{"id":39275,"date":"2019-10-31T22:29:10","date_gmt":"2019-10-31T19:29:10","guid":{"rendered":"https:\/\/prohoster.info\/blog\/plan-prokachki-dlya-polucheniya-professii-data-engineer\/"},"modified":"2019-10-31T22:29:10","modified_gmt":"2019-10-31T19:29:10","slug":"plan-prokachki-dlya-polucheniya-professii-data-engineer","status":"publish","type":"post","link":"https:\/\/prohoster.info\/sk\/blog\/administrirovanie\/plan-prokachki-dlya-polucheniya-professii-data-engineer","title":{"rendered":"Pl\u00e1n na z\u00edskanie profesie Data Engineer","gt_translate_keys":[{"key":"rendered","format":"text"}]},"content":{"rendered":"<p>Posledn\u00fdch osem rokov pracujem ako projektov\u00fd mana\u017e\u00e9r (nep\u00ed\u0161em k\u00f3d v pr\u00e1ci), \u010do samozrejme negat\u00edvne ovplyv\u0148uje moje technologick\u00e9 pozadie. Rozhodol som sa skr\u00e1ti\u0165 svoje technologick\u00e9 zaost\u00e1vanie a z\u00edska\u0165 profesiu Data Engineer. Hlavnou zru\u010dnos\u0165ou Data Engineera je schopnos\u0165 navrhova\u0165, budova\u0165 a udr\u017eiava\u0165 d\u00e1tov\u00e9 sklady.<\/p>\n<p>Pripravil som pl\u00e1n vzdel\u00e1vania, mysl\u00edm, \u017ee bude u\u017eito\u010dn\u00fd nielen pre m\u0148a. Pl\u00e1n je orientovan\u00fd na samostatn\u00e9 \u0161t\u00fadium kurzov. Priorita je venovan\u00e1 bezplatn\u00fdm kurzom v ru\u0161tine.<\/p>\n<p>\u010casti: <\/p>\n<ul>\n<li><b>Algoritmy a d\u00e1tov\u00e9 \u0161trukt\u00fary. <\/b>K\u013e\u00fa\u010dov\u00e1 \u010das\u0165. Ak ju zvl\u00e1dne\u0161, ostatn\u00e9 tie\u017e p\u00f4jde. Je d\u00f4le\u017eit\u00e9 z\u00edska\u0165 prax v p\u00edsan\u00ed k\u00f3du a pou\u017e\u00edvan\u00ed z\u00e1kladn\u00fdch \u0161trukt\u00far a algoritmov.<\/li>\n<li><b>Datab\u00e1zy a d\u00e1tov\u00e9 sklady, Business Intelligence.<\/b> Prech\u00e1dzame z algoritmov na ukladanie a spracovanie d\u00e1t.<\/li>\n<li><b>Hadoop a Big Data. <\/b>Ke\u010f sa d\u00e1ta nezmestia na pevn\u00fd disk, alebo ke\u010f je potrebn\u00e9 analyzova\u0165 d\u00e1ta, ale Excel ich u\u017e nedok\u00e1\u017ee na\u010d\u00edta\u0165, za\u010d\u00ednaj\u00fa ve\u013ek\u00e9 d\u00e1ta. Pod\u013ea m\u00f4jho n\u00e1zoru by sme sa mali k tejto \u010dasti prech\u00e1dza\u0165 a\u017e po d\u00f4kladnom \u0161t\u00fadiu dvoch predch\u00e1dzaj\u00facich.<\/li>\n<\/ul>\n<p><noindex><a rel=\"nofollow\" name=\"habracut\"><\/a><\/noindex><\/p>\n<h2>Algoritmy a d\u00e1tov\u00e9 \u0161trukt\u00fary<\/h2>\n<p>\nDo svojho pl\u00e1nu som zahrnul \u0161t\u00fadium Pythonu, opakovanie z\u00e1kladov matematiky a algoritmiz\u00e1cie.<\/p>\n<ul>\n<li><noindex><a rel=\"nofollow\" href=\"https:\/\/stepik.org\/course\/67\">Programovanie v Python<\/a><\/noindex> <\/li>\n<li><noindex><a rel=\"nofollow\" href=\"https:\/\/stepik.org\/course\/512\">Python: z\u00e1klady a aplik\u00e1cie<\/a><\/noindex><\/li>\n<li><noindex><a rel=\"nofollow\" href=\"https:\/\/stepik.org\/course\/2461\">Line\u00e1rna algebra<\/a><\/noindex><\/li>\n<li><noindex><a rel=\"nofollow\" href=\"https:\/\/stepik.org\/course\/91\/\">Z\u00e1klady diskr\u00e9tnej matematiky <\/a><\/noindex><\/li>\n<li><noindex><a rel=\"nofollow\" href=\"https:\/\/stepik.org\/course\/217\/\">Algoritmy: te\u00f3ria a prax. Met\u00f3dy<\/a><\/noindex><\/li>\n<li><noindex><a rel=\"nofollow\" href=\"https:\/\/stepik.org\/course\/1547\">Algoritmy: te\u00f3ria a prax. D\u00e1tov\u00e9 \u0161trukt\u00fary<\/a><\/noindex><\/li>\n<\/ul>\n<p><\/p>\n<h2>Datab\u00e1zy a d\u00e1tov\u00e9 sklady, Business Intelligence<\/h2>\n<p><\/p>\n<ul>\n<li>Kniha: Martin Kleppmann - Vysokoza\u0165a\u017een\u00e9 aplik\u00e1cie. Programovanie, \u0161k\u00e1lovanie, podpora. Kniha popisuje, ako funguj\u00fa r\u00f4zne modely d\u00e1t, ich implement\u00e1ciu zvn\u00fatra, obmedzenia a vo\u013ebu v z\u00e1vislosti od \u00falohy. <\/li>\n<li><noindex><a rel=\"nofollow\" href=\"https:\/\/stepik.org\/course\/551\">\u00davod do datab\u00e1z <\/a><\/noindex><\/li>\n<li><noindex><a rel=\"nofollow\" href=\"https:\/\/stepik.org\/course\/3203\">H\u013abenie do DBMS<\/a><\/noindex><\/li>\n<li><noindex><a rel=\"nofollow\" href=\"https:\/\/stepik.org\/course\/2586\">\u00davod do nerelacion\u00e1lnych datab\u00e1z <\/a><\/noindex><\/li>\n<\/ul>\n<p>\nT\u00e9my s\u00favisiace s budovan\u00edm d\u00e1tov\u00fdch skladov, ETL a OLAP kubov s\u00fa ve\u013emi z\u00e1visl\u00e9 od n\u00e1strojov, a preto v tomto dokumente neposkytujem odkazy na kurzy. Je rozumn\u00e9 \u0161tudova\u0165 tak\u00e9to syst\u00e9my pri pr\u00e1ci na konkr\u00e9tnom projekte v konkr\u00e9tnej firme. Pre obozn\u00e1menie sa s ETL m\u00f4\u017eete vysk\u00fa\u0161a\u0165 <noindex><a rel=\"nofollow\" href=\"https:\/\/www.talend.com\/\">Talend<\/a><\/noindex> alebo <noindex><a rel=\"nofollow\" href=\"https:\/\/airflow.apache.org\/\">Airflow<\/a><\/noindex>.<\/p>\n<p>Pod\u013ea m\u00f4jho n\u00e1zoru je d\u00f4le\u017eit\u00e9 \u0161tudova\u0165 modern\u00fa metodol\u00f3giu navrhovania d\u00e1tov\u00fdch skladov Data Vault <noindex><a rel=\"nofollow\" href=\"https:\/\/habr.com\/ru\/post\/348188\/\">odkaz 1<\/a><\/noindex>, <noindex><a rel=\"nofollow\" href=\"http:\/\/www.dwh-club.com\/ru\/dwh-bi-articles\/vse-o-data-vault.html\">odkaz 2<\/a><\/noindex>. A najlep\u0161\u00ed sp\u00f4sob, ako sa ho nau\u010di\u0165, je vzia\u0165 a realizova\u0165 na jednoduchom pr\u00edklade. Na GitHube je nieko\u013eko pr\u00edkladov implement\u00e1cie Data Vault. <noindex><a rel=\"nofollow\" href=\"https:\/\/github.com\/semashkinvg\/DataVault\">odkaz<\/a><\/noindex>. Modern\u00e1 kniha o d\u00e1tov\u00fdch skladoch: Modeling the Agile Data Warehouse with Data Vault od Hansa Hultgrena.<\/p>\n<p>Na zozn\u00e1menie sa s n\u00e1strojmi Business Intelligence pre koncov\u00fdch pou\u017e\u00edvate\u013eov m\u00f4\u017eete pou\u017ei\u0165 bezplatn\u00fd zostavova\u010d reportov, dashboardov, mini d\u00e1tov\u00fdch skladov Power BI Desktop. \u0160kolite\u013esk\u00e9 materi\u00e1ly: <noindex><a rel=\"nofollow\" href=\"https:\/\/docs.microsoft.com\/ru-ru\/learn\/paths\/create-use-analytics-reports-power-bi\/\">odkaz 1<\/a><\/noindex>, <noindex><a rel=\"nofollow\" href=\"https:\/\/docs.microsoft.com\/ru-ru\/learn\/paths\/consume-data-with-power-bi\/\">odkaz 2<\/a><\/noindex>.<\/p>\n<h2>Hadoop a big data<\/h2>\n<p><\/p>\n<ul>\n<li>Za\u010da\u0165 treba so samostatnou realiz\u00e1ciou MapReduce bez extern\u00fdch kni\u017en\u00edc. To umo\u017en\u00ed v bud\u00facnosti lep\u0161ie ch\u00e1pa\u0165 viacvl\u00e1knov\u00e9 implement\u00e1cie. Skvel\u00fd pr\u00edklad na Pythone je op\u00edsan\u00fd. <noindex><a rel=\"nofollow\" href=\"http:\/\/michaelnielsen.org\/blog\/write-your-first-mapreduce-program-in-20-minutes\/\">tu<\/a><\/noindex>.<\/li>\n<li><noindex><a rel=\"nofollow\" href=\"https:\/\/stepik.org\/course\/150\">Hadoop. Syst\u00e9m na spracovanie ve\u013ek\u00e9ho mno\u017estva d\u00e1t.<\/a><\/noindex> <\/li>\n<li><noindex><a rel=\"nofollow\" href=\"https:\/\/openedu.ru\/course\/misis\/ABD\/\">\u00davod do in\u017einierstva ve\u013ek\u00fdch d\u00e1t <\/a><\/noindex><\/li>\n<\/ul>\n<p><\/p>\n<h2>Z\u00e1ver<\/h2>\n<p>\nNie v\u0161etko, \u010do sa nau\u010d\u00edte, sa d\u00e1 aplikova\u0165 v pr\u00e1ci. Preto je potrebn\u00fd diplomov\u00fd projekt, v ktorom sa pok\u00fasite aplikova\u0165 nov\u00e9 znalosti. <\/p>\n<p>V pl\u00e1ne nie s\u00fa t\u00e9my s\u00favisiace s anal\u00fdzou d\u00e1t a strojov\u00fdm u\u010den\u00edm, preto\u017ee to viac s\u00favis\u00ed s profesiou Data Scientist. Taktie\u017e nie s\u00fa t\u00e9my s\u00favisiace s cloudmi AWS a Azure, preto\u017ee tieto t\u00e9my s\u00fa silne z\u00e1visl\u00e9 od v\u00fdberu platformy.<\/p>\n<p>Ot\u00e1zky k komunite:<br \/>\nAko adekv\u00e1tny je m\u00f4j pl\u00e1n na zlep\u0161ovanie? \u010co odstr\u00e1ni\u0165 alebo prida\u0165?<br \/>\nAk\u00fd projekt odpor\u00fa\u010date ako diplomov\u00fa pr\u00e1cu?<br \/>\n<br \/>Zdroj: <a content=\"nofollow\" rel=\"nofollow\" href=\"https:\/\/habr.com\/ru\/post\/472622\/\">habr.com<\/a><\/p>","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"excerpt":{"rendered":"<p>\u041f\u043e\u0441\u043b\u0435\u0434\u043d\u0438\u0435 \u0432\u043e\u0441\u0435\u043c\u044c \u043b\u0435\u0442 \u044f \u0440\u0430\u0431\u043e\u0442\u0430\u044e \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u0435\u043c \u043f\u0440\u043e\u0435\u043a\u0442\u043e\u0432 (\u043d\u0435 \u043f\u0438\u0448\u0443 \u043a\u043e\u0434 \u043d\u0430 \u0440\u0430\u0431\u043e\u0442\u0435), \u0447\u0442\u043e \u0435\u0441\u0442\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u043e \u043d\u0435\u0433\u0430\u0442\u0438\u0432\u043d\u043e \u0432\u043b\u0438\u044f\u0435\u0442 \u043d\u0430 \u043c\u043e\u0439 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0431\u0435\u043a\u044d\u043d\u0434. \u042f \u0440\u0435\u0448\u0438\u043b \u0441\u043e\u043a\u0440\u0430\u0442\u0438\u0442\u044c \u0441\u0432\u043e\u0451 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u043e\u0442\u0441\u0442\u0430\u0432\u0430\u043d\u0438\u0435 \u0438 \u043f\u043e\u043b\u0443\u0447\u0438\u0442\u044c \u043f\u0440\u043e\u0444\u0435\u0441\u0441\u0438\u044e Data engineer. \u041e\u0441\u043d\u043e\u0432\u043d\u043e\u0439 \u043d\u0430\u0432\u044b\u043a Data engineer \u2014 \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u044c \u0440\u0430\u0437\u0440\u0430\u0431\u0430\u0442\u044b\u0432\u0430\u0442\u044c, \u0441\u0442\u0440\u043e\u0438\u0442\u044c \u0438 \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u0442\u044c \u0445\u0440\u0430\u043d\u0438\u043b\u0438\u0449\u0430 \u0434\u0430\u043d\u043d\u044b\u0445. \u0421\u043e\u0441\u0442\u0430\u0432\u0438\u043b \u043f\u043b\u0430\u043d \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f, \u0434\u0443\u043c\u0430\u044e \u043e\u043d \u0431\u0443\u0434\u0435\u0442 \u043f\u043e\u043b\u0435\u0437\u0435\u043d \u043d\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u0434\u043b\u044f \u043c\u0435\u043d\u044f. \u041f\u043b\u0430\u043d [&hellip;]<\/p>\n","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[688],"tags":[],"class_list":["post-39275","post","type-post","status-publish","format-standard","hentry","category-administrirovanie"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 5.0.5 - aioseo.com -->\n\t<meta name=\"description\" content=\"\u041f\u043e\u0441\u043b\u0435\u0434\u043d\u0438\u0435 \u0432\u043e\u0441\u0435\u043c\u044c \u043b\u0435\u0442 \u044f \u0440\u0430\u0431\u043e\u0442\u0430\u044e \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u0435\u043c \u043f\u0440\u043e\u0435\u043a\u0442\u043e\u0432 (\u043d\u0435 \u043f\u0438\u0448\u0443 \u043a\u043e\u0434 \u043d\u0430 \u0440\u0430\u0431\u043e\u0442\u0435), \u0447\u0442\u043e \u0435\u0441\u0442\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u043e 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