{"id":116,"date":"2024-07-25T12:23:08","date_gmt":"2024-07-25T12:23:08","guid":{"rendered":"https:\/\/sekmesreceptai.lt\/index.php\/2024\/07\/25\/atraskite-galingas-izvalgas-naudodami-isplestine-duomenu-analize\/"},"modified":"2024-07-25T12:23:08","modified_gmt":"2024-07-25T12:23:08","slug":"atraskite-galingas-izvalgas-naudodami-isplestine-duomenu-analize","status":"publish","type":"post","link":"https:\/\/sekmesreceptai.lt\/index.php\/2024\/07\/25\/atraskite-galingas-izvalgas-naudodami-isplestine-duomenu-analize\/","title":{"rendered":"Atraskite galingas \u012f\u017evalgas naudodami i\u0161pl\u0117stin\u0119 duomen\u0173 analiz\u0119"},"content":{"rendered":"<p> <br \/>\n<\/p>\n<div>\n<p><span data-contrast=\"auto\">\u0160iandien organizacijos ir \u012fmon\u0117s visame pasaulyje turi prieig\u0105 prie daugyb\u0117s informacijos, ty duomen\u0173.  Ta\u010diau neapdoroti duomenys yra pana\u0161\u016bs \u012f \u017eali\u0105 naft\u0105, kuri\u0105 reikia rafinuoti, kad j\u0105 b\u016bt\u0173 galima tinkamai naudoti.  Tod\u0117l i\u0161\u0161\u016bkis yra paversti neapdorotus duomenis strukt\u016brizuotais, \u0161variais duomenimis, kurie gali pasi\u016blyti reali\u0173 \u012f\u017evalg\u0173.  \u010cia pa\u017eangi duomen\u0173 analiz\u0117 atlieka labai svarb\u0173 vaidmen\u012f padedant \u012fmon\u0117ms i\u0161likti priekyje.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559739&quot;:160,&quot;335559740&quot;:279}\"> <\/span><\/p>\n<p><span data-contrast=\"auto\">\u0160iame straipsnyje nagrin\u0117jama, kaip galite pasinaudoti svertu <a href=\"https:\/\/www.xavor.com\/bi-data-analytics\/\"><strong>pa\u017eangios duomen\u0173 analiz\u0117s paslaugos<\/strong><\/a>  atrakinti duomen\u0173 \u012f\u017evalgas, ypating\u0105 d\u0117mes\u012f skiriant skai\u010diavimo duomen\u0173 analizei ir jos skyrimui nuo tradicin\u0117s duomen\u0173 analiz\u0117s.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559739&quot;:160,&quot;335559740&quot;:279}\"> <\/span><\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_82_2 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Turinys:<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/sekmesreceptai.lt\/index.php\/2024\/07\/25\/atraskite-galingas-izvalgas-naudodami-isplestine-duomenu-analize\/#Isplestines_duomenu_analizes_supratimas\" >I\u0161pl\u0117stin\u0117s duomen\u0173 analiz\u0117s supratimas<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/sekmesreceptai.lt\/index.php\/2024\/07\/25\/atraskite-galingas-izvalgas-naudodami-isplestine-duomenu-analize\/#Pagrindiniai_isplestines_duomenu_analizes_komponentai\" >Pagrindiniai i\u0161pl\u0117stin\u0117s duomen\u0173 analiz\u0117s komponentai<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/sekmesreceptai.lt\/index.php\/2024\/07\/25\/atraskite-galingas-izvalgas-naudodami-isplestine-duomenu-analize\/#Masininio_mokymosi_vaidmuo\" >Ma\u0161ininio mokymosi vaidmuo<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/sekmesreceptai.lt\/index.php\/2024\/07\/25\/atraskite-galingas-izvalgas-naudodami-isplestine-duomenu-analize\/#Didziuju_duomenu_technologijos\" >Did\u017ei\u0173j\u0173 duomen\u0173 technologijos<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/sekmesreceptai.lt\/index.php\/2024\/07\/25\/atraskite-galingas-izvalgas-naudodami-isplestine-duomenu-analize\/#Skaiciavimo_duomenu_analize_ir_tradicine_duomenu_analize\" >Skai\u010diavimo duomen\u0173 analiz\u0117 ir tradicin\u0117 duomen\u0173 analiz\u0117<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/sekmesreceptai.lt\/index.php\/2024\/07\/25\/atraskite-galingas-izvalgas-naudodami-isplestine-duomenu-analize\/#Tradicine_duomenu_analize\" >Tradicin\u0117 duomen\u0173 analiz\u0117<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/sekmesreceptai.lt\/index.php\/2024\/07\/25\/atraskite-galingas-izvalgas-naudodami-isplestine-duomenu-analize\/#Skaiciavimo_duomenu_analize\" >Skai\u010diavimo duomen\u0173 analiz\u0117<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/sekmesreceptai.lt\/index.php\/2024\/07\/25\/atraskite-galingas-izvalgas-naudodami-isplestine-duomenu-analize\/#Isplestines_duomenu_analizes_praktiniai_pritaikymai\" >I\u0161pl\u0117stin\u0117s duomen\u0173 analiz\u0117s praktiniai pritaikymai<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/sekmesreceptai.lt\/index.php\/2024\/07\/25\/atraskite-galingas-izvalgas-naudodami-isplestine-duomenu-analize\/#Isplestines_duomenu_analizes_diegimo_veiksmai\" >I\u0161pl\u0117stin\u0117s duomen\u0173 analiz\u0117s diegimo veiksmai<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/sekmesreceptai.lt\/index.php\/2024\/07\/25\/atraskite-galingas-izvalgas-naudodami-isplestine-duomenu-analize\/#Isvada\" >I\u0161vada<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"Isplestines_duomenu_analizes_supratimas\"><\/span><span id=\"Understanding_Advanced_Data_Analytics\">I\u0161pl\u0117stin\u0117s duomen\u0173 analiz\u0117s supratimas<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span data-contrast=\"auto\">I\u0161pl\u0117stin\u0117 duomen\u0173 analiz\u0117 apima daugyb\u0119 sud\u0117ting\u0173 metod\u0173 ir \u012franki\u0173, skirt\u0173 sud\u0117tingiems duomen\u0173 rinkiniams analizuoti.  Skirtingai nuo pagrindin\u0117s analiz\u0117s, kuri gali apimti paprast\u0105 statistin\u0119 analiz\u0119 arba pagrindines u\u017eklausas, i\u0161pl\u0117stin\u0117 duomen\u0173 analiz\u0117 apima ma\u0161inin\u012f mokym\u0105si, nusp\u0117jam\u0105j\u0105 analiz\u0119 ir duomen\u0173 gavybos metodus. <\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559739&quot;:160,&quot;335559740&quot;:279}\"> <\/span><\/p>\n<p><span data-contrast=\"auto\">\u0160ie metodai leid\u017eia giliau i\u0161tirti ir suprasti duomenis, atskleisti modelius ir tendencijas, kurios n\u0117ra akivaizd\u017eios i\u0161 karto. <\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559739&quot;:160,&quot;335559740&quot;:279}\"> <\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"Pagrindiniai_isplestines_duomenu_analizes_komponentai\"><\/span><span id=\"Key_Components_of_Advanced_Data_Analytics\"><span data-contrast=\"auto\">Pagrindiniai i\u0161pl\u0117stin\u0117s duomen\u0173 analiz\u0117s komponentai <\/span><\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ul>\n<li><b><span data-contrast=\"auto\">Nusp\u0117jamoji analiz\u0117<\/span><\/b><span data-contrast=\"auto\">: Tai apima istorini\u0173 duomen\u0173 naudojim\u0105, kad b\u016bt\u0173 galima numatyti b\u016bsimus \u012fvykius.  Da\u017eniausiai naudojami tokie metodai kaip regresin\u0117 analiz\u0117, laiko eilu\u010di\u0173 analiz\u0117 ir ma\u0161ininio mokymosi algoritmai.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559739&quot;:160,&quot;335559740&quot;:279}\"> <\/span><\/li>\n<li><span data-contrast=\"auto\"> <\/span><b><span data-contrast=\"auto\">Apra\u0161omoji analiz\u0117<\/span><\/b><span data-contrast=\"auto\">: pagrindinis d\u0117mesys skiriamas istorini\u0173 duomen\u0173 apibendrinimui, siekiant suprasti, kas nutiko praeityje.  Metodai apima duomen\u0173 kaupim\u0105 ir duomen\u0173 gavyb\u0105.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559739&quot;:160,&quot;335559740&quot;:279}\"> <\/span><\/li>\n<li><b><span data-contrast=\"auto\">Preskriptyvi analiz\u0117<\/span><\/b><span data-contrast=\"auto\">: \u0160io tipo analiz\u0117 \u017eengia dar vien\u0105 \u017eingsn\u012f, si\u016blydama veiksmus, kuri\u0173 galima imtis norint pasiekti norim\u0173 rezultat\u0173.  Tai da\u017enai apima optimizavimo ir modeliavimo algoritmus.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559739&quot;:160,&quot;335559740&quot;:279}\"> <\/span><\/li>\n<li><b><span data-contrast=\"auto\">Diagnostin\u0117 analiz\u0117<\/span><\/b><span data-contrast=\"auto\">: Tai apima duomen\u0173 tyrim\u0105, kad suprastume praeities rezultat\u0173 prie\u017eastis.  Metodai apima pagrindini\u0173 prie\u017eas\u010di\u0173 analiz\u0119 ir i\u0161sami\u0105 duomen\u0173 analiz\u0119.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559739&quot;:160,&quot;335559740&quot;:279}\"> <\/span><\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"Masininio_mokymosi_vaidmuo\"><\/span><span id=\"The_Role_of_Machine_Learning\">Ma\u0161ininio mokymosi vaidmuo<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span data-contrast=\"auto\"><a href=\"https:\/\/www.xavor.com\/ai-ml-solutions\/\"><strong>Ma\u0161ininio mokymosi sprendimai<\/strong> <\/a>yra pa\u017eangios duomen\u0173 analiz\u0117s kertinis akmuo.  ML algoritmai gali automati\u0161kai aptikti duomen\u0173 \u0161ablonus ir ry\u0161ius, tod\u0117l galima efektyviai analizuoti didelius ir sud\u0117tingus duomen\u0173 rinkinius. <\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559739&quot;:160,&quot;335559740&quot;:279}\"> <\/span><\/p>\n<p><span data-contrast=\"auto\">\u0160ie algoritmai laikui b\u0117gant tobul\u0117ja, nes jiems suteikiama daugiau duomen\u0173, tod\u0117l galima daryti vis tikslesnes prognozes ir \u012f\u017evalgas.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559739&quot;:160,&quot;335559740&quot;:279}\"> <\/span><\/p>\n<p><span data-contrast=\"auto\">Kai kurie \u012fprasti ma\u0161ininio mokymosi metodai, naudojami i\u0161pl\u0117stin\u0117je duomen\u0173 analiz\u0117je:<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559739&quot;:160,&quot;335559740&quot;:279}\"> <\/span><\/p>\n<ul>\n<li><b><span data-contrast=\"auto\">Pri\u017ei\u016brimas mokymasis<\/span><\/b><span data-contrast=\"auto\">: Tai apima modelio mokym\u0105 pa\u017eym\u0117tame duomen\u0173 rinkinyje, kuriame \u017einoma teisinga i\u0161vestis.  Modelis i\u0161moksta numatyti i\u0161vest\u012f pagal \u012fvesties ypatybes.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559739&quot;:160,&quot;335559740&quot;:279}\"> <\/span><\/li>\n<li><b><span data-contrast=\"auto\">Mokymasis be prie\u017ei\u016bros<\/span><\/b><span data-contrast=\"auto\">: Tai apima modelio mokym\u0105 nepa\u017eym\u0117tame duomen\u0173 rinkinyje, kurio teisinga i\u0161vestis ne\u017einoma.  Modelis identifikuoja duomen\u0173 \u0161ablonus ir strukt\u016bras.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559739&quot;:160,&quot;335559740&quot;:279}\"> <\/span><\/li>\n<li><b><span data-contrast=\"auto\">Sustiprinimo mokymasis<\/span><\/b><span data-contrast=\"auto\">: Tai apima modelio mokym\u0105 priimti sprendim\u0173 sek\u0105, apdovanojant j\u012f u\u017e gerus sprendimus ir bausiant u\u017e blogus.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559739&quot;:160,&quot;335559740&quot;:279}\"> <\/span><\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"Didziuju_duomenu_technologijos\"><\/span><span id=\"Big_Data_Technologies\">Did\u017ei\u0173j\u0173 duomen\u0173 technologijos<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span data-contrast=\"auto\">Did\u017eiulis \u0161iandien sugeneruot\u0173 duomen\u0173 kiekis reikalauja naudoti <a href=\"https:\/\/www.xavor.com\/blog\/big-data-application-testing-and-quality-assurance\/\"><strong>dideli\u0173 duomen\u0173 technologijos<\/strong><\/a>  efektyviai saugoti, apdoroti ir analizuoti informacij\u0105.  Tokie \u012frankiai kaip Hadoop, Spark ir NoSQL duomen\u0173 baz\u0117s leid\u017eia tvarkyti didelius duomen\u0173 rinkinius, kuri\u0173 tradicin\u0117s duomen\u0173 baz\u0117s negali efektyviai valdyti.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559739&quot;:160,&quot;335559740&quot;:279}\"> <\/span><\/p>\n<ul>\n<li><b><span data-contrast=\"auto\">Hadoop<\/span><\/b><span data-contrast=\"auto\">: atvirojo kodo sistema, leid\u017eianti paskirstyti didelius duomen\u0173 rinkinius kompiuteri\u0173 grup\u0117se.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559739&quot;:160,&quot;335559740&quot;:279}\"> <\/span><\/li>\n<li><b><span data-contrast=\"auto\">Kibirk\u0161tis<\/span><\/b><span data-contrast=\"auto\">: Galingas analiz\u0117s variklis, galintis apdoroti tiek paketinius, tiek realiojo laiko duomenis.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559739&quot;:160,&quot;335559740&quot;:279}\"> <\/span><\/li>\n<li><b><span data-contrast=\"auto\">NoSQL duomen\u0173 baz\u0117s<\/span><\/b><span data-contrast=\"auto\">: \u0160ios duomen\u0173 baz\u0117s yra labai kei\u010diamos ir lanks\u010dios bei skirtos tvarkyti nestrukt\u016brizuotus duomenis.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559739&quot;:160,&quot;335559740&quot;:279}\"> <\/span><\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"Skaiciavimo_duomenu_analize_ir_tradicine_duomenu_analize\"><\/span><span id=\"Computational_Data_Analytics_vs_Traditional_Data_Analytics\">Skai\u010diavimo duomen\u0173 analiz\u0117 ir tradicin\u0117 duomen\u0173 analiz\u0117<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span data-contrast=\"auto\">Nors tiek skai\u010diavimo duomen\u0173 analiz\u0117s, tiek tradicin\u0117s duomen\u0173 analiz\u0117s tikslas yra gauti \u012f\u017evalg\u0173 i\u0161 duomen\u0173, jos labai skiriasi savo metodais ir galimyb\u0117mis. <\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559739&quot;:160,&quot;335559740&quot;:279}\"> <\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"Tradicine_duomenu_analize\"><\/span><span id=\"Traditional_Data_Analytics\"><b><span data-contrast=\"auto\">Tradicin\u0117 duomen\u0173 analiz\u0117<\/span><\/b><\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span data-contrast=\"auto\">Tai apima duomen\u0173 analiz\u0119 naudojant pagrindinius statistikos metodus ir paprastus \u012frankius, pvz., Excel arba SQL duomen\u0173 bazes.<\/span><span data-contrast=\"auto\">  Jis tinka ma\u017eesniems duomen\u0173 rinkiniams ir paprastesnei analizei, kai duomen\u0173 ry\u0161iai yra gana ai\u0161k\u016bs.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559739&quot;:160,&quot;335559740&quot;:279}\"> <\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"Skaiciavimo_duomenu_analize\"><\/span><span id=\"Computational_Data_Analytics\"><b><span data-contrast=\"auto\">Skai\u010diavimo duomen\u0173 analiz\u0117<\/span><\/b><\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span data-contrast=\"auto\">\u0160is metodas naudoja pa\u017eangius skai\u010diavimo metodus ir algoritmus dideliems ir sud\u0117tingiems duomen\u0173 rinkiniams analizuoti.  Tai apima ma\u0161ininio mokymosi, dirbtinio intelekto (AI) ir dideli\u0173 duomen\u0173 technologij\u0173 naudojim\u0105, kad b\u016bt\u0173 galima atskleisti gilesnes \u012f\u017evalgas.  Skai\u010diavimo duomen\u0173 analiz\u0117 gali apdoroti nestrukt\u016brizuotus duomenis, tokius kaip tekstas ir vaizdai, ir dideliu grei\u010diu apdoroti didelius informacijos kiekius.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559739&quot;:160,&quot;335559740&quot;:279}\"> <\/span><\/p>\n<p><span data-contrast=\"auto\">Pagrindiniai skirtumai yra \u0161ie:<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559739&quot;:160,&quot;335559740&quot;:279}\"> <\/span><\/p>\n<ul>\n<li><b><span data-contrast=\"auto\">Skal\u0117<\/span><\/b><span data-contrast=\"auto\">: tradicin\u0117s duomen\u0173 analiz\u0117s galimyb\u0117s apdoroti didelius duomen\u0173 kiekius yra ribotos, o kompiuterin\u0117 duomen\u0173 analiz\u0117 skirta efektyviai apdoroti didelius duomenis.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559739&quot;:160,&quot;335559740&quot;:279}\"> <\/span><\/li>\n<li><b><span data-contrast=\"auto\">Sud\u0117tingumas<\/span><\/b><span data-contrast=\"auto\">: Skai\u010diavimo duomen\u0173 analiz\u0117 gali analizuoti sud\u0117tingesnius duomen\u0173 rinkinius ir atskleisti sud\u0117tingesnius modelius nei tradiciniai metodai.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559739&quot;:160,&quot;335559740&quot;:279}\"> <\/span><\/li>\n<li><b><span data-contrast=\"auto\">Automatika<\/span><\/b><span data-contrast=\"auto\">: Skai\u010diavimo duomen\u0173 analiz\u0117 da\u017enai apima automatizuotus algoritmus, kurie laikui b\u0117gant gali mokytis ir tobul\u0117ti, tod\u0117l suma\u017e\u0117ja rankinio \u012fsiki\u0161imo poreikis. <\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559739&quot;:160,&quot;335559740&quot;:279}\"> <\/span><\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"Isplestines_duomenu_analizes_praktiniai_pritaikymai\"><\/span><span id=\"Practical_Applications_of_Advanced_Data_Analytics\">I\u0161pl\u0117stin\u0117s duomen\u0173 analiz\u0117s praktiniai pritaikymai<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span data-contrast=\"auto\">Galite taikyti i\u0161pl\u0117stin\u0119 duomen\u0173 analiz\u0119 arba <a href=\"https:\/\/www.xavor.com\/blog\/the-power-of-predictive-analytics\/\"><strong>nusp\u0117jamoji duomen\u0173 analiz\u0117<\/strong> <\/a>siekti reik\u0161ming\u0173 patobulinim\u0173 ir naujovi\u0173 \u012fvairiose pramon\u0117s \u0161akose.  \u0160tai keli pavyzd\u017eiai:<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559739&quot;:160,&quot;335559740&quot;:279}\"> <\/span><\/p>\n<ol>\n<li><b><span data-contrast=\"auto\">Sveikatos apsauga<\/span><\/b><span data-contrast=\"auto\">: Nusp\u0117jamoji analiz\u0117 gali numatyti pacient\u0173 rezultatus ir nustatyti rizikos grupei priklausan\u010dius pacientus, tod\u0117l galima imtis veiksmingesni\u0173 intervencij\u0173 ir pagerinti pacient\u0173 prie\u017ei\u016br\u0105.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559739&quot;:160,&quot;335559740&quot;:279}\"> <\/span><\/li>\n<li><b><span data-contrast=\"auto\">Finansai<\/span><\/b><span data-contrast=\"auto\">: Ma\u0161ininio mokymosi algoritmai gali aptikti nes\u0105\u017einingas operacijas realiu laiku, suma\u017eindami nuostolius ir padidindami saugum\u0105.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559739&quot;:160,&quot;335559740&quot;:279}\"> <\/span><\/li>\n<li><b><span data-contrast=\"auto\">Ma\u017emenin\u0117<\/span><\/b><span data-contrast=\"auto\">: I\u0161pl\u0117stin\u0117 analiz\u0117 gali optimizuoti atsarg\u0173 valdym\u0105, prognozuoti paklaus\u0105 ir suasmeninti rinkodaros strategijas, kad padidint\u0173 klient\u0173 pasitenkinim\u0105 ir padidint\u0173 pardavimus.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559739&quot;:160,&quot;335559740&quot;:279}\"> <\/span><\/li>\n<li><b><span data-contrast=\"auto\">Gamyba<\/span><\/b><span data-contrast=\"auto\">: Nurodan\u010dioji analiz\u0117 gali optimizuoti gamybos grafikus, suma\u017einti prastovos laik\u0105 ir pagerinti bendr\u0105 efektyvum\u0105.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559739&quot;:160,&quot;335559740&quot;:279}\"> <\/span><\/li>\n<li><b><span data-contrast=\"auto\">Transportas<\/span><\/b><span data-contrast=\"auto\">: Dideli\u0173 duomen\u0173 technologijos gali analizuoti eismo modelius ir optimizuoti mar\u0161rut\u0105, kad suma\u017eint\u0173 sp\u016bstis ir pailgint\u0173 kelion\u0117s laik\u0105.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559739&quot;:160,&quot;335559740&quot;:279}\"> <\/span><\/li>\n<\/ol>\n<h2><span class=\"ez-toc-section\" id=\"Isplestines_duomenu_analizes_diegimo_veiksmai\"><\/span><span id=\"Steps_to_Implement_Advanced_Data_Analytics\">I\u0161pl\u0117stin\u0117s duomen\u0173 analiz\u0117s diegimo veiksmai<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span data-contrast=\"auto\">Nor\u0117dami gauti galing\u0173 \u012f\u017evalg\u0173 naudodami i\u0161pl\u0117stin\u0119 duomen\u0173 analiz\u0119, organizacijos tur\u0117t\u0173 atlikti \u0161iuos veiksmus:<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559739&quot;:160,&quot;335559740&quot;:279}\"> <\/span><\/p>\n<ol>\n<li><b><span data-contrast=\"auto\">Apibr\u0117\u017ekite tikslus<\/span><\/b><span data-contrast=\"auto\">: ai\u0161kiai apibr\u0117\u017ekite duomen\u0173 analiz\u0117s iniciatyvos tikslus ir u\u017edavinius.  Nurodykite pagrindinius klausimus, \u012f kuriuos reikia atsakyti, ir metrik\u0105, kuri bus naudojama s\u0117kmei \u012fvertinti.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559739&quot;:160,&quot;335559740&quot;:279}\"> <\/span><\/li>\n<li><b><span data-contrast=\"auto\">Surinkite ir ruo\u0161kite duomenis<\/span><\/b><span data-contrast=\"auto\">: surinkite atitinkamus duomenis i\u0161 \u012fvairi\u0173 \u0161altini\u0173 ir \u012fsitikinkite, kad jie yra \u0161var\u016bs, tiksl\u016bs ir gerai sutvarkyti.  Duomen\u0173 paruo\u0161imas da\u017enai apima duomen\u0173 valym\u0105, normalizavim\u0105 ir transformavim\u0105.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559739&quot;:160,&quot;335559740&quot;:279}\"> <\/span><\/li>\n<li><b><span data-contrast=\"auto\">Pasirinkite tinkamus \u012frankius ir metodus<\/span><\/b><span data-contrast=\"auto\">: pasirinkite tinkamus analiz\u0117s \u012frankius ir metodus, atsi\u017evelgdami \u012f duomen\u0173 pob\u016bd\u012f ir analiz\u0117s tikslus.  Tai gali b\u016bti ma\u0161ininio mokymosi algoritmai, duomen\u0173 gavybos metodai ir dideli\u0173 duomen\u0173 technologijos.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559739&quot;:160,&quot;335559740&quot;:279}\"> <\/span><\/li>\n<li><b><span data-contrast=\"auto\">I\u0161analizuokite duomenis<\/span><\/b><span data-contrast=\"auto\">: naudokite pasirinktus \u012frankius ir metodus duomenims analizuoti ir \u012f\u017evalgoms atskleisti.  \u0160is veiksmas gali apimti tiriam\u0105j\u0105 duomen\u0173 analiz\u0119, modelio k\u016brim\u0105 ir patvirtinim\u0105.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559739&quot;:160,&quot;335559740&quot;:279}\"> <\/span><\/li>\n<li><b><span data-contrast=\"auto\">Interpretuokite ir perduokite rezultatus<\/span><\/b><span data-contrast=\"auto\">: interpretuokite analiz\u0117s rezultatus ir ai\u0161kiai bei veiksmingai perduokite i\u0161vadas suinteresuotosioms \u0161alims. <strong>Duomen\u0173 vizualizavimo \u012frankiai<\/strong> pavyzd\u017eiui, Power BI ir Tableau gali pad\u0117ti pateikti sud\u0117tingus duomenis suprantamu formatu.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559739&quot;:160,&quot;335559740&quot;:279}\"> <\/span><\/li>\n<li><b><span data-contrast=\"auto\">\u012ediekite \u012f\u017evalgas<\/span><\/b><span data-contrast=\"auto\">: pritaikykite analiz\u0117s \u012f\u017evalgas, kad priimtum\u0117te pagr\u012fstus sprendimus ir imkit\u0117s veiksm\u0173.  Steb\u0117kite rezultatus ir prireikus koreguokite strategijas, kad pasiektum\u0117te norimus rezultatus.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559739&quot;:160,&quot;335559740&quot;:279}\"> <\/span><\/li>\n<\/ol>\n<h2><span class=\"ez-toc-section\" id=\"Isvada\"><\/span><span id=\"Conclusion\">I\u0161vada<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span data-contrast=\"auto\">I\u0161pl\u0117stin\u0117 duomen\u0173 analiz\u0117 yra galingas \u012frankis, leid\u017eiantis atrasti duomen\u0173 \u012f\u017evalgas, kurios gali paskatinti reik\u0161mingus patobulinimus ir naujoves \u012fvairiose pramon\u0117s \u0161akose.  Tinkama strategija ir \u012fgyvendinimas pa\u017eangi duomen\u0173 analiz\u0117 gali suteikti konkurencin\u012f prana\u0161um\u0105 ir paskatinti s\u0117km\u0119 duomen\u0173 valdomame pasaulyje.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559739&quot;:160,&quot;335559740&quot;:279}\"> <\/span><\/p>\n<p><span data-contrast=\"auto\">Ar norite paskatinti savo versl\u0105 pa\u017eangiais BI ir duomen\u0173 analiz\u0117s sprendimais?  Susisiekite su mumis \u0161iandien adresu <\/span><strong><a href=\"http:\/\/www.xavor.com\/cdn-cgi\/l\/email-protection#a9c0c7cfc6e9d1c8dfc6db87cac6c4\"><span class=\"__cf_email__\" data-cfemail=\"630a0d050c231b02150c114d000c0e\">(apsaugotas el. pa\u0161tu)<\/span><\/a><\/strong><span data-contrast=\"auto\">  i\u0161tirti, kaip Xavor BI ir duomen\u0173 analiz\u0117s paslaugos gali paskatinti j\u016bs\u0173 versl\u0105 auk\u0161tyn ir toliau.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559739&quot;:160,&quot;335559740&quot;:279}\"> <\/span><\/p>\n<\/p><\/div>\n<p><script>\n!function(f,b,e,v,n,t,s)\n{if(f.fbq)return;n=f.fbq=function(){n.callMethod?\nn.callMethod.apply(n,arguments):n.queue.push(arguments)};\nif(!f._fbq)f._fbq=n;n.push=n;n.loaded=!0;n.version='2.0';\nn.queue=();t=b.createElement(e);t.async=!0;\nt.src=v;s=b.getElementsByTagName(e)(0);\ns.parentNode.insertBefore(t,s)}(window, document,'script',\n'https:\/\/connect.facebook.net\/en_US\/fbevents.js');\nfbq('init', '688143682758843');\nfbq('track', 'PageView');\n<\/script><br \/>\n<br \/><br \/>\n<br \/><a href=\"https:\/\/www.xavor.com\/blog\/unlock-powerful-insights-with-advanced-data-analytics\/\">Source link <\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u0160iandien organizacijos ir \u012fmon\u0117s visame pasaulyje turi prieig\u0105 prie daugyb\u0117s informacijos, ty duomen\u0173. 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