{"id":1674,"date":"2023-12-19T07:19:00","date_gmt":"2023-12-19T07:19:00","guid":{"rendered":"https:\/\/topviecit.vn\/blog\/?p=1674"},"modified":"2024-01-15T06:57:55","modified_gmt":"2024-01-15T06:57:55","slug":"data-science-la-gi","status":"publish","type":"post","link":"https:\/\/topviecit.vn\/blog\/data-science-la-gi\/","title":{"rendered":"Data Science L\u00e0 G\u00ec? Data Scientist l\u00e0m nh\u1eefng c\u00f4ng vi\u1ec7c g\u00ec?"},"content":{"rendered":"\n<p>M\u1ed9t thu\u1eadt ng\u1eef \u0111ang kh\u00e1 ph\u1ed5 bi\u1ebfn hi\u1ec7n nay trong l\u0129nh v\u1ef1c c\u00f4ng ngh\u1ec7 th\u00f4ng tin ch\u00ednh l\u00e0 Data Science \u2013 Khoa h\u1ecdc d\u1eef li\u1ec7u. Data Science c\u00f3 th\u1ec3 gi\u00fap doanh nghi\u1ec7p gi\u1ea3i quy\u1ebft \u0111\u01b0\u1ee3c nhi\u1ec1u v\u1ea5n \u0111\u1ec1 li\u00ean quan \u0111\u1ebfn d\u1eef li\u1ec7u c\u1ee7a h\u1ecd. Do \u0111\u00f3, v\u1ecb tr\u00ed Data Science \u0111ang c\u1ea7n ngu\u1ed3n nh\u00e2n l\u1ef1c cao h\u01a1n bao gi\u1edd h\u1ebft. H\u00e3y c\u00f9ng theo d\u00f5i b\u00e0i vi\u1ebft d\u01b0\u1edbi \u0111\u00e2y c\u1ee7a <a href=\"https:\/\/topviecit.vn\/\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>topviecit.vn<\/strong><\/a> \u0111\u1ec3 c\u00f3 \u0111\u01b0\u1ee3c nh\u1eefng th\u00f4ng tin c\u1ee5 th\u1ec3 v\u00e0 h\u1eefu \u00edch v\u1ec1 <strong>Data Science l\u00e0 g\u00ec<\/strong> nh\u00e9!<\/p>\n\n\n\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_63 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title \" >Table of Contents<\/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 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/topviecit.vn\/blog\/data-science-la-gi\/#Data_Science_la_gi\" title=\"Data Science l\u00e0 g\u00ec?\">Data Science l\u00e0 g\u00ec?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/topviecit.vn\/blog\/data-science-la-gi\/#Vai_tro_cua_nganh_Data_Science\" title=\"Vai tr\u00f2 c\u1ee7a ng\u00e0nh Data Science\">Vai tr\u00f2 c\u1ee7a ng\u00e0nh Data Science<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/topviecit.vn\/blog\/data-science-la-gi\/#Data_Science_la_lam_gi\" title=\"Data Science l\u00e0 l\u00e0m g\u00ec?\">Data Science l\u00e0 l\u00e0m g\u00ec?<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/topviecit.vn\/blog\/data-science-la-gi\/#Nhiem_vu_cua_Data_Science\" title=\"Nhi\u1ec7m v\u1ee5 c\u1ee7a Data Science\">Nhi\u1ec7m v\u1ee5 c\u1ee7a Data Science<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/topviecit.vn\/blog\/data-science-la-gi\/#Cong_viec_cua_Data_Scientist\" title=\"C\u00f4ng vi\u1ec7c c\u1ee7a Data Scientist\">C\u00f4ng vi\u1ec7c c\u1ee7a Data Scientist<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/topviecit.vn\/blog\/data-science-la-gi\/#Muc_luong_cua_Data_Scientist_la_bao_nhieu\" title=\"M\u1ee9c l\u01b0\u01a1ng c\u1ee7a Data Scientist l\u00e0 bao nhi\u00eau?\">M\u1ee9c l\u01b0\u01a1ng c\u1ee7a Data Scientist l\u00e0 bao nhi\u00eau?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/topviecit.vn\/blog\/data-science-la-gi\/#Ung_dung_cua_Data_Science_trong_thuc_tien\" title=\"\u1ee8ng d\u1ee5ng c\u1ee7a Data Science trong th\u1ef1c ti\u1ec5n\">\u1ee8ng d\u1ee5ng c\u1ee7a Data Science trong th\u1ef1c ti\u1ec5n<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/topviecit.vn\/blog\/data-science-la-gi\/#Hieu_ro_khach_hang\" title=\"Hi\u1ec3u r\u00f5 kh\u00e1ch h\u00e0ng\">Hi\u1ec3u r\u00f5 kh\u00e1ch h\u00e0ng<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/topviecit.vn\/blog\/data-science-la-gi\/#Bao_mat_tot_hon\" title=\"B\u1ea3o m\u1eadt t\u1ed1t h\u01a1n\">B\u1ea3o m\u1eadt t\u1ed1t h\u01a1n<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/topviecit.vn\/blog\/data-science-la-gi\/#Ho_tro_khi_lam_bao_cao_tai_chinh\" title=\"H\u1ed7 tr\u1ee3 khi l\u00e0m b\u00e1o c\u00e1o t\u00e0i ch\u00ednh\">H\u1ed7 tr\u1ee3 khi l\u00e0m b\u00e1o c\u00e1o t\u00e0i ch\u00ednh<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/topviecit.vn\/blog\/data-science-la-gi\/#Du_doan_xu_huong_cua_thi_truong\" title=\"D\u1ef1 \u0111o\u00e1n xu h\u01b0\u1edbng c\u1ee7a th\u1ecb tr\u01b0\u1eddng\">D\u1ef1 \u0111o\u00e1n xu h\u01b0\u1edbng c\u1ee7a th\u1ecb tr\u01b0\u1eddng<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/topviecit.vn\/blog\/data-science-la-gi\/#Vi_sao_doanh_nghiep_can_toi_Data_Scientist\" title=\"V\u00ec sao doanh nghi\u1ec7p c\u1ea7n t\u1edbi Data Scientist?&nbsp;&nbsp;\">V\u00ec sao doanh nghi\u1ec7p c\u1ea7n t\u1edbi Data Scientist?&nbsp;&nbsp;<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/topviecit.vn\/blog\/data-science-la-gi\/#Ky_nang_can_co_cua_mot_Data_Science_la_gi\" title=\"K\u1ef9 n\u0103ng c\u1ea7n c\u00f3 c\u1ee7a m\u1ed9t Data Science l\u00e0 g\u00ec?\">K\u1ef9 n\u0103ng c\u1ea7n c\u00f3 c\u1ee7a m\u1ed9t Data Science l\u00e0 g\u00ec?<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/topviecit.vn\/blog\/data-science-la-gi\/#Hieu_ve_cac_ngon_ngu_lap_trinh\" title=\"Hi\u1ec3u v\u1ec1 c\u00e1c ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh\">Hi\u1ec3u v\u1ec1 c\u00e1c ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/topviecit.vn\/blog\/data-science-la-gi\/#Kien_thuc_lien_quan_den_thong_ke\" title=\"Ki\u1ebfn th\u1ee9c li\u00ean quan \u0111\u1ebfn th\u1ed1ng k\u00ea\">Ki\u1ebfn th\u1ee9c li\u00ean quan \u0111\u1ebfn th\u1ed1ng k\u00ea<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/topviecit.vn\/blog\/data-science-la-gi\/#Kien_thuc_lien_quan_den_Machine_Learning\" title=\"Ki\u1ebfn th\u1ee9c li\u00ean quan \u0111\u1ebfn Machine Learning\">Ki\u1ebfn th\u1ee9c li\u00ean quan \u0111\u1ebfn Machine Learning<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/topviecit.vn\/blog\/data-science-la-gi\/#Mot_so_ky_nang_khac_can_co\" title=\"M\u1ed9t s\u1ed1 k\u1ef9 n\u0103ng kh\u00e1c c\u1ea7n c\u00f3\">M\u1ed9t s\u1ed1 k\u1ef9 n\u0103ng kh\u00e1c c\u1ea7n c\u00f3<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Data_Science_la_gi\"><\/span><strong><strong>Data Science l\u00e0 g\u00ec?<\/strong><\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Data Science l\u00e0 ng\u00e0nh khoa h\u1ecdc chuy\u00ean khai th\u00e1c, thu th\u1eadp v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u \u0111\u1ec3 t\u00ecm ra insight c\u00f3 gi\u00e1 tr\u1ecb. Sau \u0111\u00f3 tr\u1ef1c quan h\u00f3a c\u00e1c insight cho b\u1ed9 ph\u1eadn li\u00ean quan \u0111\u1ec3 chuy\u1ec3n h\u00f3a insight th\u00e0nh h\u00e0nh \u0111\u1ed9ng. C\u00f3 th\u1ec3 n\u00f3i Data Science l\u00e0 l\u0129nh v\u1ef1c \u0111a ng\u00e0nh, s\u1eed d\u1ee5ng c\u00e1c ph\u01b0\u01a1ng ph\u00e1p v\u00e0 quy tr\u00ecnh khoa h\u1ecdc nh\u1eb1m r\u00fat ra insight t\u1eeb d\u1eef li\u1ec7u.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"500\" src=\"https:\/\/topviecit.vn\/blog\/wp-content\/uploads\/2024\/01\/data-science-la-gi-TopCV-1.jpg\" alt=\"Data Science l\u00e0 g\u00ec?\" class=\"wp-image-6901\" srcset=\"https:\/\/topviecit.vn\/blog\/wp-content\/uploads\/2024\/01\/data-science-la-gi-TopCV-1.jpg 800w, https:\/\/topviecit.vn\/blog\/wp-content\/uploads\/2024\/01\/data-science-la-gi-TopCV-1-640x400.jpg 640w, https:\/\/topviecit.vn\/blog\/wp-content\/uploads\/2024\/01\/data-science-la-gi-TopCV-1-768x480.jpg 768w\" sizes=\"auto, (max-width: 800px) 100vw, 800px\" \/><figcaption class=\"wp-element-caption\"><em>Data Science l\u00e0 g\u00ec?<\/em><\/figcaption><\/figure><\/div>\n\n\n<p>V\u1edbi s\u1ef1 c\u00f3 m\u1eb7t c\u1ee7a c\u00f4ng ngh\u1ec7 m\u1edbi, c\u00e1c d\u1eef li\u1ec7u thu \u0111\u01b0\u1ee3c c\u0169ng t\u0103ng l\u00ean nhanh ch\u00f3ng, mang t\u1edbi nh\u1eefng c\u01a1 h\u1ed9i m\u1edbi \u0111\u1ec3 ph\u00e2n t\u00edch v\u00e0 chuy\u1ec3n h\u00f3a nh\u1eefng insight \u00fd ngh\u0129a t\u1eeb data. Do v\u1eady c\u00f3 th\u1ec3 hi\u1ec3u&nbsp; Data Science l\u00e0 ng\u00e0nh li\u00ean quan t\u1edbi x\u1eed l\u00fd d\u1eef li\u1ec7u, ph\u00e2n t\u00edch v\u00e0 tr\u00edch xu\u1ea5t th\u00f4ng tin t\u1eeb ngu\u1ed3n d\u1eef li\u1ec7u. C\u00e1c k\u1ef9 s\u01b0 d\u1eef li\u1ec7u s\u1ebd s\u1eed d\u1ee5ng m\u1ed9t s\u1ed1 ph\u01b0\u01a1ng ph\u00e1p th\u1ed1ng k\u00ea ho\u1eb7c thu\u1eadt to\u00e1n m\u00e1y t\u00ednh \u0111\u1ec3 xu\u1ea5t d\u1eef li\u1ec7u. Data Science c\u0169ng \u0111\u01b0\u1ee3c bi\u1ebft t\u1edbi l\u00e0 l\u0129nh v\u1ef1c \u0111a ng\u00e0nh v\u1edbi s\u1ef1 k\u1ebft h\u1ee3p c\u1ee7a To\u00e1n h\u1ecdc, Th\u1ed1ng k\u00ea v\u00e0 Khoa h\u1ecdc m\u00e1y t\u00ednh.<\/p>\n\n\n\n<p>Nh\u1eefng ng\u01b0\u1eddi l\u00e0m c\u00f4ng vi\u1ec7c n\u00e0y g\u1ecdi l\u00e0 Data Scientist &#8211; k\u1ef9 s\u01b0 khoa h\u1ecdc d\u1eef li\u1ec7u v\u1edbi nhi\u1ec7m v\u1ee5 l\u00e0 d\u00f9ng c\u00f4ng c\u1ee5 th\u1ed1ng k\u00ea v\u1edbi Machine Learning. H\u1ecd kh\u00f4ng ch\u1ec9 ph\u00e2n t\u00edch d\u1eef li\u1ec7u m\u00e0 c\u00f2n d\u00f9ng thu\u1eadt to\u00e1n Machine learning \u0111\u1ec3 d\u1ef1 \u0111o\u00e1n tr\u01b0\u1edbc m\u1ed9t s\u1ef1 ki\u1ec7n hay v\u1ea5n \u0111\u1ec1. Qua \u0111\u00f3 doanh nghi\u1ec7p c\u00f3 th\u1ec3 \u0111\u01b0a ra nh\u1eefng chi\u1ebfn l\u01b0\u1ee3c hay quy\u1ebft \u0111\u1ecbnh s\u00e1ng su\u1ed1t nh\u1eb1m th\u00fac \u0111\u1ea9y ho\u1ea1t \u0111\u1ed9ng kinh doanh, t\u0103ng l\u1ee3i nhu\u1eadn.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Vai_tro_cua_nganh_Data_Science\"><\/span><strong>Vai tr\u00f2 c\u1ee7a ng\u00e0nh Data Science<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Ng\u00e0y nay, kh\u00f4ng \u00edt doanh nghi\u1ec7p ch\u00fa tr\u1ecdng t\u1edbi ng\u00e0nh khoa h\u1ecdc d\u1eef li\u1ec7u v\u00e0 s\u1eb5n s\u00e0ng \u0111\u1ea7u t\u01b0 kinh ph\u00ed \u0111\u1ec3 nghi\u00ean c\u1ee9u, ph\u00e1t tri\u1ec3n. H\u1ecd c\u1ea7n s\u1eed d\u1ee5ng c\u00e1c d\u1eef li\u1ec7u thu \u0111\u01b0\u1ee3c \u0111\u1ec3 l\u00e0m n\u1ec1n t\u1ea3ng ph\u00e1t tri\u1ec3n v\u00e0 \u0111\u01b0a ra c\u00e1c chi\u1ebfn l\u01b0\u1ee3c c\u1ea3i ti\u1ebfn doanh nghi\u1ec7p. Khi c\u00e1c k\u1ef9 s\u01b0 khoa h\u1ecdc d\u1eef li\u1ec7u l\u00e0m vi\u1ec7c h\u1ecd ph\u00e2n t\u00edch d\u1eef li\u1ec7u \u0111\u1ec3 \u0111\u01b0a ra nh\u1eefng insight c\u00f3 \u00fd ngh\u0129a chi\u1ebfn l\u01b0\u1ee3c, doanh nghi\u1ec7p c\u0103n c\u1ee9 v\u00e0o c\u00e1c n\u1ed9i dung thu \u0111\u01b0\u1ee3c \u0111\u1ec3 \u0111\u01b0a ra s\u00e1ch l\u01b0\u1ee3c \u0111\u00fang \u0111\u1eafn, ph\u00f9 h\u1ee3p.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"500\" src=\"https:\/\/topviecit.vn\/blog\/wp-content\/uploads\/2024\/01\/data-science-la-gi-TopCV-2.jpg\" alt=\"Ng\u00e0nh Data Science c\u00f3 vai tr\u00f2 quan tr\u1ecdng v\u1edbi doanh nghi\u1ec7p\" class=\"wp-image-6902\" style=\"width:800px;height:auto\" srcset=\"https:\/\/topviecit.vn\/blog\/wp-content\/uploads\/2024\/01\/data-science-la-gi-TopCV-2.jpg 800w, https:\/\/topviecit.vn\/blog\/wp-content\/uploads\/2024\/01\/data-science-la-gi-TopCV-2-640x400.jpg 640w, https:\/\/topviecit.vn\/blog\/wp-content\/uploads\/2024\/01\/data-science-la-gi-TopCV-2-768x480.jpg 768w\" sizes=\"auto, (max-width: 800px) 100vw, 800px\" \/><figcaption class=\"wp-element-caption\"><em>Ng\u00e0nh Data Science c\u00f3 vai tr\u00f2 quan tr\u1ecdng v\u1edbi doanh nghi\u1ec7p<\/em><\/figcaption><\/figure><\/div>\n\n\n<p>Ch\u1ec9 t\u00ednh t\u1eeb n\u0103m 2012 \u0111\u1ebfn nay, vai tr\u00f2 c\u1ee7a Data Scientist t\u0103ng t\u1edbi 650%, c\u00f3 kho\u1ea3ng 11,5 tri\u1ec7u vi\u1ec7c l\u00e0m li\u00ean quan \u0111\u1ebfn c\u00f4ng vi\u1ec7c n\u00e0y t\u00ednh t\u1edbi n\u0103m 2026 ( theo U.S. Bureau of Labor Statistics).<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Data_Science_la_lam_gi\"><\/span><strong>Data Science l\u00e0 l\u00e0m g\u00ec?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Nhi\u1ec7m v\u1ee5 c\u1ee7a ng\u00e0nh khoa h\u1ecdc d\u1eef li\u1ec7u l\u00e0 gi\u00fap c\u00e1c b\u1ed9 ph\u1eadn trong doanh nghi\u1ec7p \u0111\u01b0a ra nh\u1eefng quy\u1ebft \u0111\u1ecbnh c\u0103n c\u1ee9 v\u00e0o d\u1eef li\u1ec7u t\u1ed1t h\u01a1n. Ch\u00ednh v\u00ec th\u1ebf Data Science nh\u01b0 m\u1ed9t c\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3 \u0111\u1ec3 doanh nghi\u1ec7p ho\u1ea1t \u0111\u1ed9ng t\u1ed1t h\u01a1n, t\u0103ng gi\u00e1 tr\u1ecb l\u1ee3i nhu\u1eadn nh\u1edd \u0111\u01b0a ra \u0111\u01b0\u1ee3c c\u00e1c quy\u1ebft \u0111\u1ecbnh \u0111\u00fang \u0111\u1eafn.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Nhiem_vu_cua_Data_Science\"><\/span><strong>Nhi\u1ec7m v\u1ee5 c\u1ee7a Data Science<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>C\u00f4ng vi\u1ec7c ch\u00ednh c\u1ee7a Data Science s\u1ebd g\u1ed3m c\u00e1c giai \u0111o\u1ea1n c\u0169ng nh\u01b0 c\u00e1c b\u01b0\u1edbc c\u1ee5 th\u1ec3. Quy tr\u00ecnh l\u00e0m vi\u1ec7c c\u1ee5 th\u1ec3 nh\u01b0 sau: doanh nghi\u1ec7p \u0111\u1ec1 xu\u1ea5t v\u1ea5n \u0111\u1ec1 c\u1ea7n gi\u1ea3i quy\u1ebft \u0111\u1ebfn nh\u00f3m khoa h\u1ecdc d\u1eef li\u1ec7u sau \u0111\u00f3 b\u1ed9 ph\u1eadn n\u00e0y ti\u1ebfn h\u00e0nh qu\u1ea3n l\u00fd d\u1ef1 \u00e1n.&nbsp;<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"500\" src=\"https:\/\/topviecit.vn\/blog\/wp-content\/uploads\/2024\/01\/data-science-la-gi-TopCV-3.jpg\" alt=\"C\u1ea7n th\u1ef1c hi\u1ec7n c\u00f4ng vi\u1ec7c \u0111\u00fang quy tr\u00ecnh\" class=\"wp-image-6903\" srcset=\"https:\/\/topviecit.vn\/blog\/wp-content\/uploads\/2024\/01\/data-science-la-gi-TopCV-3.jpg 800w, https:\/\/topviecit.vn\/blog\/wp-content\/uploads\/2024\/01\/data-science-la-gi-TopCV-3-640x400.jpg 640w, https:\/\/topviecit.vn\/blog\/wp-content\/uploads\/2024\/01\/data-science-la-gi-TopCV-3-768x480.jpg 768w\" sizes=\"auto, (max-width: 800px) 100vw, 800px\" \/><figcaption class=\"wp-element-caption\"><em>C\u1ea7n th\u1ef1c hi\u1ec7n c\u00f4ng vi\u1ec7c \u0111\u00fang quy tr\u00ecnh<\/em><\/figcaption><\/figure><\/div>\n\n\n<p>M\u1ed9t chu tr\u00ecnh Data Science c\u1ee5 th\u1ec3 s\u1ebd c\u00f3 3 giai \u0111o\u1ea1n \u0111\u00f3 l\u00e0:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Thu th\u1eadp, l\u00e0m s\u1ea1ch d\u1eef li\u1ec7u (chu\u1ea9n b\u1ecb): Th\u00f4ng th\u01b0\u1eddng b\u01b0\u1edbc n\u00e0y t\u1ed1n kh\u00e1 nhi\u1ec1u th\u1eddi gian v\u00ec d\u1eef li\u1ec7u b\u1ecb nhi\u1ec5u ph\u1ea3i c\u1ea3i thi\u1ec7n ch\u1ea5t l\u01b0\u1ee3ng v\u00e0 chuy\u1ec3n sang d\u1ea1ng m\u00e0 m\u00e1y c\u00f3 th\u1ec3 \u0111\u1ecdc hi\u1ec3u.&nbsp;<\/li>\n\n\n\n<li>Giai \u0111o\u1ea1n th\u1eed nghi\u1ec7m l\u00e0 qu\u00e1 tr\u00ecnh tr\u1ef1c quan h\u00f3a c\u00e1c d\u1eef li\u1ec7u \u0111\u1ec3 t\u1ea1o n\u00ean m\u00f4 h\u00ecnh, l\u00e0 n\u01a1i t\u1ea1o ra nh\u1eefng gi\u1ea3 thuy\u1ebft.<\/li>\n\n\n\n<li>Giai \u0111o\u1ea1n ph\u00e2n ph\u1ed1i v\u1edbi ho\u1ea1t \u0111\u1ed9ng ch\u00ednh l\u00e0 b\u00e1o c\u00e1o k\u1ebft qu\u1ea3 th\u00e0nh slideshow, t\u00e0i li\u1ec7u c\u1ee5 th\u1ec3 \u0111\u1ec3 tr\u00ecnh b\u00e0y v\u1edbi l\u00e3nh \u0111\u1ea1o, ch\u1edd \u0111\u1ee3i ph\u1ea3n h\u1ed3i v\u00e0 th\u00f4ng qua. Khi quy tr\u00ecnh k\u1ebft th\u00fac, ph\u1ea7n th\u00f4ng tin \u0111\u01b0\u1ee3c \u0111\u01b0a ra s\u1ebd gi\u00fap doanh nghi\u1ec7p c\u00f3 \u0111\u01b0\u1ee3c nh\u1eefng chi\u1ebfn l\u01b0\u1ee3c m\u1edbi.&nbsp;&nbsp;<\/li>\n<\/ul>\n\n\n\n<p><strong>&gt;&gt; Xem th\u00eam: <\/strong><a href=\"https:\/\/topviecit.vn\/blog\/data-engineer-va-data-analyst\/\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>So s\u00e1nh Data Engineer v\u00e0 Data Analyst, Data Scientist chi ti\u1ebft<\/strong><\/a><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Cong_viec_cua_Data_Scientist\"><\/span><strong>C\u00f4ng vi\u1ec7c c\u1ee7a Data Scientist<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Nhi\u1ec1u ng\u01b0\u1eddi nh\u1ea7m l\u1eabn gi\u1eefa Data Science v\u1edbi <strong><a href=\"https:\/\/topviecit.vn\/blog\/machine-learning-la-gi\/\" target=\"_blank\" rel=\"noreferrer noopener\">Machine Learning<\/a><\/strong>, th\u1ef1c t\u1ebf cho th\u1ea5y&nbsp;Machine Learning ch\u1ec9 chi\u1ebfm 20% trong workload c\u1ee7a Data Scientist. M\u1ed9t s\u1ed1 nhi\u1ec7m v\u1ee5 m\u00e0 k\u1ef9 s\u01b0 khoa h\u1ecdc d\u1eef li\u1ec7u \u0111\u1ea3m nh\u1eadn \u0111\u00f3 l\u00e0:&nbsp;<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>D\u00f9ng c\u00e1c k\u1ef9 thu\u1eadt \u0111\u1ecbnh l\u01b0\u1ee3ng nh\u01b0: ki\u1ebfn th\u1ee9c v\u1ec1 kinh t\u1ebf l\u01b0\u1ee3ng, th\u1ed1ng k\u00ea, machine learning, optimizations, deep learning \u0111\u1ec3 t\u00ecm \u0111\u01b0\u1ee3c gi\u1ea3i ph\u00e1p cho doanh nghi\u1ec7p<\/li>\n\n\n\n<li>Ngo\u00e0i ra c\u00f2n d\u00f9ng c\u00e1c ph\u01b0\u01a1ng ph\u00e1p th\u1ed1ng k\u00ea \u0111\u1ec3 t\u1ea1o n\u00ean m\u00f4 h\u00ecnh d\u1ef1 \u0111o\u00e1n<\/li>\n\n\n\n<li>X\u00e1c \u0111\u1ecbnh ngu\u1ed3n d\u1eef li\u1ec7u m\u1edbi, kh\u00e1m ph\u00e1 ti\u1ec1m n\u0103ng \u1ee9ng d\u1ee5ng trong vi\u1ec7c ph\u00e1t tri\u1ec3n insight s\u1ea3n ph\u1ea9m<\/li>\n\n\n\n<li>Kh\u00e1m ph\u00e1 c\u00e1c c\u00f4ng ngh\u1ec7 m\u1edbi, gi\u1ea3i \u0111\u00e1p, ph\u00e2n t\u00edch \u0111\u1ec3 s\u1eed d\u1ee5ng trong vi\u1ec7c ph\u00e1t tri\u1ec3n m\u00f4 h\u00ecnh \u0111\u1ecbnh l\u01b0\u1ee3ng&nbsp;<\/li>\n\n\n\n<li>Thi\u1ebft k\u1ebf v\u00e0 ph\u00e1t tri\u1ec3n c\u00e1c b\u00e1o c\u00e1o c\u0169ng nh\u01b0 b\u1ea3ng \u0111i\u1ec1u khi\u1ec3n t\u01b0\u01a1ng t\u00e1c t\u00f9y ch\u1ec9nh<\/li>\n\n\n\n<li>C\u1ea3i thi\u1ec7n, duy tr\u00ec nh\u1eefng m\u00f4 h\u00ecnh s\u1eb5n c\u00f3<\/li>\n\n\n\n<li>Truy\u1ec1n \u0111\u1ea1t, ph\u00e2n t\u00edch insight v\u1edbi l\u00e3nh \u0111\u1ea1o v\u00e0 c\u00e1c ph\u00f2ng ban li\u00ean quan \u0111\u1ec3 \u0111\u01b0a ra thay \u0111\u1ed5i khi c\u1ea7n thi\u1ebft.&nbsp;<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"500\" src=\"https:\/\/topviecit.vn\/blog\/wp-content\/uploads\/2024\/01\/data-science-la-gi-TopCV-8.jpg\" alt=\"C\u00f4ng vi\u1ec7c ch\u00ednh s\u1ebd li\u00ean quan \u0111\u1ebfn d\u1eef li\u1ec7u, x\u00e2y d\u1ef1ng c\u00e1c m\u00f4 h\u00ecnh, c\u00f4ng ngh\u1ec7\" class=\"wp-image-6908\" srcset=\"https:\/\/topviecit.vn\/blog\/wp-content\/uploads\/2024\/01\/data-science-la-gi-TopCV-8.jpg 800w, https:\/\/topviecit.vn\/blog\/wp-content\/uploads\/2024\/01\/data-science-la-gi-TopCV-8-640x400.jpg 640w, https:\/\/topviecit.vn\/blog\/wp-content\/uploads\/2024\/01\/data-science-la-gi-TopCV-8-768x480.jpg 768w\" sizes=\"auto, (max-width: 800px) 100vw, 800px\" \/><figcaption class=\"wp-element-caption\"><em>C\u00f4ng vi\u1ec7c ch\u00ednh s\u1ebd li\u00ean quan \u0111\u1ebfn d\u1eef li\u1ec7u, x\u00e2y d\u1ef1ng c\u00e1c m\u00f4 h\u00ecnh, c\u00f4ng ngh\u1ec7<\/em><\/figcaption><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Muc_luong_cua_Data_Scientist_la_bao_nhieu\"><\/span><strong>M\u1ee9c l\u01b0\u01a1ng c\u1ee7a Data Scientist l\u00e0 bao nhi\u00eau?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Tr\u00ean th\u1ef1c t\u1ebf, m\u1ee9c l\u01b0\u01a1ng c\u1ee7a v\u1ecb tr\u00ed n\u00e0y s\u1ebd t\u00f9y thu\u1ed9c v\u00e0o s\u1ed1 n\u0103m kinh nghi\u1ec7m c\u1ee7a h\u1ecd c\u0169ng nh\u01b0 quy m\u00f4 c\u1ee7a doanh nghi\u1ec7p. Theo th\u1ed1ng k\u00ea t\u1eeb c\u00e1c trang tuy\u1ec3n d\u1ee5ng vi\u1ec7c l\u00e0m, m\u1ee9c l\u01b0\u01a1ng trung b\u00ecnh tham kh\u1ea3o c\u1ee7a v\u1ecb tr\u00ed n\u00e0y nh\u01b0 sau:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>L\u01b0\u01a1ng trung b\u00ecnh: 31.800.000 \u0111\u1ed3ng\/th\u00e1ng.<\/li>\n\n\n\n<li>D\u1ea3i l\u01b0\u01a1ng ph\u1ed5 bi\u1ebfn: 13.000.000 \u2013 25.000.000 \u0111\u1ed3ng\/th\u00e1ng.<\/li>\n\n\n\n<li>M\u1ee9c l\u01b0\u01a1ng th\u1ea5p nh\u1ea5t: 10.400.000 \u0111\u1ed3ng\/th\u00e1ng.<\/li>\n\n\n\n<li>M\u1ee9c l\u01b0\u01a1ng cao nh\u1ea5t: 104.400.000 \u0111\u1ed3ng\/th\u00e1ng.<\/li>\n<\/ul>\n\n\n\n<p>Ngo\u00e0i m\u1ee9c l\u01b0\u01a1ng theo th\u1ecfa thu\u1eadn, khi tr\u1edf th\u00e0nh Data Scientist, b\u1ea1n c\u0169ng s\u1ebd nh\u1eadn th\u00eam \u0111\u01b0\u1ee3c c\u00e1c kho\u1ea3n th\u01b0\u1edfng theo d\u1ef1 \u00e1n. Do \u0111\u00f3, c\u00f3 th\u1ec3 th\u1ea5y m\u1ee9c thu nh\u1eadp c\u1ee7a v\u1ecb tr\u00ed n\u00e0y so v\u1edbi trung b\u00ecnh chung l\u01b0\u01a1ng lao \u0111\u1ed9ng t\u1ea1i Vi\u1ec7t Nam l\u00e0 m\u1ed9t con s\u1ed1 r\u1ea5t cao v\u00e0 h\u1ea5p d\u1eabn.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Ung_dung_cua_Data_Science_trong_thuc_tien\"><\/span><strong>\u1ee8ng d\u1ee5ng c\u1ee7a Data Science trong th\u1ef1c ti\u1ec5n<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>N\u1ebfu bi\u1ebft c\u00e1ch t\u1eadn d\u1ee5ng d\u1eef li\u1ec7u, doanh nghi\u1ec7p c\u00f3 th\u1ec3 c\u00f3 l\u1ee3i th\u1ebf c\u1ea1nh tranh h\u01a1n \u0111\u1ed1i th\u1ee7. M\u1ed9t s\u1ed1 \u1ee9ng d\u1ee5ng c\u1ee7a khoa h\u1ecdc d\u1eef li\u1ec7u trong ho\u1ea1t \u0111\u1ed9ng kinh doanh c\u1ee7a doanh nghi\u1ec7p \u0111\u00f3 l\u00e0:&nbsp;<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Hieu_ro_khach_hang\"><\/span><strong>Hi\u1ec3u r\u00f5 kh\u00e1ch h\u00e0ng<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Bi\u1ebft \u0111\u01b0\u1ee3c kh\u00e1ch h\u00e0ng l\u00e0 ai v\u00e0 n\u1eafm r\u00f5 h\u00e0nh vi c\u1ee7a h\u1ecd gi\u00fap doanh nghi\u1ec7p \u0111\u01b0a ra \u0111\u01b0\u1ee3c nh\u1eefng gi\u1ea3i ph\u00e1p n\u00e2ng cao hi\u1ec7u su\u1ea5t c\u1ee7a b\u1ed9 ph\u1eadn marketing, b\u00e1n h\u00e0ng. Ngo\u00e0i ra c\u0169ng \u0111\u1ea3m b\u1ea3o r\u1eb1ng c\u00e1c s\u1ea3n ph\u1ea9m l\u00e0m ra \u0111\u00e1p \u1ee9ng \u0111\u00fang nhu c\u1ea7u, th\u1ecb hi\u1ebfu c\u1ee7a kh\u00e1ch h\u00e0ng.&nbsp;<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"500\" src=\"https:\/\/topviecit.vn\/blog\/wp-content\/uploads\/2024\/01\/data-science-la-gi-TopCV-4.jpg\" alt=\"Gi\u00fap doanh nghi\u1ec7p n\u1eafm r\u00f5 t\u00e2m l\u00fd kh\u00e1ch h\u00e0ng nh\u1edd nghi\u00ean c\u1ee9u d\u1eef li\u1ec7u\u00a0\" class=\"wp-image-6904\" srcset=\"https:\/\/topviecit.vn\/blog\/wp-content\/uploads\/2024\/01\/data-science-la-gi-TopCV-4.jpg 800w, https:\/\/topviecit.vn\/blog\/wp-content\/uploads\/2024\/01\/data-science-la-gi-TopCV-4-640x400.jpg 640w, https:\/\/topviecit.vn\/blog\/wp-content\/uploads\/2024\/01\/data-science-la-gi-TopCV-4-768x480.jpg 768w\" sizes=\"auto, (max-width: 800px) 100vw, 800px\" \/><figcaption class=\"wp-element-caption\"><em>Gi\u00fap doanh nghi\u1ec7p n\u1eafm r\u00f5 t\u00e2m l\u00fd kh\u00e1ch h\u00e0ng nh\u1edd nghi\u00ean c\u1ee9u d\u1eef li\u1ec7u&nbsp;<\/em><\/figcaption><\/figure><\/div>\n\n\n<p>\u0110\u1eb7c bi\u1ec7t n\u1ebfu n\u1eafm r\u00f5 d\u1eef li\u1ec7u kh\u00e1ch h\u00e0ng c\u0169ng gi\u00fap t\u1ea1o ra c\u00e1c tr\u1ea3i nghi\u1ec7m c\u00e1 nh\u00e2n h\u00f3a c\u1ee7a kh\u00e1ch h\u00e0ng, mang \u0111\u1ebfn cho h\u1ecd nh\u1eefng \u1ea5n t\u01b0\u1ee3ng t\u1ed1t h\u01a1n v\u1ec1 s\u1ea3n ph\u1ea9m hay trang web c\u1ee7a doanh nghi\u1ec7p.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Bao_mat_tot_hon\"><\/span><strong>B\u1ea3o m\u1eadt t\u1ed1t h\u01a1n<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Khoa h\u1ecdc d\u1eef li\u1ec7u c\u0169ng \u0111\u01b0\u1ee3c \u1ee9ng d\u1ee5ng \u0111\u1ec3 t\u0103ng t\u00ednh b\u1ea3o m\u1eadt cho doanh nghi\u1ec7p, \u0111\u1eb7c bi\u1ec7t l\u00e0 b\u1ea3o v\u1ec7 c\u00e1c th\u00f4ng tin nh\u1ea1y c\u1ea3m. \u0110i\u1ec3n h\u00ecnh l\u00e0 hi\u1ec7n nay nhi\u1ec1u ng\u00e2n h\u00e0ng s\u1eed d\u1ee5ng thu\u1eadt to\u00e1n h\u1ecdc m\u00e1y \u0111\u1ec3 ph\u00e1t hi\u1ec7n c\u00e1c h\u00e0nh vi gian l\u1eadn c\u0103n c\u1ee9 v\u00e0o sai l\u1ec7ch b\u1ea5t th\u01b0\u1eddng trong ho\u1ea1t \u0111\u1ed9ng t\u00e0i ch\u00ednh c\u1ee7a kh\u00e1ch h\u00e0ng. C\u00e1c thu\u1eadt to\u00e1n c\u0169ng gi\u00fap ph\u00e1t hi\u1ec7n gian l\u1eadn nhanh ch\u00f3ng, ch\u00ednh x\u00e1c nh\u1edd kh\u1ed1i l\u01b0\u1ee3ng d\u1eef li\u1ec7u kh\u1ed5ng&nbsp; l\u1ed3 thu \u0111\u01b0\u1ee3c.&nbsp;<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Ho_tro_khi_lam_bao_cao_tai_chinh\"><\/span><strong>H\u1ed7 tr\u1ee3 khi l\u00e0m b\u00e1o c\u00e1o t\u00e0i ch\u00ednh<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Data Science c\u0169ng \u0111\u01b0\u1ee3c \u1ee9ng d\u1ee5ng trong vi\u1ec7c d\u1ef1 b\u00e1o, b\u00e1o c\u00e1o hay ph\u00e2n t\u00edch xu h\u01b0\u1edbng t\u00e0i ch\u00ednh. M\u1ed9t s\u1ed1 d\u1eef li\u1ec7u v\u1ec1 t\u00e0i s\u1ea3n, d\u00f2ng ti\u1ec1n hay nh\u1eefng kho\u1ea3n n\u1ee3 c\u1ee7a doanh nghi\u1ec7p \u0111\u01b0\u1ee3c c\u1eadp nh\u1eadt li\u00ean t\u1ee5c gi\u00fap c\u00e1c nh\u00e0 ph\u00e2n t\u00edch t\u00e0i ch\u00ednh ph\u00e1t hi\u1ec7n xu h\u01b0\u1edbng t\u00e0i ch\u00ednh \u0111ang t\u0103ng hay gi\u1ea3m.&nbsp;<\/p>\n\n\n\n<p><strong>&gt;&gt; Xem th\u00eam: <\/strong><a href=\"https:\/\/topviecit.vn\/blog\/data-engineer-la-gi\/\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>Data Engineer l\u00e0 g\u00ec? M\u00f4 t\u1ea3 chi ti\u1ebft c\u00f4ng vi\u1ec7c v\u00e0 l\u1ed9 tr\u00ecnh h\u1ecdc<\/strong><\/a><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Du_doan_xu_huong_cua_thi_truong\"><\/span><strong>D\u1ef1 \u0111o\u00e1n xu h\u01b0\u1edbng c\u1ee7a th\u1ecb tr\u01b0\u1eddng<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Th\u00f4ng qua vi\u1ec7c thu th\u1eadp v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u \u1edf quy m\u00f4 l\u1edbn, doanh nghi\u1ec7p c\u00f3 th\u1ec3 n\u1eafm b\u1eaft \u0111\u01b0\u1ee3c c\u00e1c xu h\u01b0\u1edbng m\u1edbi tr\u00ean th\u1ecb tr\u01b0\u1eddng. H\u01a1n n\u1eefa khi theo d\u00f5i c\u00e1c d\u1eef li\u1ec7u mua h\u00e0ng hay ho\u1ea1t \u0111\u1ed9ng c\u1ee7a ng\u01b0\u1eddi n\u1ed5i ti\u1ebfng doanh nghi\u1ec7p bi\u1ebft nh\u1eefng xu h\u01b0\u1edbng hay s\u1ea3n ph\u1ea9m \u0111\u01b0\u1ee3c nhi\u1ec1u ng\u01b0\u1eddi quan t\u00e2m. Qua \u0111\u00f3 \u0111\u01b0a ra c\u00e1c chi\u1ebfn l\u01b0\u1ee3c ph\u00e1t tri\u1ec3n th\u00edch h\u1ee3p, \u0111\u00e1p \u1ee9ng th\u1ecb hi\u1ebfu c\u1ee7a th\u1ecb tr\u01b0\u1eddng.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"500\" src=\"https:\/\/topviecit.vn\/blog\/wp-content\/uploads\/2024\/01\/data-science-la-gi-TopCV-5.jpg\" alt=\"Nghi\u00ean c\u1ee9u, d\u1ef1 \u0111o\u00e1n xu h\u01b0\u1edbng \u0111\u1ec3 \u0111\u01b0a ra nh\u1eefng \u00fd t\u01b0\u1edfng m\u1edbi\" class=\"wp-image-6905\" srcset=\"https:\/\/topviecit.vn\/blog\/wp-content\/uploads\/2024\/01\/data-science-la-gi-TopCV-5.jpg 800w, https:\/\/topviecit.vn\/blog\/wp-content\/uploads\/2024\/01\/data-science-la-gi-TopCV-5-640x400.jpg 640w, https:\/\/topviecit.vn\/blog\/wp-content\/uploads\/2024\/01\/data-science-la-gi-TopCV-5-768x480.jpg 768w\" sizes=\"auto, (max-width: 800px) 100vw, 800px\" \/><figcaption class=\"wp-element-caption\"><em>Nghi\u00ean c\u1ee9u, d\u1ef1 \u0111o\u00e1n xu h\u01b0\u1edbng \u0111\u1ec3 \u0111\u01b0a ra nh\u1eefng \u00fd t\u01b0\u1edfng m\u1edbi<\/em><\/figcaption><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Vi_sao_doanh_nghiep_can_toi_Data_Scientist\"><\/span><strong>V\u00ec sao doanh nghi\u1ec7p c\u1ea7n t\u1edbi Data Scientist?&nbsp;&nbsp;<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>K\u1ef9 s\u01b0 khoa h\u1ecdc d\u1eef li\u1ec7u c\u1ea7n x\u1eed l\u00fd c\u1ea3 nh\u1eefng d\u1eef li\u1ec7u c\u00f3 c\u1ea5u tr\u00fac v\u00e0 phi c\u1ea5u tr\u00fac. D\u1eef li\u1ec7u phi c\u1ea5u tr\u00fac l\u00e0 d\u1eef li\u1ec7u th\u00f4 n\u00ean c\u1ea7n x\u1eed l\u00fd, l\u00e0m s\u1ea1ch, t\u1ed5 ch\u1ee9c l\u1ea1i \u0111\u1ec3 t\u1ea1o ra c\u00e1c c\u1ea5u tr\u00fac c\u00f3 \u00fd ngh\u0129a v\u1edbi b\u1ed9 d\u1eef li\u1ec7u.<\/p>\n\n\n\n<p>C\u00f4ng vi\u1ec7c ch\u00ednh c\u1ee7a c\u00e1c Data Scientist l\u00e0 nghi\u00ean c\u1ee9u d\u1eef li\u1ec7u \u0111\u00e3 \u0111\u01b0\u1ee3c t\u1ed5 ch\u1ee9c l\u1ea1i, ph\u00e2n t\u00edch v\u00e0 tr\u00edch xu\u1ea5t th\u00f4ng tin b\u1eb1ng c\u00e1c ph\u01b0\u01a1ng ph\u00e1p th\u1ed1ng k\u00ea. S\u1eed d\u1ee5ng ph\u01b0\u01a1ng ph\u00e1p th\u1ed1ng k\u00ea \u0111\u1ec3 m\u00f4 t\u1ea3, tr\u1ef1c quan h\u00f3a v\u00e0 \u0111\u01b0a ra c\u00e1c th\u00f4ng tin gi\u1ea3 thuy\u1ebft t\u1eeb d\u1eef li\u1ec7u.<\/p>\n\n\n\n<p>Sau \u0111\u00f3&nbsp;Data Scientist s\u1ebd s\u1eed d\u1ee5ng thu\u1eadt to\u00e1n Machine learning nh\u1eb1m d\u1ef1 \u0111o\u00e1n c\u00e1c s\u1ef1 ki\u1ec7n x\u1ea3y ra \u0111\u1ed3ng th\u1eddi \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh c\u0103n c\u1ee9 v\u00e0o c\u00e1c d\u1eef li\u1ec7u thu \u0111\u01b0\u1ee3c. K\u1ef9 s\u01b0 khoa h\u1ecdc d\u1eef li\u1ec7u c\u0169ng l\u00e0 ng\u01b0\u1eddi th\u1ef1c hi\u1ec7n c\u00e1c c\u00f4ng c\u1ee5, th\u1ef1c ti\u1ec5n \u0111\u1ec3 nh\u1eadn bi\u1ebft c\u00e1c ph\u1ea7n th\u1eeba c\u1ee7a d\u1eef li\u1ec7u. M\u1ed9t s\u1ed1 c\u00f4ng c\u1ee5 m\u00e0 h\u1ecd c\u00f3 th\u1ec3 d\u00f9ng \u0111\u1ebfn l\u00e0: SQL, Weka, R, Hadoop, Python,\u2026<\/p>\n\n\n\n<p>\u0110\u1ed1i v\u1edbi m\u1ed7i doanh nghi\u1ec7p Data Scientist gi\u1ed1ng nh\u01b0 m\u1ed9t nh\u00e0 t\u01b0 v\u1ea5n, h\u1ecd tr\u1ef1c ti\u1ebfp tham gia v\u00e0o vi\u1ec7c ho\u1ea1ch \u0111\u1ecbnh chi\u1ebfn l\u01b0\u1ee3c v\u00e0 \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh. T\u1eeb nh\u1eefng th\u00f4ng tin d\u1eef li\u1ec7u thu \u0111\u01b0\u1ee3c h\u1ecd tr\u1ef1c ti\u1ebfp h\u1ed7 tr\u1ee3 \u0111\u1ec3 doanh nghi\u1ec7p \u0111\u01b0a ra nh\u1eefng s\u00e1ch l\u01b0\u1ee3c, h\u01b0\u1edbng \u0111i th\u00f4ng minh, hi\u1ec7u qu\u1ea3.&nbsp;<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"500\" src=\"https:\/\/topviecit.vn\/blog\/wp-content\/uploads\/2024\/01\/data-science-la-gi-TopCV-6.jpg\" alt=\"Data Scientist tr\u1ef1c ti\u1ebfp tham gia v\u00e0o nghi\u00ean c\u1ee9u v\u00e0 ph\u00e2n t\u00edch\" class=\"wp-image-6906\" srcset=\"https:\/\/topviecit.vn\/blog\/wp-content\/uploads\/2024\/01\/data-science-la-gi-TopCV-6.jpg 800w, https:\/\/topviecit.vn\/blog\/wp-content\/uploads\/2024\/01\/data-science-la-gi-TopCV-6-640x400.jpg 640w, https:\/\/topviecit.vn\/blog\/wp-content\/uploads\/2024\/01\/data-science-la-gi-TopCV-6-768x480.jpg 768w\" sizes=\"auto, (max-width: 800px) 100vw, 800px\" \/><figcaption class=\"wp-element-caption\"><em>Data Scientist tr\u1ef1c ti\u1ebfp tham gia v\u00e0o nghi\u00ean c\u1ee9u v\u00e0 ph\u00e2n t\u00edch<\/em><\/figcaption><\/figure><\/div>\n\n\n<p>M\u1ed9t s\u1ed1 doanh nghi\u1ec7p l\u1edbn v\u1ec1 c\u00f4ng ngh\u1ec7 nh\u01b0 Amazon hay&nbsp;Netflix, Google \u0111\u1ec1u s\u1eed d\u1ee5ng khoa h\u1ecdc d\u1eef li\u1ec7u \u0111\u1ec3 ph\u00e1t tri\u1ec3n h\u1ec7 th\u1ed1ng v\u00e0 \u0111\u01b0a ra c\u00e1c \u0111\u1ec1 xu\u1ea5t t\u00edch c\u1ef1c \u0111\u1ed1i v\u1edbi ng\u01b0\u1eddi d\u00f9ng. M\u1ed9t s\u1ed1 doanh nghi\u1ec7p v\u1ec1 t\u00e0i ch\u00ednh c\u0169ng d\u00f9ng ph\u01b0\u01a1ng ph\u00e1p ph\u00e2n t\u00edch d\u1eef li\u1ec7u \u0111\u1ec3 d\u1ef1 b\u00e1o gi\u00e1 c\u1ed5 phi\u1ebfu.<\/p>\n\n\n\n<p>C\u00f3 th\u1ec3 n\u00f3i r\u1eb1ng, khoa h\u1ecdc d\u1eef li\u1ec7u g\u00f3p ph\u1ea7n t\u1ea1o n\u00ean m\u1ed9t h\u1ec7 th\u1ed1ng th\u00f4ng minh, hay th\u1eadm ch\u00ed c\u00f3 th\u1ec3 \u0111\u01b0a ra nh\u1eefng quy\u1ebft \u0111\u1ecbnh d\u1ef1a v\u00e0o d\u1eef li\u1ec7u l\u1ecbch s\u1eed. Qua s\u1ef1 \u0111\u1ed3ng b\u1ed9 v\u1edbi c\u00e1c c\u00f4ng ngh\u1ec7 m\u1edbi nh\u01b0: th\u1ecb gi\u00e1c m\u00e1y t\u00ednh, x\u1eed l\u00fd c\u00f4ng ngh\u1ec7 t\u1ef1 nhi\u00ean hay Reinforcement Learning.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Ky_nang_can_co_cua_mot_Data_Science_la_gi\"><\/span><strong>K\u1ef9 n\u0103ng c\u1ea7n c\u00f3 c\u1ee7a m\u1ed9t Data Science l\u00e0 g\u00ec?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>V\u1eady, nh\u1eefng k\u1ef9 n\u0103ng, t\u1ed1 ch\u1ea5t c\u1ea7n c\u00f3 \u0111\u1ec3 l\u00e0m m\u1ed9t Data Science l\u00e0 g\u00ec? N\u1ebfu b\u1ea1n c\u0169ng \u0111ang ph\u00e2n v\u00e2n v\u1ec1 c\u00e2u h\u1ecfi n\u00e0y, h\u00e3y t\u00ecm ngay c\u00e2u gi\u1ea3i \u0111\u00e1p ngay sau \u0111\u00e2y. \u0110\u1ec3 tr\u1edf th\u00e0nh m\u1ed9t Data Science, b\u1ea1n s\u1ebd c\u1ea7n \u0111\u00e1p \u1ee9ng \u0111\u01b0\u1ee3c c\u00e1c y\u00eau c\u1ea7u, k\u1ef9 n\u0103ng nh\u01b0 sau:<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Hieu_ve_cac_ngon_ngu_lap_trinh\"><\/span><strong>Hi\u1ec3u v\u1ec1 c\u00e1c ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>B\u1ea1n c\u1ea7n bi\u1ebft v\u1ec1 m\u1ed9t s\u1ed1 ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh c\u01a1 b\u1ea3n, v\u00ed d\u1ee5 nh\u01b0:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Python: <\/strong>\u0110\u00e2y l\u00e0 ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh trong b\u1ed9 toolkit c\u01a1 b\u1ea3n nh\u1ea5t m\u00e0 b\u1ea1n c\u1ea7n ph\u1ea3i c\u00f3. Nhi\u1ec1u chuy\u00ean gia Data Science ch\u1ecdn ng\u00f4n ng\u1eef n\u00e0y b\u1edfi ch\u00fang c\u00f3 h\u1ec7 sinh th\u00e1i \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf ph\u00f9 h\u1ee3p cho khoa h\u1ecdc d\u1eef li\u1ec7u.<\/li>\n\n\n\n<li><strong>SQL: <\/strong>Gi\u00fap b\u1ea1n l\u1ea5y th\u00f4ng tin t\u1eeb c\u01a1 s\u1edf d\u1eef li\u1ec7u. Vi\u1ec7c n\u00e0y \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n kh\u00e1 d\u1ec5 d\u00e0ng b\u1eb1ng c\u00e1c truy v\u1ea5n, kh\u00f4ng c\u1ea7n n\u1ed1i m\u00e3 t\u00f9y ch\u1ec9nh.<\/li>\n\n\n\n<li><strong>Hadoop: <\/strong>Tuy c\u00f4ng c\u1ee5 n\u00e0y kh\u00f4ng b\u1eaft bu\u1ed9c, nh\u01b0ng Hadoop c\u00f3 th\u1ec3 l\u00e0m t\u0103ng \u0111\u01b0\u1ee3c gi\u00e1 tr\u1ecb, kh\u1ea3 n\u0103ng chuy\u00ean m\u00f4n c\u1ee7a Data Science cao h\u01a1n.<\/li>\n\n\n\n<li><strong>R: <\/strong>\u0110\u01b0\u1ee3c xem l\u00e0 m\u1ed9t ng\u00f4n ng\u1eef \u201cth\u1ee7 c\u00f4ng\u201d cho c\u00e1c Data Science. \u0110\u00e2y l\u00e0 kh\u1edfi \u0111i\u1ec3m c\u1ea7n thi\u1ebft m\u00e0 b\u1ea5t k\u1ef3 ai khi l\u00e0m Data Science c\u0169ng c\u1ea7n ph\u1ea3i n\u1eafm b\u1eaft \u0111\u01b0\u1ee3c. H\u1ea7u h\u1ebft c\u00e1c d\u1eef li\u1ec7u s\u1ebd \u0111\u01b0\u1ee3c x\u1eed l\u00fd b\u1eb1ng R.<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"500\" src=\"https:\/\/topviecit.vn\/blog\/wp-content\/uploads\/2022\/02\/image-58.jpeg\" alt=\"Hi\u1ec3u v\u1ec1 ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh l\u00e0 m\u1ed9t y\u00eau c\u1ea7u c\u1ea7n c\u00f3 c\u1ee7a Data Science\" class=\"wp-image-1676\" srcset=\"https:\/\/topviecit.vn\/blog\/wp-content\/uploads\/2022\/02\/image-58.jpeg 800w, https:\/\/topviecit.vn\/blog\/wp-content\/uploads\/2022\/02\/image-58-640x400.jpeg 640w, https:\/\/topviecit.vn\/blog\/wp-content\/uploads\/2022\/02\/image-58-768x480.jpeg 768w\" sizes=\"auto, (max-width: 800px) 100vw, 800px\" \/><figcaption class=\"wp-element-caption\"><em>Hi\u1ec3u v\u1ec1 ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh l\u00e0 m\u1ed9t y\u00eau c\u1ea7u c\u1ea7n c\u00f3 c\u1ee7a Data Science<\/em><\/figcaption><\/figure><\/div>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Kien_thuc_lien_quan_den_thong_ke\"><\/span><strong>Ki\u1ebfn th\u1ee9c li\u00ean quan \u0111\u1ebfn th\u1ed1ng k\u00ea<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u0110\u00e2y l\u00e0 m\u1ed9t nh\u00f3m ki\u1ebfn th\u1ee9c, k\u1ef9 n\u0103ng r\u1ea5t quan tr\u1ecdng c\u1ee7a m\u1ed9t Data Science c\u1ea7n ph\u1ea3i c\u00f3. B\u1ea1n c\u1ea7n b\u1eaft \u0111\u1ea7u v\u1edbi th\u1ed1ng k\u00ea m\u00f4 t\u1ea3, hi\u1ec3u r\u00f5 \u0111\u01b0\u1ee3c c\u00e1ch \u0111\u1ec3 th\u1ef1c hi\u1ec7n c\u00e1c d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c kh\u00e1m ph\u00e1 t\u1ed1i thi\u1ec3u g\u1ed3m kh\u00e1i ni\u1ec7m v\u1ec1 x\u00e1c su\u1ea5t th\u1ed1ng k\u00ea, c\u00e1c bi\u1ec7n ph\u00e1p suy lu\u1eadn. B\u1ea1n c\u0169ng c\u1ea7n ph\u1ea3i hi\u1ec3u r\u00f5 v\u1ec1 ngh\u1ecbch l\u00fd Simpson, s\u1ef1 sai l\u1ec7ch l\u1ef1a ch\u1ecdn, li\u00ean k\u1ebft c\u00e1c bi\u1ebfn, \u00fd t\u01b0\u1edfng \u0111\u1ec3 thi\u1ebft k\u1ebf \u0111\u01b0\u1ee3c quy tr\u00ecnh th\u1eed nghi\u1ec7m.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Kien_thuc_lien_quan_den_Machine_Learning\"><\/span><strong>Ki\u1ebfn th\u1ee9c li\u00ean quan \u0111\u1ebfn Machine Learning<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Machine Learning l\u00e0 y\u1ebfu t\u1ed1 quan tr\u1ecdng b\u00ean c\u1ea1nh 2 y\u1ebfu t\u1ed1 tr\u00ean m\u00e0 b\u1ea1n c\u1ea7n n\u1eafm r\u00f5. Machine Learning s\u1ebd cung c\u1ea5p cho ng\u01b0\u1eddi l\u00e0m Data Science s\u1ed1 l\u01b0\u1ee3ng ki\u1ebfn th\u1ee9c l\u1edbn \u0111\u1ec3 hi\u1ec3u v\u1ec1 nh\u1eefng m\u00f4 h\u00ecnh kh\u00e1c nhau. Nh\u1eefng m\u00f4 h\u00ecnh n\u00e0y c\u00f3 th\u1ec3 ho\u1ea1t \u0111\u1ed9ng b\u00ean trong, th\u1eadm ch\u00ed l\u00e0 d\u00e0nh ri\u00eang cho t\u1eebng v\u1ea5n \u0111\u1ec1.<\/p>\n\n\n\n<p>Do \u0111\u00f3, \u0111\u00e2y l\u00e0 m\u1ed9t nh\u00f3m ki\u1ebfn th\u1ee9c b\u1ea1n s\u1ebd c\u1ea7n t\u1eadp trung t\u00ecm hi\u1ec3u ch\u00fang. Nh\u00f3m n\u00e0y c\u0169ng s\u1ebd gi\u00fap cho b\u1ea1n c\u00f3 th\u1ec3 th\u1ea5y \u0111\u01b0\u1ee3c s\u1ef1 kh\u00e1c bi\u1ec7t c\u1ee7a chi ti\u1ebft \u0111ang tri\u1ec3n khai ch\u00fang v\u00e0 to\u00e1n h\u1ecdc nh\u01b0 th\u1ebf n\u00e0o.<\/p>\n\n\n\n<p>Xem th\u00eam: <strong><a href=\"https:\/\/topviecit.vn\/blog\/machine-learning-engineer-la-gi\/\" target=\"_blank\" rel=\"noreferrer noopener\">Machine Learning Engineer l\u00e0 g\u00ec? C\u00f4ng vi\u1ec7c c\u1ee5 th\u1ec3, m\u1ee9c l\u01b0\u01a1ng?<\/a><\/strong><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Mot_so_ky_nang_khac_can_co\"><\/span><strong>M\u1ed9t s\u1ed1 k\u1ef9 n\u0103ng kh\u00e1c c\u1ea7n c\u00f3<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>B\u00ean c\u1ea1nh nh\u1eefng k\u1ef9 n\u0103ng n\u00f3i tr\u00ean, \u0111\u1ec3 tr\u1edf th\u00e0nh Data Science, b\u1ea1n c\u0169ng c\u1ea7n r\u00e8n luy\u1ec7n th\u00eam m\u1ed9t s\u1ed1 k\u1ef9 n\u0103ng kh\u00e1c. V\u00ed d\u1ee5 nh\u01b0:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>K\u1ef9 n\u0103ng tr\u00ecnh b\u00e0y:<\/strong> 30% kh\u1ed1i l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c c\u1ee7a m\u1ed9t Data Science s\u1ebd c\u1ea7n trao \u0111\u1ed5i v\u1edbi c\u00e1c ph\u00f2ng ban kh\u00e1c ho\u1eb7c th\u1eadm ch\u00ed l\u00e0 trao \u0111\u1ed5i tr\u1ef1c ti\u1ebfp v\u1edbi ban gi\u00e1m \u0111\u1ed1c. S\u1ef1 trao \u0111\u1ed5i n\u00e0y c\u00f3 m\u1ee5c \u0111\u00edch \u0111\u1ec3 t\u00ecm ra \u0111\u01b0\u1ee3c nh\u1eefng v\u1ea5n \u0111\u1ec1 chung c\u1ea7n gi\u1ea3i quy\u1ebft. Do \u0111\u00f3 k\u1ef9 n\u0103ng tr\u00ecnh b\u00e0y t\u1ed1t l\u00e0 m\u1ed9t l\u1ee3i th\u1ebf cho b\u1ea1n.<\/li>\n\n\n\n<li><strong>K\u1ef9 n\u0103ng \u0111\u1ecbnh l\u01b0\u1ee3ng d\u1eef li\u1ec7u: <\/strong>M\u1ed7i m\u1ed9t qu\u00e1 tr\u00ecnh ph\u00e2n t\u00edch, m\u1ee5c \u0111\u00edch cu\u1ed1i ch\u00ednh l\u00e0 x\u00e1c \u0111\u1ecbnh, d\u1ef1 \u0111o\u00e1n, \u0111\u01b0a ra c\u00e1c k\u1ecbch b\u1ea3n t\u01b0\u01a1ng lai d\u1ef1a v\u00e0o d\u1eef li\u1ec7u c\u00f3 s\u1eb5n. v\u00ec v\u1eady, Data Science c\u1ea7n c\u00f3 k\u1ef9 n\u0103ng \u0111\u1ecbnh l\u01b0\u1ee3ng t\u1ed1t.<\/li>\n\n\n\n<li><strong>Ph\u00e2n t\u00edch, x\u1eed l\u00fd, thu th\u1eadp d\u1eef li\u1ec7u: <\/strong>C\u00e1c d\u1eef li\u1ec7u ng\u00e0y c\u00e0ng \u0111a d\u1ea1ng v\u00e0 ph\u1ee9c t\u1ea1p h\u01a1n. N\u1ebfu kh\u00f4ng c\u00f3 kh\u1ea3 n\u0103ng ph\u00e2n t\u00edch, x\u1eed l\u00fd, thu th\u1eadp d\u1eef li\u1ec7u t\u1ed1t, Data Science c\u00f3 th\u1ec3 s\u1ebd g\u1eb7p nhi\u1ec1u kh\u00f3 kh\u0103n khi l\u00e0m vi\u1ec7c.<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"500\" src=\"https:\/\/topviecit.vn\/blog\/wp-content\/uploads\/2022\/02\/image-59.jpeg\" alt=\"Data Science c\u1ea7n c\u00f3 k\u1ef9 n\u0103ng ph\u00e2n t\u00edch v\u00e0 x\u1eed l\u00fd c\u00e1c s\u1ed1 li\u1ec7u\" class=\"wp-image-1677\" srcset=\"https:\/\/topviecit.vn\/blog\/wp-content\/uploads\/2022\/02\/image-59.jpeg 800w, https:\/\/topviecit.vn\/blog\/wp-content\/uploads\/2022\/02\/image-59-640x400.jpeg 640w, https:\/\/topviecit.vn\/blog\/wp-content\/uploads\/2022\/02\/image-59-768x480.jpeg 768w\" sizes=\"auto, (max-width: 800px) 100vw, 800px\" \/><figcaption class=\"wp-element-caption\"><em>Data Science c\u1ea7n c\u00f3 k\u1ef9 n\u0103ng ph\u00e2n t\u00edch v\u00e0 x\u1eed l\u00fd c\u00e1c s\u1ed1 li\u1ec7u<\/em><\/figcaption><\/figure><\/div>\n\n\n<p>Hy v\u1ecdng b\u00e0i vi\u1ebft n\u00e0y s\u1ebd gi\u00fap b\u1ea1n hi\u1ec3u h\u01a1n v\u1ec1 v\u1ecb tr\u00ed <strong>Data Science l\u00e0 g\u00ec<\/strong>. \u0110\u00e2y l\u00e0 m\u1ed9t trong nh\u1eefng v\u1ecb tr\u00ed c\u00f3 m\u1ee9c l\u01b0\u01a1ng cao, do \u0111\u00f3 v\u1eabn \u0111ang h\u1ea5p d\u1eabn nhi\u1ec1u b\u1ea1n l\u1ef1a ch\u1ecdn ng\u00e0nh ngh\u1ec1 n\u00e0y.&nbsp;<\/p>\n\n\n\n<p>Hy v\u1ecdng r\u1eb1ng qua nh\u1eefng th\u00f4ng tin chia s\u1ebb tr\u00ean \u0111\u00e2y c\u1ee7a TopviecIT.vn c\u00f3 th\u1ec3 gi\u00fap c\u00e1c b\u1ea1n hi\u1ec3u r\u00f5 ng\u00e0nh <strong>Data Science l\u00e0 g\u00ec<\/strong>? C\u0169ng nh\u01b0 l\u00e0m sao \u0111\u1ec3 theo \u0111u\u1ed5i ng\u00e0nh d\u1eef li\u1ec7u v\u00e0 tr\u1edf th\u00e0nh m\u1ed9t k\u1ef9 s\u01b0 khoa h\u1ecdc d\u1eef li\u1ec7u gi\u1ecfi. N\u1ebfu b\u1ea1n \u0111\u00e3 v\u00e0 \u0111ang theo \u0111u\u1ed5i ng\u00e0nh n\u00e0y, c\u1ea7n t\u00ecm hi\u1ec3u nh\u1eefng th\u00f4ng tin li\u00ean quan hay c\u00e1c vi\u1ec7c l\u00e0m h\u1ea5p d\u1eabn ng\u00e0nh IT \u0111\u1eebng qu\u00ean truy c\u1eadp <a href=\"http:\/\/topcv.vn\/\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>TopCV.vn<\/strong><\/a> \u0111\u1ec3 c\u1eadp nh\u1eadt nh\u1eefng vi\u1ec7c l\u00e0m m\u1edbi nh\u1ea5t nh\u00e9.\u00a0<\/p>\n","protected":false},"excerpt":{"rendered":"<p>M\u1ed9t thu\u1eadt ng\u1eef \u0111ang kh\u00e1 ph\u1ed5 bi\u1ebfn hi\u1ec7n nay trong l\u0129nh v\u1ef1c c\u00f4ng ngh\u1ec7 th\u00f4ng tin ch\u00ednh l\u00e0 Data Science \u2013 Khoa h\u1ecdc d\u1eef li\u1ec7u. Data Science c\u00f3 th\u1ec3 gi\u00fap doanh nghi\u1ec7p gi\u1ea3i quy\u1ebft \u0111\u01b0\u1ee3c nhi\u1ec1u v\u1ea5n \u0111\u1ec1 li\u00ean quan \u0111\u1ebfn d\u1eef li\u1ec7u c\u1ee7a h\u1ecd. Do \u0111\u00f3, v\u1ecb tr\u00ed Data Science \u0111ang c\u1ea7n ngu\u1ed3n nh\u00e2n [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":1678,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"om_disable_all_campaigns":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"cybocfi_hide_featured_image":"","footnotes":""},"categories":[86],"tags":[404],"class_list":["post-1674","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-chia-se-kinh-nghiem","tag-data-science-la-gi"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v24.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Data Science L\u00e0 G\u00ec? 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