{"id":16252,"date":"2022-04-28T10:56:00","date_gmt":"2022-04-28T08:56:00","guid":{"rendered":"https:\/\/kinit.sk\/?p=16252"},"modified":"2023-10-12T14:30:43","modified_gmt":"2023-10-12T12:30:43","slug":"how-does-artificial-intelligence-think","status":"publish","type":"post","link":"https:\/\/kinit.sk\/sk\/how-does-artificial-intelligence-think\/","title":{"rendered":"Ako rozm\u00fd\u0161\u013ea umel\u00e1 inteligencia?"},"content":{"rendered":"<div id=\"\" class=\"element core-heading\">\n<h2 class=\"wp-block-heading\">Vysvetlite\u013en\u00e1 umel\u00e1 inteligencia: od \u010diernych skriniek k transparentn\u00fdm modelom<\/h2>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>M\u00f4\u017ee umel\u00e1 inteligencia rozhodova\u0165 o tom, kto bude prepusten\u00fd z v\u00e4zenia, alebo kto post\u00fapi do \u010fal\u0161ieho kola pracovn\u00fdch pohovorov? M\u00f4\u017ee odpor\u00fa\u010da\u0165 prevent\u00edvne vy\u0161etrenia na r\u00f4zne choroby alebo \u00faplne prevzia\u0165 zodpovednos\u0165 za riadenie vozidla v snehovej b\u00farke?&nbsp;<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>Nie ste si ist\u00ed, ako odpoveda\u0165 na tak\u00e9to ot\u00e1zky? Ak by ste vedeli, \u017ee umel\u00e1 inteligencia svoje rozhodnutie detailne zd\u00f4vodnila a ka\u017ed\u00fd \u010dlovek by si mohol overi\u0165, \u010di sa rozhodovala spr\u00e1vne &#8211; zmenilo by to v\u00e1\u0161 n\u00e1zor?&nbsp;<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>Prin\u00e1\u0161ame v\u00e1m prv\u00fd diel <strong>s\u00e9rie \u010dl\u00e1nkov<\/strong> na t\u00e9mu vysvetlite\u013enej a transparentnej umelej inteligencie.&nbsp;<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p><strong>V tejto \u010dasti sa do\u010d\u00edtate:<\/strong><\/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>pre\u010do vlastne potrebujeme ma\u0165 umel\u00fa inteligenciu vysvetlite\u013en\u00fa a transparentn\u00fa,&nbsp;<\/li>\n<\/div>\n\n<div id=\"\" class=\"element core-list-item\">\n<li>ako h\u013ead\u00e1me rovnov\u00e1hu medzi presnos\u0165ou a interpretovate\u013enos\u0165ou.<\/li>\n<\/div><\/ul>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p><\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-heading\">\n<h3 class=\"wp-block-heading\">\u00davod do vysvetlite\u013enej umelej inteligencie<\/h3>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>Aj ke\u010f neur\u00f3nov\u00e9 siete pozn\u00e1me u\u017e od roku 1943 (McCulloch a Pitts), najnov\u0161\u00ed boom okolo nich, po ktor\u00fdch neur\u00f3nov\u00e9 siete z\u00edskali dominanciu v r\u00e1mci strojov\u00e9ho u\u010denia, za\u010dal a\u017e v roku <strong>2012<\/strong> v\u00fdskumom <em>Alexa Krizhevsk\u00e9ho<\/em>, <em>Ilyu Sutskevera<\/em> a <em>Geoffreyho Hintona<\/em><sup>1<\/sup>, ktor\u00ed s\u00fa priekopn\u00edci hlbok\u00e9ho u\u010denia ako s\u00fa\u010dasnej dominantnej vetvy umelej inteligencie (AI). Vo svojej pr\u00e1ci uk\u00e1zali, \u017ee aj pomerne jednoduch\u00e1 hlbok\u00e1 neur\u00f3nov\u00e1 sie\u0165, ktor\u00e1 sa skladala z \u00f4smich vrstiev (v porovnan\u00ed s dne\u0161n\u00fdmi sie\u0165ami, ktor\u00e9 m\u00f4\u017eu obsahova\u0165 aj viac ako tis\u00edc skryt\u00fdch vrstiev, ide o pomerne jednoduch\u00fa sie\u0165), v\u00fdrazn\u00fdm sp\u00f4sobom prekonala vtedaj\u0161ie pr\u00edstupy pri klasifik\u00e1cii obr\u00e1zkov do tis\u00edcky r\u00f4znych tried.<\/p>\n<\/div>\n\n<div class=\"wp-block-image\"><div id=\"\" class=\"element core-image\">\n<figure class=\"aligncenter is-resized\"><img decoding=\"async\" data-src=\"https:\/\/lh5.googleusercontent.com\/ygInNM_mtTOWxVGZpMldyCsJcPGAorIK00l3rxWkHJl3EcJTRX4lPhIA44Rbi6BWkJ4g53JAnxLIuLITLBjMpWVP2j82FSEmjQBU7Sqd-mqAxOpDj7qP4A7ahlB1BjQdiSPsGwuH\" alt=\"\" style=\"--smush-placeholder-width: 800px; --smush-placeholder-aspect-ratio: 800\/450;width:800px;height:450px\" width=\"800\" height=\"450\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\" \/><figcaption class=\"wp-element-caption\"><strong>Obr\u00e1zok<\/strong>: <em>Pr\u00edklad neur\u00f3novej siete (v tomto pr\u00edpade sa jedn\u00e1 o dopredn\u00fa neur\u00f3nov\u00fa sie\u0165).<\/em><\/figcaption><\/figure>\n<\/div><\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p><\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>Typick\u00e1 jednoduch\u00e1 neur\u00f3nov\u00e1 sie\u0165 (na obr\u00e1zku) sa sklad\u00e1 zo vstupnej vrstvy, viacer\u00fdch skryt\u00fdch vrstiev a jednej v\u00fdstupnej vrstvy. Vstupn\u00e1 vrstva predstavuje d\u00e1ta, s ktor\u00fdmi neur\u00f3nov\u00e1 sie\u0165 pracuje &#8211; m\u00f4\u017ee sa jedna\u0165 o hodnoty pixelov obr\u00e1zka, \u010d\u00edseln\u00fa reprezent\u00e1ciu slov alebo hodnoty nameran\u00e9 nejak\u00fdm senzorom. Skryt\u00e9 vrstvy n\u00e1sledne tieto vstupy postupne transformuj\u00fa na takzvan\u00fa skryt\u00fa (alebo latentn\u00fa) reprezent\u00e1ciu &#8211; v pr\u00edpade obr\u00e1zkov si tak\u00fato reprezent\u00e1ciu m\u00f4\u017eeme predstavi\u0165 ako v\u00fdsledok filtrovania obr\u00e1zka v grafickom editore (\u201cfoto\u0161op\u201d). Neur\u00f3n\u00fd na v\u00fdstupnej vrstve predstavuj\u00fa fin\u00e1lnu predikciu neur\u00f3novej siete. <\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>Na tomto obr\u00e1zku m\u00e1 neur\u00f3nov\u00e1 sie\u0165 pr\u00e1ve jeden v\u00fdstupn\u00fd neur\u00f3n. Ak je jeho hodnota pre vstup X napr\u00edklad bl\u00edzka hodnote 1, m\u00f4\u017ee to znamena\u0165, \u017ee vstupn\u00fd obr\u00e1zok obsahuje auto. Naopak, hodnota bl\u00edzka 0 m\u00f4\u017ee indikova\u0165, \u017ee sa na obr\u00e1zku auto nenach\u00e1dza. V tomto pr\u00edpade neur\u00f3nov\u00e1 sie\u0165 predikuje, \u017ee na obr\u00e1zku sa auto s ve\u013ekou pravdepodobnos\u0165ou nach\u00e1dza, ke\u010f\u017ee v\u00fdstupn\u00fd neur\u00f3n nadobudol hodnotu 0,93.&nbsp;<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>Princ\u00edp fungovania modern\u00fdch neur\u00f3nov\u00fdch siet\u00ed je, zjednodu\u0161ene povedan\u00e9, zalo\u017een\u00fd na postupnom filtrovan\u00ed a transformovan\u00ed vstupn\u00fdch d\u00e1t, a\u017e pokia\u013e takto zmenen\u00e1 inform\u00e1cia ned\u00e1 odpove\u010f na nejak\u00fa ot\u00e1zku, ktor\u00fa m\u00e1 model zodpoveda\u0165. Ak m\u00e1 napr\u00edklad model klasifikova\u0165 obr\u00e1zky, tak v prvej skrytej vrstve m\u00f4\u017ee napr\u00edklad vyfiltrova\u0165 \u010di zv\u00fdrazni\u0165 hrany, rozmaza\u0165 obr\u00e1zok alebo zv\u00fdrazni\u0165 v \u0148om nejak\u00fa farbu &#8211; alebo v\u0161etko naraz! Druh\u00e1 vrstva u\u017e nepracuje priamo s pixelmi p\u00f4vodn\u00e9ho obr\u00e1zka, ale s v\u00fdstupom prvej vrstvy. <\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>Pracuje teda u\u017e s <em>abstraktnej\u0161\u00edmi<\/em> konceptmi, ne\u017e s\u00fa p\u00f4vodn\u00e9 pixely. Ukazuje sa pritom, \u017ee \u010d\u00edm viac skryt\u00fdch vrstiev model obsahuje, t.j. \u010d\u00edm je <em>hlb\u0161\u00ed<\/em>, t\u00fdm lep\u0161\u00ed v\u00fdkon typicky model dosahuje (samozrejme, ani toto pravidlo neplat\u00ed v\u017edy a z\u00e1le\u017e\u00ed to od kontextu a rie\u0161enej \u00falohy).<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>Od prielomu Alexa Krizhevsk\u00e9ho a kol. sa hlbok\u00e9 neur\u00f3nov\u00e9 siete vyu\u017e\u00edvaj\u00fa st\u00e1le \u010dastej\u0161ie a neust\u00e1le sa zlep\u0161uj\u00fa. M\u00f4\u017eu n\u00e1m pom\u00e1ha\u0165 pri anal\u00fdze a z\u00edskavan\u00ed znalost\u00ed zo sn\u00edmok z kamier, v\u010faka \u010domu sa napr\u00edklad auton\u00f3mne aut\u00e1 m\u00f4\u017eu rozhodn\u00fa\u0165, \u010di m\u00e1 auto odbo\u010di\u0165 alebo prida\u0165 plyn, alebo pri anal\u00fdze sentimentu a t\u00f3nu diskusie na soci\u00e1lnych sie\u0165ach, \u010do m\u00f4\u017ee prispie\u0165 k jej kultivovaniu a zn\u00ed\u017eeniu mno\u017estva nen\u00e1vistn\u00fdch pr\u00edspevkov. <\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>Neur\u00f3nov\u00e9 siete a ich aplik\u00e1cie u\u017e dnes prekon\u00e1vaj\u00fa \u013eud\u00ed vo viacer\u00fdch individu\u00e1lnych \u010dinnostiach. No aj tu plat\u00ed v\u00fdrok: \u201cObed zadarmo neexistuje.\u201d. A cenou za narastaj\u00facu vyu\u017eite\u013enos\u0165 neur\u00f3nov\u00fdch siet\u00ed&nbsp; je okrem in\u00e9ho aj ich komplexita.<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-quote\">\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\"><div id=\"\" class=\"element core-paragraph\">\n<p><strong><strong>S narastaj\u00facou komplexitou z\u00e1rove\u0148 kles\u00e1 na\u0161a schopnos\u0165 porozumie\u0165 modelom a ich rozhodnutiam.<\/strong><\/strong><\/p>\n<\/div><\/blockquote>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>Je pravda, \u017ee pri niektor\u00fdch typoch aplik\u00e1ci\u00ed nie je nutn\u00e9 tak\u00fdmto modelom detailne rozumie\u0165. Napr\u00edklad, nie je a\u017e tak\u00fd ve\u013ek\u00fd probl\u00e9m, ak n\u00e1m umel\u00e1 inteligencia v e-shope neodporu\u010d\u00ed najlep\u0161\u00ed telef\u00f3n. Potom s\u00fa tu v\u0161ak regulovan\u00e9 odvetvia a oblasti ako <strong>medic\u00edna, bezpe\u010dnos\u0165, energetika, financie,<\/strong> \u010di u\u017e spom\u00ednan\u00e9 <strong>auton\u00f3mne vozidl\u00e1<\/strong>. Oblasti, ktor\u00e9 maj\u00fa priamy dosah na na\u0161e \u017eivoty, a v ktor\u00fdch s\u00fa pochopenie a schopnos\u0165 vysvetli\u0165 to, ako umel\u00e1 inteligencia \u201cprem\u00fd\u0161\u013ea\u201d, rovnako d\u00f4le\u017eit\u00e9 ako to, ak\u00e9 s\u00fa jej v\u00fdsledky.<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>Hoci syst\u00e9my umelej inteligencie a ich vyu\u017eitie s\u00fa na vzostupe, dnes e\u0161te nerozhoduj\u00fa vo v\u00e4\u010d\u0161ine citliv\u00fdch pr\u00edpadov. K\u00fdm sa tak stane, budeme musie\u0165 by\u0165 schopn\u00ed v dostato\u010dnej miere vedie\u0165 odpoveda\u0165 na ot\u00e1zky ako:<\/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>Pre\u010do n\u00e1m syst\u00e9m oddelenia \u013eudsk\u00fdch zdrojov odpor\u00fa\u010da neprija\u0165 zamestnanca?<\/li>\n<\/div>\n\n<div id=\"\" class=\"element core-list-item\">\n<li>Na z\u00e1klade \u010doho sa rozhoduje model o tom, \u010di ste alebo nie ste n\u00e1chyln\u00fd zopakova\u0165 trestn\u00fd \u010din?<\/li>\n<\/div>\n\n<div id=\"\" class=\"element core-list-item\">\n<li>Ako rozoznaj\u00fa auton\u00f3mne vozidl\u00e1 zna\u010dku &#8222;stop&#8220;? Vedia ju rozozna\u0165 dostato\u010dne dobre?<\/li>\n<\/div>\n\n<div id=\"\" class=\"element core-list-item\">\n<li>Je pre n\u00e1s d\u00f4le\u017eit\u00e9, aby sme rozumeli tomu, na z\u00e1klade \u010doho sa rozhoduj\u00fa a ak\u00e9 znalosti re\u00e1lne obsahuj\u00fa neur\u00f3nov\u00e9 siete?<\/li>\n<\/div><\/ul>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>V r\u00e1mci n\u00e1\u0161ho v\u00fdskumu sa zaober\u00e1me ot\u00e1zkami vysvetlite\u013enej a interpretovate\u013enej umelej inteligencie (AI). Vysvetlite\u013enos\u0165 a interpretovate\u013enos\u0165 s\u00fa ve\u013emi d\u00f4le\u017eit\u00e9 pojmy, ktor\u00e9 v\u0161ak ani vo vedeckej literat\u00fare e\u0161te nemaj\u00fa \u00faplne ust\u00e1len\u00fd v\u00fdznam. <strong>Ch\u00e1peme ich takto:<\/strong><\/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><strong><em>Vysvetlite\u013enos\u0165<\/em> <\/strong>m\u00e1 za \u00falohu poskytn\u00fa\u0165 zd\u00f4vodnenie rozhodnutia umelej inteligencie, ktor\u00e9 bude v&nbsp; \u201cjazyku\u201d, ktor\u00e9mu je \u010dlovek schopn\u00fd porozumie\u0165. In\u00fdmi slovami, chceme vedie\u0165, pre\u010do sa model rozhodol tak, ako sa rozhodol. Pri klasifik\u00e1cii zvierat na obr\u00e1zkoch napr\u00edklad chceme zv\u00fdrazni\u0165 tie \u010dasti obr\u00e1zka, ktor\u00e9 umel\u00fa inteligenciu presved\u010dili, \u017ee sa na \u0148om nach\u00e1dza ma\u010dka alebo pes.<\/li>\n<\/div>\n\n<div id=\"\" class=\"element core-list-item\">\n<li><strong><em>Interpretovate\u013enos\u0165<\/em> <\/strong>sa v porovnan\u00ed s vysvetlite\u013enos\u0165ou nezameriava na konkr\u00e9tnu predikciu, ale jej cie\u013eom je odhali\u0165 a porozumie\u0165 znalostiam zak\u00f3dovan\u00fdm v modeli. M\u00f4\u017ee n\u00e1s napr\u00edklad zauj\u00edma\u0165, ako si model, ktor\u00fd klasifikuje obr\u00e1zky r\u00f4znych zvierat, \u201cpredstavuje\u201d ma\u010dku. Hovor\u00edme o tzv. mapovan\u00ed abstraktn\u00fdch konceptov do dom\u00e9ny, ktorej je \u010dlovek schopn\u00fd porozumie\u0165.<\/li>\n<\/div><\/ul>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>Schopnos\u0165 vysvetli\u0165, ako AI dospela ku konkr\u00e9tnej predpovedi, poskytuje nov\u00e9 mo\u017enosti na zlep\u0161enie modelov, objavenie skryt\u00fdch skreslen\u00ed, zak\u00f3dovanej diskrimin\u00e1cie a interpretovanie vedomost\u00ed vo vn\u00fatri modelu.<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-heading\">\n<h3 class=\"wp-block-heading\">Spr\u00e1vnos\u0165 vs. interpretovate\u013enos\u0165<\/h3>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>V\u00fdkonnos\u0165 neur\u00f3nov\u00fdch siet\u00ed neprich\u00e1dza zadarmo. Na to, aby siete dosiahli s pomerne malou n\u00e1mahou (v porovnan\u00ed s in\u00fdmi pr\u00edstupmi) vysok\u00fa presnos\u0165, musia by\u0165 komplexn\u00e9. <strong>A podobne ako v in\u00fdch sf\u00e9rach \u017eivota, aj tu plat\u00ed, \u017ee rozumie\u0165 zlo\u017eit\u00fdm veciam je ove\u013ea \u0165a\u017e\u0161ie ako rozumie\u0165 t\u00fdm jednoduch\u00fdm.<\/strong><\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-quote\">\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\"><div id=\"\" class=\"element core-paragraph\">\n<p><strong><strong>Cie\u013eom n\u00e1\u0161ho v\u00fdskumu je spoji\u0165 to najlep\u0161ie z oboch svetov. Chceme presnos\u0165 hlbok\u00e9ho u\u010denia, ale z\u00e1rove\u0148 ho chceme posun\u00fa\u0165 \u010do najviac k interpretovate\u013enosti a vysvetlite\u013enosti. Chceme vedie\u0165, pre\u010do sa modely rozhoduj\u00fa tak, ako sa rozhoduj\u00fa a ak\u00e9 znalosti s\u00fa v nich zak\u00f3dovan\u00e9.<\/strong><\/strong><\/p>\n<\/div><\/blockquote>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>Na diagrame ni\u017e\u0161ie vid\u00edme zn\u00e1me modely, ktor\u00e9 s\u00fa na osi X zoraden\u00e9 pod\u013ea miery ich interpretovate\u013enosti a na osi Y pod\u013ea toho, ak\u00fa relat\u00edvnu presnos\u0165 v porovnan\u00ed s in\u00fdmi pr\u00edstupmi vedia tieto modely dosiahnu\u0165. Pri poh\u013eade na extr\u00e9my, na jednom konci s\u00fa hlbok\u00e9 neur\u00f3nov\u00e9 siete, ktor\u00e9 dosahuj\u00fa najvy\u0161\u0161iu presnos\u0165, ale z\u00e1rove\u0148 im najmenej rozumieme, a na druhom konci vpravo n\u00e1jdeme modely umelej inteligencie, v ktor\u00fdch je znalos\u0165 reprezentovan\u00e1 najviac explicitne (a najviac intuit\u00edvne pre \u010dloveka).<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>Typicky plat\u00ed, \u017ee \u010d\u00edm explicitnej\u0161ie je znalos\u0165 uchov\u00e1van\u00e1 v modeli a \u010d\u00edm viac je tento model interpretovate\u013en\u00fd pre \u010dloveka, t\u00fdm men\u0161iu m\u00e1 modelovaciu kapacitu (okrem in\u00e9ho preto, \u017ee tak\u00e9to k\u00f3dovanie znalost\u00ed je n\u00e1ro\u010dn\u00e9 na pr\u00e1cu \u010dloveka) a dosahuje men\u0161iu presnos\u0165. Napr\u00edklad v pravidlov\u00fdch syst\u00e9moch alebo jednoduch\u00fdch rozhodovac\u00edch stromoch s\u00fa \u201cmy\u0161lienkov\u00e9 pochody\u201d modelu v procese rozhodovania kr\u00e1sne jednoduch\u00e9: \u201cAK m\u00e1 zviera perie A nelieta A \u017eije v chladn\u00fdch oblastiach, TAK je to tu\u010dniak\u201d.<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>Tak\u00e9to modely s\u00fa ale ve\u013emi \u0165a\u017eko pou\u017eite\u013en\u00e9 pri rie\u0161en\u00ed komplikovan\u00fdch \u00faloh, kde okrem toho m\u00f4\u017eu \u013eahko strati\u0165 svoju interpretovate\u013enos\u0165. Ak by sme rovnak\u00fd model chceli pou\u017ei\u0165 napr\u00edklad na rozpoznanie jazyka, v ktorom je p\u00edsan\u00fd text, po\u010det podmienok v pravidle \u201cAK \u2026 A \u2026 TAK\u201d by sa mohol ve\u013emi r\u00fdchlo vy\u0161plha\u0165 na stovky a\u017e stovky tis\u00edcov.<\/p>\n<\/div>\n\n<div class=\"wp-block-image\"><div id=\"\" class=\"element core-image\">\n<figure class=\"aligncenter size-large is-resized\"><img decoding=\"async\" data-src=\"https:\/\/kinit.sk\/wp-content\/uploads\/2022\/04\/XAI-interpretability-vs-accuracy-1024x590.png\" alt=\"\" class=\"wp-image-16240 lazyload\" style=\"--smush-placeholder-width: 768px; --smush-placeholder-aspect-ratio: 768\/443;width:768px;height:443px\" width=\"768\" height=\"443\" data-srcset=\"https:\/\/kinit.sk\/wp-content\/uploads\/2022\/04\/XAI-interpretability-vs-accuracy-1024x590.png 1024w, https:\/\/kinit.sk\/wp-content\/uploads\/2022\/04\/XAI-interpretability-vs-accuracy-300x173.png 300w, https:\/\/kinit.sk\/wp-content\/uploads\/2022\/04\/XAI-interpretability-vs-accuracy-768x442.png 768w, https:\/\/kinit.sk\/wp-content\/uploads\/2022\/04\/XAI-interpretability-vs-accuracy.png 1443w\" data-sizes=\"(max-width: 768px) 100vw, 768px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" \/><figcaption class=\"wp-element-caption\"><strong>Obr\u00e1zok<\/strong>: <em>Vo\u013eba algoritmu strojov\u00e9ho u\u010denia pre rie\u0161enie konkr\u00e9tneho probl\u00e9mu je \u010dasto o h\u013eadan\u00ed kompromisov &#8211; zatia\u013e \u010do komplexn\u00e9 modely zvy\u010dajne dosahuj\u00fa vy\u0161\u0161iu presnos\u0165, miera ich interpretovate\u013enosti b\u00fdva zv\u00e4\u010d\u0161a ni\u017e\u0161ia. V\u00fdskum vysvetlite\u013enej umelej inteligencie sa zaober\u00e1 t\u00fdm, ako vytv\u00e1ra\u0165 modely, ktor\u00e9 bud\u00fa okrem vysokej presnosti dosahova\u0165 aj ve\u013ek\u00fa mieru transparentnosti a interpretovate\u013enosti (zelen\u00e1 oblas\u0165).&nbsp;<sup>2<\/sup><\/em><\/figcaption><\/figure>\n<\/div><\/div>\n\n<div id=\"\" class=\"element core-heading\">\n<h3 class=\"wp-block-heading\"><strong>Z\u00e1ver prvej \u010dasti<\/strong><\/h3>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>V r\u00e1mci prvej \u010dasti seri\u00e1lu o vysvetlite\u013enej umelej inteligencii sme si povedali o presnosti a vysvetlite\u013enosti, o ich vz\u0165ahu a o tom, na \u010do vlastne vysvetlite\u013enos\u0165 potrebujeme.&nbsp;<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>Napriek tomu, \u017ee v s\u00fa\u010dasnosti sa vo v\u00fdskume aj v priemysle sklo\u0148uj\u00fa najm\u00e4 komplexn\u00e9 modely ako hlbok\u00e9 neur\u00f3nov\u00e9 siete, treba ma\u0165 na pam\u00e4ti, \u017ee ich bezprecedentn\u00e1 v\u00fdkonnos\u0165 m\u00e1 svoju cenu.&nbsp;<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>Proces rozhodovania zlo\u017eit\u00fdch modelov je vysoko netransparentn\u00fd a \u010dlovek nemus\u00ed by\u0165 schopn\u00fd porozumie\u0165, ako tak\u00e9to modely dospeli k predpovedi. V kritick\u00fdch dom\u00e9nach ako zdravotn\u00edctvo \u010di finan\u010dn\u00fd sektor to m\u00f4\u017ee ma\u0165 v\u00e1\u017ene d\u00f4sledky, alebo \u00faplne zabr\u00e1ni\u0165 pou\u017eitiu komplexn\u00fdch modelov.&nbsp;<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>V\u00fdskum v oblasti vysvetlite\u013enej umelej inteligencie (XAI) sa sna\u017e\u00ed poskytn\u00fa\u0165 met\u00f3dy a techniky, aby bolo mo\u017en\u00e9 dosiahnu\u0165 to najlep\u0161ie z oboch svetov. Teda zrozumite\u013enos\u0165 jednoduch\u00fdch modelov a v\u00fdkonnos\u0165 t\u00fdch zlo\u017eit\u00fdch, ktor\u00e9 sa \u010dasto ozna\u010duj\u00fa aj ako \u010dierne skrinky. Preto sa v\u00fdskumu XAI venujeme v KInITe aj my.<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>Ak v\u00e1s problematika vysvetlite\u013enej umelej inteligencie zaujala, m\u00f4\u017eete sa te\u0161i\u0165 na \u010fal\u0161ie \u010dasti seri\u00e1lu. Budeme sa venova\u0165 transparentn\u00fdm a tzv. modelom typu \u010dierna skrinka, \u010di met\u00f3dam na vysvet\u013eovanie a interpretovanie modelov umelej inteligencie. Uk\u00e1\u017eeme si tie\u017e, \u017ee n\u00e1m nesta\u010d\u00ed len jedna met\u00f3da vysvetlite\u013enosti a pre\u010do je to tak.<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p><strong>Zdroje<\/strong>:<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>[1] Alex Krizhevsky, Ilya Sutskever, and Geoffrey E. Hinton. 2012. ImageNet classification with deep convolutional neural networks. In Proceedings of the 25th International Conference on Neural Information Processing Systems &#8211; Volume 1 (NIPS&#8217;12). Curran Associates Inc., Red Hook, NY, USA, 1097\u20131105.<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>[2] ARRIETA, Alejandro Barredo, et al. Explainable Artificial Intelligence (XAI): Concepts, taxonomies, opportunities and challenges toward responsible AI. Information Fusion, 2020, 58: 82-115.<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-columns\">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\"><div id=\"\" class=\"element core-column\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><div id=\"\" class=\"element core-paragraph\">\n<p><\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p><\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p><em>Projekt podporil Nada\u010dn\u00fd fond PricewaterhouseCoopers v Nad\u00e1cii Pontis.<\/em><\/p>\n<\/div><\/div>\n<\/div>\n\n<div id=\"\" class=\"element core-column\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><div id=\"\" class=\"element core-image\">\n<figure class=\"wp-block-image size-full is-resized\"><img decoding=\"async\" data-src=\"https:\/\/kinit.sk\/wp-content\/uploads\/2022\/04\/Logo_Pontis_SK_BW1000px.png\" alt=\"\" class=\"wp-image-16253 lazyload\" style=\"--smush-placeholder-width: 100px; --smush-placeholder-aspect-ratio: 100\/100;width:100px;height:100px\" width=\"100\" height=\"100\" data-srcset=\"https:\/\/kinit.sk\/wp-content\/uploads\/2022\/04\/Logo_Pontis_SK_BW1000px.png 1000w, https:\/\/kinit.sk\/wp-content\/uploads\/2022\/04\/Logo_Pontis_SK_BW1000px-300x300.png 300w, https:\/\/kinit.sk\/wp-content\/uploads\/2022\/04\/Logo_Pontis_SK_BW1000px-768x768.png 768w, https:\/\/kinit.sk\/wp-content\/uploads\/2022\/04\/Logo_Pontis_SK_BW1000px-150x150.png 150w\" data-sizes=\"(max-width: 100px) 100vw, 100px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" \/><\/figure>\n<\/div><\/div>\n<\/div><\/div>\n<\/div>\n\n<div id=\"news-blogs\" class=\"element acf-loop squares columns-3\"><section id=\"news-blogs\" class=\"loop old  squares columns-3\" style=\"background-color: #ffffff;\" >\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>Vysvetlite\u013en\u00e1 umel\u00e1 inteligencia: od \u010diernych skriniek k transparentn\u00fdm modelom<\/h2><\/div>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"loop-wrap loop-Any loop-style1 loop-load_more loop-6 cf\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<article id=\"loop-item-16252\" class=\"loop-item\">\n\t\t\t\t\t\t\t\t\t<div class=\"inner cf\">\n\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/kinit.sk\/sk\/how-does-artificial-intelligence-think\/\">\t\t\t\t\t\t\t\t\t\t\t\t\t\t\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\t\t<img decoding=\"async\" width=\"320\" height=\"200\" data-src=\"https:\/\/kinit.sk\/wp-content\/uploads\/2022\/04\/A1.2-Feautre-Web-post-XAI-series-320x200.png\" class=\"attachment-thumbnail size-thumbnail wp-post-image lazyload\" alt=\"\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 320px; --smush-placeholder-aspect-ratio: 320\/200;\" \/>\t\t\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\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"content cf\">\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"content-inner\">\n\t\t\t\t\t\t\t\t\t\t\t\t<h3>Ako rozm\u00fd\u0161\u013ea umel\u00e1 inteligencia?<\/h3>\n                        \t\t\t\t\t\t\t\t\t\t\t\t<div class=\"meta cf\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"date\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tapr 28. 2022\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\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\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\t\t\t\t\t<div class=\"excerpt\">Vysvetlite\u013en\u00e1 umel\u00e1 inteligencia: od \u010diernych skriniek k transparentn\u00fdm modelom M\u00f4\u017ee umel\u00e1 inteligencia rozhodova\u0165 o tom, kto bude prepusten\u00fd z v\u00e4zenia, alebo kto post\u00fapi do \u010fal\u0161ieho kola pracovn\u00fdch pohovorov? M\u00f4\u017ee odpor\u00fa\u010da\u0165&#8230;<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t<\/a>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/article>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<article id=\"loop-item-17523\" class=\"loop-item\">\n\t\t\t\t\t\t\t\t\t<div class=\"inner cf\">\n\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/kinit.sk\/sk\/tri-prinosy-vysvetlitelnej-umelej-inteligencie\/\">\t\t\t\t\t\t\t\t\t\t\t\t\t\t\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\t\t<img decoding=\"async\" width=\"320\" height=\"200\" data-src=\"https:\/\/kinit.sk\/wp-content\/uploads\/2022\/05\/kinit-xai-part-2-explainable-ai-320x200.png\" class=\"attachment-thumbnail size-thumbnail wp-post-image lazyload\" alt=\"\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 320px; --smush-placeholder-aspect-ratio: 320\/200;\" \/>\t\t\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\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"content cf\">\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"content-inner\">\n\t\t\t\t\t\t\t\t\t\t\t\t<h3>Tri pr\u00ednosy vysvetlite\u013enej umelej inteligencie<\/h3>\n                        \t\t\t\t\t\t\t\t\t\t\t\t<div class=\"meta cf\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"date\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tm\u00e1j 25. 2022\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\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\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\t\t\t\t\t<div class=\"excerpt\">Vysvetlite\u013en\u00e1 umel\u00e1 inteligencia: od \u010diernych skriniek k transparentn\u00fdm modelom Umel\u00e1 inteligencia bude \u010doraz v\u00e4\u010d\u0161mi zasahova\u0165 do na\u0161ich \u017eivotov. Ve\u013ea \u013eud\u00ed v\u0161ak umelej inteligencii ned\u00f4veruje a maj\u00fa probl\u00e9m prenecha\u0165 jej aj&#8230;<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t<\/a>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/article>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<article id=\"loop-item-18618\" class=\"loop-item\">\n\t\t\t\t\t\t\t\t\t<div class=\"inner cf\">\n\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/kinit.sk\/sk\/transparentne-modely-vs-modely-typu-cierna-skrinka\/\">\t\t\t\t\t\t\t\t\t\t\t\t\t\t\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\t\t<img decoding=\"async\" width=\"320\" height=\"200\" data-src=\"https:\/\/kinit.sk\/wp-content\/uploads\/2022\/06\/A3.2-Feautre-Web-post-XAI-series-320x200.png\" class=\"attachment-thumbnail size-thumbnail wp-post-image lazyload\" alt=\"\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 320px; --smush-placeholder-aspect-ratio: 320\/200;\" \/>\t\t\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\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"content cf\">\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"content-inner\">\n\t\t\t\t\t\t\t\t\t\t\t\t<h3>Transparentn\u00e9 modely vs. modely typu \u010dierna skrinka<\/h3>\n                        \t\t\t\t\t\t\t\t\t\t\t\t<div class=\"meta cf\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"date\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tj\u00fan 21. 2022\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\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\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\t\t\t\t\t<div class=\"excerpt\">Vysvetlite\u013en\u00e1 umel\u00e1 inteligencia: od \u010diernych skriniek k transparentn\u00fdm modelom M\u00f4\u017ee umel\u00e1 inteligencia rozhodova\u0165 o tom, kto bude prepusten\u00fd z v\u00e4zenia, alebo kto post\u00fapi do \u010fal\u0161ieho kola pracovn\u00fdch pohovorov? M\u00f4\u017ee odpor\u00fa\u010da\u0165&#8230;<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t<\/a>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/article>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<article id=\"loop-item-20690\" class=\"loop-item\">\n\t\t\t\t\t\t\t\t\t<div class=\"inner cf\">\n\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/kinit.sk\/sk\/komponenty-a-vlastnosti-dobrych-vysvetleni-rozhodnuti-modelov-umelej-inteligencie\/\">\t\t\t\t\t\t\t\t\t\t\t\t\t\t\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\t\t<img decoding=\"async\" width=\"320\" height=\"200\" data-src=\"https:\/\/kinit.sk\/wp-content\/uploads\/2022\/08\/A4.2-Feautre-Web-post-XAI-series-320x200.png\" class=\"attachment-thumbnail size-thumbnail wp-post-image lazyload\" alt=\"\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 320px; --smush-placeholder-aspect-ratio: 320\/200;\" \/>\t\t\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\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"content cf\">\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"content-inner\">\n\t\t\t\t\t\t\t\t\t\t\t\t<h3>Komponenty a vlastnosti dobr\u00fdch vysvetlen\u00ed rozhodnut\u00ed modelov umelej inteligencie<\/h3>\n                        \t\t\t\t\t\t\t\t\t\t\t\t<div class=\"meta cf\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"date\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\taug 16. 2022\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\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\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\t\t\t\t\t<div class=\"excerpt\">Vysvetlite\u013en\u00e1 umel\u00e1 inteligencia: od \u010diernych skriniek k transparentn\u00fdm modelom Z poh\u013eadu strojov\u00e9ho u\u010denia (angl. Machine learning, ML) \u017eijeme \u0161\u0165astn\u00e9 \u010dasy. Pre mnoh\u00e9 \u00falohy, ktor\u00e9 sme doteraz nevedeli s pomocou umelej&#8230;<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t<\/a>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/article>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<article id=\"loop-item-21720\" class=\"loop-item\">\n\t\t\t\t\t\t\t\t\t<div class=\"inner cf\">\n\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/kinit.sk\/sk\/ako-merat-kvalitu-vysvetlenia-predpovede-umelej-inteligencie\/\">\t\t\t\t\t\t\t\t\t\t\t\t\t\t\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\t\t<img decoding=\"async\" width=\"320\" height=\"200\" data-src=\"https:\/\/kinit.sk\/wp-content\/uploads\/2022\/09\/202203_web_news_XAI_Feature_5.jpg-320x200.jpg\" class=\"attachment-thumbnail size-thumbnail wp-post-image lazyload\" alt=\"\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 320px; --smush-placeholder-aspect-ratio: 320\/200;\" \/>\t\t\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\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"content cf\">\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"content-inner\">\n\t\t\t\t\t\t\t\t\t\t\t\t<h3>Ako mera\u0165 kvalitu vysvetlenia predpovede umelej inteligencie?<\/h3>\n                        \t\t\t\t\t\t\t\t\t\t\t\t<div class=\"meta cf\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"date\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tsep 26. 2022\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\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\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\t\t\t\t\t<div class=\"excerpt\">Vysvetlite\u013en\u00e1 umel\u00e1 inteligencia: od \u010diernych skriniek k transparentn\u00fdm modelom V minulej \u010dasti seri\u00e1lu sme sa pozreli na to, ak\u00e9 komponenty a vlastnosti by mali ma\u0165 dobr\u00e9 vysvetlenia. Prv\u00fd komponent, zrozumite\u013enos\u0165,&#8230;<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t<\/a>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/article>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<article id=\"loop-item-28366\" class=\"loop-item\">\n\t\t\t\t\t\t\t\t\t<div class=\"inner cf\">\n\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/kinit.sk\/sk\/su-vysvetlenia-o-ktorych-si-myslime-ze-su-dobre-naozaj-dobre\/\">\t\t\t\t\t\t\t\t\t\t\t\t\t\t\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\t\t<img decoding=\"async\" width=\"320\" height=\"200\" data-src=\"https:\/\/kinit.sk\/wp-content\/uploads\/2023\/09\/202203_web_news_XAI_Feature_6-320x200.jpg\" class=\"attachment-thumbnail size-thumbnail wp-post-image lazyload\" alt=\"\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 320px; --smush-placeholder-aspect-ratio: 320\/200;\" \/>\t\t\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\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"content cf\">\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"content-inner\">\n\t\t\t\t\t\t\t\t\t\t\t\t<h3>S\u00fa vysvetlenia, o ktor\u00fdch si mysl\u00edme, \u017ee s\u00fa dobr\u00e9, naozaj dobr\u00e9?<\/h3>\n                        \t\t\t\t\t\t\t\t\t\t\t\t<div class=\"meta cf\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"date\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tsep 27. 2023\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\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\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\t\t\t\t\t<div class=\"excerpt\">Vysvetlite\u013en\u00e1 umel\u00e1 inteligencia: od \u010diernych skriniek k transparentn\u00fdm modelom V predo\u0161l\u00fdch \u010dl\u00e1nkoch sme si predstavili tri ve\u013emi zauj\u00edmav\u00e9 koncepty z oblasti vysvetlite\u013enej umelej inteligencie (vysvetlite\u013en\u00e1 AI alebo XAI): V tomto&#8230;<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t<\/a>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/article>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\t<\/div>\n<\/section>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>Vysvetlite\u013en\u00e1 umel\u00e1 inteligencia: od \u010diernych skriniek k transparentn\u00fdm modelom M\u00f4\u017ee umel\u00e1 inteligencia rozhodova\u0165 o tom, kto bude prepusten\u00fd z v\u00e4zenia, alebo kto post\u00fapi do \u010fal\u0161ieho kola pracovn\u00fdch pohovorov? M\u00f4\u017ee odpor\u00fa\u010da\u0165&#8230;<\/p>\n","protected":false},"author":26,"featured_media":16197,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[349,88,76],"tags":[386,222],"class_list":["post-16252","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-2022-sk","category-pop-science-sk","category-natural-language-processing-sk","tag-xai-sk","tag-umela-inteligencia"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.5 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Ako rozm\u00fd\u0161\u013ea umel\u00e1 inteligencia? - KInIT<\/title>\n<meta name=\"description\" content=\"Prin\u00e1\u0161ame v\u00e1m prv\u00fd diel s\u00e9rie \u010dl\u00e1nkov na t\u00e9mu vysvetlite\u013enej a transparentnej umelej inteligencie.\u00a0\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/kinit.sk\/sk\/how-does-artificial-intelligence-think\/\" \/>\n<meta property=\"og:locale\" content=\"sk_SK\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Ako rozm\u00fd\u0161\u013ea umel\u00e1 inteligencia? 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