{"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\/cs\/blog\/administrirovanie\/plan-prokachki-dlya-polucheniya-professii-data-engineer","title":{"rendered":"Pl\u00e1n rozvoje pro z\u00edsk\u00e1n\u00ed profese Data Engineer","gt_translate_keys":[{"key":"rendered","format":"text"}]},"content":{"rendered":"<p>Posledn\u00edch osm let pracuji jako projektov\u00fd mana\u017eer (v pr\u00e1ci nep\u00ed\u0161u k\u00f3d), co\u017e samoz\u0159ejm\u011b negativn\u011b ovlivnilo moje technologick\u00e9 z\u00e1zem\u00ed. Rozhodl jsem se zkr\u00e1tit sv\u00e9 technologick\u00e9 zpo\u017ed\u011bn\u00ed a z\u00edskat profesi Data Engineer. Hlavn\u00ed dovednost\u00ed Data Engineera je schopnost navrhovat, budovat a udr\u017eovat datov\u00e9 sklady.<\/p>\n<p>Sestavil jsem pl\u00e1n u\u010den\u00ed, mysl\u00edm, \u017ee bude u\u017eite\u010dn\u00fd nejen pro m\u011b. Pl\u00e1n je orientov\u00e1n na samostatn\u00e9 studium kurz\u016f. Priorita je v\u011bnov\u00e1na bezplatn\u00fdm kurz\u016fm v ru\u0161tin\u011b.<\/p>\n<p>Sekce: <\/p>\n<ul>\n<li><b>Algoritmy a datov\u00e9 struktury. <\/b>Kl\u00ed\u010dov\u00e1 sekce. Pokud se ji nau\u010d\u00edte, zvl\u00e1dnete i v\u0161e ostatn\u00ed. D\u016fle\u017eit\u00e9 je si osvojit psan\u00ed k\u00f3du a pou\u017e\u00edv\u00e1n\u00ed z\u00e1kladn\u00edch struktur a algoritm\u016f.<\/li>\n<li><b>Datab\u00e1ze a datov\u00e9 sklady, Business Intelligence.<\/b> Z algoritm\u016f p\u0159ech\u00e1z\u00edme k ukl\u00e1d\u00e1n\u00ed a zpracov\u00e1n\u00ed dat.<\/li>\n<li><b>Hadoop a Big Data. <\/b>Kdy\u017e datab\u00e1ze nevejde na disk, nebo kdy\u017e je pot\u0159eba analyzovat data, ale Excel je u\u017e nem\u016f\u017ee na\u010d\u00edst, za\u010d\u00ednaj\u00ed big data. Podle m\u00e9ho n\u00e1zoru je t\u0159eba p\u0159ech\u00e1zet k t\u00e9to sekci a\u017e po d\u016fkladn\u00e9m prostudov\u00e1n\u00ed dvou p\u0159edchoz\u00edch.<\/li>\n<\/ul>\n<p><noindex><a rel=\"nofollow\" name=\"habracut\"><\/a><\/noindex><\/p>\n<h2>Algoritmy a datov\u00e9 struktury<\/h2>\n<p>\nDo sv\u00e9ho pl\u00e1nu jsem zahrnul studium Pythonu, zopakov\u00e1n\u00ed z\u00e1klad\u016f matematiky a algoritmizace.<\/p>\n<ul>\n<li><noindex><a rel=\"nofollow\" href=\"https:\/\/stepik.org\/course\/67\">Programov\u00e1n\u00ed v Pythonu<\/a><\/noindex> <\/li>\n<li><noindex><a rel=\"nofollow\" href=\"https:\/\/stepik.org\/course\/512\">Python: z\u00e1klady a aplikace<\/a><\/noindex><\/li>\n<li><noindex><a rel=\"nofollow\" href=\"https:\/\/stepik.org\/course\/2461\">Line\u00e1rn\u00ed algebra<\/a><\/noindex><\/li>\n<li><noindex><a rel=\"nofollow\" href=\"https:\/\/stepik.org\/course\/91\/\">\u00davod do diskr\u00e9tn\u00ed matematiky <\/a><\/noindex><\/li>\n<li><noindex><a rel=\"nofollow\" href=\"https:\/\/stepik.org\/course\/217\/\">Algoritmy: teorie a praxe. Metody<\/a><\/noindex><\/li>\n<li><noindex><a rel=\"nofollow\" href=\"https:\/\/stepik.org\/course\/1547\">Algoritmy: teorie a praxe. Datov\u00e9 struktury<\/a><\/noindex><\/li>\n<\/ul>\n<p><\/p>\n<h2>Datab\u00e1ze a datov\u00e9 sklady, Business Intelligence<\/h2>\n<p><\/p>\n<ul>\n<li>Kniha: Martin Kleppmann \u2014 Vysoce zat\u00ed\u017een\u00e9 aplikace. Programov\u00e1n\u00ed, \u0161k\u00e1lov\u00e1n\u00ed, \u00fadr\u017eba. Kniha popisuje, jak funguj\u00ed r\u016fzn\u00e9 modely dat, jejich implementaci zevnit\u0159, omezen\u00ed a v\u00fdb\u011br podle \u00fakolu. <\/li>\n<li><noindex><a rel=\"nofollow\" href=\"https:\/\/stepik.org\/course\/551\">\u00davod do datab\u00e1z\u00ed <\/a><\/noindex><\/li>\n<li><noindex><a rel=\"nofollow\" href=\"https:\/\/stepik.org\/course\/3203\">Pono\u0159en\u00ed do SGBD<\/a><\/noindex><\/li>\n<li><noindex><a rel=\"nofollow\" href=\"https:\/\/stepik.org\/course\/2586\">\u00davod do nerela\u010dn\u00edch datab\u00e1z\u00ed <\/a><\/noindex><\/li>\n<\/ul>\n<p>\nT\u00e9mata souvisej\u00edc\u00ed s budov\u00e1n\u00edm datov\u00fdch sklad\u016f, ETL, OLAP kostek siln\u011b z\u00e1vis\u00ed na n\u00e1stroj\u00edch, proto v tomto dokumentu ned\u00e1v\u00e1m odkazy na kurzy. Je rozumn\u00e9 studovat takov\u00e9 syst\u00e9my p\u0159i pr\u00e1ci na konkr\u00e9tn\u00edm projektu ve konkr\u00e9tn\u00ed firm\u011b. Pro sezn\u00e1men\u00ed s ETL m\u016f\u017eete vyzkou\u0161et <noindex><a rel=\"nofollow\" href=\"https:\/\/www.talend.com\/\">Talend<\/a><\/noindex> nebo <noindex><a rel=\"nofollow\" href=\"https:\/\/airflow.apache.org\/\">Airflow<\/a><\/noindex>.<\/p>\n<p>Podle m\u00e9ho n\u00e1zoru je d\u016fle\u017eit\u00e9 studovat modern\u00ed metodologii n\u00e1vrhu datov\u00fdch sklad\u016f 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 nejlep\u0161\u00ed zp\u016fsob, jak se ji nau\u010dit, je vz\u00edt a realizovat na jednoduch\u00e9m p\u0159\u00edkladu. Na GitHubu je n\u011bkolik p\u0159\u00edklad\u016f implementace Data Vault. <noindex><a rel=\"nofollow\" href=\"https:\/\/github.com\/semashkinvg\/DataVault\">odkaz<\/a><\/noindex>. Modern\u00ed kniha o datov\u00fdch skladech: Modeling the Agile Data Warehouse with Data Vault od Hanse Hultgrena.<\/p>\n<p>Pro sezn\u00e1men\u00ed s n\u00e1stroji Business Intelligence pro koncov\u00e9 u\u017eivatele lze pou\u017e\u00edt bezplatn\u00fd n\u00e1stroj pro vytv\u00e1\u0159en\u00ed report\u016f, dashboard\u016f, mini datov\u00fdch sklad\u016f Power BI Desktop. \u0160kol\u00edc\u00ed 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 Velk\u00e1 data<\/h2>\n<p><\/p>\n<ul>\n<li>Za\u010d\u00edt je t\u0159eba se samostatnou realizac\u00ed MapReduce bez extern\u00edch knihoven. To umo\u017en\u00ed v budoucnu l\u00e9pe rozum\u011bt v\u00edcevl\u00e1knov\u00fdm implementac\u00edm. Skv\u011bl\u00fd p\u0159\u00edklad v Pythonu je pops\u00e1n <noindex><a rel=\"nofollow\" href=\"http:\/\/michaelnielsen.org\/blog\/write-your-first-mapreduce-program-in-20-minutes\/\">tady<\/a><\/noindex>.<\/li>\n<li><noindex><a rel=\"nofollow\" href=\"https:\/\/stepik.org\/course\/150\">Hadoop. Syst\u00e9m pro zpracov\u00e1n\u00ed velk\u00fdch objem\u016f dat.<\/a><\/noindex> <\/li>\n<li><noindex><a rel=\"nofollow\" href=\"https:\/\/openedu.ru\/course\/misis\/ABD\/\">\u00davod do in\u017een\u00fdrstv\u00ed velk\u00fdch dat <\/a><\/noindex><\/li>\n<\/ul>\n<p><\/p>\n<h2>Z\u00e1v\u011br<\/h2>\n<p>\nNe v\u0161e, co se nau\u010d\u00ed\u0161, se da\u0159\u00ed aplikovat v pr\u00e1ci. Proto je pot\u0159ebn\u00fd diplomov\u00fd projekt, ve kter\u00e9m se pokus\u00ed\u0161 uplatnit nov\u00e9 znalosti. <\/p>\n<p>V pl\u00e1nu nejsou t\u00e9mata spojen\u00e1 s anal\u00fdzou dat a strojov\u00fdm u\u010den\u00edm, proto\u017ee to v\u00edce souvis\u00ed s profes\u00ed Data Scientist. Tak\u00e9 nejsou zahrnuta t\u00e9mata spojen\u00e1 s cloudem AWS, Azure, proto\u017ee tato t\u00e9mata siln\u011b z\u00e1vis\u00ed na v\u00fdb\u011bru platformy.<\/p>\n<p>Ot\u00e1zky pro komunitu:<br \/>\nJak adekv\u00e1tn\u00ed je m\u016fj pl\u00e1n zlep\u0161en\u00ed? Co by m\u011blo b\u00fdt odstran\u011bno nebo p\u0159id\u00e1no?<br \/>\nJak\u00fd projekt doporu\u010dujete jako diplomovou pr\u00e1ci?<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 5.0.3 - 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 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