{"id":30224,"date":"2023-12-13T16:17:28","date_gmt":"2023-12-13T15:17:28","guid":{"rendered":"https:\/\/kinit.sk\/project\/bencont-streamlining-the-debt-collection-process\/"},"modified":"2023-12-13T16:41:56","modified_gmt":"2023-12-13T15:41:56","slug":"ako-moze-strojove-ucenie-pomoct-zefektivnit-proces-vymahania-pohladavok","status":"publish","type":"project","link":"https:\/\/kinit.sk\/sk\/projekt\/ako-moze-strojove-ucenie-pomoct-zefektivnit-proces-vymahania-pohladavok\/","title":{"rendered":"Bencont: Ako m\u00f4\u017ee strojov\u00e9 u\u010denie pom\u00f4c\u0165 zefekt\u00edvni\u0165 proces vym\u00e1hania poh\u013ead\u00e1vok"},"content":{"rendered":"<div id=\"\" class=\"element core-heading\">\n<h5 class=\"wp-block-heading\">Vym\u00e1hanie poh\u013ead\u00e1vok je d\u00f4le\u017eitou s\u00fa\u010das\u0165ou udr\u017eate\u013en\u00e9ho finan\u010dn\u00e9ho syst\u00e9mu. V\u00fdzvou v tomto kontexte je enormn\u00e9 mno\u017estvo poh\u013ead\u00e1vok, ktor\u00e9 je potrebn\u00e9 vyrie\u0161i\u0165. Umel\u00e1 inteligencia a strojov\u00e9 u\u010denie predstavuj\u00fa jednu z \u00fa\u010dinn\u00fdch mo\u017enost\u00ed, ako zefekt\u00edvni\u0165 proces vym\u00e1hania a pom\u00f4c\u0165 predajcom a poskytovate\u013eom slu\u017eieb dom\u00f4c\u0165 sa aspo\u0148 \u010diasto\u010dnej kompenz\u00e1cie za dodan\u00e9 produkty alebo slu\u017eby.<\/h5>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>Spolo\u010dnosti, ktor\u00e9 sa zaoberaj\u00fa vym\u00e1han\u00edm poh\u013ead\u00e1vok, pom\u00e1haj\u00fa predajcom a poskytovate\u013eom slu\u017eieb z\u00edska\u0165 aspo\u0148 \u010das\u0165 z dl\u017enej sumy v pr\u00edpadoch, kedy \u0161tandardn\u00e1 komunik\u00e1cia so z\u00e1kazn\u00edkom zlyh\u00e1.<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>V\u00fdzvou v tejto oblasti je obrovsk\u00e9 mno\u017estvo poh\u013ead\u00e1vok, ktor\u00fdmi je potrebn\u00e9 zaobera\u0165 sa. Za ve\u013emi kr\u00e1tky \u010das m\u00f4\u017eu pribudn\u00fa\u0165 na spracovanie desiatky a\u017e stovky tis\u00edc poh\u013ead\u00e1vok, pri\u010dom pri niektor\u00fdch je \u0161anca, \u017ee sa z nich \u010das\u0165 vym\u00f4\u017ee vy\u0161\u0161ia a pri niektor\u00fdch ni\u017e\u0161ia. D\u00f4le\u017eitou s\u00fa\u010das\u0165ou pr\u00e1ce analytikov a in\u00fdch \u0161pecialistov je teda prioritiz\u00e1cia poh\u013ead\u00e1vok pod\u013ea odhadovanej \u0161ance na ich \u00faspe\u0161n\u00e9 vymo\u017eenie.<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p><strong>Umel\u00e1 inteligencia a strojov\u00e9 u\u010denie predstavuj\u00fa jednu z efekt\u00edvnych mo\u017enost\u00ed, ako zefekt\u00edvni\u0165 proces vym\u00e1hania<\/strong>. V prvom rade m\u00f4\u017eu by\u0165 s ich pomocou automatizovan\u00e9 viacer\u00e9 \u013eudmi opakovane vykon\u00e1van\u00e9 kroky, ako napr\u00edklad extrakcia d\u00f4le\u017eit\u00fdch d\u00e1t z \u00faradn\u00fdch dokumentov \u010di zml\u00fav. Strojov\u00e9 u\u010denie m\u00e1 taktie\u017e potenci\u00e1l pom\u00f4c\u0165 pri prioritiz\u00e1cii poh\u013ead\u00e1vok a minimalizova\u0165 tak kapacitu \u013eud\u00ed venovan\u00fa ne\u00faspe\u0161n\u00e9mu vym\u00e1haniu poh\u013ead\u00e1vok.<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>Pilotn\u00fd projekt pozost\u00e1val z dvoch pilierov:<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-list\">\n<ul class=\"wp-block-list\"><div id=\"\" class=\"element core-list-item\">\n<li>rie\u0161enie probl\u00e9mu klasifik\u00e1cie \u00faradn\u00fdch textov<\/li>\n<\/div>\n\n<div id=\"\" class=\"element core-list-item\">\n<li>s\u00e9ria workshopov na t\u00e9mu umelej inteligencie a spracovania prirodzen\u00e9ho jazyka<\/li>\n<\/div><\/ul>\n<\/div>\n\n<div id=\"\" class=\"element core-heading\">\n<h3 class=\"wp-block-heading\">Klasifik\u00e1cia \u00faradn\u00fdch textov<\/h3>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>V r\u00e1mci pilotn\u00e9ho projektu sme sa zaoberali probl\u00e9mom klasifik\u00e1cie textov \u00faradn\u00fdch textov (s\u00fadnych rozhodnut\u00ed), s\u00favisiacich s procesom vym\u00e1hania. Navrhli a porovnali sme viacer\u00e9 relevantn\u00e9 pr\u00edstupy zalo\u017een\u00e9 na spracovan\u00ed prirodzen\u00e9ho jazyka a jazykov\u00fdch modeloch (vr\u00e1tane modelu <a href=\"https:\/\/kinit.sk\/introducing-slovakbert-the-first-public-large-neural-language-model-for-slovak\/?highlight=slovakbert\">SlovakBERT<\/a>). Pr\u00edstupy, na ktor\u00e9 sme sa prim\u00e1rne s\u00fastredili, boli zalo\u017een\u00e9 na rie\u0161en\u00ed probl\u00e9mu ako klasifika\u010dnej \u00falohy a \u00falohy ur\u010denia s\u00e9mantickej podobnosti textov.<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>Prv\u00e9 rie\u0161enie (klasifika\u010dn\u00e1 \u00faloha) je zalo\u017een\u00e9 na \u0161tandardnom pr\u00edstupe, kedy sme v prvom kroku spracovali text a n\u00e1sledne natr\u00e9novali a porovnali spektrum klasifik\u00e1torov zalo\u017een\u00fdch na architekt\u00fare transformer.<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>Druh\u00e9 rie\u0161enie (s\u00e9mantick\u00e1 podobnos\u0165) v prvom kroku transformuje vstupn\u00e9 texty na tzv. &#8222;embeddingy&#8220;. Jedn\u00e1 sa o vysoko-dimenzion\u00e1lne vektory re\u00e1lnych \u010d\u00edsel, ktor\u00e9 nes\u00fa s\u00e9mantick\u00fa inform\u00e1ciu. Znamen\u00e1 to, \u017ee texty, ktor\u00e9 s\u00fa si obsahom podobn\u00e9, by mali by\u0165 reprezentovan\u00e9 vektormi, ktor\u00e9 s\u00fa si navz\u00e1jom nejak\u00fdm sp\u00f4sobom bl\u00edzke (v tomto pr\u00edpade sme marali ich kos\u00ednusov\u00fa vzdialenos\u0165). Tak\u00e9to reprezent\u00e1cie vieme n\u00e1sledne pou\u017ei\u0165 na klasifik\u00e1ciu nezn\u00e1mych textov tak, \u017ee identifikujeme K najpodobnej\u0161\u00edch zn\u00e1mych textov a nezn\u00e1memu dokumentu prirad\u00edme triedu na z\u00e1klade ich &#8222;hlasovania&#8220;. V\u00fdhodou tohto pr\u00edstupu je, \u017ee je mo\u017en\u00e9 dynamicky prida\u0165 nov\u00fa triedu, do ktorej chceme klasifikova\u0165 nov\u00e9 dokumenty bez toho, aby bolo potrebn\u00e9 pretr\u00e9nova\u0165 model strojov\u00e9ho u\u010denia &#8211; v\u0161etko, \u010do treba, je prida\u0165 tak\u00e9to texty do mno\u017einy zn\u00e1mych textov.<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>Na z\u00e1klade anal\u00fdzy a detailn\u00e9ho porovnania oboch pr\u00edstupov sme dospeli k z\u00e1veru, \u017ee napriek nesporn\u00fdm v\u00fdhod\u00e1m pr\u00edstupu zalo\u017een\u00e9ho na s\u00e9mantickej podobnosti sa ako \u00faspe\u0161nej\u0161\u00ed uk\u00e1zal pr\u00edstup zalo\u017een\u00fd na pou\u017eit\u00ed klasifik\u00e1tora.<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-heading\">\n<h3 class=\"wp-block-heading\">S\u00e9ria workshopov a prenos znalost\u00ed<\/h3>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>V r\u00e1mci projektu sme tie\u017e vytvorili a poskytli s\u00e9riu \u0161iestich pold\u0148ov\u00fdch interakt\u00edvnych workshopov. Cie\u013eom workshopov bolo podpori\u0165 prenos znalost\u00ed a vytvorenie silnej kompetencie na pou\u017eitie strojov\u00e9ho u\u010denia v praxi vo firme Bencont.<\/p>\n<\/div>\n\n<div id=\"\" class=\"element acf-memberquote\"><section class=\"memberquote \" style=\"background-color: #ebf7f9;\">\n\t<div class=\"wrapper-out\">\n\t\t<div class=\"in cf\">\n\t\t\t<div class=\"inner cf\">\n                        \t\t\t<\/div>\n\t\t<\/div>\n\t<\/div>\n<\/section>\n<\/div>\n\n<div id=\"\" class=\"element acf-members\">\n<section class=\"members \" >\n\t<div class=\"wrapper-out\">\n\t\t<div class=\"wrapper-in\">\n\t\t\t<div class=\"in cf\">\n\t\t\t\t<div class=\"element-inner\">\n\t\t\t\t\t<div class=\"headline\"><h2>Projektov\u00fd t\u00edm<\/h2><\/div>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"members-wrap members-grid members-grid-4\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"member\">\n\t\t\t\t\t\t\t\t<div class=\"inner\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"picture\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/kinit.sk\/sk\/clen\/martin-tamajka\/\"><img decoding=\"async\" data-src=\"https:\/\/kinit.sk\/wp-content\/uploads\/2021\/10\/tamajka-1_51330184409_o-255x341.jpg\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\" style=\"--smush-placeholder-width: 255px; --smush-placeholder-aspect-ratio: 255\/341;\"><\/a>\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<h5>Martin Tamajka<\/h5>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"position\">Technology Lead<\/div>\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<!--<a href=\"https:\/\/kinit.sk\/sk\/clen\/martin-tamajka\/\" class=\"more\">Viac<\/a>-->\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"member\">\n\t\t\t\t\t\t\t\t<div class=\"inner\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"picture\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/kinit.sk\/sk\/clen\/marcel-vesely\/\"><img decoding=\"async\" data-src=\"https:\/\/kinit.sk\/wp-content\/uploads\/2021\/10\/vesely-web-255x341.png\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\" style=\"--smush-placeholder-width: 255px; --smush-placeholder-aspect-ratio: 255\/341;\"><\/a>\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<h5>Marcel Vesel\u00fd<\/h5>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"position\">Research Engineer<\/div>\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<!--<a href=\"https:\/\/kinit.sk\/sk\/clen\/marcel-vesely\/\" class=\"more\">Viac<\/a>-->\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"member\">\n\t\t\t\t\t\t\t\t<div class=\"inner\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"picture\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/kinit.sk\/sk\/clen\/miroslav-blstak\/\"><img decoding=\"async\" data-src=\"https:\/\/kinit.sk\/wp-content\/uploads\/2021\/10\/blstak-web-255x341.png\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\" style=\"--smush-placeholder-width: 255px; --smush-placeholder-aspect-ratio: 255\/341;\"><\/a>\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<h5>Miroslav Bl\u0161t\u00e1k<\/h5>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"position\">AI Specialist<\/div>\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<!--<a href=\"https:\/\/kinit.sk\/sk\/clen\/miroslav-blstak\/\" class=\"more\">Viac<\/a>-->\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\t<\/div>\n<\/section> \n<\/div>","protected":false},"featured_media":30218,"template":"","meta":{"_acf_changed":false,"footnotes":""},"categories":[76,142,415],"class_list":["post-30224","project","type-project","status-publish","has-post-thumbnail","hentry","category-natural-language-processing-sk","category-2023-sk","category-industry-research-project-sk"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - 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