{"id":14631,"date":"2019-05-02T11:15:09","date_gmt":"2019-05-02T09:15:09","guid":{"rendered":"https:\/\/www.websupport.sk\/blog\/?p=14631"},"modified":"2025-03-11T21:07:30","modified_gmt":"2025-03-11T20:07:30","slug":"machine-learning-meni-podstatu-akou-funguje-podnikanie","status":"publish","type":"post","link":"https:\/\/www.websupport.sk\/blog\/2019\/05\/machine-learning-meni-podstatu-akou-funguje-podnikanie\/","title":{"rendered":"Machine learning men\u00ed podstatu, akou funguje podnikanie"},"content":{"rendered":"<span class=\"span-reading-time rt-reading-time\" style=\"display: block;\"><span class=\"rt-label rt-prefix\"><b>Doba \u010d\u00edtania:<\/b><\/span> <span class=\"rt-time\"> 4<\/span> <span class=\"rt-label rt-postfix\">min.<\/span><\/span>\n<p>Strojov\u00e9 u\u010denie (anglicky <em>machine learning<\/em>, skr\u00e1tene ML) bolo dlh\u00fa dobu za hranicou mnoh\u00fdch firemn\u00fdch budgetov. S pr\u00edchodom nov\u00fdch slu\u017eieb sa v\u0161ak podarilo do ur\u010ditej miery t\u00fato hranicu posun\u00fa\u0165 a mnoh\u00fdm podnikom sa otvorili mo\u017enosti za dostupn\u00e9 ceny. V tomto \u010dl\u00e1nku zhrnieme z\u00e1kladn\u00e9 inform\u00e1cie o strojovom u\u010den\u00ed v cloude a uk\u00e1\u017eeme v\u00fdhody, ktor\u00e9 t\u00e1to technol\u00f3gia pon\u00faka. <br><\/p>\n\n\n\n<div class=\"wp-block-ecko-blocks-status wp-block-ecko-blocks-status__standard wp-ecko-blocks-font-header\" style=\"background-color:#f0f4f9;border-color:#a4cbd9\"><div class=\"wp-block-ecko-blocks-status-header\"><h3 class=\"wp-block-ecko-blocks-status-title\" style=\"color:#1a1a1b\">Ako funguje machine learning?<\/h3><\/div><div class=\"wp-block-ecko-blocks-status-content\" style=\"color:#484b52\"><p>Najjednoduch\u0161ie vysvetlenie <a href=\"https:\/\/www.websupport.sk\/blog\/2018\/11\/ako-funguje-machine-learning\/\">strojov\u00e9ho u\u010denia.<\/a><\/p><\/div><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">Ako funguje strojov\u00e9 u\u010denie v cloude?<\/h2>\n\n\n\n<p>Aplik\u00e1cie strojov\u00e9ho u\u010denia boli dlho propagovan\u00e9 ako n\u00e1stroj, ktor\u00e9ho v\u00fdhody dok\u00e1\u017ee vyu\u017ei\u0165 ka\u017ed\u00fd podnik. Opak je v\u0161ak pravdou. <strong>Strojov\u00e9 u\u010denie m\u00e1 najlep\u0161ie vyu\u017eitie v \u0161pecifick\u00fdch typoch aplik\u00e1ci\u00ed<\/strong>. Detekcia kr\u00e1de\u017ee, predikt\u00edvny marketing, monitorovanie strojov alebo mana\u017ement invent\u00e1ru je len p\u00e1r pr\u00edkladov, pre ktor\u00e9 sa ur\u010dite oplat\u00ed investova\u0165 do strojov\u00e9ho u\u010denia. <\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Ak\u00e9 rie\u0161enia s\u00fa moment\u00e1lne na trhu a ak\u00fdm sp\u00f4sobom sa odli\u0161uj\u00fa?<\/h2>\n\n\n\n<p>Trh cloudu je moment\u00e1lne obsaden\u00fd hlavne ve\u013ek\u00fdmi hr\u00e1\u010dmi, ako s\u00fa Microsoft, Google, Amazon alebo Salesforce. Nie v\u0161etky modely strojov\u00e9ho u\u010denia s\u00fa v\u0161ak tak\u00e9 ist\u00e9. V\u00e4\u010d\u0161ina firiem pon\u00faka podporu pre tri typy z\u00e1kladn\u00fdch predikci\u00ed:  <\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>bin\u00e1rna predikcia,<\/li><li>predikcia kateg\u00f3rie,<\/li><li>predikcia hodnoty.<\/li><\/ul>\n\n\n\n<p>Po\u010fme si prejs\u0165 pr\u00edklady vyu\u017eitia ka\u017edej z nich:<\/p>\n\n\n\n<p><strong>Bin\u00e1rne predikcie<\/strong> sa zaoberaj\u00fa odpove\u010fami typu <em>\u00e1no alebo nie<\/em>. Mo\u017en\u00e9 vyu\u017eitie v tomto pr\u00edpade by sme na\u0161li napr\u00edklad pri vyhodnocovan\u00ed d\u00e1t v objedn\u00e1vkach, pri ktor\u00fdch je treba zisti\u0165, \u010di ide o nejak\u00fd podvod alebo len chybu.  <\/p>\n\n\n\n<p>Pri <strong>kategorickej predikcii<\/strong> dok\u00e1\u017eeme inform\u00e1cie roztriedi\u0165 do ur\u010dit\u00fdch kateg\u00f3ri\u00ed. Toto je u\u017eito\u010dn\u00e9 obzvl\u00e1\u0161\u0165 vtedy, ke\u010f m\u00e1te ve\u013ea r\u00f4znych typov d\u00e1t, ktor\u00e9 treba rozdeli\u0165, aby boli efekt\u00edvnej\u0161ie spracovan\u00e9. Napr\u00edklad pois\u0165ovacie spolo\u010dnosti potrebuj\u00fa kategorizova\u0165 poistn\u00e9 udalosti na z\u00e1klade inform\u00e1ci\u00ed, ktor\u00e9 sa nau\u010dili za obdobie ich p\u00f4sobenia na trhu. Pr\u00ed\u010dina udalosti m\u00f4\u017ee sl\u00fa\u017ei\u0165 v tomto pr\u00edpade ako dobr\u00fd pr\u00edklad. M\u00e1me tri hlavne kateg\u00f3rie: <\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>1. sp\u00f4soben\u00e9 alkoholom,<\/li><li>2. pravdepodobne sp\u00f4soben\u00e9 po\u010das\u00edm ,<\/li><li>3. pravdepodobne podvodn\u00e9.<\/li><\/ul>\n\n\n\n<p>Syst\u00e9m strojov\u00e9ho u\u010denia sa postupne vytr\u00e9nuje na z\u00e1klade d\u00e1t o polohe, type \u0161kody, veku vodi\u010da, type vozidla, at\u010f. Kategorick\u00e1 predikcia preto funguje hlavne pri d\u00e1tach, ktor\u00e9 potrebujete usporiada\u0165 do zmyslupln\u00e9ho celku, ale priame d\u00e1ta, ktor\u00e9 by spolu s\u00faviseli, neexistuj\u00fa v datab\u00e1ze. <\/p>\n\n\n\n<p>Kategorick\u00e1 predikcia teda znamen\u00e1, \u017ee budeme schopn\u00ed pozrie\u0165 sa na d\u00e1tov\u00fd set a na z\u00e1klade nau\u010denej inform\u00e1cie tieto d\u00e1ta umiestni\u0165 do ur\u010ditej kateg\u00f3rie. Toto je u\u017eito\u010dn\u00e9, ke\u010f s\u00fa porovn\u00e1van\u00e9 ve\u013emi rozdielne typy d\u00e1t, ktor\u00e9 s\u00fa analyzovan\u00e9 a kateg\u00f3ria mus\u00ed by\u0165 pou\u017eit\u00e1 na to, aby sa d\u00e1tam dalo lep\u0161ie rozumie\u0165. Pre tento typ existuje najviac aplik\u00e1ci\u00ed, ke\u010f\u017ee ide v\u00e4\u010d\u0161inou len o odpovede typu \u00e1no alebo nie. Kategorick\u00e1 predikcia je hlavne ur\u010den\u00e1 pre biznisov\u00e9 vertik\u00e1ly, teda hlavne pre priemyseln\u00fa v\u00fdrobu a finan\u010dn\u00edctvo. <br><\/p>\n\n\n\n<p><strong>Predikcie hodnoty<\/strong> s\u00fa komplexnej\u0161ie, ale pon\u00fakaj\u00fa v\u00e4\u010d\u0161\u00ed nadh\u013ead pri analyzovan\u00ed inform\u00e1ci\u00ed. Stroj h\u013ead\u00e1 r\u00f4zne vzory v d\u00e1tach a dok\u00e1\u017ee v\u00e1m napr\u00edklad poveda\u0165, ko\u013eko jednotiek nejak\u00e9ho produktu sa pred\u00e1 bud\u00faci mesiac. Proces v\u00fdroby m\u00f4\u017eete v\u010faka tomu jednoducho optimalizova\u0165 a celkovo je v\u00fdroba efekt\u00edvnej\u0161ia.<\/p>\n\n\n\n<p>Tieto typy predikci\u00ed dosadzujeme hlavne do syst\u00e9mov, kde dok\u00e1\u017eu n\u00e1js\u0165 hodnotn\u00e9 inform\u00e1cie ako napr\u00edklad pl\u00e1novacie a finan\u010dn\u00e9 syst\u00e9my. Takisto m\u00f4\u017eu by\u0165 s\u00fa\u010das\u0165ou mana\u017ementovej palubnej dosky, tak\u017ee t\u00ed, \u010do robia kritick\u00e9 rozhodnutia, maj\u00fa v\u00e4\u010d\u0161iu pravdepodobnos\u0165 n\u00e1js\u0165 hodnotn\u00e9 inform\u00e1cie. <br><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">V\u00fdhody a nev\u00fdhody strojov\u00e9ho u\u010denia<\/h2>\n\n\n\n<p>Za\u010dnime v\u00fdhodami. Tieto syst\u00e9my s\u00fa ve\u013emi lacn\u00e9 na oper\u00e1ciu. Nemus\u00edte zaplati\u0165 viac ako p\u00e1r eur za hodinu na to, aby ste rozbehli va\u0161u vlastn\u00fa aplik\u00e1ciu so strojov\u00fdm u\u010den\u00edm. Mnoh\u00e9 z nich podporuj\u00fa software developer kits a API, ktor\u00e9 v\u00e1m umo\u017e\u0148uj\u00fa vlo\u017ei\u0165 funkcionalitu strojov\u00e9ho u\u010denia priamo do aplik\u00e1ci\u00ed a s\u00fa podporovan\u00e9 v\u00e4\u010d\u0161inou programovac\u00edch jazykov. <br><\/p>\n\n\n\n<p>Asi najv\u00e4\u010d\u0161ia nev\u00fdhoda je viazanos\u0165 t\u00fdchto syst\u00e9mov na cloudy. Akon\u00e1hle teda m\u00e1te syst\u00e9m strojov\u00e9ho u\u010denia na cloude, mechanizmus ukladania d\u00e1t bude pravdepodobne t\u00fdmto cloudom aj podporovan\u00fd. Ak v\u0161ak chcete pren\u00e1\u0161a\u0165 nejak\u00fa podnikov\u00fa datab\u00e1zu, naraz\u00edte na probl\u00e9my, pokia\u013e nezabezpe\u010d\u00edte integr\u00e1ciu d\u00e1t do cloudov\u00e9ho \u00falo\u017eiska. <br><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Ak\u00e9 slu\u017eby s\u00fa dostupn\u00e9? <\/h2>\n\n\n\n<p>Ve\u013ea open-source a propriet\u00e1rnych syst\u00e9mov strojov\u00e9ho u\u010denia podporuje typy predikci\u00ed, ktor\u00e9 boli pop\u00edsan\u00e9. A boli dostupn\u00e9 u\u017e roky. Av\u0161ak cena t\u00fdchto syst\u00e9mov bola pre ve\u013ea podnikov nedostupn\u00e1. Ak si to aj biznis mohol dovoli\u0165, nemal v t\u00edme nikoho, kto by vedel nadizajnova\u0165 predik\u010dn\u00e9 modely alebo sa vysporiada\u0165 s d\u00e1tovou vedou. <br><\/p>\n\n\n\n<p>Najv\u00e4\u010d\u0161\u00ed s\u00fa\u010dasn\u00ed poskytovatelia verejn\u00e9ho cloudu pon\u00fakaj\u00fa vo svojich slu\u017eb\u00e1ch aj rie\u0161enia s pou\u017eit\u00edm strojov\u00e9ho u\u010denia: Google, AWS a Microsoft. S\u00fa ve\u013emi &nbsp;rozdielne, ale zdie\u013eaj\u00fa ist\u00e9 z\u00e1kladn\u00e9 vlastnosti, v\u00fdhody a limit\u00e1cie. <br><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Zhr\u0148me si to<\/h2>\n\n\n\n<p>Aj ke\u010f je strojov\u00e9 u\u010denie relat\u00edvne nov\u00e1 technol\u00f3gia, je to n\u00e1stroj, ktor\u00fd je vo v\u00fdvoji u\u017e nieko\u013eko rokov. V modernej ekonomike sme kone\u010dne schopn\u00ed zhodnoti\u0165 silu a mo\u017enosti umelej inteligencie a vyu\u017ei\u0165 tieto schopnosti v podnikan\u00ed. Najv\u00e4\u010d\u0161\u00ed probl\u00e9m je v\u0161ak st\u00e1le nedostatok \u013eud\u00ed, ktor\u00ed rozumej\u00fa strojov\u00e9mu u\u010deniu a rozhodovaniu pod\u013ea d\u00e1t. To znamen\u00e1, \u017ee si e\u0161te p\u00e1r rokov po\u010dk\u00e1me, k\u00fdm budeme ma\u0165 na trhu dostatok \u013eud\u00ed, ktor\u00ed bud\u00fa schopn\u00ed vyu\u017ei\u0165 pln\u00fd potenci\u00e1l tejto technol\u00f3gie. <br><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Strojov\u00e9 u\u010denie (anglicky machine learning, skr\u00e1tene ML) bolo dlh\u00fa dobu za hranicou mnoh\u00fdch firemn\u00fdch budgetov. S pr\u00edchodom nov\u00fdch slu\u017eieb sa v\u0161ak podarilo do ur\u010ditej miery t\u00fato hranicu posun\u00fa\u0165 a mnoh\u00fdm podnikom sa otvorili mo\u017enosti za dostupn\u00e9 ceny. V tomto \u010dl\u00e1nku zhrnieme z\u00e1kladn\u00e9 inform\u00e1cie o strojovom u\u010den\u00ed v cloude a uk\u00e1\u017eeme v\u00fdhody, ktor\u00e9 t\u00e1to technol\u00f3gia pon\u00faka. [&hellip;]<\/p>\n","protected":false},"author":62,"featured_media":13023,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[7,10],"tags":[112,155,1225,658],"class_list":["post-14631","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-technologie","category-vzdelavanie-2","tag-biznis","tag-cloud","tag-machine-learning","tag-podnikanie"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Machine learning men\u00ed podstatu, akou funguje podnikanie - Websupport blog<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.websupport.sk\/blog\/2019\/05\/machine-learning-meni-podstatu-akou-funguje-podnikanie\/\" \/>\n<meta property=\"og:locale\" content=\"sk_SK\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Machine learning men\u00ed podstatu, akou funguje podnikanie - Websupport blog\" \/>\n<meta property=\"og:description\" content=\"Strojov\u00e9 u\u010denie (anglicky machine learning, skr\u00e1tene ML) bolo dlh\u00fa dobu za hranicou mnoh\u00fdch firemn\u00fdch budgetov. 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