{"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\/ro\/blog\/administrirovanie\/plan-prokachki-dlya-polucheniya-professii-data-engineer","title":{"rendered":"Plan de \u00eembun\u0103t\u0103\u021bire pentru a ob\u021bine profesia de Data Engineer","gt_translate_keys":[{"key":"rendered","format":"text"}]},"content":{"rendered":"<p>\u00cen ultimii opt ani, am lucrat ca manager de proiecte (nu scriu cod la locul de munc\u0103), ceea ce, \u00een mod natural, afecteaz\u0103 negativ cuno\u0219tin\u021bele mele tehnice. Am decis s\u0103 reduc acest decalaj tehnologic \u0219i s\u0103 dob\u00e2ndesc profesia de Data Engineer. Principala abilitate a unui Data Engineer este capacitatea de a dezvolta, construi \u0219i men\u021bine depozite de date.<\/p>\n<p>Am elaborat un plan de \u00eenv\u0103\u021bare, consider c\u0103 va fi util nu doar pentru mine. Planul este orientat spre studiul autonom al cursurilor. Prioritatea este acordat\u0103 cursurilor gratuite \u00een limba rom\u00e2n\u0103.<\/p>\n<p>Sec\u021biuni: <\/p>\n<ul>\n<li><b>Algoritmi \u0219i structuri de date. <\/b>Sec\u021biune cheie. Dac\u0103 o studiezi, tot restul va fi mai u\u0219or. Este important s\u0103 exersezi programarea \u0219i utilizarea structurilor \u0219i algoritmilor de baz\u0103.<\/li>\n<li><b>Baze de date \u0219i depozite de date, Business Intelligence.<\/b> De la algoritmi trecem la depozitarea \u0219i procesarea datelor.<\/li>\n<li><b>Hadoop \u0219i Big Data. <\/b>C\u00e2nd baza de date nu mai \u00eencap pe hard disk sau c\u00e2nd trebuie s\u0103 analizezi datele, dar Excel nu le mai poate \u00eenc\u0103rca, \u00eencep marii date. Din punctul meu de vedere, trebuie s\u0103 treci la aceast\u0103 sec\u021biune doar dup\u0103 o aprofundare a celor dou\u0103 anterioare.<\/li>\n<\/ul>\n<p><noindex><a rel=\"nofollow\" name=\"habracut\"><\/a><\/noindex><\/p>\n<h2>Algoritmi \u0219i structuri de date<\/h2>\n<p>\n\u00cen planul meu am inclus studiul Python, revizuirea bazelor de matematic\u0103 \u0219i algoritmizare.<\/p>\n<ul>\n<li><noindex><a rel=\"nofollow\" href=\"https:\/\/stepik.org\/course\/67\">Programare \u00een Python<\/a><\/noindex> <\/li>\n<li><noindex><a rel=\"nofollow\" href=\"https:\/\/stepik.org\/course\/512\">Python: bazele \u0219i aplica\u021biile<\/a><\/noindex><\/li>\n<li><noindex><a rel=\"nofollow\" href=\"https:\/\/stepik.org\/course\/2461\">Algebr\u0103 liniar\u0103<\/a><\/noindex><\/li>\n<li><noindex><a rel=\"nofollow\" href=\"https:\/\/stepik.org\/course\/91\/\">Introducere \u00een matematica discret\u0103 <\/a><\/noindex><\/li>\n<li><noindex><a rel=\"nofollow\" href=\"https:\/\/stepik.org\/course\/217\/\">Algoritmi: teorie \u0219i practic\u0103. Metode<\/a><\/noindex><\/li>\n<li><noindex><a rel=\"nofollow\" href=\"https:\/\/stepik.org\/course\/1547\">Algoritmi: teorie \u0219i practic\u0103. Structuri de date<\/a><\/noindex><\/li>\n<\/ul>\n<p><\/p>\n<h2>Baze de date \u0219i depozite de date, Business Intelligence<\/h2>\n<p><\/p>\n<ul>\n<li>Cartea: Martin Kleppmann \u2014 Aplica\u021bii de \u00eenalt\u0103 \u00eenc\u0103rcare. Programare, scalare, \u00eentre\u021binere. Cartea descrie cum func\u021bioneaz\u0103 diferitele modele de date, implementarea lor intern\u0103, restric\u021biile \u0219i alegerea \u00een func\u021bie de sarcin\u0103. <\/li>\n<li><noindex><a rel=\"nofollow\" href=\"https:\/\/stepik.org\/course\/551\">Introducere \u00een bazele de date <\/a><\/noindex><\/li>\n<li><noindex><a rel=\"nofollow\" href=\"https:\/\/stepik.org\/course\/3203\">Introducere \u00een SGBD<\/a><\/noindex><\/li>\n<li><noindex><a rel=\"nofollow\" href=\"https:\/\/stepik.org\/course\/2586\">Introducere \u00een bazele de date nerelationale <\/a><\/noindex><\/li>\n<\/ul>\n<p>\nTemele legate de construirea depozitelor de date, ETL, cuburi OLAP depind foarte mult de instrumente, prin urmare, \u00een acest document nu includ linkuri c\u0103tre cursuri. Este recomandat s\u0103 studiezi astfel de sisteme lucr\u00e2nd la un proiect concret \u00eentr-o companie specific\u0103. Pentru a te familiariza cu ETL, po\u021bi \u00eencerca <noindex><a rel=\"nofollow\" href=\"https:\/\/www.talend.com\/\">Talend<\/a><\/noindex> sau <noindex><a rel=\"nofollow\" href=\"https:\/\/airflow.apache.org\/\">Airflow<\/a><\/noindex>.<\/p>\n<p>Din punctul meu de vedere, este important s\u0103 studiezi metodologia modern\u0103 de proiectare a depozitelor de date 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>. Iar cel mai bun mod de a-l studia este s\u0103-l implementezi pe un exemplu simplu. Pe GitHub exist\u0103 c\u00e2teva exemple de implementare a Data Vault. <noindex><a rel=\"nofollow\" href=\"https:\/\/github.com\/semashkinvg\/DataVault\">linkul<\/a><\/noindex>. O carte modern\u0103 despre depozitele de date: Modeling the Agile Data Warehouse with Data Vault de Hans Hultgren.<\/p>\n<p>Pentru a te familiariza cu instrumentele de Business Intelligence pentru utilizatori finali, po\u021bi folosi constructorul gratuit de rapoarte, tablouri de bord \u0219i mini-depozite de date Power BI Desktop. Materiale educa\u021bionale: <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 \u0219i Big Data<\/h2>\n<p><\/p>\n<ul>\n<li>\u00cenceperea trebuie f\u0103cut\u0103 prin implementarea autonom\u0103 a MapReduce f\u0103r\u0103 biblioteci externe. Acest lucru va permite, \u00een viitor, s\u0103 \u00een\u021belegi mai bine implement\u0103rile multi-thread. Un exemplu excelent \u00een Python este descris <noindex><a rel=\"nofollow\" href=\"http:\/\/michaelnielsen.org\/blog\/write-your-first-mapreduce-program-in-20-minutes\/\">aici<\/a><\/noindex>.<\/li>\n<li><noindex><a rel=\"nofollow\" href=\"https:\/\/stepik.org\/course\/150\">Hadoop. Un sistem pentru procesarea unor volume mari de date.<\/a><\/noindex> <\/li>\n<li><noindex><a rel=\"nofollow\" href=\"https:\/\/openedu.ru\/course\/misis\/ABD\/\">Introducere \u00een ingineria big data <\/a><\/noindex><\/li>\n<\/ul>\n<p><\/p>\n<h2>Concluzie<\/h2>\n<p>\nNu tot ce \u00eenve\u021bi poate fi aplicat \u00een munc\u0103. Prin urmare, este necesar un proiect de diplom\u0103, \u00een care s\u0103 \u00eencerci s\u0103 aplici noile cuno\u0219tin\u021be. <\/p>\n<p>\u00cen plan nu sunt teme legate de analiza datelor \u0219i Machine Learning, deoarece acestea \u021bin mai mult de profesia de Data Scientist. De asemenea, nu sunt teme legate de cloud-uri AWS, Azure, deoarece aceste subiecte depind puternic de alegerea platformei.<\/p>\n<p>\u00centreb\u0103ri pentru comunitate:<br \/>\nC\u00e2t de adecvat este planul meu de dezvoltare? Ce ar trebui s\u0103 scot sau s\u0103 adaug?<br \/>\nCe proiect recomanda\u021bi ca lucrare de diplom\u0103?<br \/>\n<br \/>Sursa: <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 5.0.2.1 - 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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