{"id":69,"date":"2018-09-04T09:39:14","date_gmt":"2018-09-04T09:39:14","guid":{"rendered":"https:\/\/www.thegioimaychu.vn\/blog\/?p=69"},"modified":"2018-09-04T10:16:29","modified_gmt":"2018-09-04T10:16:29","slug":"nhung-ky-nang-can-thiet-cac-nha-khoa-hoc-du-lieu-can-trang-bi-trong-nam-2018","status":"publish","type":"post","link":"https:\/\/thegioimaychu.vn\/blog\/tong-hop\/nhung-ky-nang-can-thiet-cac-nha-khoa-hoc-du-lieu-can-trang-bi-trong-nam-2018-p69\/","title":{"rendered":"Nh\u1eefng k\u1ef9 n\u0103ng c\u1ea7n thi\u1ebft c\u00e1c nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u c\u1ea7n trang b\u1ecb trong n\u0103m 2018"},"content":{"rendered":"<style>.iblink{color:#975!important;}.iblink:hover{color:orange!important;}<\/style><p>Nh\u00e2n l\u1ef1c ng\u00e0nh khoa h\u1ecdc d\u1eef li\u1ec7u &#8211; data analysis, big data &#8211; hi\u1ec7n \u0111ang c\u00f3 nhu c\u1ea7u r\u1ea5t cao, chi\u1ebfm v\u1ecb tr\u00ed s\u1ed1 1 trong danh s\u00e1ch <em>C\u00e1c c\u00f4ng vi\u1ec7c t\u1ed1t nh\u1ea5t c\u1ee7a Glassdoor<\/em> \u1edf M\u1ef9 trong n\u0103m 2016 v\u00e0 2017, v\u1edbi 4.840 v\u1ecb tr\u00ed v\u00e0 \u1edf m\u1ee9c l\u01b0\u01a1ng trung b\u00ecnh l\u00e0 110.000 USD. K\u1ef9 s\u01b0 DevOps \u0111\u1ee9ng th\u1ee9 hai v\u1edbi m\u1ee9c l\u01b0\u01a1ng trung b\u00ecnh l\u00e0 110.000 USD, c\u00f3 2.725 v\u1ecb tr\u00ed. K\u1ef9 s\u01b0 c\u01a1 s\u1edf d\u1eef li\u1ec7u v\u00e0o h\u00e0ng th\u1ee9 3, v\u1edbi 2.599 vi\u1ec7c l\u00e0m v\u00e0 m\u1ee9c l\u01b0\u01a1ng trung b\u00ecnh l\u00e0 106.000 USD. Khoa h\u1ecdc d\u1eef li\u1ec7u l\u00e0 m\u1ed9t trong nh\u1eefng l\u0129nh v\u1ef1c kh\u00f3 t\u00ecm nh\u00e2n l\u1ef1c nh\u1ea5t, m\u1ea5t n\u0103m ng\u00e0y \u0111\u1ec3 t\u00ecm c\u00e1c \u1ee9ng c\u1eed vi\u00ean \u0111\u1ee7 \u0111i\u1ec1u ki\u1ec7n h\u01a1n m\u1ee9c trung b\u00ecnh c\u1ee7a th\u1ecb tr\u01b0\u1eddng. C\u00e1c nh\u00e0 tuy\u1ec3n d\u1ee5ng s\u1eb5n s\u00e0ng tr\u1ea3 l\u01b0\u01a1ng cao cho c\u00e1c chuy\u00ean gia c\u00f3 chuy\u00ean m\u00f4n trong c\u00e1c l\u0129nh v\u1ef1c n\u00e0y. H\u1ea7u h\u1ebft c\u00e1c c\u00f4ng vi\u1ec7c trong ng\u00e0nh khoa h\u1ecdc d\u1eef li\u1ec7u \u0111\u00f2i h\u1ecfi tr\u00ecnh \u0111\u1ed9 chuy\u00ean m\u00f4n cao, \u0111i\u1ec1u n\u00e0y ti\u1ebfp t\u1ee5c th\u00fac \u0111\u1ea9y nhu c\u1ea7u v\u00e0 m\u1ee9c l\u01b0\u01a1ng \u0111\u1ed1i v\u1edbi c\u00e1c chuy\u00ean gia \u0111\u00e1p \u1ee9ng \u0111\u1ee7 n\u0103ng l\u1ef1c trong l\u0129nh n\u00e0y.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-71 size-full\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2018\/09\/Combined-graphic-of-skills1.jpg\" alt=\"\" width=\"913\" height=\"764\" srcset=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2018\/09\/Combined-graphic-of-skills1.jpg 913w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2018\/09\/Combined-graphic-of-skills1-300x251.jpg 300w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2018\/09\/Combined-graphic-of-skills1-768x643.jpg 768w\" sizes=\"auto, (max-width: 913px) 100vw, 913px\" \/><\/p>\n<p>Theo Jim Webber, nh\u00e0 khoa h\u1ecdc tr\u01b0\u1edfng t\u1ea1i Neo4j, sau \u0111\u00e2y l\u00e0 m\u1ed9t danh s\u00e1ch ng\u1eafn c\u00e1c k\u1ef9 n\u0103ng c\u00f4ng ngh\u1ec7 thi\u1ebft y\u1ebfu nh\u1ea5t cho c\u00e1c nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u trong n\u0103m nay:<\/p>\r\n\t\t\t\t<div class=\"tgmcad hor\" style=\"text-align:center;margin:30px 0; padding: 10px 0; border-radius:5px; border-top:solid 1px #ccc; border-bottom:solid 1px #ccc; \">\r\n\t\t\t\t<a href=\"https:\/\/thegioimaychu.vn\/giai-phap\/deep-learning\/\"><img decoding=\"async\" alt=\"Gi\u1ea3i ph\u00e1p h\u1ea1 t\u1ea7ng Deep Learning, Tr\u00ed tu\u1ec7 Nh\u00e2n t\u1ea1o - AI\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2019\/11\/tgmc-deep-learning.jpg\" \/><\/a>\r\n\t\t\t\t<\/div>\n<ul>\n<li><strong>Spark:<\/strong> Spark \u0111ang bi\u1ebfn \u0111\u1ed5i c\u00e1ch c\u00e1c nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u ho\u1ea1t \u0111\u1ed9ng b\u1eb1ng c\u00e1ch cho ph\u00e9p ph\u00e2n t\u00edch d\u1eef li\u1ec7u c\u00f3 t\u00ednh t\u01b0\u01a1ng t\u00e1c v\u00e0 l\u1eb7p l\u1ea1i tr\u00ean quy m\u00f4 l\u1edbn. C\u00e1c nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u \u0111\u00e3 quen thu\u1ed9c v\u1edbi Spark s\u1ebd c\u00f3 s\u1ee9c h\u00fat h\u01a1n v\u1edbi c\u00e1c c\u00f4ng ty trong n\u0103m 2018, v\u00ec c\u00f4ng c\u1ee5 n\u00e0y gi\u00fap gi\u1ea3m chi ph\u00ed, t\u0103ng l\u1ee3i nhu\u1eadn, c\u1ea3i thi\u1ec7n s\u1ea3n ph\u1ea9m, gi\u1eef ch\u00e2n kh\u00e1ch h\u00e0ng v\u00e0 nh\u1eadn ra c\u00e1c c\u01a1 h\u1ed9i m\u1edbi.<\/li>\n<li><strong>Apache Mahout:<\/strong> Nhu c\u1ea7u c\u00f4ng vi\u1ec7c v\u1ec1 ph\u00e2n t\u00edch v\u00e0 khoa h\u1ecdc\u00a0v\u1ec1 d\u1eef li\u1ec7u l\u00e0 n\u1ed5i b\u1eadt nh\u1ea5t trong ng\u00e0nh d\u1ecbch v\u1ee5 t\u00e0i ch\u00ednh, chi\u1ebfm 19% trong t\u1ea5t c\u1ea3 c\u00e1c v\u1ecb tr\u00ed. \u0110i\u1ec1u n\u00e0y ph\u1ea7n l\u1edbn l\u00e0 do lo ng\u1ea1i ng\u00e0y c\u00e0ng t\u0103ng v\u1ec1 b\u1ea3o m\u1eadt tr\u00ean Ph\u1ed1 Wall, khi\u1ebfn c\u00e1c c\u00f4ng ty thu\u00ea c\u00e1c nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u gi\u1ea3i quy\u1ebft c\u00e1c v\u1ea5n \u0111\u1ec1 nh\u01b0 vi ph\u1ea1m an ninh m\u1ea1ng v\u00e0 tr\u1ed9m c\u1eafp danh t\u00ednh. C\u00e1c nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u c\u00f3 th\u1ec3 l\u00e0m vi\u1ec7c v\u1edbi c\u00e1c m\u00f4 h\u00ecnh v\u00e0 framework trong l\u0129nh v\u1ef1c h\u1ecdc m\u00e1y &#8211; machine learning, ch\u1eb3ng h\u1ea1n nh\u01b0 Mahout, s\u1ebd c\u00f3 nhu c\u1ea7u cao.<\/li>\n<li><strong>C\u01a1 s\u1edf d\u1eef li\u1ec7u Graph &#8211; m\u1ed9t d\u1ea1ng d\u1eef li\u1ec7u theo c\u1ea5u tr\u00fac g\u1ed3m c\u00e1c Node v\u00e0 Edge:<\/strong> Graph l\u00e0 ph\u00e2n nh\u00f3m ph\u00e1t tri\u1ec3n nhanh nh\u1ea5t trong c\u00e1c h\u1ec7 th\u1ed1ng qu\u1ea3n l\u00fd c\u01a1 s\u1edf d\u1eef li\u1ec7u v\u00e0 c\u00e1c \u0111\u1ea1i gia c\u00f4ng ngh\u1ec7 nh\u01b0 AWS, Oracle v\u00e0 IBM \u0111\u1ec1u c\u00f3 c\u00e1c d\u1ecbch v\u1ee5 Graph ri\u00eang c\u1ee7a m\u00ecnh. Gartner d\u1ef1 \u0111o\u00e1n r\u1eb1ng 70% c\u00e1c c\u00f4ng ty h\u00e0ng \u0111\u1ea7u s\u1ebd th\u00ed \u0111i\u1ec3m m\u1ed9t d\u1ef1 \u00e1n c\u01a1 s\u1edf d\u1eef li\u1ec7u Graph c\u00f3 \u00fd ngh\u0129a v\u00e0o n\u0103m 2018. V\u1edbi vi\u1ec7c s\u1eed d\u1ee5ng c\u01a1 s\u1edf d\u1eef li\u1ec7u Graph n\u00e0y, t\u00ednh quen thu\u1ed9c v\u1edbi c\u00f4ng ngh\u1ec7 s\u1ebd l\u00e0 ch\u00eca kh\u00f3a. C\u00e1c nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u c\u00f3 ki\u1ebfn \u200b\u200bth\u1ee9c \u0111\u1ec3 tri\u1ec3n khai v\u00e0 qu\u1ea3n l\u00fd c\u01a1 s\u1edf d\u1eef li\u1ec7u Graph, \u0111\u1ec3 t\u00ecm c\u00e1c k\u1ebft n\u1ed1i trong d\u1eef li\u1ec7u c\u1ee7a h\u1ecd, s\u1ebd thu h\u00fat nh\u1ea5t cho c\u00e1c v\u1ecb tr\u00ed h\u00e0ng \u0111\u1ea7u trong ng\u00e0nh.<\/li>\n<li><strong>Tableau:<\/strong> D\u1eef li\u1ec7u doanh nghi\u1ec7p \u0111ang t\u0103ng theo c\u1ea5p s\u1ed1 nh\u00e2n. S\u1ed1 d\u1eef li\u1ec7u tuy\u1ec7t v\u1eddi n\u00e0y s\u1ebd c\u00e0ng c\u00f3 \u00fd ngh\u0129a quan tr\u1ecdng, ch\u1eebng n\u00e0o b\u1ea1n c\u00f3 th\u1ec3 hi\u1ec3u h\u1ebft \u0111\u01b0\u1ee3c n\u00f3. M\u1eb7c d\u00f9 Tableau kh\u00f4ng ph\u1ea3i l\u00e0 m\u1ed9t c\u00e1i t\u00ean m\u1edbi \u0111\u1ed1i v\u1edbi c\u00e1c nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u, n\u00f3 g\u1ea7n nh\u01b0 l\u00e0 m\u1ed9t k\u1ef9 n\u0103ng mang t\u00ednh \u0111\u1eb7t c\u01b0\u1ee3c t\u1ea1i th\u1eddi \u0111i\u1ec3m n\u00e0y. V\u1edbi nh\u1eefng ng\u01b0\u1eddi ra quy\u1ebft \u0111\u1ecbnh kinh doanh d\u1ef1a nhi\u1ec1u v\u00e0o th\u1ea5u hi\u1ec3u d\u1eef li\u1ec7u, 2018 s\u1ebd l\u00e0 n\u0103m c\u00f3 nhu c\u1ea7u r\u1ea5t l\u1edbn v\u1edbi c\u00e1c nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u \u0111\u1ec3 m\u00f4 h\u00ecnh h\u00f3a v\u00e0 th\u1ec3 hi\u1ec7n c\u00e1c th\u00f4ng tin ph\u00e2n t\u00edch \u0111\u01b0\u1ee3c \u0111\u1ebfn \u0111\u00fang ng\u01b0\u1eddi, v\u00e0o \u0111\u00fang th\u1eddi \u0111i\u1ec3m.<\/li>\n<\/ul>\n<div>____<br \/><b>B\u00e0i vi\u1ebft li\u00ean quan<\/b><\/div>\n<ul>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=22728\">Hu\u1ea5n luy\u1ec7n m\u00f4 h\u00ecnh h\u00e0ng tr\u0103m t\u1ef7 tham s\u1ed1 ngay t\u1ea1i b\u00e0n v\u1edbi MSI EdgeXpert<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=22612\">NVIDIA Merlin: T\u1ed5ng quan v\u1ec1 toolkit cho h\u1ec7 th\u1ed1ng g\u1ee3i \u00fd quy m\u00f4 l\u1edbn<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=22376\">OpenAI l\u1ea7n \u0111\u1ea7u ph\u00e1t h\u00e0nh mi\u1ec5n ph\u00ed m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef m\u1edbi v\u1edbi t\u00ean g\u1ecdi l\u00e0 GPT-OSS<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=21466\">5 \u0111i\u1ec1u b\u1ea1n c\u1ea7n bi\u1ebft v\u1ec1 NVIDIA DGX Spark &#8211; Chi\u1ebfc m\u00e1y t\u00ednh m\u01a1 \u01b0\u1edbc c\u1ee7a c\u00e1c nh\u00e0 ph\u00e1t tri\u1ec3n AI<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=21557\">SLM v\u00e0 AI t\u1ea1i bi\u00ean: B\u00ecnh minh c\u1ee7a m\u1ed9t k\u1ef7 nguy\u00ean m\u1edbi hay ch\u1ec9 l\u00e0 c\u01a1n s\u1ed1t nh\u1ea5t th\u1eddi?<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=21405\">NVIDIA t\u1ea1i Computex 2025: &#8220;G\u00e3 kh\u1ed5ng l\u1ed3 xanh&#8221; \u0111\u1eb7t c\u01b0\u1ee3c t\u1ea5t c\u1ea3 v\u00e0o AI, GeForce li\u1ec7u c\u00f3 b\u1ecb ra r\u00eca?<\/a><\/li>\n<\/ul>\n<\/p>","protected":false},"excerpt":{"rendered":"<p>Nh&acirc;n l&#7921;c ng&agrave;nh khoa h&#7885;c d&#7919; li&#7879;u &ndash; data analysis, big data &ndash; hi&#7879;n &#273;ang c&oacute; nhu c&#7847;u r&#7845;t cao, chi&#7871;m v&#7883; tr&iacute; s&#7889; 1 trong danh s&aacute;ch C&aacute;c c&ocirc;ng vi&#7879;c t&#7889;t nh&#7845;t c&#7911;a Glassdoor &#7903; M&#7929; trong n&#259;m 2016 v&agrave; 2017, v&#7899;i 4.840 v&#7883; tr&iacute; v&agrave; &#7903; m&#7913;c l&#432;&#417;ng trung b&igrave;nh l&agrave; 110.000 USD&#8230;.<\/p>\n","protected":false},"author":2,"featured_media":75,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[3,1],"tags":[7,677],"class_list":["post-69","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-hpc","category-tong-hop","tag-ai","tag-big-data"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.3 - 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