{"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\/et\/blog\/administrirovanie\/plan-prokachki-dlya-polucheniya-professii-data-engineer","title":{"rendered":"Andmete inseneri kutse hankimise plaan","gt_translate_keys":[{"key":"rendered","format":"text"}]},"content":{"rendered":"<p>Viimane kaheksa aastat olen t\u00f6\u00f6tanud projektijuhina (ei kirjuta t\u00f6\u00f6l koodi), mis m\u00f5jutab loomulikult negatiivselt mu tehnoloogilist tausta. Otsustasin v\u00e4hendada oma tehnoloogiataset ja saada andmete inseneriks. Andmete inseneri peamine oskus on suutlikkus arendada, ehitada ja hooldada andmete ladustamise s\u00fcsteeme.<\/p>\n<p>Koostasin \u00f5ppeplaani, mis arvan, et on kasulik mitte ainult mulle. Plaan on suunatud iseseisvale kursuste \u00f5ppimisele. Eelistatakse tasuta kursusi vene keeles.<\/p>\n<p>Moodulid: <\/p>\n<ul>\n<li><b>Algotitmide ja andmestruktuurid. <\/b>Peamine moodul. Kui \u00f5pid selle selgeks, saab k\u00f5ik muu samuti korda. Oluline on hankida kogemusi koodi kirjutamisel ja p\u00f5hiandmestruktuuride ja algoritmide kasutamisel.<\/li>\n<li><b>Andmebaasid ja laod, Business Intelligence.<\/b> Algotitmidest liigume andmete ladustamise ja t\u00f6\u00f6tlemise juurde.<\/li>\n<li><b>Hadoop ja suurandmed. <\/b>Kui andmebaasid ei mahu kettale v\u00f5i kui andmeid tuleb anal\u00fc\u00fcsida, kuid Excel enam ei suuda neid laadida, algab suurandmete maailm. Minu arvates tuleb selle osa juurde liikuda alles p\u00e4rast kahte eelneva s\u00fcgavamat uurimist.<\/li>\n<\/ul>\n<p><noindex><a rel=\"nofollow\" name=\"habracut\"><\/a><\/noindex><\/p>\n<h2>Algoritmid ja andmestruktuurid<\/h2>\n<p>\n\u0412 \u0441\u0432\u043e\u0439 \u043f\u043b\u0430\u043d \u044f \u0432\u043a\u043b\u044e\u0447\u0438\u043b \u0438\u0437\u0443\u0447\u0435\u043d\u0438\u0435 Python, \u043f\u043e\u0432\u0442\u043e\u0440\u0435\u043d\u0438\u0435 \u043e\u0441\u043d\u043e\u0432 \u043c\u0430\u0442\u0435\u043c\u0430\u0442\u0438\u043a\u0438 \u0438 \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c\u0438\u0437\u0430\u0446\u0438\u0438.<\/p>\n<ul>\n<li><noindex><a rel=\"nofollow\" href=\"https:\/\/stepik.org\/course\/67\">\u041f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u043d\u0430 Python<\/a><\/noindex> <\/li>\n<li><noindex><a rel=\"nofollow\" href=\"https:\/\/stepik.org\/course\/512\">Python: \u043e\u0441\u043d\u043e\u0432\u044b \u0438 \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u0435<\/a><\/noindex><\/li>\n<li><noindex><a rel=\"nofollow\" href=\"https:\/\/stepik.org\/course\/2461\">Lineaarne algebra<\/a><\/noindex><\/li>\n<li><noindex><a rel=\"nofollow\" href=\"https:\/\/stepik.org\/course\/91\/\">\u041b\u0438\u043a\u0431\u0435\u0437 \u043f\u043e \u0434\u0438\u0441\u043a\u0440\u0435\u0442\u043d\u043e\u0439 \u043c\u0430\u0442\u0435\u043c\u0430\u0442\u0438\u043a\u0435 <\/a><\/noindex><\/li>\n<li><noindex><a rel=\"nofollow\" href=\"https:\/\/stepik.org\/course\/217\/\">\u0410\u043b\u0433\u043e\u0440\u0438\u0442\u043c\u044b: \u0442\u0435\u043e\u0440\u0438\u044f \u0438 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0430. \u041c\u0435\u0442\u043e\u0434\u044b<\/a><\/noindex><\/li>\n<li><noindex><a rel=\"nofollow\" href=\"https:\/\/stepik.org\/course\/1547\">\u0410\u043b\u0433\u043e\u0440\u0438\u0442\u043c\u044b: \u0442\u0435\u043e\u0440\u0438\u044f \u0438 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0430. \u0421\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0434\u0430\u043d\u043d\u044b\u0445<\/a><\/noindex><\/li>\n<\/ul>\n<p><\/p>\n<h2>Andmebaasid ja salvestuss\u00fcsteemid, Business Intelligence<\/h2>\n<p><\/p>\n<ul>\n<li>\u041a\u043d\u0438\u0433\u0430: \u041c\u0430\u0440\u0442\u0438\u043d \u041a\u043b\u0435\u043f\u043f\u043c\u0430\u043d \u2014 \u0412\u044b\u0441\u043e\u043a\u043e\u043d\u0430\u0433\u0440\u0443\u0436\u0435\u043d\u043d\u044b\u0435 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u044f. \u041f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435, \u043c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435, \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u043a\u0430. \u041a\u043d\u0438\u0433\u0430 \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 \u043a\u0430\u043a \u0440\u0430\u0431\u043e\u0442\u0430\u044e\u0442 \u0440\u0430\u0437\u043d\u044b\u0435 \u043c\u043e\u0434\u0435\u043b\u0438 \u0434\u0430\u043d\u043d\u044b\u0445, \u0438\u0445 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044e \u0438\u0437\u043d\u0443\u0442\u0440\u0438, \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0438 \u0432\u044b\u0431\u043e\u0440 \u0432 \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0438 \u043e\u0442 \u0437\u0430\u0434\u0430\u0447\u0438. <\/li>\n<li><noindex><a rel=\"nofollow\" href=\"https:\/\/stepik.org\/course\/551\">Sissejuhatus andmebaasidesse <\/a><\/noindex><\/li>\n<li><noindex><a rel=\"nofollow\" href=\"https:\/\/stepik.org\/course\/3203\">\u041f\u043e\u0433\u0440\u0443\u0436\u0435\u043d\u0438\u0435 \u0432 \u0421\u0423\u0411\u0414<\/a><\/noindex><\/li>\n<li><noindex><a rel=\"nofollow\" href=\"https:\/\/stepik.org\/course\/2586\">\u0412\u0432\u0435\u0434\u0435\u043d\u0438\u0435 \u0432 \u043d\u0435\u0440\u0435\u043b\u044f\u0446\u0438\u043e\u043d\u043d\u044b\u0435 \u0431\u0430\u0437\u044b \u0434\u0430\u043d\u043d\u044b\u0445 <\/a><\/noindex><\/li>\n<\/ul>\n<p>\n\u0422\u0435\u043c\u044b \u0441\u0432\u044f\u0437\u0430\u043d\u043d\u044b\u0435 \u0441 \u043f\u043e\u0441\u0442\u0440\u043e\u0435\u043d\u0438\u0435\u043c \u0445\u0440\u0430\u043d\u0438\u043b\u0438\u0449 \u0434\u0430\u043d\u043d\u044b\u0445, ETL, OLAP-\u043a\u0443\u0431\u043e\u0432 \u0441\u0438\u043b\u044c\u043d\u043e \u0437\u0430\u0432\u0438\u0441\u044f\u0442 \u043e\u0442 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0432 \u044d\u0442\u043e\u043c \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0435 \u043d\u0435 \u0434\u0430\u044e \u0441\u0441\u044b\u043b\u043e\u043a \u043d\u0430 \u043a\u0443\u0440\u0441\u044b. \u0426\u0435\u043b\u0435\u0441\u043e\u043e\u0431\u0440\u0430\u0437\u043d\u043e \u0438\u0437\u0443\u0447\u0430\u0442\u044c \u0442\u0430\u043a\u0438\u0435 \u0441\u0438\u0441\u0442\u0435\u043c\u044b \u043f\u0440\u0438 \u0440\u0430\u0431\u043e\u0442\u0435 \u043d\u0430\u0434 \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u044b\u043c \u043f\u0440\u043e\u0435\u043a\u0442\u043e\u043c \u0432 \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e\u0439 \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0438. \u0414\u043b\u044f \u0437\u043d\u0430\u043a\u043e\u043c\u0441\u0442\u0432\u043e \u0441 ETL \u043c\u043e\u0436\u043d\u043e \u043f\u043e\u043f\u0440\u043e\u0431\u043e\u0432\u0430\u0442\u044c <noindex><a rel=\"nofollow\" href=\"https:\/\/www.talend.com\/\">Talend<\/a><\/noindex> v\u00f5i <noindex><a rel=\"nofollow\" href=\"https:\/\/airflow.apache.org\/\">Airflow<\/a><\/noindex>.<\/p>\n<p>\u041d\u0430 \u043c\u043e\u0439 \u0432\u0437\u0433\u043b\u044f\u0434, \u0432\u0430\u0436\u043d\u043e \u0438\u0437\u0443\u0447\u0430\u0442\u044c \u0441\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u0443\u044e \u043c\u0435\u0442\u043e\u0434\u043e\u043b\u043e\u0433\u0438\u044e \u043f\u0440\u043e\u0435\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0445\u0440\u0430\u043d\u0438\u043b\u0438\u0449 \u0434\u0430\u043d\u043d\u044b\u0445 Data Vault <noindex><a rel=\"nofollow\" href=\"https:\/\/habr.com\/ru\/post\/348188\/\">link 1<\/a><\/noindex>, <noindex><a rel=\"nofollow\" href=\"http:\/\/www.dwh-club.com\/ru\/dwh-bi-articles\/vse-o-data-vault.html\">link 2<\/a><\/noindex>. \u0418 \u043b\u0443\u0447\u0448\u0438\u0439 \u0441\u043f\u043e\u0441\u043e\u0431 \u0438\u0437\u0443\u0447\u0438\u0442\u044c \u0435\u0433\u043e \u2014 \u0432\u0437\u044f\u0442\u044c \u0438 \u0440\u0435\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u0442\u044c \u043d\u0430 \u043f\u0440\u043e\u0441\u0442\u043e\u043c \u043f\u0440\u0438\u043c\u0435\u0440\u0435. \u041d\u0430 GitHub \u0435\u0441\u0442\u044c \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043f\u0440\u0438\u043c\u0435\u0440\u043e\u0432 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 Data Vault <noindex><a rel=\"nofollow\" href=\"https:\/\/github.com\/semashkinvg\/DataVault\">link<\/a><\/noindex>. Kaasaegne raamat andmehoidlatest: Modeling the Agile Data Warehouse with Data Vault autoriks Hans Hultgren.<\/p>\n<p>Kasutamiseks Business Intelligence t\u00f6\u00f6riistadega l\u00f5ppkasutajatele sobib tasuta aruande, armatuurlaudade ja v\u00e4ikeste andmehoidlatega Power BI Desktop. \u00d5ppematerjalid: <noindex><a rel=\"nofollow\" href=\"https:\/\/docs.microsoft.com\/ru-ru\/learn\/paths\/create-use-analytics-reports-power-bi\/\">link 1<\/a><\/noindex>, <noindex><a rel=\"nofollow\" href=\"https:\/\/docs.microsoft.com\/ru-ru\/learn\/paths\/consume-data-with-power-bi\/\">link 2<\/a><\/noindex>.<\/p>\n<h2>Hadoop ja Suured Andmed<\/h2>\n<p><\/p>\n<ul>\n<li>Tuleb alustada iseseisva MapReduce rakendamisega ilma kolmandate osade raamatukogudeta. See aitab hiljem paremini m\u00f5ista mitme voolu rakendusi. Suurep\u00e4rane n\u00e4ide Pythonis on kirjeldatud <noindex><a rel=\"nofollow\" href=\"http:\/\/michaelnielsen.org\/blog\/write-your-first-mapreduce-program-in-20-minutes\/\">siin<\/a><\/noindex>.<\/li>\n<li><noindex><a rel=\"nofollow\" href=\"https:\/\/stepik.org\/course\/150\">Hadoop. S\u00fcsteem suurte andmemahtude t\u00f6\u00f6tlemiseks.<\/a><\/noindex> <\/li>\n<li><noindex><a rel=\"nofollow\" href=\"https:\/\/openedu.ru\/course\/misis\/ABD\/\">Sissejuhatus suurandmete inseneri <\/a><\/noindex><\/li>\n<\/ul>\n<p><\/p>\n<h2>Kokkuv\u00f5te<\/h2>\n<p>\nKaugel on see, et k\u00f5ik, mida \u00f5pid, osutub t\u00f6\u00f6le rakendatavaks. Seega on vajalik l\u00f5put\u00f6\u00f6projekt, kus saad proovida uusi teadmisi rakendada. <\/p>\n<p>Kavandis ei ole teemasid, mis on seotud andmeanal\u00fc\u00fcsi ja masin\u00f5ppega, kuna see kuulub pigem andmete teaduri ametisse. Samuti ei ole teemade seos AWS, Azure pilvedega, kuna need teemad s\u00f5ltuvad palju platvormi valikust.<\/p>\n<p>K\u00fcsimused kogukonnale:<br \/>\nKui adekvaatne on minu arenduskava? Mida eemaldada v\u00f5i lisada?<br \/>\nMillist projekti soovitate l\u00f5put\u00f6\u00f6ks?<br \/>\n<br \/>Allikas: <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 4.9.10 - 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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