{"id":78069,"date":"2020-04-16T01:42:42","date_gmt":"2020-04-15T23:42:42","guid":{"rendered":"https:\/\/prohoster.info\/blog\/administrirovanie\/data-engineer-i-data-scientist-chto-umeyut-i-skolko-zarabatyvayut"},"modified":"2020-04-16T01:42:42","modified_gmt":"2020-04-15T23:42:42","slug":"data-engineer-i-data-scientist-chto-umeyut-i-skolko-zarabatyvayut","status":"publish","type":"post","link":"https:\/\/prohoster.info\/az\/blog\/administrirovanie\/data-engineer-i-data-scientist-chto-umeyut-i-skolko-zarabatyvayut","title":{"rendered":"M\u0259lumat M\u00fch\u0259ndisi v\u0259 M\u0259lumat Elmi: n\u0259 bacar\u0131rlar v\u0259 n\u0259 q\u0259d\u0259r qazan\u0131rlar","gt_translate_keys":[{"key":"rendered","format":"text"}]},"content":{"rendered":"<p>\u0415lena Gerasimova il\u0259, \"Data Science v\u0259 analitika\" fak\u00fclt\u0259sinin r\u0259hb\u0259ri, Netologiyada Data Scientist v\u0259 Data Engineer aras\u0131ndak\u0131 \u0259laq\u0259l\u0259ri v\u0259 f\u0259rql\u0259ri \u00f6yr\u0259nm\u0259y\u0259 davam edirik.<noindex><a rel=\"nofollow\" href=\"https:\/\/netology.ru\/navigation\/?direction=data-science?utm_source=habr&amp;utm_medium=externalblog&amp;utm_campaign=bds_all_ou&amp;utm_content=14042020_dataengscientist\">Data Science v\u0259 analitika<\/a><\/noindex>Netologiyada Data Scientist v\u0259 Data Engineer aras\u0131ndak\u0131 \u0259laq\u0259l\u0259r v\u0259 f\u0259rql\u0259ri \u00f6yr\u0259nm\u0259y\u0259 davam edirik.<\/p>\n<p>Birinci hiss\u0259d\u0259 <noindex><a rel=\"nofollow\" href=\"https:\/\/habr.com\/ru\/company\/netologyru\/blog\/496082\/\">Data Scientist v\u0259 Data Engineer aras\u0131ndak\u0131 \u0259sas f\u0259rql\u0259rd\u0259n b\u0259hs etdik.<\/a><\/noindex>. <\/p>\n<p>Bu materialda m\u00fct\u0259x\u0259ssisl\u0259rin hans\u0131 bilik v\u0259 bacar\u0131qlara sahib olmal\u0131 oldu\u011funu, i\u015f\u0259g\u00f6t\u00fcr\u0259nl\u0259rin hans\u0131 t\u0259hsili d\u0259y\u0259rl\u0259ndirdiyini, m\u00fcsahib\u0259l\u0259rin nec\u0259 ke\u00e7diyini v\u0259 data engineer-l\u0259rin v\u0259 data scientist-l\u0259rin n\u0259 q\u0259d\u0259r qazand\u0131\u011f\u0131n\u0131 m\u00fczakir\u0259 ed\u0259c\u0259yik.\u00a0<noindex><a rel=\"nofollow\" name=\"habracut\"><\/a><\/noindex><\/p>\n<h2>Data scientist-l\u0259rin v\u0259 m\u00fch\u0259ndisl\u0259rin bilm\u0259si vacib olan \u015feyl\u0259r<\/h2>\n<p>\nH\u0259r iki m\u00fct\u0259x\u0259ssis \u00fc\u00e7\u00fcn m\u00fcvafiq t\u0259hsil \u2014 Komp\u00fcter Elml\u0259ri.<\/p>\n<p><img decoding=\"async\" alt=\"M\u0259lumat M\u00fch\u0259ndisi v\u0259 M\u0259lumat Elmi: n\u0259 bacar\u0131rlar v\u0259 n\u0259 q\u0259d\u0259r qazan\u0131rlar\" src=\"\/wp-content\/uploads\/2020\/04\/14e804895cb4eac665c2b8558a5911ba.jpg\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<br \/>\nH\u0259r bir data m\u00fct\u0259x\u0259ssisi \u2014 data scientist v\u0259 ya analitik \u2014 n\u0259tic\u0259l\u0259rinin d\u00fczg\u00fcnl\u00fcy\u00fcn\u00fc s\u00fcbut etm\u0259yi bacarmal\u0131d\u0131r. Bunun \u00fc\u00e7\u00fcn statistikay\u0131 v\u0259 statistikaya aid olan \u0259sas riyaziyyat\u0131 bilm\u0259d\u0259n ke\u00e7inm\u0259k m\u00fcmk\u00fcn deyil. <b>Statistika v\u0259 statistikaya aid olan \u0259sas riyaziyyat<\/b>.<\/p>\n<p>M\u00fcasir d\u00fcnyada ma\u015f\u0131n \u00f6yr\u0259nm\u0259si v\u0259 m\u0259lumat analizi al\u0259tl\u0259ri \u0259v\u0259zolunmazd\u0131r. \u018fg\u0259r tan\u0131\u015f al\u0259tl\u0259rl\u0259 i\u015fl\u0259m\u0259k m\u00fcmk\u00fcn deyils\u0259, yeni al\u0259tl\u0259ri s\u00fcr\u0259tl\u0259 \u00f6yr\u0259nm\u0259k, tap\u015f\u0131r\u0131qlar\u0131 avtomatla\u015fd\u0131rmaq \u00fc\u00e7\u00fcn sad\u0259 skriptl\u0259r yaratmaq bacar\u0131\u011f\u0131 olmal\u0131d\u0131r. <b>Yeni al\u0259tl\u0259ri s\u00fcr\u0259tl\u0259 \u00f6yr\u0259nm\u0259k, tap\u015f\u0131r\u0131qlar\u0131 avtomatla\u015fd\u0131rmaq \u00fc\u00e7\u00fcn sad\u0259 skriptl\u0259r yaratmaq<\/b>.<\/p>\n<p>M\u00fch\u00fcm bir m\u0259qam, data il\u0259 i\u015fl\u0259y\u0259n m\u00fct\u0259x\u0259ssisin analiz n\u0259tic\u0259l\u0259rini effektiv \u015f\u0259kild\u0259 \u00e7atd\u0131rmaqd\u0131r. Bunu <b>m\u0259lumatlar\u0131n vizualla\u015fd\u0131r\u0131lmas\u0131<\/b> v\u0259 ya apar\u0131lan ara\u015fd\u0131rmalar\u0131n v\u0259 hipotezl\u0259rin do\u011frulama n\u0259tic\u0259l\u0259rinin vizualla\u015fd\u0131r\u0131lmas\u0131 ona k\u00f6m\u0259k ed\u0259c\u0259k. M\u00fct\u0259x\u0259ssisl\u0259r diaqramlar v\u0259 qrafikl\u0259r yaratma\u011f\u0131, vizualla\u015fd\u0131rma al\u0259tl\u0259rind\u0259n istifad\u0259 etm\u0259yi, dashboards-dan m\u0259lumatlar\u0131 ba\u015fa d\u00fc\u015fm\u0259yi v\u0259 izah etm\u0259yi bacarmal\u0131d\u0131rlar.<\/p>\n<p><img decoding=\"async\" alt=\"M\u0259lumat M\u00fch\u0259ndisi v\u0259 M\u0259lumat Elmi: n\u0259 bacar\u0131rlar v\u0259 n\u0259 q\u0259d\u0259r qazan\u0131rlar\" src=\"\/wp-content\/uploads\/2020\/04\/f701a922442a01286c340314861ab343.jpg\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<br \/>\nData m\u00fch\u0259ndisi \u00fc\u00e7\u00fcn \u00fc\u00e7 \u0259sas istiqam\u0259t \u00f6nd\u0259dir.<\/p>\n<p><b>Alqoritml\u0259r v\u0259 m\u0259lumat strukturlar\u0131<\/b>. Kod yazma\u011f\u0131 v\u0259 \u0259sas strukturlar\u0131n v\u0259 alqoritml\u0259rin istifad\u0259sini bacarmaq vacibdir:<\/p>\n<ul>\n<li>alqoritml\u0259rin m\u00fcr\u0259kk\u0259bliyinin analizi,<\/li>\n<li>m\u00fcqayis\u0259edici, d\u0259st\u0259kl\u0259n\u0259n kod yazma\u011f\u0131 bacarmaq,\u00a0<\/li>\n<li>paket emal\u0131,<\/li>\n<li>real vaxtda emal.<\/li>\n<\/ul>\n<p>\n<b>Veri bazalar\u0131 v\u0259 m\u0259lumat anbarlar\u0131, \u0130\u015f A\u011f\u0131ll\u0131l\u0131\u011f\u0131<\/b>:<\/p>\n<ul>\n<li>m\u0259lumatlar\u0131n saxlanmas\u0131 v\u0259 emal\u0131,<\/li>\n<li>b\u00fct\u00fcn sisteml\u0259rin dizayn\u0131,<\/li>\n<li>M\u0259lumatlar\u0131n \u0259ld\u0259 edilm\u0259si,<\/li>\n<li>paylanm\u0131\u015f fayl sisteml\u0259ri.<\/li>\n<\/ul>\n<p>\n<b>Hadoop v\u0259 B\u00f6y\u00fck M\u0259lumat<\/b>. M\u0259lumatlar\u0131n miqdar\u0131 art\u0131r v\u0259 g\u0259l\u0259c\u0259k 3-5 ild\u0259 bu texnologiyalar h\u0259r bir m\u00fch\u0259ndis \u00fc\u00e7\u00fcn z\u0259ruri olacaq. \u00dcst\u0259lik:<\/p>\n<ul>\n<li>Data Lakes,<\/li>\n<li>bulud provayderl\u0259ri il\u0259 i\u015fl\u0259m\u0259.<\/li>\n<\/ul>\n<p>\n<b>Ma\u015f\u0131n \u00f6yr\u0259nm\u0259si<\/b> k\u00fctl\u0259vi \u015f\u0259kild\u0259 istifad\u0259 olunacaq v\u0259 hans\u0131 biznes probleml\u0259rini h\u0259ll ed\u0259c\u0259yini ba\u015fa d\u00fc\u015fm\u0259k vacibdir. Model yaratmaq bacar\u0131\u011f\u0131na sahib olmaq m\u00fctl\u0259q deyil (bunu data scientist-l\u0259r h\u0259yata ke\u00e7ir\u0259c\u0259k), amma onlar\u0131n t\u0259tbiqi v\u0259 m\u00fcvafiq t\u0259l\u0259bl\u0259rini anlamal\u0131d\u0131r.<\/p>\n<h2>M\u00fch\u0259ndisl\u0259r v\u0259 data scientist-l\u0259r n\u0259 q\u0259d\u0259r qazan\u0131r<\/h2>\n<p><\/p>\n<h3>Data emal\u0131 m\u00fch\u0259ndisl\u0259rinin g\u0259liri<\/h3>\n<p>\n<b>Beyn\u0259lxalq praktika<\/b> ba\u015flan\u011f\u0131c maa\u015f\u0131 ad\u0259t\u0259n illik 100,000 $ t\u0259\u015fkil edir v\u0259 t\u0259cr\u00fcb\u0259 il\u0259 birlikd\u0259 \u0259h\u0259miyy\u0259tli d\u0259r\u0259c\u0259d\u0259 art\u0131r, Glassdoor-un m\u0259lumatlar\u0131na g\u00f6r\u0259. Bundan \u0259lav\u0259, \u015firk\u0259tl\u0259r tez-tez s\u0259hml\u0259r \u00fczr\u0259 se\u00e7iml\u0259r v\u0259 illik 5-15% bonuslar t\u0259qdim edirl\u0259r.<\/p>\n<p><b>Rusiyada<\/b> Karyeran\u0131n \u0259vv\u0259lind\u0259 b\u00f6lg\u0259l\u0259rd\u0259 maa\u015f ad\u0259t\u0259n 50 min rubldan, Moskvada is\u0259 80 min rubldan a\u015fa\u011f\u0131 olmur. Bu m\u0259rh\u0259l\u0259d\u0259 yaln\u0131z ke\u00e7mi\u015f t\u0259hsil t\u0259l\u0259b olunur.<\/p>\n<p>1-2 il i\u015fl\u0259mi\u015f bir m\u00fct\u0259x\u0259ssis \u00fc\u00e7\u00fcn maa\u015f aral\u0131\u011f\u0131 90-100 min rubl aras\u0131nda olur.<\/p>\n<p>2-5 il \u0259rzind\u0259 bu aral\u0131q 120-160 min rubla y\u00fcks\u0259lir. Ke\u00e7mi\u015f \u015firk\u0259tl\u0259rin spesifikasiyas\u0131, layih\u0259l\u0259rin \u00f6l\u00e7\u00fcs\u00fc, big data il\u0259 i\u015f kimi amill\u0259r \u0259lav\u0259 olunur.<\/p>\n<p>5 ild\u0259n sonra yax\u0131n sah\u0259l\u0259rd\u0259 i\u015f tapmaq v\u0259 ya ixtisasla\u015fm\u0131\u015f yerl\u0259r\u0259 m\u00fcraci\u0259t etm\u0259k daha asand\u0131r, m\u0259s\u0259l\u0259n:<\/p>\n<ul>\n<li>Bankda v\u0259 ya telekomunikasiyalarda arxitektor v\u0259 ya apar\u0131c\u0131 inki\u015faf etdirici \u2013 t\u0259xmin\u0259n 250 min rubla yax\u0131n.\n<\/li>\n<\/ul>\n<p><\/p>\n<ul>\n<li>Texnologiyalarla s\u0131x i\u015fl\u0259m\u0259diyiniz bir vendorda Pre-Sales \u2013 200 min rubl v\u0259 \u0259lav\u0259 bonus (1-1.5 milyon rubl) ola bil\u0259r.\u00a0\n<\/li>\n<\/ul>\n<p><\/p>\n<ul>\n<li>Enterprise business application t\u0259tbiq\u00e7i m\u00fct\u0259x\u0259ssisl\u0259ri, m\u0259s\u0259l\u0259n, SAP \u2013 350 min rubla q\u0259d\u0259r.\n<\/li>\n<\/ul>\n<p><\/p>\n<h3>Data scientistl\u0259rin g\u0259liri<\/h3>\n<p>\n<noindex><a rel=\"nofollow\" href=\"https:\/\/vacancy.newhr.ru\/data\/data\/salary\/Normalresearch.ru_Analysts_2019.pdf\">Ara\u015fd\u0131rma<\/a><\/noindex> \u00abNormall\u0131 Ara\u015fd\u0131rmalar\u00bb \u015firk\u0259ti v\u0259 New.HR kadr agentliyi bazar\u0131n\u0131n ara\u015fd\u0131rmas\u0131 g\u00f6st\u0259rir ki, Data Science m\u00fct\u0259x\u0259ssisl\u0259ri dig\u0259r ixtisaslar\u0131n analitikl\u0259rind\u0259n ortalama daha y\u00fcks\u0259k maa\u015f al\u0131rlar.\u00a0<\/p>\n<p>Rusiyada, bir ild\u0259n az i\u015f t\u0259cr\u00fcb\u0259si olan data scientistl\u0259rin ilkin maa\u015f\u0131 \u2013 113 min rubldan ba\u015flay\u0131r.\u00a0<\/p>\n<blockquote><p>\u0130\u015f t\u0259cr\u00fcb\u0259si kimi haz\u0131rda t\u0259lim proqramlar\u0131n\u0131n ke\u00e7ilm\u0259si d\u0259 n\u0259z\u0259r\u0259 al\u0131n\u0131r.<\/p><\/blockquote>\n<p> 1-2 ild\u0259n sonra bu x\u00fcsusi ixtisas sahibi 160 min rubla q\u0259d\u0259r maa\u015f ala bil\u0259r.<\/p>\n<p>4-5 il i\u015f t\u0259cr\u00fcb\u0259si olan bir \u0259m\u0259kda\u015f\u0131n maa\u015f aral\u0131\u011f\u0131 310 min rubla q\u0259d\u0259r art\u0131r.<\/p>\n<h2>M\u00fcsahib\u0259l\u0259r nec\u0259 ke\u00e7ir<\/h2>\n<p>\nQ\u0259rbd\u0259 pe\u015f\u0259 t\u0259hsil proqramlar\u0131ndan m\u0259zunlar ortalama 5 h\u0259ft\u0259d\u0259n sonra ilk m\u00fcsahib\u0259l\u0259rini ke\u00e7irirl\u0259r. T\u0259xmin\u0259n 85% 3 ay \u0259rzind\u0259 i\u015f tap\u0131r.<\/p>\n<p>Veril\u0259n m\u00fcsahib\u0259 prosesi data m\u00fch\u0259ndisi v\u0259 data scientist vakansiyalar\u0131 \u00fc\u00e7\u00fcn dem\u0259k olar ki, f\u0259rql\u0259nmir. Ad\u0259t\u0259n be\u015f m\u0259rh\u0259l\u0259d\u0259n ibar\u0259tdir.<\/p>\n<p><b>X\u00fclas\u0259<\/b>. \u0130steksan b\u00fct\u00fcn \u015firk\u0259tl\u0259r \u00fc\u00e7\u00fcn \u0259vv\u0259lki ixtisas\u0131 uy\u011fun olmayan namiz\u0259dl\u0259rin h\u0259r bir \u015firk\u0259t \u00fc\u00e7\u00fcn \u0259trafl\u0131 bir m\u00fc\u015fayi\u0259t m\u0259ktubu haz\u0131rlamas\u0131 v\u0259 ya h\u0259min \u015firk\u0259t n\u00fcmay\u0259nd\u0259sind\u0259n t\u00f6vsiy\u0259 almas\u0131 t\u0259l\u0259b olunur.<\/p>\n<p><b>Texniki screening<\/b>. Ad\u0259t\u0259n telefonla ke\u00e7irilir. \u0130\u015f\u0259g\u00f6t\u00fcr\u0259nin haz\u0131rk\u0131 texnoloji stack-i il\u0259 ba\u011fl\u0131 bir-iki m\u00fcr\u0259kk\u0259b v\u0259 o q\u0259d\u0259r d\u0259 sad\u0259 sualdan ibar\u0259tdir.<\/p>\n<p><b>HR m\u00fcsahib\u0259si<\/b>. Telefonla da ke\u00e7iril\u0259 bil\u0259r. Bu m\u0259rh\u0259l\u0259d\u0259 namiz\u0259din \u00fcmumi adekvatl\u0131\u011f\u0131 v\u0259 \u00fcnsiyy\u0259t qabiliyy\u0259ti yoxlan\u0131l\u0131r.<\/p>\n<p><b>Texniki m\u00fcsahib\u0259<\/b>. \u018fn \u00e7ox hallarda \u015f\u0259xs\u0259n ke\u00e7irilir. M\u00fcxt\u0259lif \u015firk\u0259tl\u0259rd\u0259 m\u00f6vqel\u0259rin s\u0259viyy\u0259l\u0259ri f\u0259rql\u0259nir, v\u0259 pozisiyalar m\u00fcxt\u0259lif adland\u0131r\u0131la bil\u0259r. Bu m\u0259rh\u0259l\u0259d\u0259 m\u0259hz texniki bilikl\u0259r yoxlan\u0131l\u0131r.<\/p>\n<p><b>Texniki direktorla \/ ba\u015f arxitektorla m\u00fcsahib\u0259<\/b>. M\u00fch\u0259ndis v\u0259 scientist - strateji m\u00f6vqel\u0259rdir, v\u0259 bir \u00e7ox \u015firk\u0259tl\u0259r \u00fc\u00e7\u00fcn eyni zamanda yenidir. Potensial h\u0259mkar\u0131n r\u0259hb\u0259r\u0259 xo\u015f g\u0259lm\u0259si v\u0259 onunla bax\u0131\u015flar\u0131n\u0131n \u00fcst-\u00fcst\u0259 d\u00fc\u015fm\u0259si vacibdir.<\/p>\n<h2>Scientist v\u0259 m\u00fch\u0259ndisl\u0259rin karyera inki\u015faf\u0131nda n\u0259 k\u00f6m\u0259k ed\u0259c\u0259k<\/h2>\n<p>\nK\u00f6hn\u0259 m\u0259lumatlarla i\u015fl\u0259m\u0259k \u00fc\u00e7\u00fcn kifay\u0259t q\u0259d\u0259r yeni vasit\u0259l\u0259r ortaya \u00e7\u0131xd\u0131. H\u0259min vasit\u0259l\u0259rd\u0259n he\u00e7 kimin eyni d\u0259r\u0259c\u0259d\u0259 ba\u015fa d\u00fc\u015fm\u0259si \u00e7\u0259tindir.\u00a0<\/p>\n<p>Bir \u00e7ox \u015firk\u0259t t\u0259cr\u00fcb\u0259siz i\u015f\u00e7il\u0259ri i\u015f\u0259 g\u00f6t\u00fcrm\u0259y\u0259 haz\u0131r deyil. Lakin, populyar al\u0259tl\u0259r haqq\u0131nda \u0259sas bilikl\u0259r\u0259 malik minimal baza olan namiz\u0259dl\u0259r \u00f6zl\u0259rini inki\u015faf etdir\u0259r\u0259k laz\u0131mi t\u0259cr\u00fcb\u0259ni \u0259ld\u0259 ed\u0259 bil\u0259rl\u0259r.<\/p>\n<h3>Data m\u00fch\u0259ndisi v\u0259 data aliml\u0259ri \u00fc\u00e7\u00fcn faydal\u0131 keyfiyy\u0259tl\u0259r<\/h3>\n<p>\n<b>\u00d6yr\u0259nm\u0259k ist\u0259yi v\u0259 qabiliy\u0259ti<\/b>. T\u0259cr\u00fcb\u0259 qazanmaq v\u0259 ya yeni al\u0259t\u0259 g\u00f6r\u0259 i\u015f d\u0259yi\u015fdirm\u0259k \u00fc\u00e7\u00fcn d\u0259rhal t\u0259l\u0259sm\u0259k laz\u0131m deyil, lakin yeni sah\u0259y\u0259 ke\u00e7m\u0259y\u0259 haz\u0131r olmaq vacibdir.<\/p>\n<p><b>M\u00fcnt\u0259z\u0259m prosesl\u0259rin avtomatla\u015fd\u0131r\u0131lmas\u0131na meyl<\/b>. Bu, yaln\u0131z m\u0259hsuldarl\u0131q \u00fc\u00e7\u00fcn deyil, h\u0259m d\u0259 y\u00fcks\u0259k m\u0259lumat keyfiyy\u0259tini v\u0259 onlar\u0131n istehlak\u00e7\u0131lara \u00e7atd\u0131r\u0131lma s\u00fcr\u0259tini t\u0259min etm\u0259k \u00fc\u00e7\u00fcn vacibdir.<\/p>\n<p><b>Prosesl\u0259rd\u0259 n\u0259l\u0259rin ba\u015f verdiyini anlamaq v\u0259 diqq\u0259t<\/b>. \u0130\u015fini daha s\u00fcr\u0259tl\u0259 h\u0259ll ed\u0259c\u0259k m\u00fct\u0259x\u0259ssis, prosesi d\u0259rind\u0259n bil\u0259n v\u0259 t\u0259cr\u00fcb\u0259si olan \u015f\u0259xsdir.<\/p>\n<p>M\u00fck\u0259mm\u0259l algoritmlar\u0131, m\u0259lumat strukturlar\u0131n\u0131 v\u0259 boru x\u0259tl\u0259rini bilm\u0259k il\u0259 yana\u015f\u0131, <b>m\u0259hsullarla d\u00fc\u015f\u00fcnm\u0259yi<\/b> \u2014 arxitektura v\u0259 biznes h\u0259llini bir b\u00fct\u00fcnl\u00fckd\u0259 g\u00f6rm\u0259yi \u00f6yr\u0259nm\u0259lisiniz.\u00a0<\/p>\n<p>M\u0259s\u0259l\u0259n, tan\u0131nm\u0131\u015f bir xidm\u0259ti g\u00f6t\u00fcr\u00fcb onun \u00fc\u00e7\u00fcn bir m\u0259lumat bazas\u0131 d\u00fc\u015f\u00fcnm\u0259k faydal\u0131d\u0131r. Daha sonra ETL v\u0259 DW-nin nec\u0259 haz\u0131rlanaca\u011f\u0131n\u0131, hans\u0131 istehlak\u00e7\u0131lar\u0131n olaca\u011f\u0131n\u0131 v\u0259 onlara m\u0259lumatlar haqq\u0131nda n\u0259l\u0259rin \u0259h\u0259miyy\u0259tli oldu\u011funu, el\u0259c\u0259 d\u0259 m\u00fc\u015ft\u0259ril\u0259rin t\u0259tbiql\u0259rl\u0259 nec\u0259 qar\u015f\u0131l\u0131ql\u0131 \u0259laq\u0259d\u0259 oldu\u011funu d\u00fc\u015f\u00fcnm\u0259lisiniz: i\u015f tapmaq v\u0259 tan\u0131\u015fl\u0131qlar \u00fc\u00e7\u00fcn, avtomobil kiray\u0259si, podkastlar \u00fc\u00e7\u00fcn t\u0259tbiq, t\u0259hsil platformas\u0131. <\/p>\n<blockquote><p>Analitik, data m\u00fct\u0259x\u0259ssisi v\u0259 m\u00fch\u0259ndis m\u00f6vqel\u0259ri \u00e7ox yax\u0131nd\u0131r, bu s\u0259b\u0259bd\u0259n bir istiqam\u0259td\u0259n dig\u0259rin\u0259 ke\u00e7id, dig\u0259r sah\u0259l\u0259rd\u0259n daha s\u00fcr\u0259tli m\u00fcmk\u00fcnd\u00fcr.<\/p><\/blockquote>\n<p>H\u0259r halda, h\u0259r hans\u0131 bir \u0130T t\u0259cr\u00fcb\u0259si olanlar\u0131n buna yiy\u0259l\u0259nm\u0259si, olmayanlara nisb\u0259t\u0259n daha asan olacaq. Orta hesabla, motivasiyal\u0131 yetkin insanlar 1,5\u20122 ild\u0259n bir yenid\u0259n t\u0259hsil al\u0131r v\u0259 i\u015f d\u0259yi\u015fdirir. Qrupda v\u0259 mentorla \u00f6yr\u0259n\u0259nl\u0259r \u00fc\u00e7\u00fcn, yaln\u0131z a\u00e7\u0131q m\u0259nb\u0259l\u0259r\u0259 \u0259saslananlarla m\u00fcqayis\u0259d\u0259, bu, daha asan olur.<\/p>\n<h2>Netology-nun redaksiyas\u0131ndan<\/h2>\n<p>\nData Engineer v\u0259 ya Data Scientist pe\u015f\u0259l\u0259rin\u0259 bax\u0131rs\u0131n\u0131zsa, kurs proqramlar\u0131m\u0131z\u0131 \u00f6yr\u0259nm\u0259y\u0259 d\u0259v\u0259t edirik:<\/p>\n<ul>\n<li>Pe\u015f\u0259 \"<noindex><a rel=\"nofollow\" href=\"https:\/\/netology.ru\/programs\/data-engineer?utm_source=habr&amp;utm_medium=externalblog&amp;utm_campaign=bds_deg_ou&amp;utm_content=14042020_dataengscientist\">Data m\u00fch\u0259ndisi<\/a><\/noindex>\u00bb.\u00a0\u00a0<\/li>\n<li>Pe\u015f\u0259 \"<noindex><a rel=\"nofollow\" href=\"https:\/\/netology.ru\/programs\/data-scientist\/?utm_source=habr&amp;utm_medium=externalblog&amp;utm_campaign=bds_ds_ou&amp;utm_content=14042020_dataengscientist\">Data Scientist<\/a><\/noindex>\u00bb.<\/li>\n<li>Kurs \"<noindex><a rel=\"nofollow\" href=\"https:\/\/netology.ru\/programs\/data-analyst\/?utm_source=habr&amp;utm_medium=externalblog&amp;utm_campaign=bds_da_ou&amp;utm_content=14042020_dataengscientist\">M\u0259lumat analitiki<\/a><\/noindex>\u00bb.<\/li>\n<\/ul>\n<p>M\u0259nb\u0259: <a content=\"nofollow\" rel=\"nofollow\" href=\"https:\/\/habr.com\/ru\/company\/netologyru\/blog\/497214\/\">habr.com<\/a> <\/p>","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"excerpt":{"rendered":"<p>\u0412\u043c\u0435\u0441\u0442\u0435 \u0441 \u0415\u043b\u0435\u043d\u043e\u0439 \u0413\u0435\u0440\u0430\u0441\u0438\u043c\u043e\u0432\u043e\u0439, \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u0435\u043c \u0444\u0430\u043a\u0443\u043b\u044c\u0442\u0435\u0442\u0430 \u00abData Science \u0438 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430\u00bb \u0432 \u041d\u0435\u0442\u043e\u043b\u043e\u0433\u0438\u0438 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0430\u0435\u043c \u0440\u0430\u0437\u0431\u0438\u0440\u0430\u0442\u044c\u0441\u044f, \u043a\u0430\u043a \u0432\u0437\u0430\u0438\u043c\u043e\u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0442 \u043c\u0435\u0436\u0434\u0443 \u0441\u043e\u0431\u043e\u0439 \u0438 \u0447\u0435\u043c \u0440\u0430\u0437\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f Data Scientist \u0438 Data Engineer. \u0412 \u043f\u0435\u0440\u0432\u043e\u0439 \u0447\u0430\u0441\u0442\u0438 \u0440\u0430\u0441\u0441\u043a\u0430\u0437\u0430\u043b\u0438 \u043e\u0431 \u043e\u0441\u043d\u043e\u0432\u043d\u044b\u0445 \u043e\u0442\u043b\u0438\u0447\u0438\u044f\u0445 Data Scientist \u0438 Data Engineer. \u0412 \u044d\u0442\u043e\u043c \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b\u0435 \u043f\u043e\u0433\u043e\u0432\u043e\u0440\u0438\u043c \u043e \u0442\u043e\u043c, \u043a\u0430\u043a\u0438\u043c\u0438 \u0437\u043d\u0430\u043d\u0438\u044f\u043c\u0438 \u0438 \u043d\u0430\u0432\u044b\u043a\u0430\u043c\u0438 \u0434\u043e\u043b\u0436\u043d\u044b \u043e\u0431\u043b\u0430\u0434\u0430\u0442\u044c \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u0438\u0441\u0442\u044b, \u043a\u0430\u043a\u043e\u0435 \u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u0446\u0435\u043d\u0438\u0442\u0441\u044f \u0440\u0430\u0431\u043e\u0442\u043e\u0434\u0430\u0442\u0435\u043b\u044f\u043c\u0438, [&hellip;]<\/p>\n","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"author":1,"featured_media":78070,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[688],"tags":[],"class_list":["post-78069","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-administrirovanie"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 5.0.0.1 - aioseo.com -->\n\t<meta name=\"description\" content=\"\u0412\u043c\u0435\u0441\u0442\u0435 \u0441 \u0415\u043b\u0435\u043d\u043e\u0439 \u0413\u0435\u0440\u0430\u0441\u0438\u043c\u043e\u0432\u043e\u0439, \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u0435\u043c \u0444\u0430\u043a\u0443\u043b\u044c\u0442\u0435\u0442\u0430 \u00ab\" \/>\n\t<meta name=\"robots\" content=\"max-image-preview:large\" \/>\n\t<meta name=\"author\" content=\"Yuri Gagarin\"\/>\n\t<link rel=\"canonical\" href=\"https:\/\/prohoster.info\/az\/blog\/administrirovanie\/data-engineer-i-data-scientist-chto-umeyut-i-skolko-zarabatyvayut\" \/>\n\t<meta name=\"generator\" content=\"All in One SEO (AIOSEO) 5.0.0.1\" \/>\n\t\t<meta property=\"og:locale\" content=\"az_AZ\" \/>\n\t\t<meta property=\"og:site_name\" content=\"ProHoster | \u041a\u0443\u043f\u0438\u0442\u044c \u043d\u0430\u0434\u0435\u0436\u043d\u044b\u0439 \u0445\u043e\u0441\u0442\u0438\u043d\u0433 \u0434\u043b\u044f \u0441\u0430\u0439\u0442\u043e\u0432 \u0441 \u0437\u0430\u0449\u0438\u0442\u043e\u0439 \u043e\u0442 DDoS, VPS VDS \u0441\u0435\u0440\u0432\u0435\u0440\u044b\" \/>\n\t\t<meta property=\"og:type\" content=\"article\" \/>\n\t\t<meta property=\"og:title\" content=\"\ud83e\udd47Data Engineer \u0438 Data Scientist: \u0447\u0442\u043e \u0443\u043c\u0435\u044e\u0442 \u0438 \u0441\u043a\u043e\u043b\u044c\u043a\u043e \u0437\u0430\u0440\u0430\u0431\u0430\u0442\u044b\u0432\u0430\u044e\u0442 | ProHoster\" \/>\n\t\t<meta property=\"og:description\" content=\"\u0412\u043c\u0435\u0441\u0442\u0435 \u0441 \u0415\u043b\u0435\u043d\u043e\u0439 \u0413\u0435\u0440\u0430\u0441\u0438\u043c\u043e\u0432\u043e\u0439, \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u0435\u043c \u0444\u0430\u043a\u0443\u043b\u044c\u0442\u0435\u0442\u0430 \u00ab\" \/>\n\t\t<meta property=\"og:url\" content=\"https:\/\/prohoster.info\/az\/blog\/administrirovanie\/data-engineer-i-data-scientist-chto-umeyut-i-skolko-zarabatyvayut\" \/>\n\t\t<meta property=\"og:image\" content=\"https:\/\/prohoster.info\/wp-content\/uploads\/2021\/11\/logo-350.jpg\" \/>\n\t\t<meta property=\"og:image:secure_url\" content=\"https:\/\/prohoster.info\/wp-content\/uploads\/2021\/11\/logo-350.jpg\" \/>\n\t\t<meta property=\"og:image:width\" content=\"350\" \/>\n\t\t<meta property=\"og:image:height\" content=\"350\" \/>\n\t\t<meta property=\"article:published_time\" content=\"2020-04-15T23:42:42+00:00\" \/>\n\t\t<meta property=\"article:modified_time\" content=\"2020-04-15T23:42:42+00:00\" \/>\n\t\t<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/prohoster\" \/>\n\t\t<meta property=\"article:author\" content=\"https:\/\/www.facebook.com\/prohoster\" \/>\n\t\t<!-- All in One SEO -->\n\n","aioseo_head_json":{"title":"\ud83e\udd47Data Engineer v\u0259 Data Scientist: n\u0259yi bilirl\u0259r v\u0259 n\u0259 q\u0259d\u0259r qazan\u0131rlar | ProHoster","description":"\u0415lena Gerasimova il\u0259, \"Data Science v\u0259 analitika\" fak\u00fclt\u0259sinin r\u0259hb\u0259ri, Netologiyada Data Scientist v\u0259 Data Engineer aras\u0131ndak\u0131 \u0259laq\u0259l\u0259ri v\u0259 f\u0259rql\u0259ri \u00f6yr\u0259nm\u0259y\u0259 davam edirik.","canonical_url":"https:\/\/prohoster.info\/az\/blog\/administrirovanie\/data-engineer-i-data-scientist-chto-umeyut-i-skolko-zarabatyvayut","robots":"max-image-preview:large","keywords":"","webmasterTools":{"miscellaneous":""},"schema":null,"og:locale":"az_AZ","og:site_name":"ProHoster | \u041a\u0443\u043f\u0438\u0442\u044c \u043d\u0430\u0434\u0435\u0436\u043d\u044b\u0439 \u0445\u043e\u0441\u0442\u0438\u043d\u0433 \u0434\u043b\u044f \u0441\u0430\u0439\u0442\u043e\u0432 \u0441 \u0437\u0430\u0449\u0438\u0442\u043e\u0439 \u043e\u0442 DDoS, VPS VDS \u0441\u0435\u0440\u0432\u0435\u0440\u044b","og:type":"article","og:title":"\ud83e\udd47Data Engineer \u0438 Data Scientist: \u0447\u0442\u043e \u0443\u043c\u0435\u044e\u0442 \u0438 \u0441\u043a\u043e\u043b\u044c\u043a\u043e \u0437\u0430\u0440\u0430\u0431\u0430\u0442\u044b\u0432\u0430\u044e\u0442 | ProHoster","og:description":"\u0412\u043c\u0435\u0441\u0442\u0435 \u0441 \u0415\u043b\u0435\u043d\u043e\u0439 \u0413\u0435\u0440\u0430\u0441\u0438\u043c\u043e\u0432\u043e\u0439, \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u0435\u043c \u0444\u0430\u043a\u0443\u043b\u044c\u0442\u0435\u0442\u0430 \u00ab","og:url":"https:\/\/prohoster.info\/az\/blog\/administrirovanie\/data-engineer-i-data-scientist-chto-umeyut-i-skolko-zarabatyvayut","og:image":"https:\/\/prohoster.info\/wp-content\/uploads\/2021\/11\/logo-350.jpg","og:image:secure_url":"https:\/\/prohoster.info\/wp-content\/uploads\/2021\/11\/logo-350.jpg","og:image:width":350,"og:image:height":350,"article:published_time":"2020-04-15T23:42:42+00:00","article:modified_time":"2020-04-15T23:42:42+00:00","article:publisher":"https:\/\/www.facebook.com\/prohoster","article:author":"https:\/\/www.facebook.com\/prohoster"},"aioseo_meta_data":{"post_id":"78069","title":null,"description":null,"keywords":null,"keyphrases":null,"primary_term":null,"canonical_url":null,"og_title":null,"og_description":null,"og_object_type":"default","og_image_type":"default","og_image_url":null,"og_image_width":null,"og_image_height":null,"og_image_custom_url":null,"og_image_custom_fields":null,"og_video":null,"og_custom_url":null,"og_article_section":null,"og_article_tags":null,"twitter_use_og":false,"twitter_card":"default","twitter_image_type":"default","twitter_image_url":null,"twitter_image_custom_url":null,"twitter_image_custom_fields":null,"twitter_title":null,"twitter_description":null,"schema":{"blockGraphs":[],"customGraphs":[],"default":{"data":{"Article":[],"Course":[],"Dataset":[],"FAQPage":[],"Movie":[],"Person":[],"Product":[],"ProductReview":[],"Car":[],"Recipe":[],"Service":[],"SoftwareApplication":[],"WebPage":[]},"graphName":"","isEnabled":true},"graphs":[]},"schema_type":null,"schema_type_options":null,"pillar_content":false,"robots_default":true,"robots_noindex":false,"robots_noarchive":false,"robots_nosnippet":false,"robots_nofollow":false,"robots_noimageindex":false,"robots_noodp":false,"robots_notranslate":false,"robots_max_snippet":null,"robots_max_videopreview":null,"robots_max_imagepreview":"large","priority":null,"frequency":null,"local_seo":null,"seo_analyzer_scan_date":null,"breadcrumb_settings":null,"limit_modified_date":false,"reviewed_by":null,"ai":null,"created":"2021-02-28 17:06:36","updated":"2022-09-30 10:11:25","focus_keyword":null,"additional_keywords":null,"truseo_locale":null},"gt_translate_keys":[{"key":"link","format":"url"}],"_links":{"self":[{"href":"https:\/\/prohoster.info\/az\/wp-json\/wp\/v2\/posts\/78069","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/prohoster.info\/az\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/prohoster.info\/az\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/prohoster.info\/az\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/prohoster.info\/az\/wp-json\/wp\/v2\/comments?post=78069"}],"version-history":[{"count":0,"href":"https:\/\/prohoster.info\/az\/wp-json\/wp\/v2\/posts\/78069\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/prohoster.info\/az\/wp-json\/wp\/v2\/media\/78070"}],"wp:attachment":[{"href":"https:\/\/prohoster.info\/az\/wp-json\/wp\/v2\/media?parent=78069"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/prohoster.info\/az\/wp-json\/wp\/v2\/categories?post=78069"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/prohoster.info\/az\/wp-json\/wp\/v2\/tags?post=78069"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}