{"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\/sq\/blog\/administrirovanie\/plan-prokachki-dlya-polucheniya-professii-data-engineer","title":{"rendered":"Plani i avancimit p\u00ebr t\u00eb fituar profesionin Data Engineer","gt_translate_keys":[{"key":"rendered","format":"text"}]},"content":{"rendered":"<p>Gjat\u00eb tet\u00eb viteve t\u00eb fundit kam punuar si menaxher projektesh (nuk shkruaj kod n\u00eb pun\u00eb), gj\u00eb q\u00eb natyrsh\u00ebm ndikon negativisht n\u00eb baz\u00ebn time teknologjike. Vendosa t\u00eb reduktoj prapambetjes time teknologjike dhe t\u00eb fitova profesionin Data Engineer. Aft\u00ebsia kryesore e Data Engineer-it \u00ebsht\u00eb mund\u00ebsia p\u00ebr t\u00eb zhvilluar, nd\u00ebrtuar dhe mb\u00ebshtetur depozitat e t\u00eb dh\u00ebnave.<\/p>\n<p>Kam p\u00ebrgatitur nj\u00eb plan studimi, mendoj se do t\u00eb jet\u00eb i dobish\u00ebm jo vet\u00ebm p\u00ebr mua. Plani \u00ebsht\u00eb orientuar n\u00eb studimin e pavarur t\u00eb kurseve. Prioriteti jepet kurseve falas n\u00eb gjuh\u00ebn ruse.<\/p>\n<p>Kategorit\u00eb: <\/p>\n<ul>\n<li><b>Algoritmet dhe strukturat e t\u00eb dh\u00ebnave. <\/b>Kategoria kryesore. N\u00ebse e studion k\u00ebt\u00eb, gjith\u00e7ka tjet\u00ebr do t\u00eb funksionoj\u00eb gjithashtu. \u00cbsht\u00eb e r\u00ebnd\u00ebsishme t\u00eb praktikosh kodimin dhe p\u00ebrdorimin e strukturave dhe algoritmeve kryesore.<\/li>\n<li><b>Baza dhe depozitat e t\u00eb dh\u00ebnave, Business Intelligence.<\/b> Nga algoritmet kalojm\u00eb te ruajtja dhe p\u00ebrpunimi i t\u00eb dh\u00ebnave.<\/li>\n<li><b>Hadoop dhe Big Data. <\/b>Kur baza nuk fiton vend n\u00eb hard disk, ose kur t\u00eb dh\u00ebnat duhet t\u00eb analizohen, por Excel nuk mund t'i ngarkoj\u00eb m\u00eb, fillojn\u00eb t\u00eb dh\u00ebnat e m\u00ebdha. N\u00eb opinionin tim, duhet t\u00eb kalosh n\u00eb k\u00ebt\u00eb kategori vet\u00ebm pas nj\u00eb studimi t\u00eb thelluar t\u00eb dy kategorive t\u00eb m\u00ebparshme.<\/li>\n<\/ul>\n<p><noindex><a rel=\"nofollow\" name=\"habracut\"><\/a><\/noindex><\/p>\n<h2>Algoritmet dhe strukturat e t\u00eb dh\u00ebnave<\/h2>\n<p>\nN\u00eb planin tim kam p\u00ebrfshir\u00eb studimin e Python, p\u00ebrs\u00ebritjen e bazave t\u00eb matematik\u00ebs dhe algoritmik\u00ebs.<\/p>\n<ul>\n<li><noindex><a rel=\"nofollow\" href=\"https:\/\/stepik.org\/course\/67\">Programimi n\u00eb Python<\/a><\/noindex> <\/li>\n<li><noindex><a rel=\"nofollow\" href=\"https:\/\/stepik.org\/course\/512\">Python: bazat dhe p\u00ebrdorimi<\/a><\/noindex><\/li>\n<li><noindex><a rel=\"nofollow\" href=\"https:\/\/stepik.org\/course\/2461\">Algjebra lineare<\/a><\/noindex><\/li>\n<li><noindex><a rel=\"nofollow\" href=\"https:\/\/stepik.org\/course\/91\/\">Njohuri baz\u00eb p\u00ebr matematik\u00ebn discrete <\/a><\/noindex><\/li>\n<li><noindex><a rel=\"nofollow\" href=\"https:\/\/stepik.org\/course\/217\/\">Algoritmet: teoria dhe praktika. Metodologjit\u00eb<\/a><\/noindex><\/li>\n<li><noindex><a rel=\"nofollow\" href=\"https:\/\/stepik.org\/course\/1547\">Algoritmet: teoria dhe praktika. Struktura t\u00eb dh\u00ebnash<\/a><\/noindex><\/li>\n<\/ul>\n<p><\/p>\n<h2>Baza dhe depozitat e t\u00eb dh\u00ebnave, Business Intelligence<\/h2>\n<p><\/p>\n<ul>\n<li>Libri: Martin Kleppmann \u2013 Aplikacione me shkarkime t\u00eb larta. Programimi, shkall\u00ebzimi, mb\u00ebshtetja. Libri p\u00ebrshkruan si funksionojn\u00eb modelet e ndryshme t\u00eb t\u00eb dh\u00ebnave, implementimin e tyre nga brenda, kufizimet dhe zgjedhjen n\u00eb var\u00ebsi t\u00eb detyr\u00ebs. <\/li>\n<li><noindex><a rel=\"nofollow\" href=\"https:\/\/stepik.org\/course\/551\">Hyrje n\u00eb bazat e t\u00eb dh\u00ebnave <\/a><\/noindex><\/li>\n<li><noindex><a rel=\"nofollow\" href=\"https:\/\/stepik.org\/course\/3203\">Immersimi n\u00eb DBMS<\/a><\/noindex><\/li>\n<li><noindex><a rel=\"nofollow\" href=\"https:\/\/stepik.org\/course\/2586\">Hyrje n\u00eb bazat e t\u00eb dh\u00ebnave jo-relaicionale <\/a><\/noindex><\/li>\n<\/ul>\n<p>\nTemat q\u00eb lidhen me nd\u00ebrtimin e depozitave t\u00eb t\u00eb dh\u00ebnave, ETL, kube OLAP varen shum\u00eb nga mjetet, prandaj n\u00eb k\u00ebt\u00eb dokument nuk ofroj lidhje p\u00ebr kurse. \u00cbsht\u00eb e arsyeshme t\u00eb studosh k\u00ebto sisteme kur punon n\u00eb nj\u00eb projekt t\u00eb caktuar n\u00eb nj\u00eb kompani t\u00eb ve\u00e7ant\u00eb. P\u00ebr njohjen me ETL, mund t\u00eb provosh <noindex><a rel=\"nofollow\" href=\"https:\/\/www.talend.com\/\">Talend<\/a><\/noindex> ose <noindex><a rel=\"nofollow\" href=\"https:\/\/airflow.apache.org\/\">Airflow<\/a><\/noindex>.<\/p>\n<p>N\u00eb opinionin tim, \u00ebsht\u00eb e r\u00ebnd\u00ebsishme t\u00eb studosh metodologjin\u00eb moderne t\u00eb dizajnit t\u00eb depozitave t\u00eb t\u00eb dh\u00ebnave 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>. Nj\u00eb nga m\u00ebnyrat m\u00eb t\u00eb mira p\u00ebr t\u00eb m\u00ebsuar k\u00ebt\u00eb \u00ebsht\u00eb ta marr\u00ebsh dhe ta realizosh n\u00eb nj\u00eb shembull t\u00eb thjesht\u00eb. N\u00eb GitHub ka disa shembuj t\u00eb realizimit t\u00eb Data Vault. <noindex><a rel=\"nofollow\" href=\"https:\/\/github.com\/semashkinvg\/DataVault\">link<\/a><\/noindex>. Nj\u00eb lib\u00ebr modern mbi depozitat e t\u00eb dh\u00ebnave: Modeling the Agile Data Warehouse with Data Vault nga Hans Hultgren.<\/p>\n<p>P\u00ebr t\u00eb njohur mjetet e Business Intelligence p\u00ebr p\u00ebrdoruesit fundor\u00eb, mund t\u00eb p\u00ebrdor\u00ebsh nd\u00ebrtuesin falas t\u00eb raporteve, panelet e kontrollit dhe mini depozitat e t\u00eb dh\u00ebnave Power BI Desktop. Materialet m\u00ebsimore: <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 dhe Big Data<\/h2>\n<p><\/p>\n<ul>\n<li>Duhet t\u00eb fillosh me realizimin e MapReduce nga e para pa biblioteka t\u00eb jashtme. Kjo do t\u00eb lejoj\u00eb t\u00eb kuptosh m\u00eb mir\u00eb implementimet me shum\u00eb rrjedha n\u00eb t\u00eb ardhmen. Nj\u00eb shembull i shk\u00eblqyer n\u00eb Python \u00ebsht\u00eb p\u00ebrshkruar <noindex><a rel=\"nofollow\" href=\"http:\/\/michaelnielsen.org\/blog\/write-your-first-mapreduce-program-in-20-minutes\/\">k\u00ebtu<\/a><\/noindex>.<\/li>\n<li><noindex><a rel=\"nofollow\" href=\"https:\/\/stepik.org\/course\/150\">Hadoop. Nj\u00eb sistem p\u00ebr p\u00ebrpunimin e sasis\u00eb s\u00eb madhe t\u00eb t\u00eb dh\u00ebnave.<\/a><\/noindex> <\/li>\n<li><noindex><a rel=\"nofollow\" href=\"https:\/\/openedu.ru\/course\/misis\/ABD\/\">Hyrje n\u00eb inxhinierin\u00eb e t\u00eb dh\u00ebnave t\u00eb m\u00ebdha <\/a><\/noindex><\/li>\n<\/ul>\n<p><\/p>\n<h2>P\u00ebrfundim<\/h2>\n<p>\nJo gjith\u00e7ka q\u00eb m\u00ebson e aplikon n\u00eb pun\u00eb. Prandaj, nj\u00eb projekt diplomor \u00ebsht\u00eb i nevojsh\u00ebm, ku ti do t\u00eb provosh t\u00eb aplikosh njohurit\u00eb e reja. <\/p>\n<p>Plani nuk p\u00ebrfshin tema t\u00eb lidhura me analiz\u00ebn e t\u00eb dh\u00ebnave dhe Machine Learning, pasi kjo ka lidhje m\u00eb tep\u00ebr me profesionin e Data Scientist. Po ashtu, nuk ka tema t\u00eb lidhura me sh\u00ebrbimet cloud AWS, Azure pasi k\u00ebto tema varen shum\u00eb nga zgjedhja e platform\u00ebs.<\/p>\n<p>Pyetje p\u00ebr komunitetin:<br \/>\nSa t\u00eb arsyesh\u00ebm \u00ebsht\u00eb plani im i zhvillimit? \u00c7far\u00eb t\u00eb heq ose t\u00eb shtoj?<br \/>\nCilin projekt do t\u00eb rekomandonit si pun\u00eb diplomore?<br \/>\n<br \/>Burimi: <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 - 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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