{"id":17523,"date":"2022-05-25T14:34:10","date_gmt":"2022-05-25T12:34:10","guid":{"rendered":"https:\/\/kinit.sk\/?p=17523"},"modified":"2023-10-12T14:29:43","modified_gmt":"2023-10-12T12:29:43","slug":"tri-prinosy-vysvetlitelnej-umelej-inteligencie","status":"publish","type":"post","link":"https:\/\/kinit.sk\/sk\/tri-prinosy-vysvetlitelnej-umelej-inteligencie\/","title":{"rendered":"Tri pr\u00ednosy vysvetlite\u013enej umelej inteligencie"},"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>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 trivi\u00e1lne rozhodnutia. Jedn\u00fdm z d\u00f4vodov je, \u017ee rozhodnutia umelej inteligencie ve\u013emi \u010dasto nevieme vysvetli\u0165, preto\u017ee komplexn\u00e9 modely sa spr\u00e1vaj\u00fa ako \u010dierne skrinky.<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>Jednou z mo\u017enost\u00ed zv\u00fd\u0161enia d\u00f4very v umel\u00fa inteligenciu je, \u017ee \u013eudia bud\u00fa schopn\u00ed porozumie\u0165, ako sa umel\u00e1 inteligencia rozhoduje a pre\u010do vykon\u00e1va svoje akcie. Aktu\u00e1lne je AI pre \u0161irok\u00fa verejnos\u0165 e\u0161te st\u00e1le ve\u013ek\u00e1 nezn\u00e1ma, lep\u0161ia vysvetlite\u013enos\u0165 a transparentnos\u0165 modelov by v\u0161ak mohla v\u00fdrazne zv\u00fd\u0161i\u0165 akcept\u00e1ciu umelej inteligencie.&nbsp;<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>V druhej \u010dasti <a href=\"https:\/\/kinit.sk\/sk\/how-does-artificial-intelligence-think\/\">s\u00e9rie \u010dl\u00e1nkov<strong> <\/strong>na t\u00e9mu vysvetlite\u013enej a transparentnej umelej inteligencie<\/a> zist\u00edte:<\/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 je d\u00f4le\u017eit\u00e9 a v\u00fdhodn\u00e9 vedie\u0165, ako model dospel k svojim rozhodnutiam,&nbsp;<\/li>\n<\/div>\n\n<div id=\"\" class=\"element core-list-item\">\n<li>pre\u010do musia by\u0165 vysvetlenia umelej inteligencie \u0161it\u00e9 na mieru \u010dloveku, ktor\u00e9mu s\u00fa adresovan\u00e9.<\/li>\n<\/div><\/ul>\n<\/div>\n\n<div id=\"\" class=\"element core-heading\">\n<h3 class=\"wp-block-heading\">Schopnos\u0165 porozumie\u0165, ako modely dospeli k svojim rozhodnutiam, prin\u00e1\u0161a viacero v\u00fdhod:<\/h3>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p><strong>1. Zv\u00fd\u0161enie d\u00f4veryhodnosti a akcept\u00e1cie umelej inteligencie v spolo\u010dnosti<\/strong><\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>Umel\u00e1 inteligencia ako tak\u00e1 a predpovede, ktor\u00e9 s jej pomocou z\u00edskame, bud\u00fa v spolo\u010dnosti prirodzene viac akceptovan\u00e9,<strong> <\/strong>ak <strong>okrem samotn\u00e9ho v\u00fdsledku budeme vedie\u0165 poveda\u0165, ako sme k tomuto v\u00fdsledku dospeli<\/strong>. Napr\u00edklad, banka na z\u00e1klade odpor\u00fa\u010dania umelej inteligencie neschv\u00e1li mlad\u00e9mu \u010dloveku \u00faver. Bolo by namieste vedie\u0165, ak\u00fd bol d\u00f4vod tak\u00e9hoto odpor\u00fa\u010dania, ktor\u00e9 zrejme ovplyvnilo aj n\u00e1sledn\u00e9 rozhodnutie pracovn\u00edka banky. Bolo to preto, lebo m\u00e1 klient mal\u00fd pr\u00edjem &#8211; a mus\u00ed si teda n\u00e1js\u0165 lep\u0161ie platen\u00e9 zamestnanie \u010di zn\u00ed\u017ei\u0165 n\u00e1roky? Alebo to bolo preto, \u017ee je zamestnan\u00fd pr\u00edli\u0161 kr\u00e1tko a ke\u010f po\u010dk\u00e1 e\u0161te nieko\u013eko mesiacov, \u00faver dostane?&nbsp;<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>U\u017e na tomto pr\u00edklade vidno, \u017ee <strong>rozhodnutia umelej inteligencie m\u00f4\u017eu ma\u0165 z\u00e1sadn\u00fd dopad na \u017eivot \u010dloveka<\/strong>, \u010do iba zv\u00fdraz\u0148uje v\u00fdznam interpretovate\u013enosti a vysvetlite\u013enosti umelej inteligencie.<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p><strong>2. Objavovanie nov\u00fdch znalost\u00ed v oblastiach, v ktor\u00fdch m\u00e1me u\u017e teraz ve\u013ea d\u00e1t (napr\u00edklad fyzika, ch\u00e9mia)<\/strong><\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>Ak sa n\u00e1m podar\u00ed zisti\u0165, pre\u010do sa v t\u00fdchto oblastiach AI rozhodovala tak, ako sa rozhodla, m\u00f4\u017eeme objavi\u0165 vz\u0165ahy, ktor\u00e9 sme dovtedy ako \u013eudia nevideli. Zatia\u013e \u010do zvy\u010dajne \u010dlovek u\u010d\u00ed umel\u00fa inteligenciu robi\u0165 dobr\u00e9 rozhodnutia, <strong>m\u00f4\u017ee sa sta\u0165, \u017ee umel\u00e1 inteligencia dosiahne porovnate\u013en\u00e9 alebo aj lep\u0161ie v\u00fdsledky ako \u010dlovek<\/strong>, a vtedy je namieste sp\u00fdta\u0165 sa &#8211; dospela umel\u00e1 inteligencia k znalostiam, ktor\u00e9 n\u00e1m ako \u013eu\u010fom unikali? Ide o ak\u00e9si reverzn\u00e9 in\u017einierstvo, kedy sa ako \u013eudia sna\u017e\u00edme pochopi\u0165, ako syst\u00e9m, ktor\u00fd funguje, vlastne funguje.&nbsp;<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>Zn\u00e1my je pr\u00edklad algoritmu <strong><a href=\"https:\/\/deepmind.com\/blog\/article\/alphago-zero-starting-scratch\" target=\"_blank\" rel=\"noreferrer noopener\">AlphaGo<\/a><\/strong><sup>1<\/sup>. Algoritmus pri\u0161iel s vlastn\u00fdmi, dovtedy nezn\u00e1mymi strat\u00e9giami, v\u010faka ktor\u00fdm ako prv\u00fd porazil \u013eudsk\u00fdch \u0161ampi\u00f3nov v hre Go. \u010co ak by sme nie\u010do tak\u00e9 dok\u00e1zali v medic\u00edne? \u010co ak by algoritmus v d\u00e1tach objavil spojenia medzi chorobami a oblas\u0165ami \u010di procesmi v \u013eudskom tele, ktor\u00e9 boli doteraz n\u00e1m ako \u013eu\u010fom nezn\u00e1me? Pr\u00e1ve met\u00f3dy vysvetlite\u013enosti m\u00f4\u017eu by\u0165 cestou k ich objaveniu.<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p><strong>3. Prieniky s etikou a odha\u013eovanie skreslen\u00ed, predsudkov \u010di zadn\u00fdch dvierok zak\u00f3dovan\u00fdch v modeloch umelej inteligencie<\/strong><\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>Najpou\u017e\u00edvanej\u0161ie modely umelej inteligencie v s\u00fa\u010dasnosti v procese u\u010denia vyu\u017e\u00edvaj\u00fa pr\u00edklady, ktor\u00e9 im poskytol \u010dlovek. Ak chceme napr\u00edklad vytvori\u0165 model, ktor\u00fd bude simulova\u0165 diskut\u00e9ra na soci\u00e1lnej sieti Twitter, najprirodzenej\u0161\u00ed sp\u00f4sob, ako to dosiahnu\u0165, je \u201cuk\u00e1za\u0165\u201d modelu v procese u\u010denia ve\u013ek\u00e9 mno\u017estvo re\u00e1lnych konverz\u00e1cii z Twitteru.&nbsp;<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>Ako ale uk\u00e1zal zn\u00e1my experiment, ktor\u00fd vykonala spolo\u010dnos\u0165 <a href=\"https:\/\/spectrum.ieee.org\/in-2016-microsofts-racist-chatbot-revealed-the-dangers-of-online-conversation\" target=\"_blank\" rel=\"noreferrer noopener\">Microsoft<\/a><sup>2<\/sup>, model sa z tweetov \u013eudsk\u00fdch diskut\u00e9rov nenau\u010dil iba spr\u00e1vne pou\u017e\u00edva\u0165 anglick\u00fd jazyk a formulova\u0165 zmyslupln\u00e9 vety, no prebral od nich aj nie\u010do navy\u0161e &#8211; skreslenia a predsudky. Chatbot Tay sa stal rasistom.&nbsp;<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p><strong>Met\u00f3dy vysvetlite\u013enosti m\u00f4\u017eu by\u0165 d\u00f4le\u017eit\u00fdm n\u00e1strojom pri v\u010dasnom odha\u013eovan\u00ed skryt\u00fdch predsudkov zak\u00f3dovan\u00fdch v modeli<\/strong>. Ak toti\u017e vieme, na z\u00e1klade \u010doho sa model rozhoduje a ak\u00e9 znalosti sa nau\u010dil z tr\u00e9novac\u00edch d\u00e1t poskytnut\u00fdch \u010dlovekom, m\u00e1me v\u00e4\u010d\u0161iu \u0161ancu odhali\u0165 podobn\u00e9 vady.<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>Doteraz sme hovorili o skresleniach a predsudkoch, ktor\u00e9 sa do modelu preniesli nechcene. <strong>Aktu\u00e1lnou t\u00e9mou je ale aj boj proti z\u00e1mern\u00e9mu vlo\u017eeniu tzv. zadn\u00fdch dvierok do modelu umelej inteligencie, v\u010faka ktor\u00fdm m\u00f4\u017ee \u00fato\u010dn\u00edk ovplyvni\u0165 spr\u00e1vanie modelu<\/strong>. Napr\u00edklad, modern\u00e9 vozidl\u00e1 vyu\u017e\u00edvaj\u00fa umel\u00fa inteligenciu na rozpoznanie dopravn\u00fdch zna\u010diek. \u0160peci\u00e1lne v pr\u00edpade auton\u00f3mnych vozidiel ide o kritick\u00fa funkcionalitu &#8211; to, \u010di je spr\u00e1vne rozpoznan\u00e1 zna\u010dka STOP m\u00f4\u017ee znamena\u0165 rozdiel medzi bezpe\u010dnou jazdou a autonehodou.&nbsp;<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>Teraz si predstavte, \u017ee by v modeli, ktor\u00fd rozpozn\u00e1va zna\u010dky, boli zak\u00f3dovan\u00e9 zadn\u00e9 dvierka. Tak\u00e9, v\u010faka ktor\u00fdm sta\u010d\u00ed zmeni\u0165 drobn\u00fd detail na dopravnej zna\u010dke STOP (napr\u00edklad prida\u0165 na \u0148u do prav\u00e9ho horn\u00e9ho rohu zelen\u00fa n\u00e1lepku) a model by si zrazu tak\u00fato zna\u010dku za\u010dal m\u00fdli\u0165 so zna\u010dkou \u201cHlavn\u00e1 cesta\u201d. Odhali\u0165 tak\u00e9to zadn\u00e9 dvierka v\u00f4bec nie je jednoduch\u00e9, preto\u017ee model sa bude spr\u00e1va\u0165 patologicky iba za ve\u013emi \u0161pecifick\u00fdch podmienok. Vysvetlite\u013enos\u0165 a interpretovate\u013enos\u0165 maj\u00fa potenci\u00e1l pom\u00f4c\u0165 pri odha\u013eovan\u00ed tak\u00fdchto cielen\u00fdch \u00fatokov. Ak by sme napr\u00edklad za pou\u017eitia niektorej z met\u00f3d vysvetlite\u013enosti zistili, \u017ee model sa prive\u013emi s\u00fastre\u010fuje na prav\u00fd horn\u00fd roh dopravnej zna\u010dky STOP, m\u00f4\u017eeme model zrobustni\u0165 vo\u010di tejto zranite\u013enosti.<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-heading\">\n<h3 class=\"wp-block-heading\">Sp\u00f4sob podania tej istej inform\u00e1cie m\u00e1 dramatick\u00fd dopad na jej pochopenie<\/h3>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>Pri vysvetlite\u013enej umelej inteligencii je d\u00f4le\u017eit\u00e9 myslie\u0165 na to, pre koho je vysvetlenie ur\u010den\u00e9. <strong>\u00darove\u0148 miery, do akej s\u00fa model a jeho predikcie pochopite\u013en\u00e9 pre \u013eud\u00ed, z\u00e1le\u017e\u00ed v\u017edy nakoniec aj od publika<\/strong>. Je in\u00e9 vysvet\u013eova\u0165 umel\u00fa inteligenciu vedcom a in\u00e9 koncov\u00fdm pou\u017e\u00edvate\u013eom, napr\u00edklad \u013eu\u010fom, ktor\u00ed si nain\u0161talovali inteligentn\u00e9ho asistenta v dom\u00e1cnosti. Preto by malo vysvetlenie a interpret\u00e1cia bra\u0165 do \u00favahy aj publikum a malo by mu by\u0165 takpovediac \u0161it\u00e9 na mieru.<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>Toto je jeden z d\u00f4vodov, pre\u010do <strong>neexistuje len<\/strong> <strong>jedna met\u00f3da vysvetlite\u013enosti<\/strong>, ktor\u00fa by sme mohli aplikova\u0165 v ka\u017edom kontexte.<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>Pr\u00edklad toho, ako m\u00f4\u017ee r\u00f4zna forma podania t\u00fdch ist\u00fdch inform\u00e1ci\u00ed ovplyvni\u0165 ich pochopenie publikom, n\u00e1m pon\u00faka aj \u0161t\u00fadia od autorov <strong>Hoffrage<\/strong> a <strong>Gigerenzer<\/strong><sup>3<\/sup>. Jej cie\u013eom bolo zisti\u0165, \u010di bud\u00fa z\u00e1very, ku ktor\u00fdm dospej\u00fa lek\u00e1ri, r\u00f4zne, ak im budeme predklada\u0165 tie ist\u00e9 inform\u00e1cie v r\u00f4znych form\u00e1ch. Zmen\u00ed sa pod\u013ea lek\u00e1rov pravdepodobnos\u0165, \u017ee m\u00e1 pacient chorobu, ke\u010f im budeme prezentova\u0165 \u00fadaje t\u00fdkaj\u00face sa pacientov r\u00f4znymi sp\u00f4sobmi?<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-image\">\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"826\" height=\"321\" data-src=\"https:\/\/kinit.sk\/wp-content\/uploads\/2022\/05\/XAI-case-study-EN.png\" alt=\"\" class=\"wp-image-17528 lazyload\" data-srcset=\"https:\/\/kinit.sk\/wp-content\/uploads\/2022\/05\/XAI-case-study-EN.png 826w, https:\/\/kinit.sk\/wp-content\/uploads\/2022\/05\/XAI-case-study-EN-300x117.png 300w, https:\/\/kinit.sk\/wp-content\/uploads\/2022\/05\/XAI-case-study-EN-768x298.png 768w\" data-sizes=\"(max-width: 826px) 100vw, 826px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 826px; --smush-placeholder-aspect-ratio: 826\/321;\" \/><figcaption class=\"wp-element-caption\">1. V \u013eavom st\u013apci s\u00fa inform\u00e1cie prezentovan\u00e9 ako pravdepodobnostn\u00e1 reprezent\u00e1cia.<br>2. V pravom st\u013apci s\u00fa inform\u00e1cie prezentovan\u00e9 ako prirodzen\u00e9 frekvencie.<\/figcaption><\/figure>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p><strong>Ot\u00e1zka<\/strong>: Zlep\u0161\u00ed sa diagnostick\u00e1 inferencia, ak tie ist\u00e9 inform\u00e1cie odprezentujeme lek\u00e1rom v r\u00f4znej forme?<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p><strong>Sp\u00f4sob 1, pravdepodobn\u00e1 reprezent\u00e1cia: <\/strong><em>\u201cPravdepodobnos\u0165 v\u00fdskytu rakoviny prsn\u00edka u \u017eeny vo veku 40 rokov, ktor\u00e1 sa z\u00fa\u010dast\u0148uje na pravidelnom vy\u0161etren\u00ed, je 1 %. Ak m\u00e1 \u017eena rakovinu prsn\u00edka, je pravdepodobnos\u0165 80 %, \u017ee bude ma\u0165 pozit\u00edvny mamografick\u00fd n\u00e1lez. Ak \u017eena nem\u00e1 rakovinu prsn\u00edka, je pravdepodobnos\u0165 10 %, \u017ee bude ma\u0165 pozit\u00edvny mamogram. Predstavte si \u017eenu z tejto vekovej skupiny s pozit\u00edvnym mamografick\u00fdm vy\u0161etren\u00edm. Ak\u00e1 je pravdepodobnos\u0165, \u017ee m\u00e1 skuto\u010dne rakovinu prsn\u00edka?\u201d<\/em><\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p><strong>Sp\u00f4sob 2, prirodzen\u00e9 frekvencie: <\/strong><em>\u201cDesa\u0165 z ka\u017ed\u00fdch 1 000 \u017eien vo veku 40 rokov, ktor\u00e9 sa z\u00fa\u010dast\u0148uj\u00fa na pravidelnom vy\u0161etren\u00ed, m\u00e1 rakovinu prsn\u00edka. Z t\u00fdchto desiatich \u017eien s rakovinou prsn\u00edka, bude ma\u0165 osem \u017eien pozit\u00edvny mamogram. Zo zvy\u0161n\u00fdch 990 \u017eien bez rakoviny prsn\u00edka bude ma\u0165 99 \u017eien pozit\u00edvny mamogram. Predstavte si skupinu 40-ro\u010dn\u00fdch \u017eien s pozit\u00edvnym mamografick\u00fdm vy\u0161etren\u00edm. Ko\u013eko z nich m\u00e1 skuto\u010dne rakovinu prsn\u00edka?\u201d<\/em><\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p><strong>V porovnan\u00ed s pravdepodobnostnou reprezent\u00e1ciou, pri sp\u00f4sobe podania inform\u00e1cie vo forme prirodzen\u00fdch frekvenci\u00ed spr\u00e1vnos\u0165, <\/strong>s akou lek\u00e1ri odpovedali na ot\u00e1zku, ko\u013eko \u017eien m\u00e1 v skuto\u010dnosti v modelovom pr\u00edklade rakovinu prsn\u00edka,<strong>&nbsp; vzr\u00e1stla z 10% na 46%<\/strong>. Z toho m\u00f4\u017eeme us\u00fadi\u0165, \u017ee pre \u010dloveka je ove\u013ea \u013eah\u0161ie pracova\u0165 s konkr\u00e9tnymi \u010d\u00edslami, ako s pravdepodobnos\u0165ou. Paradoxom je, \u017ee pod\u013ea autorov \u0161t\u00fadie v\u00e4\u010d\u0161ina medic\u00ednskej literat\u00fary z toho obdobia pou\u017e\u00edvala na vysvetlenie met\u00f3du pravdepodobnostnej reprezent\u00e1cie.&nbsp;<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-heading\">\n<h3 class=\"wp-block-heading\">Z\u00e1ver druhej \u010dasti<\/h3>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>V druhej \u010dasti seri\u00e1lu sme si povedali o troch d\u00f4le\u017eit\u00fdch pr\u00ednosoch vysvetlite\u013enej umelej inteligencie:&nbsp;<\/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><strong>Umel\u00e1 inteligencia a jej pou\u017eitie bud\u00fa v spolo\u010dnosti viac akceptovan\u00e9<\/strong>, ak okrem pochopenia samotnej predpovede umelej inteligencie <strong>budeme vedie\u0165 vysvetli\u0165, pre\u010do bola predpove\u010f tak\u00e1, ak\u00e1 bola<\/strong>.<\/li>\n<\/div>\n\n<div id=\"\" class=\"element core-list-item\">\n<li>Ke\u010f budeme presne vedie\u0165, na z\u00e1klade \u010doho sa umel\u00e1 inteligencia rozhodovala, m\u00f4\u017eeme objavi\u0165 vz\u0165ahy a z\u00e1konitosti, ktor\u00e9 sme dovtedy nepoznali. <strong>M\u00f4\u017ee sa teda sta\u0165, \u017ee pomocou AI objav\u00edme nov\u00e9 znalosti v oblastiach, v ktor\u00fdch m\u00e1me ve\u013ek\u00e9 mno\u017estvo d\u00e1t<\/strong>.<\/li>\n<\/div>\n\n<div id=\"\" class=\"element core-list-item\">\n<li>Umel\u00e1 inteligencia od n\u00e1s prebrala nielen u\u017eito\u010dn\u00e9 znalosti, ale bohu\u017eia\u013e aj skreslenia a predsudky. <strong>Met\u00f3dy vysvetlite\u013enosti n\u00e1m m\u00f4\u017eu pom\u00f4c\u0165 odhali\u0165 skryt\u00e9 predsudky zak\u00f3dovan\u00e9 v modeloch umelej inteligencie a \u00fa\u010dinne s nimi bojova\u0165<\/strong>.<\/li>\n<\/div><\/ol>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>Tie\u017e sme si vysvetlili, pre\u010do je nesmierne d\u00f4le\u017eit\u00e9 adekv\u00e1tne nastavi\u0165, ako bud\u00fa predpovede AI&nbsp; a ich vysvetlenia prezentovan\u00e9 \u013eu\u010fom. <strong>Sp\u00f4sob podania inform\u00e1cie m\u00e1 obrovsk\u00fd vplyv na jej spr\u00e1vne pochopenie<\/strong>. Pri vytv\u00e1ran\u00ed modelov a met\u00f3d vysvetlite\u013enosti preto mus\u00edme myslie\u0165 na to, pre koho je vysvetlenie ur\u010den\u00e9 a \u010di je vybran\u00fd sp\u00f4sob prezent\u00e1cie pochopite\u013en\u00fd pre publikum.<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>Ak sa chcete o tematike vysvetlite\u013enej umelej inteligencie dozvedie\u0165 viac, nenechajte si ujs\u0165 \u010fal\u0161ie \u010dasti seri\u00e1lu. V tretej \u010dasti sa budeme venova\u0165 transparentn\u00fdm modelom a tzv. modelom typu \u010dierna skrinka. Okrem toho sa pozrieme na met\u00f3dy na interpretovanie modelov umelej inteligencie a vysvet\u013eovanie jej predpoved\u00ed.<\/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=\"\" class=\"element core-paragraph\">\n<p><strong>Zdroje<\/strong>:<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>[1] AlphaGo Zero: Starting from scratch, web:<a href=\"https:\/\/deepmind.com\/blog\/article\/alphago-zero-starting-scratch\" target=\"_blank\" rel=\"noreferrer noopener\"> https:\/\/deepmind.com\/blog\/article\/alphago-zero-starting-scratch<\/a><\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>[2] Rasistick\u00fd chatbot Tay. Web: <a href=\"https:\/\/spectrum.ieee.org\/in-2016-microsofts-racist-chatbot-revealed-the-dangers-of-online-conversation\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/spectrum.ieee.org\/in-2016-microsofts-racist-chatbot-revealed-the-dangers-of-online-conversation<\/a><\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>[3] Hoffrage U, Gigerenzer G. Using natural frequencies to improve diagnostic inferences. Acad Med. 1998 May;73(5):538-40. doi: 10.1097\/00001888-199805000-00024. PMID: 9609869.<\/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 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;<\/p>\n","protected":false},"author":26,"featured_media":17531,"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-17523","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>Tri pr\u00ednosy vysvetlite\u013enej umelej inteligencie - 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\/tri-prinosy-vysvetlitelnej-umelej-inteligencie\/\" \/>\n<meta property=\"og:locale\" content=\"sk_SK\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Tri pr\u00ednosy vysvetlite\u013enej umelej inteligencie - 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