{"id":34083,"date":"2019-10-31T21:56:19","date_gmt":"2019-10-31T18:56:19","guid":{"rendered":"https:\/\/prohoster.info\/blog\/kto-takie-data-inzhenery-i-kak-imi-stanovyatsya\/"},"modified":"2019-10-31T21:56:19","modified_gmt":"2019-10-31T18:56:19","slug":"kto-takie-data-inzhenery-i-kak-imi-stanovyatsya","status":"publish","type":"post","link":"https:\/\/prohoster.info\/sq\/blog\/administrirovanie\/kto-takie-data-inzhenery-i-kak-imi-stanovyatsya","title":{"rendered":"Kush jan\u00eb inxhinier\u00ebt e t\u00eb dh\u00ebnave dhe si mund t\u00eb b\u00ebheni nj\u00eb prej tyre?","gt_translate_keys":[{"key":"rendered","format":"text"}]},"content":{"rendered":"<p>P\u00ebrs\u00ebri p\u00ebrsh\u00ebndetje! Titulli i artikullit flet vet\u00eb. <noindex><a rel=\"nofollow\" href=\"https:\/\/otus.pw\/a4Uj\/\">\u00abInxhiner i T\u00eb Dh\u00ebnave\u00bb<\/a><\/noindex> Me rastin e nisjes s\u00eb kursit, ne propozojm\u00eb t\u00eb sqarojm\u00eb se kush jan\u00eb inxhinier\u00ebt e t\u00eb dh\u00ebnave. Artikulli ka shum\u00eb lidhje t\u00eb dobishme. D\u00ebshironi lexim t\u00eb k\u00ebndsh\u00ebm.<\/p>\n<p><img decoding=\"async\" alt=\"Kush jan\u00eb inxhinier\u00ebt e t\u00eb dh\u00ebnave dhe si mund t\u00eb b\u00ebheni nj\u00eb prej tyre?\" src=\"\/wp-content\/uploads\/2019\/05\/5f831df35ab1292adafca20f937ed22d.png\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<br \/>\n<i>Nj\u00eb udh\u00ebzues i thjesht\u00eb se si t\u00eb kapni val\u00ebn e Inxhinieris\u00eb s\u00eb T\u00eb Dh\u00ebnave dhe t\u00eb mos lejoni q\u00eb ajo t'ju fundos\u00eb.<\/i><\/p>\n<p>Duket se sot e gjith\u00eb bota d\u00ebshiron t\u00eb b\u00ebhet Data Scientist. Por \u00e7far\u00eb ndodh me Inxhinierin\u00eb e T\u00eb Dh\u00ebnave? <i>N\u00eb thelb, kjo \u00ebsht\u00eb nj\u00eb lloj hibrid midis analizuesit t\u00eb t\u00eb dh\u00ebnave dhe Data Scientist-it; inxhinieri i t\u00eb dh\u00ebnave p\u00ebrgjith\u00ebsisht p\u00ebrgjigjet p\u00ebr menaxhimin e proceseve t\u00eb pun\u00ebs, linjave t\u00eb p\u00ebrpunimit dhe proceseve ETL.<\/i>Duke qen\u00eb se k\u00ebto funksione jan\u00eb t\u00eb r\u00ebnd\u00ebsishme, aktualisht ato p\u00ebrfaq\u00ebsojn\u00eb nj\u00eb tjet\u00ebr profesion t\u00eb njohur q\u00eb \u00ebsht\u00eb n\u00eb rritje.<\/p>\n<p>Pagat e larta dhe k\u00ebrkesa e madhe jan\u00eb vet\u00ebm nj\u00eb pjes\u00eb e vog\u00ebl e asaj q\u00eb e b\u00ebn k\u00ebt\u00eb pun\u00eb jasht\u00ebzakonisht t\u00ebrheq\u00ebse! N\u00ebse d\u00ebshironi t\u00eb bashkoheni me heronjt\u00eb, kurr\u00eb nuk \u00ebsht\u00eb von\u00eb t\u00eb filloni t\u00eb m\u00ebsoni. N\u00eb k\u00ebt\u00eb post, kam grumbulluar t\u00eb gjitha informacionet e nevojshme p\u00ebr t'ju ndihmuar t\u00eb b\u00ebni hapat e par\u00eb.<\/p>\n<p>Pra, le t\u00eb fillojm\u00eb!<noindex><a rel=\"nofollow\" name=\"habracut\"><\/a><\/noindex><\/p>\n<p><b>\u00c7far\u00eb \u00ebsht\u00eb Inxhinieria e T\u00eb Dh\u00ebnave?<\/b><\/p>\n<p>Sinq\u00eb t\u00eb jet\u00eb e v\u00ebrteta, nuk ka shpjegim m\u00eb t\u00eb mir\u00eb se ky:<\/p>\n<blockquote><p><i>\u00abNj\u00eb shkenc\u00ebtar mund t\u00eb zbuloj\u00eb nj\u00eb yll t\u00eb ri, por nuk mund ta krijoj\u00eb at\u00eb. Ai duhet t\u00eb k\u00ebrkoj\u00eb q\u00eb nj\u00eb inxhinier ta b\u00ebj\u00eb k\u00ebt\u00eb p\u00ebr t\u00eb.\u00bb<\/i><\/p>\n<p>\u2013Gordon Lindsay Glegg<\/p><\/blockquote>\n<p>Pra, roli i inxhinierit t\u00eb t\u00eb dh\u00ebnave \u00ebsht\u00eb mjaft i r\u00ebnd\u00ebsish\u00ebm.<\/p>\n<p>Nga titulli, mund t\u00eb kuptohet se inxhinieria e t\u00eb dh\u00ebnave lidhet me t\u00eb dh\u00ebnat, ve\u00e7an\u00ebrisht me transportin, ruajtjen dhe p\u00ebrpunimin e tyre. Si rezultat, detyra kryesore e inxhinier\u00ebve \u00ebsht\u00eb t\u00eb sigurojn\u00eb nj\u00eb infrastruktur\u00eb t\u00eb besueshme p\u00ebr t\u00eb dh\u00ebnat. N\u00ebse e shohim hierarkin\u00eb e nevojave t\u00eb AI, inxhinieria e t\u00eb dh\u00ebnave z\u00eb dy ose tri nivellet e para: <b>mbledhja, l\u00ebvizja dhe ruajtja, p\u00ebrpunimi i t\u00eb dh\u00ebnave<\/b>.<\/p>\n<p><img decoding=\"async\" alt=\"Kush jan\u00eb inxhinier\u00ebt e t\u00eb dh\u00ebnave dhe si mund t\u00eb b\u00ebheni nj\u00eb prej tyre?\" src=\"\/wp-content\/uploads\/2019\/05\/377481f2f52a4ed771508a450678afd0.png\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<br \/>\n<b>\u00c7far\u00eb b\u00ebn nj\u00eb inxhinier i t\u00eb dh\u00ebnave?<\/b><\/p>\n<p>Me ardhjen e t\u00eb dh\u00ebnave t\u00eb m\u00ebdha, fushat e p\u00ebrgjegj\u00ebsis\u00eb jan\u00eb ndryshuar ndjesh\u00ebm. N\u00ebse m\u00eb par\u00eb k\u00ebta ekspert\u00eb shkruanin pyetje t\u00eb m\u00ebdha SQL dhe transferonin t\u00eb dh\u00ebnat duke p\u00ebrdorur mjete t\u00eb tilla si Informatica ETL, Pentaho ETL, Talend, tani k\u00ebrkesat p\u00ebr inxhinier\u00ebt e t\u00eb dh\u00ebnave jan\u00eb rritur.<\/p>\n<p>Shumica e kompanive me pozita t\u00eb hapura p\u00ebr inxhinier\u00ebt e t\u00eb dh\u00ebnave k\u00ebrkojn\u00eb k\u00ebto aft\u00ebsi:<\/p>\n<ul>\n<li>Njohuri t\u00eb shk\u00eblqyera n\u00eb SQL dhe Python.<\/li>\n<li>P\u00ebrvoja me platformat n\u00eb cloud, sidomos Amazon Web Services.<\/li>\n<li>Preferohet njohja e Java\/Scala.<\/li>\n<li>Njohuri e mir\u00eb e bazave t\u00eb t\u00eb dh\u00ebnave SQL dhe NoSQL (modelimi i t\u00eb dh\u00ebnave, ruajtja e t\u00eb dh\u00ebnave).<\/li>\n<\/ul>\n<p>Kujdes, kjo \u00ebsht\u00eb vet\u00ebm e nevojshmja themelore. Nga ky list\u00eb mund t\u00eb supozohet se inxhinier\u00ebt e t\u00eb dh\u00ebnave jan\u00eb specialist\u00eb n\u00eb fush\u00ebn e zhvillimit t\u00eb software-it dhe backend-it.<br \/>\nP\u00ebr shembull, n\u00ebse nj\u00eb kompani fillon t\u00eb gjeneroj\u00eb nj\u00eb volum t\u00eb madh t\u00eb dh\u00ebnash nga burime t\u00eb ndryshme, detyra juaj si inxhinier i t\u00eb dh\u00ebnave \u00ebsht\u00eb t\u00eb organizoni mbledhjen e informacionit, p\u00ebrpunimin dhe ruajtjen e tij.<\/p>\n<p>Lista e mjeteve q\u00eb p\u00ebrdoren n\u00eb k\u00ebt\u00eb rast mund t\u00eb ndryshoj\u00eb, gjith\u00e7ka varet nga volumi i k\u00ebtyre t\u00eb dh\u00ebnave, shpejt\u00ebsia e tyre n\u00eb mb\u00ebrritje dhe heterogjeniteti. Shumica e kompanive p\u00ebrgjith\u00ebsisht nuk p\u00ebrballen me t\u00eb dh\u00ebna t\u00eb m\u00ebdha, k\u00ebshtu q\u00eb si nj\u00eb depo centrale, e quajtur depo e t\u00eb dh\u00ebnave, mund t\u00eb p\u00ebrdoret nj\u00eb baz\u00eb t\u00eb dh\u00ebnash SQL (PostgreSQL, MySQL etj.) me nj\u00eb grup t\u00eb vog\u00ebl skriptesh q\u00eb drejtojn\u00eb t\u00eb dh\u00ebnat n\u00eb depo.<\/p>\n<p>Gigant\u00ebt IT, si Google, Amazon, Facebook ose Dropbox, kan\u00eb k\u00ebrkesa m\u00eb t\u00eb larta: njohuri n\u00eb Python, Java ose Scala.<\/p>\n<ul>\n<li>P\u00ebrvoja me t\u00eb dh\u00ebna t\u00eb m\u00ebdha: Hadoop, Spark, Kafka.<\/li>\n<li>Njohuri mbi algoritmet dhe strukturat e t\u00eb dh\u00ebnave.<\/li>\n<li>Kuptimi i temave t\u00eb sistemeve t\u00eb shp\u00ebrndara.<\/li>\n<li>P\u00ebrvoja me mjete t\u00eb vizualizimit t\u00eb t\u00eb dh\u00ebnave, si Tableau ose ElasticSearch, do t\u00eb jet\u00eb nj\u00eb avantazh i madh.<\/li>\n<\/ul>\n<p>Kjo do t\u00eb thot\u00eb se ka nj\u00eb qart\u00eb zhvendosje drejt t\u00eb dh\u00ebnave t\u00eb m\u00ebdha, sidomos n\u00eb p\u00ebrpunimin e tyre n\u00ebn ngarkesa t\u00eb larta. K\u00ebto kompani kan\u00eb k\u00ebrkesa t\u00eb larta p\u00ebr q\u00ebndrueshm\u00ebrin\u00eb e sistemit.<\/p>\n<p><b>Inxhinier\u00ebt e t\u00eb dh\u00ebnave Vs. shkenc\u00ebtar\u00ebt e t\u00eb dh\u00ebnave<\/b><\/p>\n<p><img decoding=\"async\" alt=\"Kush jan\u00eb inxhinier\u00ebt e t\u00eb dh\u00ebnave dhe si mund t\u00eb b\u00ebheni nj\u00eb prej tyre?\" src=\"\/wp-content\/uploads\/2019\/05\/f01dd66863fcc0a89ab0b763d208a863.png\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<i>Mir\u00eb, ky ishte nj\u00eb krahasim i thjesht\u00eb dhe arg\u00ebtues (asgj\u00eb personale), por n\u00eb t\u00eb v\u00ebrtet\u00eb gjith\u00e7ka \u00ebsht\u00eb shum\u00eb m\u00eb e komplikuar.<\/i><\/p>\n<p>S\u00eb pari, duhet t\u00eb dini se ka mjaft paqart\u00ebsi n\u00eb ndarjen e rolit dhe aft\u00ebsive t\u00eb shkenc\u00ebtarit t\u00eb t\u00eb dh\u00ebnave dhe inxhinierit t\u00eb t\u00eb dh\u00ebnave. Kjo do t\u00eb thot\u00eb se mund t\u00eb jeni leht\u00eb t\u00eb ngat\u00ebrruar me ato cilat aft\u00ebsi jan\u00eb t\u00eb nevojshme p\u00ebr nj\u00eb inxhinier t\u00eb suksessh\u00ebm t\u00eb t\u00eb dh\u00ebnave. Sigurisht, ka disa aft\u00ebsi q\u00eb p\u00ebrputhen n\u00eb t\u00eb dyja rolet. Por gjithashtu ka nj\u00eb num\u00ebr t\u00eb madh t\u00eb aft\u00ebsive diametralisht t\u00eb kund\u00ebrta.<\/p>\n<p>Shkenca e t\u00eb dh\u00ebnave \u00ebsht\u00eb nj\u00eb \u00e7\u00ebshtje serioze, por ne po l\u00ebvizim drejt nj\u00eb bote me shkenc\u00eb funksionale t\u00eb t\u00eb dh\u00ebnave, ku praktikuesit jan\u00eb n\u00eb gjendje t\u00eb b\u00ebjn\u00eb analiz\u00ebn e tyre. P\u00ebr t\u00eb aktivizuar sirenat e t\u00eb dh\u00ebnave dhe strukturat e integruara t\u00eb t\u00eb dh\u00ebnave, ju nevojiten inxhinier\u00ebt e t\u00eb dh\u00ebnave, jo shkenc\u00ebtar\u00ebt.<\/p>\n<p><b>A \u00ebsht\u00eb inxhinieri i t\u00eb dh\u00ebnave m\u00eb i k\u00ebrkuar se shkenc\u00ebtari i t\u00eb dh\u00ebnave?<\/b><\/p>\n<blockquote><p><i> \u2014 Po, sepse p\u00ebrpara se t\u00eb mund t\u00eb b\u00ebni nj\u00eb tort\u00eb me karota, duhet s\u00eb pari t\u00eb mbledhni, pastroni dhe siguroni karotat!<\/i><\/p><\/blockquote>\n<p>Inxhinieri i t\u00eb dh\u00ebnave e kupton programimin m\u00eb mir\u00eb se \u00e7do shkenc\u00ebtar t\u00eb dh\u00ebnash, por kur b\u00ebhet fjal\u00eb p\u00ebr statistika, gjith\u00e7ka \u00ebsht\u00eb e kund\u00ebrta.<\/p>\n<p>Por ja p\u00ebrpar\u00ebsia e inxhinierit t\u00eb t\u00eb dh\u00ebnave:<\/p>\n<p>pa t\u00eb, vlera e modelit prototip, shpesh her\u00eb nj\u00eb cop\u00eb kodi t\u00eb dob\u00ebt n\u00eb nj\u00eb skedar Python, e cila \u00ebsht\u00eb marr\u00eb nga shkenc\u00ebtari i t\u00eb dh\u00ebnave dhe n\u00eb nj\u00ebfar\u00eb m\u00ebnyre rezulton, tendon n\u00eb zero.<\/p>\n<p>Pa inxhinierin e t\u00eb dh\u00ebnave, ky kod kurr\u00eb nuk do t\u00eb b\u00ebhet nj\u00eb projekt, dhe asnj\u00eb problem biznesi nuk do t\u00eb zgjidhet n\u00eb m\u00ebnyr\u00eb efektive. Inxhinieri i t\u00eb dh\u00ebnave p\u00ebrpiqet ta kthej\u00eb t\u00eb gjith\u00eb k\u00ebt\u00eb n\u00eb nj\u00eb produkt.<\/p>\n<p><b>Informacionet thelb\u00ebsore q\u00eb duhet t\u00eb dij\u00eb nj\u00eb inxhinier i t\u00eb dh\u00ebnave<\/b><\/p>\n<p><img decoding=\"async\" alt=\"Kush jan\u00eb inxhinier\u00ebt e t\u00eb dh\u00ebnave dhe si mund t\u00eb b\u00ebheni nj\u00eb prej tyre?\" src=\"\/wp-content\/uploads\/2019\/05\/f724004e5a30a0c021c4377d66985d16.png\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<br \/>\nPra ndaj, n\u00ebse ky pun\u00eb ju zgjon drit\u00ebn dhe jeni plot entuziaz\u00ebm \u2014 ju keni kapacitetin t\u00eb m\u00ebsoni k\u00ebt\u00eb, mund t\u00eb zot\u00ebroni t\u00eb gjitha aft\u00ebsit\u00eb e nevojshme dhe t\u00eb b\u00ebheni nj\u00eb yll i v\u00ebrtet\u00eb n\u00eb fush\u00ebn e zhvillimit t\u00eb t\u00eb dh\u00ebnave. Dhe, po, mund ta realizoni k\u00ebt\u00eb edhe pa aft\u00ebsi programimi ose njohuri t\u00eb tjera teknike. \u00cbsht\u00eb e v\u00ebshtir\u00eb, por e mundshme!<\/p>\n<p><b>Cilat jan\u00eb hapat e par\u00eb?<\/b><\/p>\n<blockquote><p><i>Ju duhet t\u00eb keni nj\u00eb kuptim t\u00eb p\u00ebrgjithsh\u00ebm se \u00e7far\u00eb \u00ebsht\u00eb \u00e7far\u00eb.<\/i><\/p><\/blockquote>\n<p>S\u00eb pari, Inxhinieria e t\u00eb Dh\u00ebnave i p\u00ebrket informatik\u00ebs. N\u00eb ve\u00e7anti \u2014 ju duhet t\u00eb kuptoni algoritmet efikase dhe strukturat e t\u00eb dh\u00ebnave. S\u00eb dyti, pasi inxhinier\u00ebt e t\u00eb dh\u00ebnave punojn\u00eb me t\u00eb dh\u00ebna, \u00ebsht\u00eb e nevojshme t\u00eb kuptohet parimet e funksionimit t\u00eb bazave t\u00eb t\u00eb dh\u00ebnave dhe strukturave q\u00eb q\u00ebndrojn\u00eb n\u00eb themel t\u00eb tyre.<\/p>\n<p>P\u00ebr shembull, bazat e t\u00eb dh\u00ebnave SQL t\u00eb zakonshme B-tree jan\u00eb t\u00eb bazuara n\u00eb struktur\u00ebn e t\u00eb dh\u00ebnave B-Tree, si dhe, n\u00eb depo moderne t\u00eb shp\u00ebrndara, LSM-Tree dhe modifikime t\u00eb tjera t\u00eb tabelave t\u00eb heshit.<\/p>\n<p><i>* K\u00ebto hapa jan\u00eb t\u00eb bazuar n\u00eb nj\u00eb artikull t\u00eb shk\u00eblqyer <noindex><a rel=\"nofollow\" href=\"https:\/\/medium.com\/@adil_45422\">Adil Hashtamov<\/a><\/noindex>. Pra, n\u00ebse e njihni gjuh\u00ebn ruse, mb\u00ebshtesni k\u00ebt\u00eb autor dhe lexoni <noindex><a rel=\"nofollow\" href=\"https:\/\/khashtamov.com\/ru\/data-engineer\/\">postimin e tij<\/a><\/noindex>.<\/i><\/p>\n<p><b>1. Algoritmet dhe strukturat e t\u00eb dh\u00ebnave<\/b><\/p>\n<p>P\u00ebrdorimi i strukturave t\u00eb duhura t\u00eb t\u00eb dh\u00ebnave mund t\u00eb p\u00ebrmir\u00ebsoj\u00eb ndjesh\u00ebm performanc\u00ebn e algoritmit. N\u00eb m\u00ebnyr\u00eb ideale, t\u00eb gjith\u00eb duhet t\u00eb studiojm\u00eb strukturat e t\u00eb dh\u00ebnave dhe algoritmet n\u00eb shkollat tona, por kjo rrall\u00eb sqarohet. N\u00eb \u00e7do rast, nuk \u00ebsht\u00eb kurr\u00eb von\u00eb t\u00eb informohesh.<br \/>\nK\u00ebshtu q\u00eb, k\u00ebtu jan\u00eb kurset e mia t\u00eb preferuara falas p\u00ebr t\u00eb studiuar strukturat e t\u00eb dh\u00ebnave dhe algoritmet:<\/p>\n<ul>\n<li><noindex><a rel=\"nofollow\" href=\"https:\/\/www.udemy.com\/introduction-to-data-structures\/?ranMID=39197&amp;ranEAID=JVFxdTr9V80&amp;ranSiteID=JVFxdTr9V80-fcVI3mDcwPC4Q5dpzDABSg&amp;LSNPUBID=JVFxdTr9V80\">Nga t\u00eb thjeshtat te komplekset: Strukturat e Dh\u00ebnave (Udemy)<\/a><\/noindex><\/li>\n<li><noindex><a rel=\"nofollow\" href=\"https:\/\/www.coursera.org\/learn\/algorithms-part1?ranMID=40328&amp;ranEAID=JVFxdTr9V80&amp;ranSiteID=JVFxdTr9V80-Y2SOzvEQ5UCqGZ8SQ8yPFA&amp;siteID=JVFxdTr9V80-Y2SOzvEQ5UCqGZ8SQ8yPFA&amp;utm_content=10&amp;utm_medium=partners&amp;utm_source=linkshare&amp;utm_campaign=JVFxdTr9V80\">Algoritmet, Pjesa I (Coursera)<\/a><\/noindex><\/li>\n<li><noindex><a rel=\"nofollow\" href=\"https:\/\/www.coursera.org\/learn\/algorithms-part2?ranMID=40328&amp;ranEAID=JVFxdTr9V80&amp;ranSiteID=JVFxdTr9V80-sXWvgPKRyzYEBJ33lVooUQ&amp;siteID=JVFxdTr9V80-sXWvgPKRyzYEBJ33lVooUQ&amp;utm_content=10&amp;utm_medium=partners&amp;utm_source=linkshare&amp;utm_campaign=JVFxdTr9V80\">Algoritmet, Pjesa II (Coursera)<\/a><\/noindex>\n <\/li>\n<\/ul>\n<p>Plus, mos e harrojm\u00eb vepr\u00ebn klasike mbi algoritmet t\u00eb Thomas Cormenit \u2014 <noindex><a rel=\"nofollow\" href=\"https:\/\/www.amazon.com\/gp\/product\/0262033844\/ref=as_li_tl?ie=UTF8&amp;camp=1789&amp;creative=9325&amp;creativeASIN=0262033844&amp;linkCode=as2&amp;tag=adilkhash-20&amp;linkId=74742875db503b1a899ca35159749067\">Hyrja n\u00eb Algoritme<\/a><\/noindex>. Ky \u00ebsht\u00eb udh\u00ebzuesi ideal kur keni nevoj\u00eb t\u00eb oshtoni kujtes\u00ebn tuaj.<\/p>\n<ul>\n<li>P\u00ebr t\u00eb p\u00ebrmir\u00ebsuar aft\u00ebsit\u00eb tuaja, p\u00ebrdorni <noindex><a rel=\"nofollow\" href=\"https:\/\/leetcode.com\/problemset\/algorithms\/\">Leetcode<\/a><\/noindex>.<\/li>\n<\/ul>\n<p>Ju gjithashtu mund t\u00eb zhytni veten n\u00eb bot\u00ebn e bazave t\u00eb t\u00eb dh\u00ebnave me videoklipa t\u00eb mrekulluesh\u00ebm nga Universiteti Carnegie Mellon n\u00eb Youtube:<\/p>\n<ul>\n<li><noindex><a rel=\"nofollow\" href=\"https:\/\/www.youtube.com\/playlist?list=PLSE8ODhjZXjYutVzTeAds8xUt1rcmyT7x\">Hyrje n\u00eb Sistemet e Bazave t\u00eb t\u00eb Dh\u00ebnave<\/a><\/noindex>.<\/li>\n<li><noindex><a rel=\"nofollow\" href=\"https:\/\/www.youtube.com\/playlist?list=PLSE8ODhjZXja7K1hjZ01UTVDnGQdx5v5U\">Sistemet e Avancuara t\u00eb Bazave t\u00eb t\u00eb Dh\u00ebnave<\/a><\/noindex>.<\/li>\n<\/ul>\n<p><b>2. M\u00ebsimi i SQL<\/b><\/p>\n<p>E gjith\u00eb jeta jon\u00eb \u00ebsht\u00eb t\u00eb dh\u00ebna. Dhe p\u00ebr t\u00eb nxjerr\u00eb k\u00ebto t\u00eb dh\u00ebna nga baza e t\u00eb dh\u00ebnave, ju nevojitet t\u00eb \"flisni\" me to n\u00eb nj\u00eb gjuh\u00eb t\u00eb p\u00ebrbashk\u00ebt.<\/p>\n<p>SQL (Gjuha e K\u00ebrkesave t\u00eb Strukturuara) \u00ebsht\u00eb nj\u00eb gjuh\u00eb komunikimi n\u00eb fush\u00ebn e t\u00eb dh\u00ebnave. Pavar\u00ebsisht se \u00e7far\u00eb thon\u00eb t\u00eb tjer\u00ebt, SQL ka jetuar, jeton dhe do t\u00eb vazhdoj\u00eb t\u00eb jetoj\u00eb p\u00ebr shum\u00eb koh\u00eb.<\/p>\n<p>N\u00ebse keni qen\u00eb p\u00ebr nj\u00eb koh\u00eb t\u00eb gjat\u00eb n\u00eb zhvillim, ndoshta e keni v\u00ebn\u00eb re se thashetheme p\u00ebr vdekjen e shpejt\u00eb t\u00eb SQL shfaqen her\u00eb pas here. Gjuha u zhvillua n\u00eb fillim t\u00eb viteve '70 dhe ende g\u00ebzon nj\u00eb popullaritet t\u00eb madh mes analist\u00ebve, zhvilluesve dhe thjesht entuziast\u00ebve.<br \/>\nPa njohuri n\u00eb SQL, nuk keni \u00e7far\u00eb t\u00eb b\u00ebni n\u00eb inxhinierin\u00eb e t\u00eb dh\u00ebnave, pasi do t'ju duhet t\u00eb krijoni k\u00ebrkesa p\u00ebr ekstraktimin e t\u00eb dh\u00ebnave. T\u00eb gjith\u00eb depozitat moderne t\u00eb t\u00eb dh\u00ebnave t\u00eb m\u00ebdha mb\u00ebshtesin SQL:<\/p>\n<ul>\n<li>Amazon Redshift<\/li>\n<li>HP Vertica<\/li>\n<li>Oracle<\/li>\n<li>SQL Server<\/li>\n<\/ul>\n<p>\u2026 dhe shum\u00eb t\u00eb tjer\u00eb.<\/p>\n<p>P\u00ebr analizimin e nj\u00eb s\u00ebr\u00eb t\u00eb dh\u00ebnash t\u00eb ruajtura n\u00eb sisteme t\u00eb shp\u00ebrndara, si HDFS, jan\u00eb shpikur mekanizma SQL: Apache Hive, Impala etj. E sheh, ai nuk po shkon kudo.<\/p>\n<p>Si mund t\u00eb m\u00ebsoni SQL? Thjesht praktikoni.<\/p>\n<p>P\u00ebr k\u00ebt\u00eb, do t'ju rekomandoja t\u00eb njiheni me nj\u00eb manual t\u00eb shk\u00eblqyer, i cili, p\u00ebr rast\u00ebsin\u00eb, \u00ebsht\u00eb falas, nga <noindex><a rel=\"nofollow\" href=\"https:\/\/mode.com\/sql-tutorial\/introduction-to-sql\/\">Mode Analytics<\/a><\/noindex>.<\/p>\n<ol>\n<li><noindex><a rel=\"nofollow\" href=\"https:\/\/www.datacamp.com\/courses\/intermediate-sql\/\">Niveli i Mes\u00ebm i SQL<\/a><\/noindex><\/li>\n<li><noindex><a rel=\"nofollow\" href=\"https:\/\/www.datacamp.com\/courses\/joining-data-in-postgresql\">Bashkimi i t\u00eb dh\u00ebnave n\u00eb SQL<\/a><\/noindex><\/li>\n<\/ol>\n<p>Karakteristika e k\u00ebtyre kurseve \u00ebsht\u00eb prania e nj\u00eb mjedisi interaktiv, ku mund t\u00eb shkruani dhe ekzekutoni k\u00ebrkesa SQL direkt n\u00eb shfletues. Burimi <noindex><a rel=\"nofollow\" href=\"https:\/\/modern-sql.com\/\">Modern SQL<\/a><\/noindex> nuk do t\u00eb ishte disi e tepruar. Dhe ju mund t\u00eb aplikoni k\u00ebto njohuri n\u00eb <noindex><a rel=\"nofollow\" href=\"https:\/\/leetcode.com\/problemset\/database\/\">detyrat Leetcode<\/a><\/noindex> n\u00eb seksionin e Bazave t\u00eb t\u00eb dh\u00ebnave.<\/p>\n<p><b>3. Programimi n\u00eb Python dhe Java\/Scala<\/b><\/p>\n<p>Pse duhet t\u00eb studiuesh nj\u00eb gjuh\u00eb programimi si Python, e kam shkruar tashm\u00eb n\u00eb artikullin <noindex><a rel=\"nofollow\" href=\"https:\/\/medium.com\/datadriveninvestor\/python-vs-r-choosing-the-best-tool-for-ai-ml-data-science-7e0c2295e243\">Python vs R. Zgjedhja e mjetit m\u00eb t\u00eb mir\u00eb p\u00ebr AI, ML dhe Shkenc\u00ebn e t\u00eb Dh\u00ebnave<\/a><\/noindex>. Sa p\u00ebr Java dhe Scala, shumica e mjeteve p\u00ebr ruajtje dhe p\u00ebrpunim t\u00eb sasis\u00eb s\u00eb madhe t\u00eb t\u00eb dh\u00ebnave jan\u00eb shkruar n\u00eb k\u00ebto gjuh\u00eb. P\u00ebr shembull:<\/p>\n<ul>\n<li>Apache Kafka (Scala)<\/li>\n<li>Hadoop, HDFS (Java)<\/li>\n<li>Apache Spark (Scala)<\/li>\n<li>Apache Cassandra (Java)<\/li>\n<li>HBase (Java)<\/li>\n<li>Apache Hive (Java)<\/li>\n<\/ul>\n<p>P\u00ebr t\u00eb kuptuar se si funksionojn\u00eb k\u00ebto mjete, ju nevojitet t\u00eb dini gjuh\u00ebt n\u00eb t\u00eb cilat jan\u00eb shkruar. Qasja funksionale e Scala lejon zgjidhjen efikase t\u00eb detyrave t\u00eb p\u00ebrpunimit paralel t\u00eb t\u00eb dh\u00ebnave. Python, fatkeq\u00ebsisht, nuk mund t\u00eb mburret me shpejt\u00ebsin\u00eb dhe p\u00ebrpunimin paralel. N\u00eb p\u00ebrgjith\u00ebsi, njohuria e disa gjuh\u00ebve dhe paradigmat e programimit ka nj\u00eb influenc\u00eb pozitive n\u00eb gjer\u00ebsin\u00eb e qasjeve p\u00ebr zgjidhjen e problemeve.<\/p>\n<p>P\u00ebr t'u thelluar n\u00eb gjuh\u00ebn Scala, mund t\u00eb lexoni <noindex><a rel=\"nofollow\" href=\"https:\/\/www.amazon.com\/gp\/product\/0981531687\/ref=as_li_tl?ie=UTF8&amp;camp=1789&amp;creative=9325&amp;creativeASIN=0981531687&amp;linkCode=as2&amp;tag=adilkhash-20&amp;linkId=69314619f1e546e3921eb97c72cf4850\">Programimi n\u00eb Scala<\/a><\/noindex> nga autori i gjuh\u00ebs. Kompania Twitter gjithashtu ka publikuar nj\u00eb udh\u00ebzues t\u00eb mir\u00eb hyr\u00ebs \u2014 <noindex><a rel=\"nofollow\" href=\"https:\/\/twitter.github.io\/scala_school\/\">Scala School<\/a><\/noindex>.<\/p>\n<p>Sa i p\u00ebrket Python, mendoj <noindex><a rel=\"nofollow\" href=\"https:\/\/www.amazon.com\/gp\/product\/1491946008\/ref=as_li_tl?ie=UTF8&amp;camp=1789&amp;creative=9325&amp;creativeASIN=1491946008&amp;linkCode=as2&amp;tag=adilkhash-20&amp;linkId=8a663e966770c24874e323133cc7a005\">Fluent Python<\/a><\/noindex> libri m\u00eb i mir\u00eb n\u00eb nivel mesatar.<\/p>\n<p><b>4. Mjetet p\u00ebr pun\u00eb me t\u00eb dh\u00ebna t\u00eb m\u00ebdha<\/b><\/p>\n<p>Ja lista e mjeteve m\u00eb t\u00eb njohura n\u00eb bot\u00ebn e t\u00eb dh\u00ebnave t\u00eb m\u00ebdha:<\/p>\n<ul>\n<li>Apache Spark<\/li>\n<li>Apache Kafka<\/li>\n<li>Apache Hadoop (HDFS, HBase, Hive)<\/li>\n<li>Apache Cassandra<\/li>\n<\/ul>\n<p>M\u00eb shum\u00eb informacion mbi nd\u00ebrlikimin e blloqeve t\u00eb m\u00ebdha t\u00eb t\u00eb dh\u00ebnave mund t\u00eb gjeni n\u00eb k\u00ebt\u00eb mjet <noindex><a rel=\"nofollow\" href=\"http:\/\/xyz.insightdataengineering.com\/blog\/pipeline_map\/\">interaktiv<\/a><\/noindex>. Mjetet m\u00eb t\u00eb njohura jan\u00eb Spark dhe Kafka. Definitivisht vlen t\u00eb studiohen, preferohet t\u00eb kuptoni se si funksionojn\u00eb nga brenda. Jay Kreps (bashkautor i Kafka) n\u00eb vitin 2013 publikoi nj\u00eb vep\u00ebr monumentale <noindex><a rel=\"nofollow\" href=\"https:\/\/engineering.linkedin.com\/distributed-systems\/log-what-every-software-engineer-should-know-about-real-time-datas-unifying\">The Log: \u00e7far\u00eb duhet t\u00eb dij\u00eb \u00e7do zhvillues softueri rreth abstraksionit t\u00eb bashkimit t\u00eb t\u00eb dh\u00ebnave n\u00eb koh\u00eb reale<\/a><\/noindex>, p\u00ebr shembull, ide kryesore nga ky talmud u p\u00ebrdor\u00ebn p\u00ebr t\u00eb krijuar Apache Kafka.<\/p>\n<ul>\n<li>Nj\u00eb hyrje n\u00eb Hadoop mund t\u00eb jet\u00eb <noindex><a rel=\"nofollow\" href=\"https:\/\/data-flair.training\/blogs\/hadoop-tutorials-home\/\">Udh\u00ebzuesi i plot\u00eb p\u00ebr zot\u00ebrimin e Hadoop (falas)<\/a><\/noindex>.<\/li>\n<li>P\u00ebr mua, udh\u00ebzuesi m\u00eb i plot\u00eb p\u00ebr Apache Spark \u00ebsht\u00eb \u2014 <noindex><a rel=\"nofollow\" href=\"https:\/\/www.amazon.com\/gp\/product\/1491912219\/ref=as_li_tl?ie=UTF8&amp;camp=1789&amp;creative=9325&amp;creativeASIN=1491912219&amp;linkCode=as2&amp;tag=adilkhash-20&amp;linkId=5b206424060cfc80a33d13b05c0bfee2\">Spark: udh\u00ebzuesi i plot\u00eb<\/a><\/noindex>.<\/li>\n<\/ul>\n<p><b>5. Platforma t\u00eb cloud<\/b><\/p>\n<p><img decoding=\"async\" alt=\"Kush jan\u00eb inxhinier\u00ebt e t\u00eb dh\u00ebnave dhe si mund t\u00eb b\u00ebheni nj\u00eb prej tyre?\" src=\"\/wp-content\/uploads\/2019\/05\/cc435bc9f9b91ec87d1cf7a591cf84a2.png\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<br \/>\nNjohja e t\u00eb pakt\u00ebn nj\u00eb platforme cloud \u00ebsht\u00eb n\u00eb list\u00ebn e k\u00ebrkesave themelore p\u00ebr aplikant\u00ebt p\u00ebr pozitat e inxhinier\u00ebve t\u00eb t\u00eb dh\u00ebnave. Pun\u00ebdh\u00ebn\u00ebsit preferojn\u00eb Amazon Web Services, n\u00eb vendin e dyt\u00eb \u00ebsht\u00eb platforma cloud Google, dhe n\u00eb vendin e tret\u00eb Microsoft Azure.<\/p>\n<p>Duhet t\u00eb keni njohuri t\u00eb mira n\u00eb Amazon EC2, AWS Lambda, Amazon S3, DynamoDB.<\/p>\n<p><b>6. Sistemet e shp\u00ebrndara<\/b><\/p>\n<p>Puna me t\u00eb dh\u00ebna t\u00eb m\u00ebdha n\u00ebnkupton ekzistenc\u00ebn e klastereve t\u00eb kompjuter\u00ebve q\u00eb funksionojn\u00eb n\u00eb m\u00ebnyr\u00eb t\u00eb pavarur, ku lidhja midis tyre b\u00ebhet p\u00ebrmes rrjetit. Sa m\u00eb i madh t\u00eb jet\u00eb klasteri, aq m\u00eb e madhe \u00ebsht\u00eb mund\u00ebsia e d\u00ebshtimit t\u00eb nyjeve t\u00eb tij. P\u00ebr t'u b\u00ebr\u00eb nj\u00eb ekspert i shk\u00eblqyer n\u00eb fush\u00ebn e t\u00eb dh\u00ebnave, duhet t\u00eb thellohet n\u00eb problemet dhe zgjidhjet ekzistuese p\u00ebr sistemet e shp\u00ebrndara. Kjo fush\u00eb \u00ebsht\u00eb e vjet\u00ebr dhe e nd\u00ebrlikuar.<\/p>\n<p>Andrew Tanenbaum konsiderohet nj\u00eb pionier n\u00eb k\u00ebt\u00eb fush\u00eb. P\u00ebr ata q\u00eb nuk e friksojn\u00eb teoria, un\u00eb rekomandoj librin e tij <noindex><a rel=\"nofollow\" href=\"https:\/\/www.amazon.com\/gp\/product\/1543057381\/ref=as_li_tl?ie=UTF8&amp;camp=1789&amp;creative=9325&amp;creativeASIN=1543057381&amp;linkCode=as2&amp;tag=adilkhash-20&amp;linkId=721aedeb23c313bc46a92c134c5baafa\">\u00abSistemet e shp\u00ebrndara\u00bb<\/a><\/noindex>, p\u00ebr fillestar\u00ebt mund t\u00eb duket e komplikuar, por v\u00ebrtet do t'ju ndihmoj\u00eb t\u00eb p\u00ebrmir\u00ebsoni aft\u00ebsit\u00eb tuaja.<\/p>\n<p>Un\u00eb mendoj <noindex><a rel=\"nofollow\" href=\"https:\/\/www.amazon.com\/gp\/product\/1449373321\/ref=as_li_tl?ie=UTF8&amp;camp=1789&amp;creative=9325&amp;creativeASIN=1449373321&amp;linkCode=as2&amp;tag=adilkhash-20&amp;linkId=e7e0e096aa5761066245eb90965ac849\">\u00abProjektimi i aplikacioneve me p\u00ebrdorim intensiv t\u00eb t\u00eb dh\u00ebnave\u00bb nga Martin Kleppmann<\/a><\/noindex> libri m\u00eb i mir\u00eb hyr\u00ebs. Sidoqoft\u00eb, Martin ka nj\u00eb t\u00eb mrekullueshme <noindex><a rel=\"nofollow\" href=\"https:\/\/martin.kleppmann.com\/\">blog<\/a><\/noindex>. Puna e tij do t\u00eb ndihmoj\u00eb n\u00eb sistematizimin e njohurive mbi nd\u00ebrtimin e infrastruktur\u00ebs moderne p\u00ebr ruajtjen dhe p\u00ebrpunimin e t\u00eb dh\u00ebnave t\u00eb m\u00ebdha.<br \/>\nP\u00ebr ata q\u00eb p\u00eblqejn\u00eb t\u00eb shikojn\u00eb video, n\u00eb Youtube ka nj\u00eb kurs <noindex><a rel=\"nofollow\" href=\"https:\/\/www.youtube.com\/watch?v=w8KFPWkK0bI&amp;list=PLawkBQ15NDEkDJ5IyLIJUTZ1rRM9YQq6N&amp;index=2&amp;t=0s\">Sistemet kompjuterike t\u00eb shp\u00ebrndara<\/a><\/noindex>.<\/p>\n<p><b>7. Tubacionet e t\u00eb dh\u00ebnave<\/b><\/p>\n<p><img decoding=\"async\" alt=\"Kush jan\u00eb inxhinier\u00ebt e t\u00eb dh\u00ebnave dhe si mund t\u00eb b\u00ebheni nj\u00eb prej tyre?\" src=\"\/wp-content\/uploads\/2019\/05\/cf1c8e2baad0cc79c0b8c3707741353a.png\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<br \/>\nTubacionet e t\u00eb dh\u00ebnave jan\u00eb ato q\u00eb nuk mund t'i shmangesh si nj\u00eb inxhinier t\u00eb dh\u00ebnash.<\/p>\n<p>Nj\u00eb pjes\u00eb t\u00eb madhe t\u00eb koh\u00ebs, inxhinieri i t\u00eb dh\u00ebnave nd\u00ebrton at\u00eb q\u00eb quhet tubacion i t\u00eb dh\u00ebnave, pra krijon nj\u00eb proces p\u00ebr d\u00ebrgimin e t\u00eb dh\u00ebnave nga nj\u00eb vend n\u00eb nj\u00eb tjet\u00ebr. K\u00ebto mund t\u00eb jen\u00eb skenar\u00eb p\u00ebrdoruesish q\u00eb d\u00ebrgojn\u00eb t\u00eb dh\u00ebna n\u00eb API t\u00eb nj\u00eb sh\u00ebrbimi t\u00eb jasht\u00ebm ose b\u00ebjn\u00eb k\u00ebrkesa SQL, plot\u00ebsojn\u00eb t\u00eb dh\u00ebnat dhe i vendosin ato n\u00eb nj\u00eb depo qendrore (depo t\u00eb dh\u00ebnash) ose n\u00eb nj\u00eb depo t\u00eb dh\u00ebnash jokonstruktuar (lago t\u00eb dh\u00ebnash).<\/p>\n<p><b>N\u00eb p\u00ebrfundim: lista e kontrolleve p\u00ebr inxhinierin e t\u00eb dh\u00ebnave<\/b><\/p>\n<p><img decoding=\"async\" alt=\"Kush jan\u00eb inxhinier\u00ebt e t\u00eb dh\u00ebnave dhe si mund t\u00eb b\u00ebheni nj\u00eb prej tyre?\" src=\"\/wp-content\/uploads\/2019\/05\/de0eca662b2246e63901afb89c9f255f.png\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<br \/>\nLe t\u00eb p\u00ebrmbledhim \u2014 nevojitet nj\u00eb kuptim i mir\u00eb i k\u00ebsaj:<\/p>\n<ul>\n<li>Sistemet informative;<\/li>\n<li>Zhvillimi i programeve (Agile, DevOps, Teknikat e Dizajnit, SOA);<\/li>\n<li>Sistemet e shp\u00ebrndara dhe programimi paralel;<\/li>\n<li>Bazat e t\u00eb dh\u00ebnave \u2014 planifikimi, dizajni, operimi dhe pastrimi i problemeve;<\/li>\n<li>Projektimi i eksperimenteve \u2014 Testet A\/B p\u00ebr t\u00eb provuar konceptet, p\u00ebr t\u00eb p\u00ebrcaktuar besueshm\u00ebrin\u00eb dhe performanc\u00ebn e sistemeve, si dhe p\u00ebr t\u00eb zhvilluar rrug\u00eb t\u00eb besueshme p\u00ebr ofrimin e shpejt\u00eb t\u00eb zgjidhjeve cil\u00ebsore.<\/li>\n<\/ul>\n<p>K\u00ebto jan\u00eb vet\u00ebm disa k\u00ebrkesa p\u00ebr t'u b\u00ebr\u00eb inxhinier t\u00eb dh\u00ebnash, prandaj hulumtoni dhe njihuni me sistemet e t\u00eb dh\u00ebnave, sistemet informative, dor\u00ebzimin e vazhduesh\u00ebm \/ implementimin \/ integrimin, gjuh\u00ebt e programimit dhe tema t\u00eb tjera n\u00eb informatik\u00eb (jo n\u00eb t\u00eb gjitha fushat e studimit).<\/p>\n<p><b>Dhe, m\u00eb n\u00eb fund, e fundit por shum\u00eb e r\u00ebnd\u00ebsishme, q\u00eb d\u00ebshiroj t\u00eb them.<\/b><\/p>\n<blockquote><p><i><b>Rruga drejt inxhinieris\u00eb s\u00eb t\u00eb dh\u00ebnave nuk \u00ebsht\u00eb aq e leht\u00eb sa mund t\u00eb duket. Ajo nuk fal, frustron, dhe ju duhet t\u00eb jeni t\u00eb p\u00ebrgatitur p\u00ebr k\u00ebt\u00eb. Disa momente n\u00eb k\u00ebt\u00eb udh\u00ebtim mund t'ju nxisin t\u00eb heqni dor\u00eb nga gjith\u00e7ka. Por \u00ebsht\u00eb nj\u00eb proces i v\u00ebrtet\u00eb pune dhe m\u00ebsimi.<\/b><\/i><\/p><\/blockquote>\n<p>Thjesht mos e zbukuroni nga fillimi. E gjith\u00eb kuptimi i udh\u00ebtimit \u00ebsht\u00eb t\u00eb m\u00ebsoni sa m\u00eb shum\u00eb t\u00eb jet\u00eb e mundur dhe t\u00eb jeni t\u00eb gatsh\u00ebm p\u00ebr sfida t\u00eb reja.<br \/>\nJa nj\u00eb imazh i shk\u00eblqyer q\u00eb kam hasur, i cili ilustron mir\u00eb k\u00ebt\u00eb pik\u00eb:<\/p>\n<p><img decoding=\"async\" alt=\"Kush jan\u00eb inxhinier\u00ebt e t\u00eb dh\u00ebnave dhe si mund t\u00eb b\u00ebheni nj\u00eb prej tyre?\" src=\"\/wp-content\/uploads\/2019\/05\/9cc8db9011e5f54717d7e9f31f915523.png\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<br \/>\nDhe, mos haroni t\u00eb shmangni djegien dhe t\u00eb pushoni. Kjo \u00ebsht\u00eb gjithashtu shum\u00eb e r\u00ebnd\u00ebsishme. Suksese!<\/p>\n<p>Si ju duket artikulli, miq? Ju ftojm\u00eb n\u00eb <noindex><a rel=\"nofollow\" href=\"https:\/\/otus.pw\/RCuj\/\">webinarin falas<\/a><\/noindex>, q\u00eb do t\u00eb zhvillohet sot n\u00eb ora 20:00. N\u00eb k\u00ebt\u00eb webinar do t\u00eb diskutojm\u00eb si t\u00eb nd\u00ebrtosh nj\u00eb sistem t\u00eb efektsh\u00ebm dhe t\u00eb shkall\u00ebzuesh\u00ebm p\u00ebr p\u00ebrpunimin e t\u00eb dh\u00ebnave p\u00ebr nj\u00eb kompani t\u00eb vog\u00ebl ose start-up me kosto minimale. Si praktik\u00eb, do t\u00eb njihemi me mjetet p\u00ebrpunuese t\u00eb t\u00eb dh\u00ebnave t\u00eb Google Cloud. Shihemi!<br \/>\n<br \/>Burimi: <a content=\"nofollow\" rel=\"nofollow\" href=\"https:\/\/habr.com\/ru\/company\/otus\/blog\/452670\/\">habr.com<\/a><\/p>","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"excerpt":{"rendered":"<p>\u0418 \u0441\u043d\u043e\u0432\u0430 \u0437\u0434\u0440\u0430\u0432\u0441\u0442\u0432\u0443\u0439\u0442\u0435! \u0417\u0430\u0433\u043e\u043b\u043e\u0432\u043e\u043a \u0441\u0442\u0430\u0442\u044c\u0438 \u0433\u043e\u0432\u043e\u0440\u0438\u0442 \u0441\u0430\u043c \u043e \u0441\u0435\u0431\u0435. \u0412 \u043f\u0440\u0435\u0434\u0434\u0432\u0435\u0440\u0438\u0438 \u0441\u0442\u0430\u0440\u0442\u0430 \u043a\u0443\u0440\u0441\u0430 \u00abData Engineer\u00bb \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u043c \u0440\u0430\u0437\u043e\u0431\u0440\u0430\u0442\u044c\u0441\u044f \u0432 \u0442\u043e\u043c, \u043a\u0442\u043e \u0436\u0435 \u0442\u0430\u043a\u0438\u0435 \u0434\u0430\u0442\u0430-\u0438\u043d\u0436\u0435\u043d\u0435\u0440\u044b. \u0412 \u0441\u0442\u0430\u0442\u044c\u0435 \u043e\u0447\u0435\u043d\u044c \u043c\u043d\u043e\u0433\u043e \u043f\u043e\u043b\u0435\u0437\u043d\u044b\u0445 \u0441\u0441\u044b\u043b\u043e\u043a. \u041f\u0440\u0438\u044f\u0442\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0447\u0442\u0435\u043d\u0438\u044f. \u041f\u0440\u043e\u0441\u0442\u043e\u0435 \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u043e \u043e \u0442\u043e\u043c, \u043a\u0430\u043a \u043f\u043e\u0439\u043c\u0430\u0442\u044c \u0432\u043e\u043b\u043d\u0443 Data Engineering \u0438 \u043d\u0435 \u0434\u0430\u0442\u044c \u0435\u0439 \u0437\u0430\u0442\u044f\u043d\u0443\u0442\u044c \u0432\u0430\u0441 \u0432 \u043f\u0443\u0447\u0438\u043d\u0443. \u0421\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0432\u043f\u0435\u0447\u0430\u0442\u043b\u0435\u043d\u0438\u0435, \u0447\u0442\u043e \u0432 \u043d\u0430\u0448\u0438 \u0434\u043d\u0438 \u043a\u0430\u0436\u0434\u044b\u0439 [&hellip;]<\/p>\n","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"author":1,"featured_media":25729,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[688],"tags":[],"class_list":["post-34083","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=\"\u0418 \u0441\u043d\u043e\u0432\u0430 \u0437\u0434\u0440\u0430\u0432\u0441\u0442\u0432\u0443\u0439\u0442\u0435! 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Titulli i artikullit flet vet\u00eb. Me fillimin e kursit \u00abData Engineer\u00bb, ne propozojm\u00eb t\u00eb kuptojm\u00eb se kush jan\u00eb inxhinier\u00ebt e t\u00eb dh\u00ebnave. Artikulli ka shum\u00eb lidhje t\u00eb dobishme. Lexim t\u00eb k\u00ebndsh\u00ebm. Nj\u00eb udh\u00ebzues i thjesht\u00eb p\u00ebr m\u00ebnyr\u00ebn se si t\u00eb kap\u00ebsh val\u00ebn e Inxhinieris\u00eb s\u00eb t\u00eb Dh\u00ebnave dhe t\u00eb mos lejojm\u00eb q\u00eb ajo t\u00eb t\u00eb t\u00ebrheq\u00eb n\u00eb thell\u00ebsi. Duke u dukur se sot \u00e7do","canonical_url":"https:\/\/prohoster.info\/sq\/blog\/administrirovanie\/kto-takie-data-inzhenery-i-kak-imi-stanovyatsya","robots":"max-image-preview:large","keywords":"","webmasterTools":{"miscellaneous":""},"schema":null,"og:locale":"sq_AL","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\udd47\u041a\u0442\u043e \u0442\u0430\u043a\u0438\u0435 \u0434\u0430\u0442\u0430-\u0438\u043d\u0436\u0435\u043d\u0435\u0440\u044b, \u0438 \u043a\u0430\u043a \u0438\u043c\u0438 \u0441\u0442\u0430\u043d\u043e\u0432\u044f\u0442\u0441\u044f? | ProHoster","og:description":"\u0418 \u0441\u043d\u043e\u0432\u0430 \u0437\u0434\u0440\u0430\u0432\u0441\u0442\u0432\u0443\u0439\u0442\u0435! 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