{"id":28366,"date":"2023-09-27T15:16:24","date_gmt":"2023-09-27T13:16:24","guid":{"rendered":"https:\/\/kinit.sk\/are-the-explanations-we-consider-to-be-good-really-good\/"},"modified":"2023-10-12T14:27:40","modified_gmt":"2023-10-12T12:27:40","slug":"su-vysvetlenia-o-ktorych-si-myslime-ze-su-dobre-naozaj-dobre","status":"publish","type":"post","link":"https:\/\/kinit.sk\/sk\/su-vysvetlenia-o-ktorych-si-myslime-ze-su-dobre-naozaj-dobre\/","title":{"rendered":"S\u00fa vysvetlenia, o ktor\u00fdch si mysl\u00edme, \u017ee s\u00fa dobr\u00e9, naozaj dobr\u00e9?"},"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>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):<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-list\">\n<ol class=\"wp-block-list\"><div id=\"\" class=\"element core-list-item\">\n<li><a href=\"https:\/\/kinit.sk\/sk\/komponenty-a-vlastnosti-dobrych-vysvetleni-rozhodnuti-modelov-umelej-inteligencie\/\">Ak\u00e9 vlastnosti by malo ma\u0165 dobr\u00e9 vysvetlenie<\/a>?<\/li>\n<\/div>\n\n<div id=\"\" class=\"element core-list-item\">\n<li><a href=\"https:\/\/kinit.sk\/sk\/ako-merat-kvalitu-vysvetlenia-predpovede-umelej-inteligencie\/\">Ako mera\u0165 kvalitu vysvetlen\u00ed predpoved\u00ed modelov umelej inteligencie<\/a>?&nbsp;<\/li>\n<\/div>\n\n<div id=\"\" class=\"element core-list-item\">\n<li><a href=\"https:\/\/kinit.sk\/sk\/projekt\/explainable-ai-theory-and-a-method-for-finding-good-explanations-for-not-only-nlp\/\">Ako automaticky n\u00e1js\u0165 tak\u00fd algoritmus vysvetlite\u013enej AI, ktor\u00fd bude poskytova\u0165 dobr\u00e9 vysvetlenia pre m\u00f4j model, d\u00e1ta a \u00falohu<\/a>?<\/li>\n<\/div><\/ol>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>V tomto \u010dl\u00e1nku nadvia\u017eeme na tieto koncepty a uk\u00e1\u017eeme si jeden zo sp\u00f4sobov, ako nielen z\u00edska\u0165 dobr\u00e9 vysvetlenia, ale z\u00e1rove\u0148 ako overi\u0165, do akej miery r\u00f4zne vysvetlenia pom\u00e1haj\u00fa re\u00e1lnym \u013eu\u010fom pri plnen\u00ed ich \u00faloh.<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-heading\">\n<h3 class=\"wp-block-heading\">Vlastnosti dobr\u00fdch vysvetlen\u00ed<\/h3>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>Pripome\u0148me si, \u017ee podobne ako v strojovom u\u010den\u00ed a v umelej inteligencii, aj vo vysvetlite\u013enej AI existuje ve\u013ek\u00e9 mno\u017estvo algoritmov, po ktor\u00fdch m\u00f4\u017ee pou\u017e\u00edvate\u013e siahnu\u0165.<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>Ak si m\u00e1 pou\u017e\u00edvate\u013e informovane vybra\u0165 ten spr\u00e1vny, potrebujeme mechanizmus, v\u010faka ktor\u00e9mu vieme r\u00f4zne algoritmy porovn\u00e1va\u0165. In\u00fdmi slovami, potrebujeme vedie\u0165 zmera\u0165, ktor\u00e9 vysvetlenia s\u00fa lep\u0161ie a ktor\u00e9 hor\u0161ie v kontexte danej \u00falohy a z poh\u013eadu krit\u00e9ri\u00ed, ktor\u00e9 si stanov\u00ed pou\u017e\u00edvate\u013e.<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>E\u0161te predt\u00fdm, ne\u017e za\u010dneme s vlastn\u00fdm meran\u00edm, s\u00fastre\u010fme sa na to, \u010cO budeme mera\u0165 &#8211; ak\u00e9 vlastnosti by mali ma\u0165 dobr\u00e9 vysvetlenia?<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>Na prvej \u00farovni hovor\u00edme, \u017ee dobr\u00e9 vysvetlenie by malo vyva\u017eova\u0165 dva komponenty &#8211; zrozumite\u013enos\u0165 a vernos\u0165:<\/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>Zrozumite\u013enos\u0165<\/strong> kvantifikuje, do akej miery s\u00fa pou\u017e\u00edvatelia schopn\u00ed vysvetleniu porozumie\u0165. Napr\u00edklad, \u010di neobsahuje prive\u013ea nepodstatn\u00fdch inform\u00e1ci\u00ed a \u010di ich nezahlt\u00ed.&nbsp;<\/li>\n<\/div>\n\n<div id=\"\" class=\"element core-list-item\">\n<li><strong>Vernos\u0165 <\/strong>hovor\u00ed, do akej miery vysvetlenie opisuje skuto\u010dn\u00e9 spr\u00e1vanie a rozhodovac\u00ed proces modelu. Napr\u00edklad, ak n\u00e1m vysvetlenie tvrd\u00ed, \u017ee sentiment vety \u201cDnes je pekn\u00e9 po\u010dasie\u201d bol modelom ur\u010den\u00fd ako pozit\u00edvny najm\u00e4 kv\u00f4li slovu \u201cpekn\u00e9\u201d, vernos\u0165 meria, \u010di to tak naozaj bolo a \u010di sa n\u00e1hodou model v skuto\u010dnosti nerozhodol pod\u013ea in\u00e9ho slova vo vete.<\/li>\n<\/div><\/ul>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>Pri sk\u00faman\u00ed m\u00f4\u017eeme \u00eds\u0165, samozrejme, hlb\u0161ie. Ka\u017ed\u00fd z komponentov vieme rozdeli\u0165 na r\u00f4zne vlastnosti, ktor\u00e9 opisuj\u00fa ich r\u00f4zne aspekty. Pre viac inform\u00e1ci\u00ed odkazujeme na n\u00e1\u0161 predch\u00e1dzaj\u00faci <a href=\"https:\/\/kinit.sk\/sk\/komponenty-a-vlastnosti-dobrych-vysvetleni-rozhodnuti-modelov-umelej-inteligencie\/\">\u010dl\u00e1nok<\/a>.<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-heading\">\n<h3 class=\"wp-block-heading\">Meranie kvality vysvetlen\u00ed: vyhodnocovanie zameran\u00e9 na \u010dloveka a vyhodnocovanie zameran\u00e9 na funkcionalitu<\/h3>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>Teraz, ke\u010f vieme, ak\u00e9 vlastnosti by malo ma\u0165 dobr\u00e9 vysvetlenie, m\u00f4\u017eeme sa zamera\u0165 na ot\u00e1zku, ak\u00fdm sp\u00f4sobom vieme tieto vlastnosti zmera\u0165?<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>Rozli\u0161ujeme dve rodiny pr\u00edstupov k vyhodnocovaniu kvality vysvetlen\u00ed: Vyhodnocovanie zameran\u00e9 na \u010dloveka a vyhodnocovanie zameran\u00e9 na funkcionalitu (Obr\u00e1zok 1).<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-image\">\n<figure class=\"wp-block-image is-resized\"><img decoding=\"async\" data-src=\"https:\/\/lh3.googleusercontent.com\/Iu3BvqSjyoh9RoEEVQHmed5RGkq8OnXOmGwqsE3xFmBfRhhorDnSf4atj6hbYAhVakvwjInPH5AaBtb-uLrkVWzlWhUau-cM2j0ZsOlOw90Eg4NGemJcvd6G_o6nUy0UoQAihDF4bGCYLiHASHANbqo\" alt=\"\" style=\"--smush-placeholder-width: 698px; --smush-placeholder-aspect-ratio: 698\/290;width:698px;height:290px\" width=\"698\" height=\"290\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\" \/><figcaption class=\"wp-element-caption\"><strong><em>Obr\u00e1zok 1<\/em><\/strong><em>: Dve rodiny pr\u00edstupov na vyhodnocovanie kvality vysvetlen\u00ed [1].<\/em><\/figcaption><\/figure>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>Pri vyhodnocovan\u00ed zameranom na \u010dloveka vych\u00e1dzame z predpokladu, \u017ee adres\u00e1tom vysvetlen\u00ed je \u010dlovek a je preto potrebn\u00e9 zapoji\u0165 do procesu vyhodnocovania \u013eud\u00ed. Pri vyhodnocovan\u00ed zameranom na funkcionalitu je zas cie\u013eom kvantitat\u00edvne a automatizovan\u00e9 vyhodnotenie kvality vysvetlen\u00ed, naj\u010dastej\u0161ie prostredn\u00edctvom tzv. proxy (z\u00e1stupn\u00fdch) metr\u00edk.&nbsp;<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>Oba typy vyhodnocovania maj\u00fa svoju nezastupite\u013en\u00fa rolu a ve\u013emi dobre sa dop\u013a\u0148aj\u00fa. Vyhodnocovanie zameran\u00e9 na funkcionalitu je mo\u017en\u00e9 ve\u013emi v\u00fdhodne pou\u017ei\u0165 na optimaliz\u00e1ciu samotn\u00e9ho algoritmu vysvetlite\u013enej AI (tak, aby produkoval \u010do najlep\u0161ie vysvetlenia). Ak ho v\u0161ak neskombinujeme s vyhodnocovan\u00edm zameran\u00fdm na \u010dloveka, nevieme presved\u010divo odpoveda\u0165 na t\u00fa najd\u00f4le\u017eitej\u0161iu ot\u00e1zku &#8211; do akej miery vysvetlenia pom\u00e1haj\u00fa \u010dloveku pri plnen\u00ed jeho \u00faloh?<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>Pre viac inform\u00e1ci\u00ed o meran\u00ed kvality vysvetlen\u00ed odkazujeme na n\u00e1\u0161 predch\u00e1dzaj\u00faci <a href=\"https:\/\/kinit.sk\/sk\/ako-merat-kvalitu-vysvetlenia-predpovede-umelej-inteligencie\/\">\u010dl\u00e1nok<\/a>.<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-heading\">\n<h3 class=\"wp-block-heading\">Ako overi\u0165, \u010di zdanlivo najlep\u0161ie vysvetlenia najviac pom\u00f4\u017eu \u010dloveku<\/h3>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>Predstavte si, \u017ee ste sa pres\u00fdtili toho, ako \u013eahko sa na soci\u00e1lnych sie\u0165ach \u0161\u00edria dezinform\u00e1cie v\u0161etk\u00e9ho mo\u017en\u00e9ho druhu (ver\u00edme, \u017ee to nie je \u0165a\u017ek\u00e1 \u00faloha). Preto ste sa jedn\u00e9ho d\u0148a zobudili a povedali ste si, \u017ee vytvor\u00edte vlastn\u00fa soci\u00e1lnu sie\u0165, na ktorej sa bude so \u0161kodliv\u00fdmi dezinform\u00e1ciami akt\u00edvne bojova\u0165.<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>\u00daspech! Po kr\u00e1tkom \u010dase po\u010det pou\u017e\u00edvate\u013eov va\u0161ej siete prekro\u010dil prv\u00fd mili\u00f3n. S t\u00fdm, ako nar\u00e1stol po\u010det pou\u017e\u00edvate\u013eov, v\u0161ak z\u00e1rove\u0148 nar\u00e1stla aj atraktivita va\u0161ej siete pr\u00e1ve pre t\u00fdch, proti ktor\u00fdm ste sa rozhodli bojova\u0165 &#8211; z\u00e1mern\u00fdm \u0161\u00edrite\u013eom dezinform\u00e1ci\u00ed.&nbsp;<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>Napriek tomu, \u017ee ste s t\u00fdm po\u010d\u00edtali a dopredu ste vy\u0161kolili nieko\u013eko administr\u00e1torov, ktor\u00ed kontroluj\u00fa, \u010di niektor\u00fd z pr\u00edspevkov z\u00e1merne ne\u0161\u00edri dezinform\u00e1ciu, je po\u010det dezinform\u00e1cii tak\u00fd ve\u013ek\u00fd, \u017ee st\u00edhate skontrolova\u0165 iba zlomok z nich.<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-heading\">\n<h4 class=\"wp-block-heading\">Iter\u00e1cia 1: Pom\u00f4\u017eme administr\u00e1torom s AI<\/h4>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>Rozhodnete sa svojim administr\u00e1torom pom\u00f4c\u0165 a vytvor\u00edte pre nich n\u00e1stroj zalo\u017een\u00fd na strojovom u\u010den\u00ed. Tento n\u00e1stroj m\u00e1 k dispoz\u00edcii datab\u00e1zu najaktu\u00e1lnej\u0161\u00edch dezinform\u00e1cii, ktor\u00e9 sa \u0161\u00edria vo verejnom priestore a priebe\u017ene kontroluje, \u010di sa v niektorom z pr\u00edspevkov tak\u00e1 alebo onak\u00e1 dezinform\u00e1cia nenach\u00e1dza.&nbsp;<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>Namiesto toho, aby \u010d\u00edtali ka\u017ed\u00fd jeden pr\u00edspevok, teraz administr\u00e1tori dostan\u00fa iba prerieden\u00fd zoznam t\u00fdch, ktor\u00e9 v\u00e1\u0161 skvel\u00fd n\u00e1stroj identifikoval ako potenci\u00e1lne dezinforma\u010dn\u00e9. Teda zoznam pr\u00edspevkov, ktor\u00e9 zrejme obsahuj\u00fa niektor\u00e9 zo zn\u00e1mych dezinforma\u010dn\u00fdch tvrden\u00ed. \u00dalohou administr\u00e1tora je skontrolova\u0165 ka\u017ed\u00fd tak\u00fdto pr\u00edspevok a rozhodn\u00fa\u0165, \u010di m\u00e1 by\u0165 skryt\u00fd, alebo nie. Tak\u00e1to kontrola je ve\u013emi d\u00f4le\u017eit\u00e1, preto\u017ee je nutn\u00e9 sa uisti\u0165, \u017ee pr\u00edspevok je naozaj \u0161kodliv\u00fd a poru\u0161uje pravidl\u00e1 soci\u00e1lnej siete, ke\u010f\u017ee plat\u00ed sloboda slova.<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-image\">\n<figure class=\"wp-block-image is-resized\"><img decoding=\"async\" data-src=\"https:\/\/lh4.googleusercontent.com\/6RVSOSgmUsLnu2Yx5fnfZndSKaDgO2iP-QLzz9_7yzPOQCP-aEABmApQIdkHNmG5rDvgnoM8-whjQZhiACXK3_4SYEnuQPViuTb7e70JJm-3UmN8cXXxMxKNI3ZoF31PZvIL_6i-ack7YLgkpQktcE0\" alt=\"\" style=\"--smush-placeholder-width: 405px; --smush-placeholder-aspect-ratio: 405\/490;width:405px;height:490px\" width=\"405\" height=\"490\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\" \/><figcaption class=\"wp-element-caption\"><strong><em>Obr\u00e1zok 2:<\/em><\/strong><em> Umel\u00e1 inteligencia zostav\u00ed zoznam podozriv\u00fdch pr\u00edspevkov, ktor\u00e9 m\u00f4\u017eu obsahova\u0165 zn\u00e1me dezinforma\u010dn\u00e9 tvrdenie. \u00dalohou administr\u00e1tora je tak\u00e9to podozrenie preveri\u0165 a skry\u0165 len tie pr\u00edspevky, pri ktor\u00fdch sa podozrenie potvrd\u00ed.<\/em><\/figcaption><\/figure>\n<\/div>\n\n<div id=\"\" class=\"element core-heading\">\n<h4 class=\"wp-block-heading\">Iter\u00e1cia 2: Pom\u00f4\u017eme administr\u00e1torom s vysvetlite\u013enou AI<\/h4>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>Tak\u00fdto n\u00e1stroj u\u0161etr\u00ed administr\u00e1torom v\u00fdznamn\u00e9 mno\u017estvo \u010dasu. Nem\u00f4\u017eeme v\u0161ak s pou\u017eit\u00edm vysvetlite\u013enej AI dosiahnu\u0165 e\u0161te viac?<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>Probl\u00e9mom prv\u00e9ho rie\u0161enia je, \u017ee niektor\u00e9 pr\u00edspevky m\u00f4\u017eu by\u0165 ve\u013emi dlh\u00e9 a dezinforma\u010dn\u00e9 tvrdenie, ak sa v nich nach\u00e1dza, m\u00f4\u017ee by\u0165 skryt\u00e9 a\u017e na ich \u00faplnom konci. Navy\u0161e, dezinform\u00e1cia m\u00f4\u017ee tvori\u0165 len ve\u013emi mal\u00fa \u010das\u0165 cel\u00e9ho pr\u00edspevku (\u010dasto z\u00e1merne) a znie\u0165 na prv\u00fd poh\u013ead odli\u0161ne od p\u00f4vodn\u00e9ho dezinforma\u010dn\u00e9ho tvrdenia (pou\u017eitie parafr\u00e1z). Preto musia administr\u00e1tori \u010dasto pre\u010d\u00edta\u0165 cel\u00fd pr\u00edspevok, k\u00fdm zistia, \u010di sa v \u0148om dan\u00e9 tvrdenie nach\u00e1dza alebo nie. Je \u010das na \u010fal\u0161iu iter\u00e1ciu.<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>Tentokr\u00e1t chcete administr\u00e1torom nielen uk\u00e1za\u0165 pr\u00edspevky, ale z\u00e1rove\u0148 v nich chcete aj vyzna\u010di\u0165 konkr\u00e9tne (kr\u00e1tke) \u010dasti, ktor\u00e9 model AI vyhodnotil ako dezinform\u00e1ciu. Preto sa rozhodnete siahnu\u0165 po vysvetlite\u013enej AI, aby v\u00e1m model povedal nielen \u010cO (\u201ctento pr\u00edspevok obsahuje dezinform\u00e1ciu X\u201d), ale aj PRE\u010cO (\u201cdezinform\u00e1cia X je na konci druh\u00e9ho odseku\u201d). Va\u0161a hypot\u00e9za je, \u017ee v\u010faka tomu bud\u00fa musie\u0165 administr\u00e1tori \u010d\u00edta\u0165 v\u00fdrazne menej textu a stihn\u00fa skontrolova\u0165 viac pr\u00edspevkov, \u010do povedie k skultivovaniu diskusie.<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-image\">\n<figure class=\"wp-block-image is-resized\"><img decoding=\"async\" data-src=\"https:\/\/lh4.googleusercontent.com\/dBoZlncI6FWsA3QhfOa84wpjxu3WAnCGc_5xBFqYy3GlD2NZFcu1J10YZyLQpAjrSwDtq2j7BsCHTYMV_9_sMj6aLUcgl-L3O4c_pCIYYwrqb_nJQ3qMI9PWfVmixxKn9y1eRwcZsEaTktPpugXtI-c\" alt=\"\" style=\"--smush-placeholder-width: 761px; --smush-placeholder-aspect-ratio: 761\/187;width:761px;height:187px\" width=\"761\" height=\"187\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\" \/><figcaption class=\"wp-element-caption\"><strong><em>Obr\u00e1zok 3<\/em><\/strong><em>: Administr\u00e1tor vpravo m\u00e1 v pr\u00edspevkoch zv\u00fdraznen\u00e9, na z\u00e1klade ktor\u00fdch \u010dast\u00ed textu (slov\u00e1, vety, odseky) boli ozna\u010den\u00e9 pr\u00edspevky ozna\u010den\u00e9 za potenci\u00e1lne dezinforma\u010dn\u00e9. V\u010faka tomu mus\u00ed prech\u00e1dza\u0165 men\u0161ie mno\u017estvo textu.<\/em><\/figcaption><\/figure>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>Ke\u010f ale otvor\u00edte dokument\u00e1ciu jednej z popul\u00e1rnych kni\u017en\u00edc, ktor\u00e1 implementuje mnoh\u00e9 algoritmy vysvetlite\u013enej AI (napr. <a href=\"https:\/\/captum.ai\/\">Captum<\/a>), zist\u00edte, \u017ee tak\u00fdchto algoritmov je ve\u013ek\u00e9 mno\u017estvo. Ktor\u00e1 bude teda t\u00e1 najlep\u0161ia?<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>M\u00e1te viac mo\u017enost\u00ed. M\u00f4\u017eete sa napr\u00edklad spo\u013eahn\u00fa\u0165 na svoje \u0161\u0165astie a n\u00e1hodne si vybra\u0165 niektor\u00fd z algoritmov (\u201cNo dobre, ale ako m\u00e1m nastavi\u0165 jej parametre?\u201d) alebo n\u00e1hodne vysk\u00fa\u0161a\u0165 nieko\u013eko z nich (\u201cKtor\u00e9? A s ak\u00fdmi parametrami?\u201d). Ke\u010f si ale urob\u00edte prieskum, naraz\u00edte na nie\u010do, \u010do sa vol\u00e1 <strong>Automatizovan\u00e1 vysvetlite\u013en\u00e1 umel\u00e1 inteligencia<\/strong> (<em>Automated eXplainable AI <\/em>alebo<em> <\/em><strong><em>AutoXAI<\/em><\/strong>) &#8211; sp\u00f4sob, v\u010faka ktor\u00e9mu viete automatizovane n\u00e1js\u0165 tak\u00fa konfigur\u00e1ciu algoritmu vysvetlite\u013enosti, ktor\u00e1 poskytuje dobr\u00e9 vysvetlenia pre konkr\u00e9tnu \u00falohu. Toto je presne to, \u010do ste h\u013eadali a dokonca si m\u00f4\u017eete zadefinova\u0165, \u010do znamen\u00e1 \u201cdobr\u00e9 vysvetlenie\u201d pre va\u0161u \u00falohu.<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>Pre viac inform\u00e1ci\u00ed o AutoXAI odkazujeme na n\u00e1\u0161 predch\u00e1dzaj\u00faci <a href=\"https:\/\/kinit.sk\/sk\/projekt\/explainable-ai-theory-and-a-method-for-finding-good-explanations-for-not-only-nlp\/\">\u010dl\u00e1nok<\/a>.<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-image\">\n<figure class=\"wp-block-image is-resized\"><img decoding=\"async\" data-src=\"https:\/\/lh5.googleusercontent.com\/PeSaRO0EQSLTValQuLUZisAYVkJ0TvOg5hFiKnfY3ZAdUIuzOiptRErlayrTE7tZu-9yThm4zknRb3NqEEozYsZ-E5rYrvY60Ju6Yb2pd6gdwrlu6-LdOrl1bbFKBah4TjiGTSt3jColPDQnvKCoFxI\" alt=\"\" style=\"--smush-placeholder-width: 696px; --smush-placeholder-aspect-ratio: 696\/457;width:696px;height:457px\" width=\"696\" height=\"457\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\" \/><figcaption class=\"wp-element-caption\"><strong><em>Obr\u00e1zok 4<\/em><\/strong><em>: V r\u00e1mci optimaliz\u00e1cie h\u013ead\u00e1me tak\u00fd algoritmus(y) vysvetlite\u013enej AI a jeho konfigur\u00e1ciu (parametre), ktor\u00fd poskytuje dobr\u00e9 vysvetlenia pre predpovede n\u00e1\u0161ho modelu. \u010co znamen\u00e1 \u201cdobr\u00e9 vysvetlenia\u201d definuj\u00fa dve veci: proxy metriky a \u201cskuto\u010dn\u00e9\u201d vysvetlenia. Proxy metriky meraj\u00fa, ako bl\u00edzko s\u00fa vysvetlenia poskytnut\u00e9 XAI algoritmom t\u00fdm skuto\u010dn\u00fdm a ak\u00e9 vern\u00e9 s\u00fa.<\/em><\/figcaption><\/figure>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>V\u010faka AutoXAI a optimaliz\u00e1cii z ve\u013ek\u00e9ho mno\u017estva r\u00f4znych algoritmov vysvetlite\u013enej umelej inteligencie z\u00edskate dva, ktor\u00e9 by mali na z\u00e1klady proxy metr\u00edk (v skuto\u010dnosti ide o <strong>vyhodnocovanie zameran\u00e9 na funkcionalitu<\/strong>) poskytova\u0165 najlep\u0161ie vysvetlenia.<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-heading\">\n<h4 class=\"wp-block-heading\">Iter\u00e1cia 3: A\/B testovanie s vyhodnocovan\u00edm zameran\u00fdm na \u010dloveka<\/h4>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>Predt\u00fdm, ne\u017e vysvetlenia spr\u00edstupn\u00edte v\u0161etk\u00fdm administr\u00e1torom, over\u00edte, do akej miery im bud\u00fa pom\u00e1ha\u0165 pri ich pr\u00e1ci. Z\u00e1rove\u0148 sa chcete presved\u010di\u0165, \u010di vysvetlenia, ktor\u00e9 vami zadefinovan\u00e9 proxy metriky na meranie ich kvality ozna\u010dili ako najlep\u0161ie, bud\u00fa pre \u013eud\u00ed najviac u\u017eito\u010dn\u00e9.<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>Urob\u00edte teda A\/B test. Jednej skupine administr\u00e1torov d\u00e1te k dispoz\u00edcii vysvetlenia od algoritmu, ktor\u00fd vzi\u0161iel z AutoXAI ako najlep\u0161\u00ed. \u010eal\u0161ej skupine d\u00e1te vysvetlenia z in\u00e9ho, o nie\u010do menej \u00faspe\u0161n\u00e9ho algoritmu. Tretia skupiny zost\u00e1va bez vysvetlen\u00ed. N\u00e1sledne nech\u00e1te administr\u00e1torov robi\u0165 svoju pr\u00e1cu a budete objekt\u00edvne mera\u0165, ko\u013eko \u010dasu potrebovali na pos\u00fadenie t\u00fdch ist\u00fdch 200 pr\u00edspevkov (rovnako dobre m\u00f4\u017eete mera\u0165 napr. ich chybovos\u0165).<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-image\">\n<figure class=\"wp-block-image is-resized\"><img decoding=\"async\" data-src=\"https:\/\/lh5.googleusercontent.com\/K-kQDa0t7BlM4qGZqKbm1W9dOcgdMUFM_9e-Sp6ainIjY3G3rYfo_DECfyogjW3p0DAAUW30FBIr96V5XTJ6Hlm-2FvpqxgoxJ1Jlhoq1ZHtYiz8cchoF_-Nx9ERRGzjztdmPvQ1IFOIwcOWsswG6Vc\" alt=\"\" style=\"--smush-placeholder-width: 792px; --smush-placeholder-aspect-ratio: 792\/424;width:792px;height:424px\" width=\"792\" height=\"424\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\" \/><figcaption class=\"wp-element-caption\"><strong><em>Obr\u00e1zok 5:<\/em><\/strong><em> A\/B testovanie. Tri skupiny administr\u00e1torov maj\u00fa plni\u0165 svoju \u00falohu, pri\u010dom ka\u017ed\u00e1 zo skup\u00edn m\u00e1 k dispoz\u00edcii okrem p\u00e1rov [dezinforma\u010dn\u00e9 tvrdenie, pr\u00edspevok] r\u00f4zne vysvetlenia &#8211; zv\u00fdraznen\u00e9 \u010dasti pr\u00edspevkov, pod\u013ea ktor\u00fdch AI model ur\u010dil, \u017ee sa v nich nach\u00e1dza dezinform\u00e1cia. Chceme overi\u0165, \u010di administr\u00e1tori, ktor\u00ed maj\u00fa pod\u013ea proxy metr\u00edk k dispoz\u00edcii najlep\u0161ie vysvetlenia, plnia svoju \u00falohu efekt\u00edvnej\u0161ie ako administr\u00e1tori s hor\u0161\u00edmi vysvetleniami a administr\u00e1tori bez vysvetlen\u00ed.<\/em><\/figcaption><\/figure>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>Hypot\u00e9za je, \u017ee administr\u00e1tori, ktor\u00ed maj\u00fa k dispoz\u00edcii zdanlivo najlep\u0161ie vysvetlenia, by mali plni\u0165 \u00falohu najefekt\u00edvnej\u0161ie. V tomto pr\u00edpade by im mala zabra\u0165 najmenej \u010dasu. Na opa\u010dnej strane by mali st\u00e1\u0165 administr\u00e1tori, ktor\u00ed nemaj\u00fa k dispoz\u00edcii \u017eiadne vysvetlenia.<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-heading\">\n<h4 class=\"wp-block-heading\">Pre\u010do potrebujeme konfrontova\u0165 vyhodnocovanie zameran\u00e9 na \u010dloveka a vyhodnocovanie zameran\u00e9 na funkcionalitu?<\/h4>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>V tretej iter\u00e1cii sme efekt\u00edvne konfrontovali to, \u010do n\u00e1m hovoria proxy metriky vyhodnocovania zameran\u00e9ho na funkcionalitu s t\u00fdm, ako v skuto\u010dnosti r\u00f4zne vysvetlenia pomohli \u010dloveku pri jeho pr\u00e1ci (vyhodnocovanie zameran\u00e9 na \u010dloveka).<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>Je viacero ve\u013emi dobr\u00fdch d\u00f4vodov, pre\u010do to robi\u0165:<\/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>Proxy metriky m\u00f4\u017eu by\u0165 ne\u00fapln\u00e9 alebo jednoducho zle zadefinovan\u00e9. Mohlo sa napr\u00edklad sta\u0165, \u017ee proxy metriky preferovali vernos\u0165 pred zrozumite\u013enos\u0165ou a v\u00fdsledn\u00e9 vysvetlenia tak boli pr\u00edli\u0161 komplexn\u00e9, v d\u00f4sledku \u010doho mohli pri plnen\u00ed \u00falohy viac u\u0161kodi\u0165 ako pom\u00f4c\u0165 (pre viac inform\u00e1ci\u00ed odkazujeme na n\u00e1\u0161 predch\u00e1dzaj\u00faci <a href=\"https:\/\/kinit.sk\/sk\/komponenty-a-vlastnosti-dobrych-vysvetleni-rozhodnuti-modelov-umelej-inteligencie\/\">\u010dl\u00e1nok<\/a>).<\/li>\n<\/div>\n\n<div id=\"\" class=\"element core-list-item\">\n<li>Mno\u017eina algoritmov vysvetlite\u013enej AI, z ktor\u00fdch sme vyberali, neobsahovala ani jeden algoritmus vhodn\u00fd na na\u0161u \u00falohu a tak aj v\u00ed\u0165azn\u00fd algoritmus mohol ma\u0165 pre pou\u017e\u00edvate\u013eov mal\u00fa a\u017e \u017eiadnu pridan\u00fa hodnotu.<\/li>\n<\/div><\/ul>\n<\/div>\n\n<div id=\"\" class=\"element core-heading\">\n<h3 class=\"wp-block-heading\">Z\u00e1ver<\/h3>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>V tejto \u010dasti seri\u00e1lu o vysvetelite\u013enej umelej inteligencii sme roz\u0161\u00edrili my\u0161lienku automatizovanej vysvetlite\u013enej umelej inteligencie. Uk\u00e1zali sme si, \u017ee vyhodnocovanie vysvetlen\u00ed zameran\u00e9 na \u010dloveka a na funkcionalitu sa navz\u00e1jom nevylu\u010duj\u00fa. Ak ich vhodne skombinujeme, m\u00f4\u017eeme lep\u0161ie overi\u0165, \u010di vysvetlenia nielen sp\u013a\u0148aj\u00fa nejak\u00e9 dopredu stanoven\u00e9 krit\u00e9ri\u00e1, ale aj \u010di merate\u013ene pom\u00e1haj\u00fa tomu, komu s\u00fa ur\u010den\u00e9 &#8211; \u010dloveku.<\/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><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=\"\" class=\"element core-heading\">\n<h4 class=\"wp-block-heading\">Referencie<\/h4>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>[1] ZHOU, Jianlong, et al. Evaluating the quality of machine learning explanations: A survey on methods and metrics. Electronics, 2021, 10.5: 593.<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p><\/p>\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 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;<\/p>\n","protected":false},"author":26,"featured_media":28352,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[76,88,142],"tags":[187,386],"class_list":["post-28366","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-natural-language-processing-sk","category-pop-science-sk","category-2023-sk","tag-nlp-sk","tag-xai-sk"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>S\u00fa vysvetlenia, o ktor\u00fdch si mysl\u00edme, \u017ee s\u00fa dobr\u00e9, naozaj dobr\u00e9? 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