{"id":1180,"date":"2022-06-24T13:50:45","date_gmt":"2022-06-24T06:50:45","guid":{"rendered":"https:\/\/eduglobal.edu.vn\/?p=1180"},"modified":"2022-06-24T13:50:45","modified_gmt":"2022-06-24T06:50:45","slug":"du-hoc-nganh-phan-tich-du-lieu-2022","status":"publish","type":"post","link":"https:\/\/eduglobal.edu.vn\/?p=1180","title":{"rendered":"Du H\u1ecdc Ng\u00e0nh Ph\u00e2n T\u00edch D\u1eef Li\u1ec7u 2022 &#8211; H\u1ecdc G\u00ec, H\u1ecdc Tr\u01b0\u1eddng N\u00e0o, L\u00e0m Ngh\u1ec1 G\u00ec"},"content":{"rendered":"<p><em>Ph\u00e2n t\u00edch d\u1eef li\u1ec7u \u0111ang tr\u1edf th\u00e0nh t\u1eeb kh\u00f3a c\u1ef1c hot trong nh\u1eefng n\u0103m tr\u1edf l\u1ea1i \u0111\u00e2y do nhu c\u1ea7u khai th\u00e1c Big Data ng\u00e0y c\u00e0ng l\u1edbn. H\u00e3y c\u00f9ng Eduglobal t\u00ecm hi\u1ec3u c\u00e1c ch\u01b0\u01a1ng tr\u00ecnh h\u1ecdc v\u00e0 c\u01a1 h\u1ed9i ngh\u1ec1 nghi\u1ec7p trong ng\u00e0nh ph\u00e2n t\u00edch d\u1eef li\u1ec7u qua b\u00e0i vi\u1ebft d\u01b0\u1edbi \u0111\u00e2y nh\u00e9.<\/em><\/p>\n<div id=\"attachment_1181\" style=\"width: 2570px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-1181\" class=\"wp-image-1181 size-full\" src=\"https:\/\/eduglobal.edu.vn\/wp-content\/uploads\/2022\/06\/stephen-dawson-qwtCeJ5cLYs-unsplash-scaled.jpg\" alt=\"Ph\u00e2n t\u00edch d\u1eef li\u1ec7u - ng\u00e0nh h\u1ecdc c\u1ee7a th\u1eddi \u0111\u1ea1i\" width=\"2560\" height=\"1842\" \/><p id=\"caption-attachment-1181\" class=\"wp-caption-text\"><em>Ph\u00e2n t\u00edch d\u1eef li\u1ec7u &#8211; ng\u00e0nh h\u1ecdc c\u1ee7a th\u1eddi \u0111\u1ea1i 4.0<\/em><\/p><\/div>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_85 counter-hierarchy ez-toc-counter ez-toc-light-blue ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">N\u1ed9i dung c\u1ee7a b\u00e0i vi\u1ebft<\/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\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" 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: #999;color:#999\" 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><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 eztoc-toggle-hide-by-default' ><li class='ez-toc-page-1 ez-toc-heading-level-1'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/eduglobal.edu.vn\/?p=1180\/#Tai_sao_Phan_tich_du_lieu_tro_nen_pho_bien\" >T\u1ea1i sao Ph\u00e2n t\u00edch d\u1eef li\u1ec7u tr\u1edf n\u00ean ph\u1ed5 bi\u1ebfn<\/a><ul class='ez-toc-list-level-2' ><li class='ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/eduglobal.edu.vn\/?p=1180\/#Phan_tich_du_lieu_di_len_voi_su_phat_trien_cua_Big_Data\" >Ph\u00e2n t\u00edch d\u1eef li\u1ec7u \u0111i l\u00ean v\u1edbi s\u1ef1 ph\u00e1t tri\u1ec3n c\u1ee7a Big Data<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-1'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/eduglobal.edu.vn\/?p=1180\/#Phan_tich_du_lieu_la_gi\" >Ph\u00e2n t\u00edch d\u1eef li\u1ec7u l\u00e0 g\u00ec?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-1'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/eduglobal.edu.vn\/?p=1180\/#Phan_tich_du_lieu_thi_hoc_gi\" >Ph\u00e2n t\u00edch d\u1eef li\u1ec7u th\u00ec h\u1ecdc g\u00ec?<\/a><ul class='ez-toc-list-level-2' ><li class='ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/eduglobal.edu.vn\/?p=1180\/#Lap_trinh\" >L\u1eadp tr\u00ecnh<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/eduglobal.edu.vn\/?p=1180\/#Su_dung_cong_cu_phan_tich\" >S\u1eed d\u1ee5ng c\u00f4ng c\u1ee5 ph\u00e2n t\u00edch<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/eduglobal.edu.vn\/?p=1180\/#Bieu_dien_du_lieu\" >Bi\u1ec3u di\u1ec5n d\u1eef li\u1ec7u<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/eduglobal.edu.vn\/?p=1180\/#Hoc_may_Machine_Learning\" >H\u1ecdc m\u00e1y (Machine Learning)<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-1'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/eduglobal.edu.vn\/?p=1180\/#Hoc_phan_tich_du_lieu_o_dau\" >H\u1ecdc ph\u00e2n t\u00edch d\u1eef li\u1ec7u \u1edf \u0111\u00e2u<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/eduglobal.edu.vn\/?p=1180\/#%3E%3E%3EXem_them_Top_5_Truong_Dao_Tao_Phan_Tich_Du_Lieu_Tot_Nhat_Anh_Quoc\" >&gt;&gt;&gt;Xem th\u00eam: Top 5 Tr\u01b0\u1eddng \u0110\u00e0o T\u1ea1o Ph\u00e2n T\u00edch D\u1eef Li\u1ec7u T\u1ed1t Nh\u1ea5t Anh Qu\u1ed1c<\/a><\/li><\/ul><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-1'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/eduglobal.edu.vn\/?p=1180\/#Lam_nghe_gi_khi_hoc_phan_tich_du_lieu\" >L\u00e0m ngh\u1ec1 g\u00ec khi h\u1ecdc ph\u00e2n t\u00edch d\u1eef li\u1ec7u<\/a><ul class='ez-toc-list-level-2' ><li class='ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/eduglobal.edu.vn\/?p=1180\/#Phan_tich_vien_Du_lieu_Data_Analyst\" >Ph\u00e2n t\u00edch vi\u00ean D\u1eef li\u1ec7u (Data Analyst)<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/eduglobal.edu.vn\/?p=1180\/#Data_Scientist\" >Data Scientist<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/eduglobal.edu.vn\/?p=1180\/#Quan_ly\" >Qu\u1ea3n l\u00fd<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/eduglobal.edu.vn\/?p=1180\/#Chuyen_vien\" >Chuy\u00ean vi\u00ean<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-1'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/eduglobal.edu.vn\/?p=1180\/#Ket\" >K\u1ebft<\/a><\/li><\/ul><\/nav><\/div>\n<h1><span class=\"ez-toc-section\" id=\"Tai_sao_Phan_tich_du_lieu_tro_nen_pho_bien\"><\/span>T\u1ea1i sao Ph\u00e2n t\u00edch d\u1eef li\u1ec7u tr\u1edf n\u00ean ph\u1ed5 bi\u1ebfn<span class=\"ez-toc-section-end\"><\/span><\/h1>\n<h2><span class=\"ez-toc-section\" id=\"Phan_tich_du_lieu_di_len_voi_su_phat_trien_cua_Big_Data\"><\/span>Ph\u00e2n t\u00edch d\u1eef li\u1ec7u \u0111i l\u00ean v\u1edbi s\u1ef1 ph\u00e1t tri\u1ec3n c\u1ee7a Big Data<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Tr\u01b0\u1edbc khi t\u00ecm hi\u1ec3u v\u1ec1 Ph\u00e2n t\u00edch d\u1eef li\u1ec7u, ch\u00fang ta c\u1ea7n hi\u1ec3u v\u1ec1 m\u1ed9t kh\u00e1i ni\u1ec7m xu\u1ea5t hi\u1ec7n \u1edf kh\u1eafp m\u1ecdi n\u01a1i trong th\u1eddi \u0111\u1ea1i 4.0: Big Data h\u00e3y D\u1eef li\u1ec7u l\u1edbn. N\u00f3i m\u1ed9t c\u00e1ch \u0111\u01a1n gi\u1ea3n, Big Data l\u00e0 nh\u1eefng t\u1eadp d\u1eef li\u1ec7u l\u1edbn h\u01a1n, ph\u1ee9c t\u1ea1p h\u01a1n, \u0111\u1eb7c bi\u1ec7t l\u00e0 t\u1eeb c\u00e1c ngu\u1ed3n d\u1eef li\u1ec7u m\u1edbi. C\u00e1c t\u1eadp d\u1eef li\u1ec7u n\u00e0y qu\u00e1 l\u1edbn \u0111\u1ebfn n\u1ed7i ph\u1ea7n m\u1ec1m x\u1eed l\u00fd d\u1eef li\u1ec7u truy\u1ec1n th\u1ed1ng kh\u00f4ng th\u1ec3 qu\u1ea3n l\u00fd ch\u00fang. Nh\u01b0ng kh\u1ed1i l\u01b0\u1ee3ng d\u1eef li\u1ec7u kh\u1ed5ng l\u1ed3 n\u00e0y l\u00e0 ngu\u1ed3n th\u00f4ng tin v\u00f4 gi\u00e1, gi\u00fap b\u1ea1n c\u00f3 th\u1ec3 gi\u1ea3i quy\u1ebft c\u00e1c v\u1ea5n \u0111\u1ec1 kinh doanh m\u00e0 tr\u01b0\u1edbc \u0111\u00e2y b\u1ea1n kh\u00f4ng th\u1ec3.<\/p>\n<p>Tuy l\u00e0 m\u1ed9t ngu\u1ed3n th\u00f4ng tin v\u00f4 gi\u00e1, b\u1ea3n th\u00e2n Big Data c\u1ef1c k\u1ef3 ph\u1ee9c t\u1ea1p. Ch\u00fang bao g\u1ed3m \u0111\u1ee7 lo\u1ea1i d\u1eef li\u1ec7u, v\u0103n b\u1ea3n, h\u00ecnh \u1ea3nh, \u00e2m thanh; \u0111\u1ee7 lo\u1ea1i th\u00f4ng tin t\u1eeb kh\u1eafp m\u1ecdi n\u01a1i, v\u00e0 \u0111\u1ec3 chi\u1ebft xu\u1ea5t t\u1eeb nh\u1eefng th\u00f4ng tin h\u1ed7n \u0111\u1ed9n kia th\u00e0nh nh\u1eefng th\u00f4ng tin qu\u00fd gi\u00e1, ch\u00fang ta c\u1ea7n nh\u1eefng chuy\u00ean gia v\u1ec1 ph\u00e2n t\u00edch d\u1eef li\u1ec7u.<\/p>\n<h1><span class=\"ez-toc-section\" id=\"Phan_tich_du_lieu_la_gi\"><\/span>Ph\u00e2n t\u00edch d\u1eef li\u1ec7u l\u00e0 g\u00ec?<span class=\"ez-toc-section-end\"><\/span><\/h1>\n<div id=\"attachment_1184\" style=\"width: 2570px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-1184\" class=\"size-full wp-image-1184\" src=\"https:\/\/eduglobal.edu.vn\/wp-content\/uploads\/2022\/06\/myriam-jessier-eveI7MOcSmw-unsplash-scaled.jpg\" alt=\"Ph\u00e2n t\u00edch d\u1eef li\u1ec7u \u0111\u1ec3 \u0111\u01b0a ra c\u00e1c quy\u1ebft \u0111\u1ecbnh, thay v\u00ec d\u1ef1a theo kinhg nghi\u1ec7m b\u1ea3n th\u00e2n\" width=\"2560\" height=\"1707\" \/><p id=\"caption-attachment-1184\" class=\"wp-caption-text\"><em>Ph\u00e2n t\u00edch d\u1eef li\u1ec7u \u0111\u1ec3 \u0111\u01b0a ra c\u00e1c quy\u1ebft \u0111\u1ecbnh, thay v\u00ec d\u1ef1a theo kinhg nghi\u1ec7m b\u1ea3n th\u00e2n<\/em><\/p><\/div>\n<p>Ng\u1eafn g\u1ecdn, Ph\u00e2n t\u00edch d\u1eef li\u1ec7u l\u00e0 m\u1ed9t m\u00f4n khoa h\u1ecdc khai th\u00e1c d\u1eef li\u1ec7u th\u00f4 \u0111\u1ec3 t\u00ecm ra xu h\u01b0\u1edbng v\u00e0 tr\u1ea3 l\u1eddi cho c\u00e1c c\u00e2u h\u1ecfi d\u1ef1a tr\u00ean nh\u1eefng d\u1eef li\u1ec7u s\u1eb5n c\u00f3. Qu\u00e1 tr\u00ecnh n\u00e0y bao g\u1ed3m nhi\u1ec1u giai \u0111o\u1ea1n: khai th\u00e1c d\u1eef li\u1ec7u, chu\u1ea9n b\u1ecb d\u1eef li\u1ec7u \u0111\u1ec3 x\u1eed l\u00fd, \u00e1p d\u1ee5ng m\u00f4 h\u00ecnh, x\u00e1c \u0111\u1ecbnh c\u00e1c ph\u00e1t hi\u1ec7n v\u00e0 b\u00e1o c\u00e1o. M\u1ee5c ti\u00eau c\u1ee7a ph\u00e2n t\u00edch d\u1eef li\u1ec7u l\u00e0 t\u00ecm ra nh\u1eefng th\u00f4ng tin h\u1eefu \u00edch cho vi\u1ec7c \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh kinh doanh, t\u00ecm ra nguy\u00ean nh\u00e2n cho nh\u1eefng v\u1ea5n \u0111\u1ec1.<\/p>\n<p>Nghe th\u00ec ph\u1ee9c t\u1ea1p nh\u01b0ng v\u00ed d\u1ee5 v\u1ec1 ph\u00e2n t\u00edch d\u1eef li\u1ec7u g\u1ea7n g\u0169i h\u01a1n b\u1ea1n t\u01b0\u1edfng. Youtube d\u1ef1a v\u00e0o c\u00e1c video \u0111\u00e3 xem c\u1ee7a b\u1ea1n \u0111\u1ec3 \u0111\u01b0a ra g\u1ee3i \u00fd, t\u1eeb \u0111\u00f3 khi\u1ebfn b\u1ea1n click nhi\u1ec1u h\u01a1n, xem nhi\u1ec1u h\u01a1n. Facebook c\u0169ng \u00e1p d\u1ee5ng nh\u1eefng \u0111i\u1ec1u t\u01b0\u01a1ng t\u1ef1 \u0111\u1ec3 hi\u1ec7n l\u00ean nh\u1eefng qu\u1ea3ng c\u00e1o cho s\u1ea3n ph\u1ea9m m\u00e0 b\u1ea1n \u0111ang quan t\u00e2m.<\/p>\n<h1><span class=\"ez-toc-section\" id=\"Phan_tich_du_lieu_thi_hoc_gi\"><\/span>Ph\u00e2n t\u00edch d\u1eef li\u1ec7u th\u00ec h\u1ecdc g\u00ec?<span class=\"ez-toc-section-end\"><\/span><\/h1>\n<p>\u0110\u1ec3 c\u00f3 th\u1ec3 ph\u00e2n t\u00edch \u0111\u01b0\u1ee3c d\u1eef li\u1ec7u, b\u1ea1n c\u1ea7n ph\u1ea3i h\u1ecdc m\u1ed9t s\u1ed1 k\u1ef9 n\u0103ng sau:<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Lap_trinh\"><\/span>L\u1eadp tr\u00ecnh<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>B\u1ea1n c\u1ea7n c\u00f3 ki\u1ebfn th\u1ee9c v\u1ec1 c\u00e1c ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh kh\u00e1c nhau, ch\u1eb3ng h\u1ea1n nh\u01b0 Python, Perl, C \/ C ++, SQL v\u00e0 Java, v\u1edbi Python l\u00e0 ng\u00f4n ng\u1eef m\u00e3 h\u00f3a ph\u1ed5 bi\u1ebfn nh\u1ea5t \u0111\u01b0\u1ee3c y\u00eau c\u1ea7u trong vai tr\u00f2 khoa h\u1ecdc d\u1eef li\u1ec7u. C\u00e1c ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh n\u00e0y gi\u00fap c\u00e1c nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u t\u1ed5 ch\u1ee9c c\u00e1c t\u1eadp d\u1eef li\u1ec7u ph\u1ee9c t\u1ea1p.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Su_dung_cong_cu_phan_tich\"><\/span>S\u1eed d\u1ee5ng c\u00f4ng c\u1ee5 ph\u00e2n t\u00edch<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Hi\u1ec3u bi\u1ebft v\u00e0 k\u1ebft h\u1ee3p c\u00e1c c\u00f4ng c\u1ee5 ph\u00e2n t\u00edch l\u00e0 m\u1ed9t k\u1ef9 n\u0103ng h\u1eefu \u00edch c\u1ee7a nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u \u0111\u1ec3 tr\u00edch xu\u1ea5t th\u00f4ng tin c\u00f3 gi\u00e1 tr\u1ecb t\u1eeb m\u1ed9t t\u1eadp d\u1eef li\u1ec7u c\u00f3 t\u1ed5 ch\u1ee9c. SAS, Hadoop, Spark, Hive, Pig v\u00e0 R l\u00e0 nh\u1eefng c\u00f4ng c\u1ee5 ph\u00e2n t\u00edch d\u1eef li\u1ec7u ph\u1ed5 bi\u1ebfn nh\u1ea5t m\u00e0 c\u00e1c nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u s\u1eed d\u1ee5ng.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Bieu_dien_du_lieu\"><\/span>Bi\u1ec3u di\u1ec5n d\u1eef li\u1ec7u<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>B\u00ean c\u1ea1nh khai th\u00e1c v\u00e0 x\u1eed l\u00fd d\u1eef li\u1ec7u, bi\u1ec3u di\u1ec5n d\u1eef li\u1ec7u \u0111\u00f3ng vai tr\u00f2 quan tr\u1ecdng trong qu\u00e1 tr\u00ecnh ph\u00e2n t\u00edch. B\u1ea1n c\u00f3 th\u1ec3 y\u00eau c\u1ea7u c\u00e1c nh\u00e0 ph\u00e2n t\u00edch d\u1eef thu th\u1eadp t\u1ea5t c\u1ea3 th\u00f4ng tin h\u1eefu \u00edch nh\u1ea5t, nh\u01b0ng n\u1ebfu kh\u00e1ch h\u00e0ng v\u00e0 ng\u01b0\u1eddi d\u00f9ng kh\u00f4ng th\u1ec3 hi\u1ec3u \u0111\u01b0\u1ee3c th\u00ec \u0111i\u1ec1u \u0111\u00f3 s\u1ebd v\u00f4 \u00edch. V\u00ec v\u1eady, d\u1eef li\u1ec7u ph\u1ea3i \u0111\u01b0\u1ee3c tr\u00ecnh b\u00e0y d\u01b0\u1edbi d\u1ea1ng d\u1ec5 s\u1eed d\u1ee5ng m\u00e0 ng\u01b0\u1eddi b\u00ecnh th\u01b0\u1eddng c\u00f3 th\u1ec3 hi\u1ec3u \u0111\u01b0\u1ee3c.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Hoc_may_Machine_Learning\"><\/span>H\u1ecdc m\u00e1y (Machine Learning)<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>M\u00e1y h\u1ecdc l\u00e0 m\u1ed9t nh\u00e1nh c\u1ee7a Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o v\u00e0 kh\u00e1 g\u1ea7n g\u0169i trong th\u1ef1c t\u1ebf. M\u00e1y h\u1ecdc mang l\u1ea1i s\u1ee9c m\u1ea1nh c\u1ee7a d\u1eef li\u1ec7u theo nh\u1eefng c\u00e1ch m\u1edbi, ch\u1eb3ng h\u1ea1n nh\u01b0 Facebook \u0111\u1ec1 xu\u1ea5t c\u00e1c b\u00e0i vi\u1ebft d\u1ef1a tr\u00ean th\u00f4ng tin c\u1ee7a b\u1ea1n. C\u00f4ng ngh\u1ec7 n\u00e0y gi\u00fap c\u00e1c h\u1ec7 th\u1ed1ng m\u00e1y t\u00ednh h\u1ecdc h\u1ecfi v\u00e0 c\u1ea3i ti\u1ebfn qua kinh nghi\u1ec7m b\u1eb1ng c\u00e1ch ph\u00e1t tri\u1ec3n c\u00e1c ch\u01b0\u01a1ng tr\u00ecnh m\u00e1y t\u00ednh c\u00f3 th\u1ec3 t\u1ef1 \u0111\u1ed9ng truy c\u1eadp d\u1eef li\u1ec7u v\u00e0 th\u1ef1c hi\u1ec7n c\u00e1c t\u00e1c v\u1ee5 th\u00f4ng qua d\u1ef1 \u0111o\u00e1n v\u00e0 ph\u00e1t hi\u1ec7n.<\/p>\n<p>C\u00e1c m\u00f4n h\u1ecdc kh\u00e1c c\u1ea7n thi\u1ebft \u0111\u1ec3 tr\u1edf th\u00e0nh nh\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u bao g\u1ed3m:<strong> X\u00e1c su\u1ea5t, Khai ph\u00e1 d\u1eef li\u1ec7u,&#8230;<\/strong><\/p>\n<h1><span class=\"ez-toc-section\" id=\"Hoc_phan_tich_du_lieu_o_dau\"><\/span>H\u1ecdc ph\u00e2n t\u00edch d\u1eef li\u1ec7u \u1edf \u0111\u00e2u<span class=\"ez-toc-section-end\"><\/span><\/h1>\n<p>Ph\u00e2n t\u00edch d\u1eef li\u1ec7u t\u1ea1i Vi\u1ec7t Nam c\u00f2n non tr\u1ebb nh\u01b0ng \u0111ang d\u1ea7n tr\u1edf th\u00e0nh m\u1ed9t xu h\u01b0\u1edbng v\u00e0 \u0111\u1ea7y ti\u1ec1m n\u0103ng trong th\u1eddi gian s\u1eafp t\u1edbi. Ngo\u00e0i m\u1ed9t s\u1ed1 tr\u01b0\u1eddng nh\u01b0 RMIT hay FPT, b\u1ea1n c\u00f3 th\u1ec3 tham kh\u1ea3o nh\u1eefng tr\u01b0\u1eddng \u0111\u1ea1i h\u1ecdc n\u1ed5i ti\u1ebfng tr\u00ean th\u1ebf gi\u1edbi t\u1ea1i m\u1ed9t s\u1ed1 n\u01b0\u1edbc nh\u01b0<\/p>\n<p><strong>Anh<\/strong><\/p>\n<ul>\n<li>University of Sussex<\/li>\n<li>London Metropolitan University<\/li>\n<li>Birmingham City University<\/li>\n<\/ul>\n<p><strong>\u00dac<\/strong><\/p>\n<ul>\n<li>Swinburne University of Technology<\/li>\n<li>Deakin University<\/li>\n<li>University of Technology Sydney<\/li>\n<\/ul>\n<p><strong>M\u1ef9<\/strong><\/p>\n<ul>\n<li>Stanford University<\/li>\n<li>Columbia University \u2013 New York<\/li>\n<li>Massachusetts Institute of Technology<\/li>\n<\/ul>\n<p><strong>Canada<\/strong><\/p>\n<ul>\n<li>The University of British Columbia.<\/li>\n<li>University of Toronto.<\/li>\n<li>Mc Gill University.<\/li>\n<\/ul>\n<p>C\u00f3 r\u1ea5t nhi\u1ec1u tr\u01b0\u1eddng \u0111\u00e0o t\u1ea1o t\u1ed1t v\u1ec1 ng\u00e0nh Ph\u00e2n t\u00edch d\u1eef li\u1ec7u m\u00e0 b\u1ea1n c\u00f3 th\u1ec3 theo h\u1ecdc. Chuy\u00ean vi\u00ean t\u01b0 v\u1ea5n c\u1ee7a Eduglobal s\u1ebd gi\u00fap b\u1ea1n t\u00ecm ra tr\u01b0\u1eddng ph\u00f9 h\u1ee3p v\u1edbi \u0111i\u1ec1u ki\u1ec7n c\u0169ng nh\u01b0 m\u00f4i tr\u01b0\u1eddng h\u1ecdc t\u1eadp \u01b0a th\u00edch \u0111\u1ec3 b\u1ea1n c\u00f3 th\u1ec3 an t\u00e2m theo h\u1ecdc.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%3E%3E%3EXem_them_Top_5_Truong_Dao_Tao_Phan_Tich_Du_Lieu_Tot_Nhat_Anh_Quoc\"><\/span><span style=\"color: #ff0000;\">&gt;&gt;&gt;Xem th\u00eam<\/span>: <span style=\"color: #3366ff;\"><a style=\"color: #3366ff;\" href=\"https:\/\/eduglobal.edu.vn\/top-5-truong-dao-tao-phan-tich-du-lieu-anh-quoc\/\">Top 5 Tr\u01b0\u1eddng \u0110\u00e0o T\u1ea1o Ph\u00e2n T\u00edch D\u1eef Li\u1ec7u T\u1ed1t Nh\u1ea5t Anh Qu\u1ed1c<\/a><\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h1><span class=\"ez-toc-section\" id=\"Lam_nghe_gi_khi_hoc_phan_tich_du_lieu\"><\/span>L\u00e0m ngh\u1ec1 g\u00ec khi h\u1ecdc ph\u00e2n t\u00edch d\u1eef li\u1ec7u<span class=\"ez-toc-section-end\"><\/span><\/h1>\n<div id=\"attachment_1182\" style=\"width: 2570px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-1182\" class=\"size-full wp-image-1182\" src=\"https:\/\/eduglobal.edu.vn\/wp-content\/uploads\/2022\/06\/ux-indonesia-8mikJ83LmSQ-unsplash-scaled.jpg\" alt=\"Tr\u1edf th\u00e0nh ph\u00e2n t\u00edch d\u1eef li\u1ec7u vi\u00ean v\u00e0 khai th\u00e1c l\u01b0\u1ee3ng th\u00f4ng tin kh\u1ed5ng l\u1ed3\" width=\"2560\" height=\"1696\" \/><p id=\"caption-attachment-1182\" class=\"wp-caption-text\"><em>Tr\u1edf th\u00e0nh ph\u00e2n t\u00edch d\u1eef li\u1ec7u vi\u00ean v\u00e0 khai th\u00e1c l\u01b0\u1ee3ng th\u00f4ng tin kh\u1ed5ng l\u1ed3<\/em><\/p><\/div>\n<p>Khi b\u1ea1n c\u00f3 kinh nghi\u1ec7m v\u1edbi t\u01b0 c\u00e1ch l\u00e0 m\u1ed9t nh\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u, b\u1ea1n c\u00f3 th\u1ec3 ph\u00e1t tri\u1ec3n s\u1ef1 nghi\u1ec7p c\u1ee7a m\u00ecnh theo m\u1ed9t s\u1ed1 h\u01b0\u1edbng kh\u00e1c nhau. T\u00f9y thu\u1ed9c v\u00e0o m\u1ee5c ti\u00eau v\u00e0 s\u1edf th\u00edch c\u1ee7a m\u00ecnh, b\u1ea1n c\u00f3 th\u1ec3 Data Scientist, Qu\u1ea3n l\u00fd, t\u01b0 v\u1ea5n ho\u1eb7c vai tr\u00f2 chuy\u00ean vi\u00ean d\u1eef li\u1ec7u.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Phan_tich_vien_Du_lieu_Data_Analyst\"><\/span>Ph\u00e2n t\u00edch vi\u00ean D\u1eef li\u1ec7u (Data Analyst)<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>M\u1ed9t Data Analyst ph\u00e2n t\u00edch c\u00e1c t\u1eadp d\u1eef li\u1ec7u \u0111\u1ec3 t\u00ecm c\u00e1ch gi\u1ea3i quy\u1ebft c\u00e1c v\u1ea5n \u0111\u1ec1 li\u00ean quan \u0111\u1ebfn kh\u00e1ch h\u00e0ng c\u1ee7a doanh nghi\u1ec7p. M\u1ed9t nh\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u c\u0169ng truy\u1ec1n \u0111\u1ea1t th\u00f4ng tin n\u00e0y cho ban qu\u1ea3n l\u00fd v\u00e0 c\u00e1c b\u00ean li\u00ean quan kh\u00e1c. Vi\u1ec7c l\u00e0m c\u1ee7a nh\u1eefng c\u00e1 nh\u00e2n n\u00e0y bao g\u1ed3m nhi\u1ec1u ng\u00e0nh kh\u00e1c nhau nh\u01b0 kinh doanh, t\u00e0i ch\u00ednh, t\u01b0 ph\u00e1p h\u00ecnh s\u1ef1, khoa h\u1ecdc, y h\u1ecdc v\u00e0 ch\u00ednh ph\u1ee7.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Data_Scientist\"><\/span>Data Scientist<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Nhi\u1ec1u nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u b\u1eaft \u0111\u1ea7u v\u1edbi t\u01b0 c\u00e1ch l\u00e0 nh\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u. Th\u1ef1c hi\u1ec7n chuy\u1ec3n \u0111\u1ed5i n\u00e0y th\u01b0\u1eddng bao g\u1ed3m:<\/p>\n<ul>\n<li>N\u00e2ng cao k\u1ef9 n\u0103ng l\u1eadp tr\u00ecnh c\u1ee7a b\u1ea1n<\/li>\n<li>H\u1ecdc to\u00e1n cao c\u1ea5p h\u01a1n<\/li>\n<li>Ph\u00e1t tri\u1ec3n s\u1ef1 hi\u1ec3u bi\u1ebft v\u1ec1 h\u1ecdc m\u00e1y<\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"Quan_ly\"><\/span>Qu\u1ea3n l\u00fd<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>N\u1ebfu mu\u1ed1n theo \u0111u\u1ed5i ch\u1ee9c v\u1ee5 qu\u1ea3n l\u00fd, b\u1ea1n s\u1ebd mu\u1ed1n t\u1eadp trung v\u00e0o vi\u1ec7c ph\u00e1t tri\u1ec3n k\u1ef9 n\u0103ng l\u00e3nh \u0111\u1ea1o c\u00f9ng v\u1edbi k\u1ef9 n\u0103ng d\u1eef li\u1ec7u c\u1ee7a m\u00ecnh. \u1ede m\u1ed9t s\u1ed1 c\u00f4ng ty, c\u00f3 th\u1ec3 c\u1ea7n ph\u1ea3i c\u00f3 b\u1eb1ng th\u1ea1c s\u0129 v\u1ec1 ph\u00e2n t\u00edch d\u1eef li\u1ec7u ho\u1eb7c qu\u1ea3n tr\u1ecb kinh doanh t\u1eadp trung v\u00e0o ph\u00e2n t\u00edch d\u1eef li\u1ec7u \u0111\u1ec3 \u0111\u1ea1t \u0111\u01b0\u1ee3c c\u00e1c v\u1ecb tr\u00ed c\u1ea5p cao h\u01a1n n\u00e0y. B\u1ea1n c\u00f3 th\u1ec3 b\u1eaft \u0111\u1ea7u v\u1edbi t\u01b0 c\u00e1ch l\u00e0 m\u1ed9t nh\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u tr\u01b0\u1edbc khi th\u0103ng ti\u1ebfn l\u00ean nh\u00e0 ph\u00e2n t\u00edch c\u1ea5p cao, gi\u00e1m \u0111\u1ed1c ph\u00e2n t\u00edch, ho\u1eb7c th\u1eadm ch\u00ed l\u00e0 gi\u00e1m \u0111\u1ed1c d\u1eef li\u1ec7u (CDO).<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Chuyen_vien\"><\/span>Chuy\u00ean vi\u00ean<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>L\u00e0 m\u1ed9t nh\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u, b\u1ea1n c\u00f3 th\u1ec3 l\u00e0m vi\u1ec7c \u1edf m\u1ed9t trong nhi\u1ec1u ng\u00e0nh kh\u00e1c nhau. \u0110\u00f4i khi, con \u0111\u01b0\u1eddng s\u1ef1 nghi\u1ec7p c\u1ee7a b\u1ea1n c\u00f3 th\u1ec3 \u0111\u01b0a b\u1ea1n \u0111i s\u00e2u h\u01a1n v\u00e0o ki\u1ebfn th\u1ee9c chuy\u00ean m\u00f4n c\u1ee7a ng\u00e0nh \u0111\u00f3.<\/p>\n<ul>\n<li>C\u00e1c nh\u00e0 ph\u00e2n t\u00edch kinh doanh s\u1eed d\u1ee5ng d\u1eef li\u1ec7u \u0111\u1ec3 gi\u00fap l\u00e0m cho c\u00e1c quy tr\u00ecnh c\u00f4ng ngh\u1ec7 th\u00f4ng tin, c\u01a1 c\u1ea5u t\u1ed5 ch\u1ee9c ho\u1eb7c ph\u00e1t tri\u1ec3n nh\u00e2n vi\u00ean c\u1ee7a m\u1ed9t t\u1ed5 ch\u1ee9c tr\u1edf n\u00ean hi\u1ec7u qu\u1ea3 v\u00e0 hi\u1ec7u qu\u1ea3 h\u01a1n.<\/li>\n<li>C\u00e1c nh\u00e0 ph\u00e2n t\u00edch t\u00e0i ch\u00ednh s\u1eed d\u1ee5ng d\u1eef li\u1ec7u \u0111\u1ec3 gi\u00fap \u0111\u1ecbnh h\u01b0\u1edbng c\u00e1c c\u01a1 h\u1ed9i \u0111\u1ea7u t\u01b0, x\u00e1c \u0111\u1ecbnh c\u00e1c c\u01a1 h\u1ed9i doanh thu v\u00e0 gi\u1ea3m thi\u1ec3u r\u1ee7i ro t\u00e0i ch\u00ednh.<\/li>\n<li>C\u00e1c nh\u00e0 ph\u00e2n t\u00edch ho\u1ea1t \u0111\u1ed9ng \u0111\u01b0\u1ee3c giao nhi\u1ec7m v\u1ee5 t\u1ed1i \u01b0u h\u00f3a hi\u1ec7u su\u1ea5t c\u1ee7a c\u00f4ng ty b\u1eb1ng c\u00e1ch x\u00e1c \u0111\u1ecbnh v\u00e0 gi\u1ea3i quy\u1ebft c\u00e1c v\u1ea5n \u0111\u1ec1 k\u1ef9 thu\u1eadt, c\u1ea5u tr\u00fac v\u00e0 th\u1ee7 t\u1ee5c.<\/li>\n<li>&#8230;<\/li>\n<\/ul>\n<p>C\u00f2n r\u1ea5t nhi\u1ec1u ng\u00e0nh ngh\u1ec1 kh\u00e1c nhau v\u1edbi vai tr\u00f2 kh\u00e1c nhau m\u00e0 m\u1ed9t sinh vi\u00ean ng\u00e0nh ph\u00e2n t\u00edch d\u1eef li\u1ec7u sau tr\u01b0\u1eddng c\u00f3 c\u01a1 h\u1ed9i \u0111\u01b0\u1ee3c tham gia. Vi\u1ec7c b\u1ea1n c\u1ea7n l\u00e0m l\u00e0 t\u00ecm hi\u1ec3u k\u1ef9 \u0111\u00e2u l\u00e0 v\u1ecb tr\u00ed ph\u00f9 h\u1ee3p v\u1edbi mong mu\u1ed1n, s\u1edf th\u00edch v\u00e0 n\u0103ng l\u1ef1c c\u1ee7a b\u1ea3n th\u00e2n \u0111\u1ec3 c\u00f3 th\u1ec3 ch\u1ecdn ng\u00e0nh h\u1ecdc ph\u00f9 h\u1ee3p. Chuy\u00ean vi\u00ean t\u01b0 v\u1ea5n c\u1ee7a Eduglobal s\u1ebd gi\u00fap b\u1ea1n l\u1ef1a ch\u1ecdn m\u00f4i tr\u01b0\u1eddng h\u1ecdc t\u1eadp ph\u00f9 h\u1ee3p.<\/p>\n<h1><span class=\"ez-toc-section\" id=\"Ket\"><\/span>K\u1ebft<span class=\"ez-toc-section-end\"><\/span><\/h1>\n<p>V\u1edbi xu h\u01b0\u1edbng khoa h\u1ecdc k\u1ef9 thu\u1eadt ng\u00e0y c\u00e0ng ph\u00e1t tri\u1ec3n, ch\u1eafc ch\u1eafn ng\u00e0nh ph\u00e2n t\u00edch d\u1eef li\u1ec7u s\u1ebd c\u00e0ng tr\u1edf n\u00ean quan tr\u1ecdng v\u00e0 thi\u1ebft th\u1ef1c h\u01a1n bao gi\u1edd h\u1ebft v\u1edbi \u0111\u1eddi s\u1ed1ng. \u0110\u1eebng ch\u1ea7n ch\u1eeb v\u00e0 h\u00e3y x\u00e1c \u0111\u1ecbnh cho m\u00ecnh m\u1ed9t h\u01b0\u1edbng \u0111i c\u1ee5 th\u1ec3 ngay t\u1eeb b\u00e2y gi\u1edd \u0111\u1ec3 b\u1eaft k\u1ecbp v\u1edbi xu h\u01b0\u1edbng c\u1ee7a th\u1eddi \u0111\u1ea1i, khi m\u00e0 ng\u00e0nh ph\u00e2n t\u00edch d\u1eef li\u1ec7u \u1edf Vi\u1ec7t Nam c\u00f2n nhi\u1ec1u ti\u1ec1m n\u0103ng v\u00e0 c\u01a1 h\u1ed9i. 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Kh\u01b0\u01a1ng Mai, Q.Thanh Xu\u00e2n, H\u00e0 N\u1ed9i.<\/p>\n<p>\u0110T: (84-24) 730.02839<\/p>\n<p>Hotline: 098.963.4580 (zalo \/ viber, whatsApp)<\/p>\n<p>Email: info@eduglobal.edu.vn<\/p>\n<p>Web:\u00a0www.eduglobal.edu.vn<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Ph\u00e2n t\u00edch d\u1eef li\u1ec7u \u0111ang tr\u1edf th\u00e0nh t\u1eeb kh\u00f3a c\u1ef1c hot trong nh\u1eefng n\u0103m tr\u1edf l\u1ea1i \u0111\u00e2y do nhu c\u1ea7u khai th\u00e1c Big Data ng\u00e0y c\u00e0ng l\u1edbn. H\u00e3y c\u00f9ng Eduglobal t\u00ecm hi\u1ec3u c\u00e1c ch\u01b0\u01a1ng tr\u00ecnh h\u1ecdc v\u00e0 c\u01a1 h\u1ed9i ngh\u1ec1 nghi\u1ec7p trong ng\u00e0nh ph\u00e2n t\u00edch d\u1eef li\u1ec7u qua b\u00e0i vi\u1ebft d\u01b0\u1edbi \u0111\u00e2y nh\u00e9. 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