{"id":26980,"date":"2026-09-27T20:02:12","date_gmt":"2026-09-27T18:02:12","guid":{"rendered":"https:\/\/www.itspy.cz\/thesis\/analysis-of-economic-data-using-the-microsoft-azure-platform\/"},"modified":"2026-10-23T13:46:57","modified_gmt":"2026-10-23T11:46:57","slug":"analysis-of-economic-data-using-the-microsoft-azure-platform","status":"publish","type":"thesis","link":"https:\/\/www.itspy.cz\/en\/thesis\/analysis-of-economic-data-using-the-microsoft-azure-platform\/","title":{"rendered":"Analysis of economic data using the Microsoft Azure platform"},"content":{"rendered":"<p>Ka\u017edoro\u010dne prib\u00fada ve\u013ek\u00e9 mno\u017estvo d\u00e1t, \u010do vedie k zv\u00fd\u0161en\u00fdm<br \/>\nn\u00e1rokom na informa\u010dn\u00e9 syst\u00e9my. V akademickej literat\u00fare<br \/>\nv\u0161ak b\u00fdvaj\u00fa jednotliv\u00e9 \u010dasti d\u00e1tov\u00fdch rie\u0161en\u00ed zv\u00e4\u010d\u0161a<br \/>\nspracovan\u00e9 izolovane. T\u00e1to pr\u00e1ca sa zaober\u00e1 n\u00e1vrhom a<br \/>\nimplement\u00e1ciou integrovan\u00e9ho cloudov\u00e9ho d\u00e1tov\u00e9ho rie\u0161enia,<br \/>\nktor\u00e9 prep\u00e1ja zber d\u00e1t, ich spracovanie, analytick\u00e9 met\u00f3dy<br \/>\na vizualiza\u010dn\u00fa vrstvu do jednotn\u00e9ho ucelen\u00e9ho analytick\u00e9ho<br \/>\nr\u00e1mca.<\/p>\n<p>Navrhnut\u00e9 rie\u0161enie je implementovan\u00e9 v prostred\u00ed Microsoft<br \/>\nAzure s vyu\u017eit\u00edm slu\u017eieb Azure Data Factory (ADF), Azure<br \/>\nStorage Account a Azure Batch. D\u00e1tov\u00e1 vrstva je postaven\u00e1<br \/>\nna medail\u00f3novej architekt\u00fare, ktor\u00e1 umo\u017e\u0148uje oddeli\u0165<br \/>\nsurov\u00e9, o\u010disten\u00e9 a analyticky pripraven\u00e9 d\u00e1ta. Rie\u0161enie je<br \/>\nkonkr\u00e9tne zameran\u00e9 na \u0161trukt\u00farovan\u00e9 fi\u0161k\u00e1lne a<br \/>\nmakroekonomick\u00e9 \u00fadaje z webov\u00e9ho port\u00e1lu Eurostat a z\u00e1rove\u0148<br \/>\nintegruje ekonomick\u00e9 progn\u00f3zy Eur\u00f3pskej komisie a tla\u010dov\u00e9<br \/>\nspr\u00e1vy Eur\u00f3pskej centr\u00e1lnej banky vo forme textov\u00fdch d\u00e1t.<br \/>\nNad t\u00fdmito ne\u0161trukt\u00farovan\u00fdmi \u00fadajmi je aplikovan\u00fd ve\u013ek\u00fd<br \/>\njazykov\u00fd model na anal\u00fdzu sentimentu. Praktick\u00e1<br \/>\npou\u017eite\u013enos\u0165 rie\u0161enia je demon\u0161trovan\u00e1 na verejn\u00fdch<br \/>\nfinanci\u00e1ch kraj\u00edn V4 a Rak\u00faska za posledn\u00e9 desa\u0165ro\u010die.<\/p>\n<p>V\u00fdstupom pr\u00e1ce je automatizovan\u00fd d\u00e1tov\u00fd proces a<br \/>\ninterakt\u00edvny Power BI dashboard, ktor\u00fd umo\u017e\u0148uje analyzova\u0165<br \/>\nfi\u0161k\u00e1lne ukazovatele, zahrani\u010dn\u00fd obchod, \u0161trukt\u00faru dan\u00ed a<br \/>\nverejn\u00e9 v\u00fddavky, pri\u010dom je doplnen\u00fd o sentiment eur\u00f3pskych<br \/>\nin\u0161tit\u00faci\u00ed z dlhodob\u00e9ho aj kr\u00e1tkodob\u00e9ho h\u013eadiska. V\u00fdsledky<br \/>\nukazuj\u00fa, \u017ee navrhnut\u00e9 rie\u0161enie poskytuje reprodukovate\u013en\u00fd,<br \/>\nroz\u0161\u00edrite\u013en\u00fd a prakticky pou\u017eite\u013en\u00fd r\u00e1mec pre komplexn\u00fa<br \/>\nd\u00e1tov\u00fa analytiku v cloudovom prostred\u00ed. Z\u00e1rove\u0148 v\u0161ak<br \/>\nsamotn\u00e9 webov\u00e9 zdroje a charakter ve\u013ek\u00fdch jazykov\u00fdch<br \/>\nmodelov m\u00f4\u017eu predstavova\u0165 ur\u010dit\u00e9 obmedzenia.<\/p>\n","protected":false},"featured_media":26724,"template":"","meta":{"_acf_changed":false,"_links_to":"","_links_to_target":""},"university":[385,430,384],"thesis-year":[466],"class_list":["post-26980","thesis","type-thesis","status-publish","has-post-thumbnail","hentry","thesis-year-466"],"acf":{"autor":"Roderik Antol","portret":"","vedouci":"doc. RNDr. Eugen Ru\u017eick\u00fd, CSc."},"_links":{"self":[{"href":"https:\/\/www.itspy.cz\/en\/wp-json\/wp\/v2\/thesis\/26980","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.itspy.cz\/en\/wp-json\/wp\/v2\/thesis"}],"about":[{"href":"https:\/\/www.itspy.cz\/en\/wp-json\/wp\/v2\/types\/thesis"}],"version-history":[{"count":1,"href":"https:\/\/www.itspy.cz\/en\/wp-json\/wp\/v2\/thesis\/26980\/revisions"}],"predecessor-version":[{"id":27035,"href":"https:\/\/www.itspy.cz\/en\/wp-json\/wp\/v2\/thesis\/26980\/revisions\/27035"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.itspy.cz\/en\/wp-json\/wp\/v2\/media\/26724"}],"wp:attachment":[{"href":"https:\/\/www.itspy.cz\/en\/wp-json\/wp\/v2\/media?parent=26980"}],"wp:term":[{"taxonomy":"university","embeddable":true,"href":"https:\/\/www.itspy.cz\/en\/wp-json\/wp\/v2\/university?post=26980"},{"taxonomy":"thesis-year","embeddable":true,"href":"https:\/\/www.itspy.cz\/en\/wp-json\/wp\/v2\/thesis-year?post=26980"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}