNPT t\u00edch h\u1ee3p v\u00e0 ph\u00e2n t\u00edch, h\u1ed7 tr\u1ee3 S\u1edf Y t\u1ebf c\u00e1c t\u1ec9nh <strong data-start=\"4358\" data-end=\"4435\">d\u1ef1 \u0111o\u00e1n xu h\u01b0\u1edbng b\u1ec7nh t\u1eadt, ph\u00e2n b\u1ed5 ngu\u1ed3n l\u1ef1c h\u1ee3p l\u00fd, v\u00e0 c\u1ea3nh b\u00e1o d\u1ecbch s\u1edbm<\/strong>.<\/p>\n<h4 class=\"\" data-start=\"4438\" data-end=\"4520\"><span class=\"ez-toc-section\" id=\"Giao_duc_-_Theo_doi_qua_trinh_hoc_tap_va_ca_nhan_hoa_chuong_trinh_dao_tao\"><\/span><strong data-start=\"4443\" data-end=\"4520\">Gi\u00e1o d\u1ee5c \u2013 Theo d\u00f5i qu\u00e1 tr\u00ecnh h\u1ecdc t\u1eadp v\u00e0 c\u00e1 nh\u00e2n h\u00f3a ch\u01b0\u01a1ng tr\u00ecnh \u0111\u00e0o t\u1ea1o<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p class=\"\" data-start=\"4521\" data-end=\"4705\">N\u1ec1n t\u1ea3ng <strong data-start=\"4530\" data-end=\"4542\">VNPT Edu<\/strong> k\u1ebft h\u1ee3p AI ph\u00e2n t\u00edch h\u00e0nh vi h\u1ecdc sinh, \u0111\u1ec1 xu\u1ea5t n\u1ed9i dung ph\u00f9 h\u1ee3p theo tr\u00ecnh \u0111\u1ed9, s\u1edf th\u00edch. \u0110\u1ed3ng th\u1eddi, ph\u00e2n t\u00edch d\u1eef li\u1ec7u \u0111\u1ec3 ph\u00e1t hi\u1ec7n t\u00ecnh tr\u1ea1ng h\u1ecdc t\u1eadp y\u1ebfu k\u00e9m s\u1edbm.<\/p>\n<h4 class=\"\" data-start=\"4707\" data-end=\"4752\"><span class=\"ez-toc-section\" id=\"Chinh_phu_so_-_Quan_tri_bang_du_lieu\"><\/span><strong data-start=\"4712\" data-end=\"4752\">Ch\u00ednh ph\u1ee7 s\u1ed1 \u2013 Qu\u1ea3n tr\u1ecb b\u1eb1ng d\u1eef li\u1ec7u<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p class=\"\" data-start=\"4753\" data-end=\"4959\">Nhi\u1ec1u \u0111\u1ecba ph\u01b0\u01a1ng \u0111\u00e3 \u1ee9ng d\u1ee5ng gi\u1ea3i ph\u00e1p <strong data-start=\"4792\" data-end=\"4819\">VNPT eGOV v\u00e0 Smart City<\/strong>, gi\u00fap nh\u00e0 qu\u1ea3n l\u00fd <strong data-start=\"4838\" data-end=\"4959\">gi\u00e1m s\u00e1t giao th\u00f4ng, qu\u1ea3n l\u00fd ph\u1ea3n \u00e1nh c\u1ee7a ng\u01b0\u1eddi d\u00e2n, \u0111\u00e1nh gi\u00e1 hi\u1ec7u qu\u1ea3 d\u1ecbch v\u1ee5 c\u00f4ng th\u00f4ng qua d\u1eef li\u1ec7u th\u1eddi gian th\u1ef1c.<\/strong><\/p>\n<h3 class=\"\" data-start=\"4966\" data-end=\"5019\"><span class=\"ez-toc-section\" id=\"5_Tuong_lai_Du_lieu_la_nen_tang_quoc_gia_so\"><\/span><strong data-start=\"4970\" data-end=\"5019\">5. T\u01b0\u01a1ng lai: D\u1eef li\u1ec7u l\u00e0 n\u1ec1n t\u1ea3ng qu\u1ed1c gia s\u1ed1<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p class=\"\" data-start=\"5021\" data-end=\"5316\">B\u1ed9 TT&amp;TT x\u00e1c \u0111\u1ecbnh r\u00f5: <strong data-start=\"5043\" data-end=\"5157\">Ph\u00e1t tri\u1ec3n n\u1ec1n t\u1ea3ng d\u1eef li\u1ec7u qu\u1ed1c gia l\u00e0 m\u1ed9t trong ba tr\u1ee5 c\u1ed9t quan tr\u1ecdng \u0111\u1ec3 x\u00e2y d\u1ef1ng ch\u00ednh ph\u1ee7 s\u1ed1 v\u00e0 kinh t\u1ebf s\u1ed1<\/strong>. Trong \u0111\u00f3, VNPT ti\u1ebfp t\u1ee5c \u0111\u01b0\u1ee3c l\u1ef1a ch\u1ecdn l\u00e0 \u0111\u01a1n v\u1ecb ch\u1ee7 l\u1ef1c tham gia tri\u1ec3n khai c\u00e1c \u0111\u1ec1 \u00e1n d\u1eef li\u1ec7u l\u1edbn, k\u1ebft n\u1ed1i li\u00ean th\u00f4ng c\u00e1c h\u1ec7 th\u1ed1ng th\u00f4ng tin trong to\u00e0n qu\u1ed1c.<\/p>\n<h3 class=\"\" data-start=\"5323\" data-end=\"5382\"><span class=\"ez-toc-section\" id=\"Ket_luan_Dau_tu_cho_du_lieu_-_dau_tu_cho_tuong_lai\"><\/span><strong data-start=\"5327\" data-end=\"5382\">K\u1ebft lu\u1eadn: \u0110\u1ea7u t\u01b0 cho d\u1eef li\u1ec7u \u2013 \u0111\u1ea7u t\u01b0 cho t\u01b0\u01a1ng lai<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p class=\"\" data-start=\"5384\" data-end=\"5627\">Big Data kh\u00f4ng ch\u1ec9 l\u00e0 c\u00f4ng c\u1ee5 ph\u00e2n t\u00edch \u2013 m\u00e0 l\u00e0 <strong data-start=\"5432\" data-end=\"5525\">c\u01a1 h\u1ed9i t\u00e1i \u0111\u1ecbnh ngh\u0129a c\u00e1ch t\u1ed5 ch\u1ee9c v\u1eadn h\u00e0nh, \u0111\u1ed5i m\u1edbi s\u1ea3n ph\u1ea9m, v\u00e0 t\u1ea1o ra gi\u00e1 tr\u1ecb b\u1ec1n v\u1eefng<\/strong>. Vi\u1ec7c l\u1ef1a ch\u1ecdn \u0111\u00fang \u0111\u1ed1i t\u00e1c c\u00f4ng ngh\u1ec7, am hi\u1ec3u h\u1ea1 t\u1ea7ng v\u00e0 nhu c\u1ea7u th\u1ef1c ti\u1ec5n nh\u01b0 VNPT s\u1ebd gi\u00fap t\u1ed5 ch\u1ee9c:<\/p>\n<ul data-start=\"5628\" data-end=\"5763\">\n<li class=\"\" data-start=\"5628\" data-end=\"5672\">\n<p class=\"\" data-start=\"5630\" data-end=\"5672\">Khai ph\u00e1 gi\u00e1 tr\u1ecb \u1ea9n trong d\u1eef li\u1ec7u hi\u1ec7n c\u00f3.<\/p>\n<\/li>\n<li class=\"\" data-start=\"5673\" data-end=\"5719\">\n<p class=\"\" data-start=\"5675\" data-end=\"5719\">T\u0103ng t\u1ed1c qu\u00e1 tr\u00ecnh ra quy\u1ebft \u0111\u1ecbnh th\u00f4ng minh.<\/p>\n<\/li>\n<li class=\"\" data-start=\"5720\" data-end=\"5763\">\n<p class=\"\" data-start=\"5722\" data-end=\"5763\">\u0110\u00f3n \u0111\u1ea7u xu h\u01b0\u1edbng chuy\u1ec3n \u0111\u1ed5i s\u1ed1 to\u00e0n di\u1ec7n.<\/p>\n<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>Trong b\u1ed1i c\u1ea3nh n\u1ec1n kinh t\u1ebf to\u00e0n c\u1ea7u \u0111ang d\u1ecbch chuy\u1ec3n m\u1ea1nh m\u1ebd sang m\u00f4 h\u00ecnh s\u1ed1, Big Data v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u \u0111\u00e3 n\u1ed5i l\u00ean nh\u01b0 m\u1ed9t tr\u1ee5 c\u1ed9t chi\u1ebfn l\u01b0\u1ee3c trong vi\u1ec7c ra quy\u1ebft \u0111\u1ecbnh, d\u1ef1 b\u00e1o xu h\u01b0\u1edbng v\u00e0 t\u1ed1i \u01b0u v\u1eadn h\u00e0nh. \u0110\u1ed1i v\u1edbi c\u00e1c t\u1ed5 ch\u1ee9c hi\u1ec7n \u0111\u1ea1i \u2013 [&hellip;]<\/p>\n","protected":false},"author":35,"featured_media":7256,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[4],"tags":[290,242],"class_list":{"0":"post-10163","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-giai-phap","8":"tag-big-data","9":"tag-chuyen-doi-so"},"_links":{"self":[{"href":"https:\/\/onesme.vn\/blog\/wp-json\/wp\/v2\/posts\/10163","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/onesme.vn\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/onesme.vn\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/onesme.vn\/blog\/wp-json\/wp\/v2\/users\/35"}],"replies":[{"embeddable":true,"href":"https:\/\/onesme.vn\/blog\/wp-json\/wp\/v2\/comments?post=10163"}],"version-history":[{"count":3,"href":"https:\/\/onesme.vn\/blog\/wp-json\/wp\/v2\/posts\/10163\/revisions"}],"predecessor-version":[{"id":11159,"href":"https:\/\/onesme.vn\/blog\/wp-json\/wp\/v2\/posts\/10163\/revisions\/11159"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/onesme.vn\/blog\/wp-json\/wp\/v2\/media\/7256"}],"wp:attachment":[{"href":"https:\/\/onesme.vn\/blog\/wp-json\/wp\/v2\/media?parent=10163"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/onesme.vn\/blog\/wp-json\/wp\/v2\/categories?post=10163"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/onesme.vn\/blog\/wp-json\/wp\/v2\/tags?post=10163"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}