{"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\/sq\/blog\/administrirovanie\/data-engineer-i-data-scientist-chto-umeyut-i-skolko-zarabatyvayut","title":{"rendered":"Inxhinier\u00ebt e t\u00eb Dh\u00ebnave dhe Shkenc\u00ebtar\u00ebt e t\u00eb Dh\u00ebnave: \u00e7far\u00eb din\u00eb t\u00eb b\u00ebjn\u00eb dhe sa fitojn\u00eb","gt_translate_keys":[{"key":"rendered","format":"text"}]},"content":{"rendered":"<p>S\u00eb bashku me Elena Gerasimov\u00ebn, drejtore e fakultetit \"<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 dhe analiza<\/a><\/noindex>\" n\u00eb Netology, vazhdojm\u00eb t\u00eb shqyrtojm\u00eb se si nd\u00ebrveprojn\u00eb me nj\u00ebri-tjetrin dhe \u00e7far\u00eb ndryshimesh kan\u00eb Data Scientist dhe Data Engineer.<\/p>\n<p>N\u00eb pjes\u00ebn e par\u00eb fol\u00ebm <noindex><a rel=\"nofollow\" href=\"https:\/\/habr.com\/ru\/company\/netologyru\/blog\/496082\/\">p\u00ebr dallimet kryesore midis Data Scientist dhe Data Engineer<\/a><\/noindex>. <\/p>\n<p>N\u00eb k\u00ebt\u00eb material do t\u00eb flasim mbi njohurit\u00eb dhe aft\u00ebsit\u00eb q\u00eb duhet t\u00eb ken\u00eb specialist\u00ebt, cilat arsime vler\u00ebsohen nga pun\u00ebdh\u00ebn\u00ebsit, si zhvillohen intervistat, si dhe sa fitojn\u00eb inxhinier\u00ebt e t\u00eb dh\u00ebnave dhe data scientist\u00ebt.\u00a0<noindex><a rel=\"nofollow\" name=\"habracut\"><\/a><\/noindex><\/p>\n<h2>\u00c7far\u00eb duhet t\u00eb din\u00eb scientist\u00ebt dhe inxhinier\u00ebt<\/h2>\n<p>\nArsimi p\u00ebrkat\u00ebs p\u00ebr t\u00eb dy specialist\u00ebt \u00ebsht\u00eb Computer Science.<\/p>\n<p><img decoding=\"async\" alt=\"Inxhinier\u00ebt e t\u00eb Dh\u00ebnave dhe Shkenc\u00ebtar\u00ebt e t\u00eb Dh\u00ebnave: \u00e7far\u00eb din\u00eb t\u00eb b\u00ebjn\u00eb dhe sa fitojn\u00eb\" src=\"\/wp-content\/uploads\/2020\/04\/14e804895cb4eac665c2b8558a5911ba.jpg\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<br \/>\n\u00c7do specialist i t\u00eb dh\u00ebnave \u2014 data scientist ose analist \u2014 duhet t\u00eb jet\u00eb n\u00eb gjendje t\u00eb provoj\u00eb sakt\u00ebsin\u00eb e konkluzioneve t\u00eb tij. P\u00ebr k\u00ebt\u00eb \u00ebsht\u00eb e domosdoshme njohuria e <b>statistik\u00ebs dhe matematik\u00ebs baz\u00eb q\u00eb lidhet me statistik\u00ebn<\/b>.<\/p>\n<p>M\u00ebsimi i makinave dhe mjetet e analiz\u00ebs s\u00eb t\u00eb dh\u00ebnave jan\u00eb t\u00eb pashmangshme n\u00eb bot\u00ebn moderne. N\u00ebse mjetet e zakonshme nuk jan\u00eb t\u00eb disponueshme, duhet t\u00eb kemi aft\u00ebsi <b>p\u00ebr t\u00eb m\u00ebsuar shpejt mjete t\u00eb reja, p\u00ebr t\u00eb krijuar skenare t\u00eb thjeshta p\u00ebr automatizimin e detyrave<\/b>.<\/p>\n<p>\u00cbsht\u00eb e r\u00ebnd\u00ebsishme t\u00eb theksohet se specialisti i t\u00eb dh\u00ebnave duhet t\u00eb p\u00ebrcjell\u00eb efektivisht rezultatet e analiz\u00ebs. K\u00ebtu do ta ndihmoj\u00eb <b>vizualizimi i t\u00eb dh\u00ebnave<\/b> ose rezultatet e k\u00ebrkimeve t\u00eb kryera dhe verifikimit t\u00eb hipotezave. Specialist\u00ebt duhet t\u00eb jen\u00eb n\u00eb gjendje t\u00eb krijojn\u00eb diagrame dhe grafik\u00eb, t\u00eb p\u00ebrdorin mjete vizualizimi, dhe t\u00eb kuptojn\u00eb dhe shpjegojn\u00eb t\u00eb dh\u00ebnat nga paneli i kontrollit.<\/p>\n<p><img decoding=\"async\" alt=\"Inxhinier\u00ebt e t\u00eb Dh\u00ebnave dhe Shkenc\u00ebtar\u00ebt e t\u00eb Dh\u00ebnave: \u00e7far\u00eb din\u00eb t\u00eb b\u00ebjn\u00eb dhe sa fitojn\u00eb\" src=\"\/wp-content\/uploads\/2020\/04\/f701a922442a01286c340314861ab343.jpg\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<br \/>\nP\u00ebr inxhinierin e t\u00eb dh\u00ebnave, tre fusha dalin n\u00eb pah.<\/p>\n<p><b>Algoritmet dhe strukturat e t\u00eb dh\u00ebnave<\/b>. \u00cbsht\u00eb e r\u00ebnd\u00ebsishme t\u00eb praktikoni n\u00eb shkruajturin e kodit dhe p\u00ebrdorimin e strukturave dhe algoritmeve themelor\u00eb:<\/p>\n<ul>\n<li>analiza e kompleksitetit t\u00eb algoritmeve,<\/li>\n<li>aft\u00ebsia p\u00ebr t\u00eb shkruar kod t\u00eb thjesht\u00eb dhe t\u00eb mir\u00ebmbahet,\u00a0<\/li>\n<li>punimi me grupe,<\/li>\n<li>p\u00ebrpunimi n\u00eb koh\u00eb reale.<\/li>\n<\/ul>\n<p>\n<b>Baza dhe depozitat e t\u00eb dh\u00ebnave, Business Intelligence<\/b>:<\/p>\n<ul>\n<li>ruajtja dhe p\u00ebrpunimi i t\u00eb dh\u00ebnave,<\/li>\n<li>projektimi i sistemeve t\u00eb integruara,<\/li>\n<li>Data Ingestion,<\/li>\n<li>sistemet e skedar\u00ebve t\u00eb shp\u00ebrndar\u00eb.<\/li>\n<\/ul>\n<p>\n<b>Hadoop dhe Big Data<\/b>. T\u00eb dh\u00ebnat po b\u00ebhen gjithnj\u00eb e m\u00eb t\u00eb m\u00ebdha, dhe n\u00eb horizontin e 3\u20125 vjet\u00ebve k\u00ebto teknologji do t\u00eb b\u00ebhen t\u00eb nevojshme p\u00ebr \u00e7do inxhinier. Plus:<\/p>\n<ul>\n<li>Data Lakes,<\/li>\n<li>puna me ofruesit e sh\u00ebrbimeve t\u00eb cloud.<\/li>\n<\/ul>\n<p>\n<b>M\u00ebsimi makinerik<\/b> do t\u00eb p\u00ebrdoret gjithandej, dhe \u00ebsht\u00eb e r\u00ebnd\u00ebsishme t\u00eb kuptoni se cilat probleme biznesi do t\u00eb ndihmoj\u00eb t\u00eb zgjidhni. Nuk \u00ebsht\u00eb domosdoshm\u00ebrisht t\u00eb dini si t\u00eb krijoni modele (kjo do t\u00eb b\u00ebhet nga data scientist\u00ebt), por duhet t\u00eb dini se si t'i aplikoni ato dhe k\u00ebrkesat p\u00ebrkat\u00ebse.<\/p>\n<h2>Sa fitojn\u00eb inxhinier\u00ebt dhe scientist\u00ebt<\/h2>\n<p><\/p>\n<h3>T\u00eb ardhurat e inxhinier\u00ebve t\u00eb p\u00ebrpunimit t\u00eb t\u00eb dh\u00ebnave<\/h3>\n<p>\n<b>N\u00eb praktik\u00ebn nd\u00ebrkomb\u00ebtare<\/b> pag\u00eb fillestare zakonisht \u00ebsht\u00eb rreth $100,000 n\u00eb vit dhe rritet ndjesh\u00ebm me p\u00ebrvoj\u00ebn, sipas Glassdoor. P\u00ebr m\u00eb tep\u00ebr, kompanit\u00eb shpesh ofrojn\u00eb opsione aksionesh dhe bonuse prej 5\u201215% n\u00eb vit.<\/p>\n<p><b>N\u00eb Rusi<\/b> n\u00eb fillim t\u00eb karrier\u00ebs, paga zakonisht nuk \u00ebsht\u00eb m\u00eb e vog\u00ebl se 50,000 rubla n\u00eb rajone dhe 80,000 n\u00eb Mosk\u00eb. N\u00eb k\u00ebt\u00eb etap\u00eb nuk k\u00ebrkohet p\u00ebrvoj\u00eb, p\u00ebrve\u00e7 trajnimeve t\u00eb p\u00ebrfunduara.<\/p>\n<p>Pas 1\u20122 vjet\u00ebsh pune \u2014 periudha \u00ebsht\u00eb 90\u2012100,000 rubla.<\/p>\n<p>Periudha rritet n\u00eb 120\u2012160,000 pas 2\u20125 vjet\u00ebsh. Shtohen faktor\u00eb t\u00eb till\u00eb si specializimi i kompanive t\u00eb m\u00ebparshme, madh\u00ebsia e projekteve, puna me big data dhe t\u00eb tjera.<\/p>\n<p>Pas 5 vjet\u00ebsh pune, \u00ebsht\u00eb m\u00eb e leht\u00eb t\u00eb k\u00ebrkosh vende pune n\u00eb departamente t\u00eb ngjashme ose t\u00eb aplikosh p\u00ebr pozita t\u00eb specializuara, si:<\/p>\n<ul>\n<li>Arkitekt ose zhvillues udh\u00ebheq\u00ebs n\u00eb bank\u00eb ose telekom \u2014 rreth 250,000.\n<\/li>\n<\/ul>\n<p><\/p>\n<ul>\n<li>Pre-Sales te nj\u00eb ofrues, me teknologjit\u00eb me t\u00eb cilat keni punuar m\u00eb af\u00ebr, \u2014 200,000 plus mund\u00ebsia e nj\u00eb bonus (1\u20121.5 milion rubla).\u00a0\n<\/li>\n<\/ul>\n<p><\/p>\n<ul>\n<li>Ekspert\u00ebt p\u00ebr implementimin e aplikacioneve t\u00eb biznesit Enterprise, si SAP, \u2014 deri n\u00eb 350,000.\n<\/li>\n<\/ul>\n<p><\/p>\n<h3>T\u00eb ardhurat e data scientist-\u00ebve<\/h3>\n<p>\n<noindex><a rel=\"nofollow\" href=\"https:\/\/vacancy.newhr.ru\/data\/data\/salary\/Normalresearch.ru_Analysts_2019.pdf\">Studimi<\/a><\/noindex> raporti i tregut t\u00eb analist\u00ebve nga \"Hulumtime Normale\" dhe agjencia e rekrutimit New.HR tregon se specialist\u00ebt n\u00eb Data Science fitojn\u00eb mesatarisht m\u00eb shum\u00eb se analist\u00ebt e specialiteteve t\u00eb tjera.\u00a0<\/p>\n<p>N\u00eb Rusi, paga fillestare e nj\u00eb data scientist-i me pak m\u00eb shum\u00eb se nj\u00eb vit p\u00ebrvoj\u00eb \u00ebsht\u00eb nga 113,000 rubla.\u00a0<\/p>\n<blockquote><p>Si eksperienc\u00eb pune tani merr parasysh edhe p\u00ebrfundimin e programeve t\u00eb trajnimit.<\/p><\/blockquote>\n<p> Pas 1\u20122 vjet\u00ebsh, nj\u00eb specialist i till\u00eb mund t\u00eb fitoj\u00eb deri n\u00eb 160,000.<\/p>\n<p>P\u00ebr nj\u00eb punonj\u00ebs me p\u00ebrvoj\u00eb pune nga 4\u20125 vjet, periudha rritet n\u00eb 310,000.<\/p>\n<h2>Si zhvillohen intervistat<\/h2>\n<p>\nN\u00eb per\u00ebndim, diplomant\u00ebt e programeve t\u00eb trajnimit profesional kalojn\u00eb intervist\u00ebn e par\u00eb mesatarisht pas 5 jav\u00ebsh pas p\u00ebrfundimit t\u00eb trajnimeve. Rreth 85% gjejn\u00eb pun\u00eb brenda 3 muajve.<\/p>\n<p>Procesi i kalimit t\u00eb intervistave p\u00ebr pozitat e inxhinier\u00ebve t\u00eb t\u00eb dh\u00ebnave dhe data scientist-\u00ebve nuk ndryshon ndjesh\u00ebm. Zakonisht p\u00ebrb\u00ebhet nga pes\u00eb etapa.<\/p>\n<p><b>CV<\/b>. Kandidat\u00ebt me p\u00ebrvoj\u00eb t\u00eb m\u00ebparshme jo t\u00eb profilit (p\u00ebr shembull, nga marketimi) duhet t\u00eb p\u00ebrgatisin nj\u00eb let\u00ebr t\u00eb detajuar shoq\u00ebruese p\u00ebr \u00e7do kompani ose t\u00eb ken\u00eb rekomandime nga nj\u00eb p\u00ebrfaq\u00ebsues i k\u00ebsaj kompanie.<\/p>\n<p><b>Screening teknik<\/b>. Zakonisht b\u00ebhet p\u00ebrmes telefonit. P\u00ebrb\u00ebhet nga nj\u00eb deri n\u00eb dy pyetje t\u00eb nd\u00ebrlikuara dhe aq aq pyetje t\u00eb thjeshta, q\u00eb lidhen me stakun aktual t\u00eb pun\u00ebdh\u00ebn\u00ebsit.<\/p>\n<p><b>Intervista HR<\/b>. Mund t\u00eb zhvillohet p\u00ebrmes telefonit. N\u00eb k\u00ebt\u00eb hap, kandidat\u00ebt vler\u00ebsohen p\u00ebr p\u00ebrgjithshm\u00ebrin\u00eb dhe aft\u00ebsin\u00eb p\u00ebr t'u komunikuar.<\/p>\n<p><b>Intervista teknike<\/b>. Shpesh zhvillohet n\u00eb person. N\u00eb kompani t\u00eb ndryshme, niveli i pozicioneve n\u00eb administrat\u00ebn e punonj\u00ebsve ndryshon, dhe emrat e pozicioneve mund t\u00eb jen\u00eb t\u00eb ndrysh\u00ebm. Prandaj, n\u00eb k\u00ebt\u00eb hap, kontrollohen njohurit\u00eb teknike.<\/p>\n<p><b>Intervista me drejtorin teknologjik \/ architektin kryesor<\/b>. Inxhinier\u00ebt dhe shkenc\u00ebtar\u00ebt jan\u00eb pozita strategjike, dhe p\u00ebr shum\u00eb kompani, gjithashtu t\u00eb reja. \u00cbsht\u00eb e r\u00ebnd\u00ebsishme q\u00eb kolegu potencial t\u00eb p\u00eblqehet nga menaxheri dhe t\u00eb p\u00ebrputhet me t\u00eb n\u00eb pik\u00ebpamje.<\/p>\n<h2>\u00c7far\u00eb do t\u00eb ndihmoj\u00eb shkenc\u00ebtar\u00ebt dhe inxhinier\u00ebt n\u00eb rritjen e karrier\u00ebs<\/h2>\n<p>\nKa shum\u00eb mjete t\u00eb reja p\u00ebr pun\u00ebn me t\u00eb dh\u00ebnat. Dhe pak njer\u00ebz jan\u00eb gjithashtu t\u00eb aft\u00eb p\u00ebr t\u00eb gjith\u00eb.\u00a0<\/p>\n<p>Shum\u00eb kompani nuk jan\u00eb t\u00eb gatshme t\u00eb pun\u00ebsojn\u00eb punonj\u00ebs pa p\u00ebrvoj\u00eb. Megjithat\u00eb, kandidat\u00ebt me nj\u00eb baz\u00eb minimale dhe njohuri mbi mjetet populare mund t\u00eb fitojn\u00eb p\u00ebrvoj\u00ebn e nevojshme n\u00ebse m\u00ebsojn\u00eb dhe zhvillohen vet\u00eb.<\/p>\n<h3>Cil\u00ebsit\u00eb e dobishme p\u00ebr inxhinier\u00ebt e t\u00eb dh\u00ebnave dhe shkenc\u00ebtar\u00ebt e t\u00eb dh\u00ebnave<\/h3>\n<p>\n<b>D\u00ebshira dhe aft\u00ebsia p\u00ebr t\u00eb m\u00ebsuar<\/b>. Nuk \u00ebsht\u00eb e domosdoshme t\u00eb nxitosh p\u00ebr p\u00ebrvoj\u00eb t\u00eb menj\u00ebhershme apo t\u00eb ndryshosh pun\u00ebn p\u00ebr nj\u00eb mjet t\u00eb ri, por duhet t\u00eb jesh i gatsh\u00ebm t\u00eb kalosh n\u00eb nj\u00eb fush\u00eb t\u00eb re.<\/p>\n<p><b>P\u00ebrpjekja p\u00ebr automatizimin e proceseve rutinore<\/b>. Kjo \u00ebsht\u00eb e r\u00ebnd\u00ebsishme jo vet\u00ebm p\u00ebr produktivitetin, por edhe p\u00ebr mir\u00ebmbajtjen e cil\u00ebsis\u00eb s\u00eb lart\u00eb t\u00eb t\u00eb dh\u00ebnave dhe shpejt\u00ebsin\u00eb e dor\u00ebzimit t\u00eb tyre te konsumatori.<\/p>\n<p><b>V\u00ebmendshm\u00ebria dhe kuptimi i '\u00e7far\u00eb \u00ebsht\u00eb n\u00ebn kapak' n\u00eb procese<\/b>. Nj\u00eb specialist q\u00eb ka p\u00ebrvoj\u00eb dhe njohje t\u00eb thell\u00eb t\u00eb proceseve do t\u00eb zgjidh\u00eb problemin m\u00eb shpejt.<\/p>\n<p>P\u00ebrve\u00e7 njohuris\u00eb s\u00eb shk\u00eblqyer t\u00eb algoritmeve, strukturave t\u00eb t\u00eb dh\u00ebnave dhe pipeline-ve, duhet <b>t\u00eb m\u00ebsosh t\u00eb mendosh p\u00ebr produktet<\/b> \u2014 t\u00eb shoh\u00ebsh arkitektur\u00ebn dhe zgjidhjen e biznesit si nj\u00eb pamje t\u00eb vetme.\u00a0<\/p>\n<p>P\u00ebr shembull, \u00ebsht\u00eb e dobishme t\u00eb zgjidhni nj\u00eb sh\u00ebrbim t\u00eb njohur dhe t\u00eb krijoni nj\u00eb baz\u00eb t\u00eb dh\u00ebnash p\u00ebr t\u00eb. M\u00eb pas, mendoni se si t\u00eb zhvilloni ETL dhe DW q\u00eb do ta mbushin at\u00eb me t\u00eb dh\u00ebna, cilat do t\u00eb jen\u00eb konsumator\u00ebt dhe \u00e7far\u00eb \u00ebsht\u00eb e r\u00ebnd\u00ebsishme p\u00ebr ta t\u00eb din\u00eb p\u00ebr t\u00eb dh\u00ebnat, si dhe si nd\u00ebrveprojn\u00eb bler\u00ebsit me aplikacionet: p\u00ebr k\u00ebrkimin e pun\u00ebs dhe takimeve, qira makinash, aplikacione p\u00ebr podkaste, platforma edukative. <\/p>\n<blockquote><p>Pozitat e analist\u00ebve, shkenc\u00ebtar\u00ebve t\u00eb t\u00eb dh\u00ebnave dhe inxhinier\u00ebve jan\u00eb shum\u00eb t\u00eb af\u00ebrta, k\u00ebshtu q\u00eb kalimi nga nj\u00eb drejtim n\u00eb tjetrin mund t\u00eb b\u00ebhet m\u00eb shpejt se nga fusha t\u00eb tjera.<\/p><\/blockquote>\n<p>N\u00eb \u00e7do rast, ata q\u00eb kan\u00eb nj\u00eb sfond IT do ta ken\u00eb m\u00eb t\u00eb leht\u00eb se ata q\u00eb nuk e kan\u00eb. N\u00eb mesatare, njer\u00ebzit e rritur t\u00eb motivuar riformulohen dhe ndryshojn\u00eb pun\u00eb \u00e7do 1.5\u20132 vjet. Kjo \u00ebsht\u00eb m\u00eb e leht\u00eb p\u00ebr ata q\u00eb studiojn\u00eb n\u00eb grup dhe me nj\u00eb mentor, krahasuar me ata q\u00eb mb\u00ebshteten vet\u00ebm n\u00eb burime t\u00eb hapura.<\/p>\n<h2>Nga redaksia e Netologjis\u00eb<\/h2>\n<p>\nN\u00ebse po shqyrtoni profesionin e Data Engineer-it ose Data Scientist-it, ju ftojm\u00eb t\u00eb eksploroni programet e kurseve tona:<\/p>\n<ul>\n<li>Profesion i \u00ab<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 Engineer<\/a><\/noindex>\u00bb.\u00a0\u00a0<\/li>\n<li>Profesion i \u00ab<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>Kursi \u00ab<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\">Analist t\u00eb dh\u00ebnash<\/a><\/noindex>\u00bb.<\/li>\n<\/ul>\n<p>Burimi: <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 5.0.2 - aioseo.com -->\n\t<meta name=\"description\" content=\"\u0412\u043c\u0435\u0441\u0442\u0435 \u0441 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