{"id":10100,"date":"2026-01-14T18:50:29","date_gmt":"2026-01-14T16:50:29","guid":{"rendered":"https:\/\/novatalks.ai\/?p=10100"},"modified":"2026-01-14T18:50:31","modified_gmt":"2026-01-14T16:50:31","slug":"ai-bias-human-error-or-algorithm-problem","status":"publish","type":"post","link":"https:\/\/novatalks.ai\/az\/blog\/ai-bias-human-error-or-algorithm-problem\/","title":{"rendered":"AI v\u0259 Q\u0259r\u0259z: \u0130nsan S\u0259hvi yoxsa Alqoritmik Problem?"},"content":{"rendered":"\n<p>T\u0259s\u0259vv\u00fcr edin ki, arzular\u0131n\u0131zdak\u0131 i\u015f \u00fc\u00e7\u00fcn CV g\u00f6nd\u0259rirsiniz \u2014 amma m\u00fcraci\u0259tiniz insan onu g\u00f6rm\u0259zd\u0259n \u0259vv\u0259l r\u0259dd edilir. V\u0259 ya kredit \u00fc\u00e7\u00fcn m\u00fcraci\u0259t edirsiniz v\u0259 komp\u00fcter \u201cyox\u201d deyir\u2026 he\u00e7 bir izahat verm\u0259d\u0259n, sad\u0259c\u0259 veril\u0259nl\u0259r bazas\u0131ndak\u0131 b\u0259zi r\u0259q\u0259ml\u0259r\u0259 \u0259saslanaraq.<\/p>\n\n\n\n<p>S\u00fcni intellekt h\u0259r g\u00fcn h\u0259yat\u0131m\u0131zla ba\u011fl\u0131 q\u0259rarlar verir: CV-l\u0259ri analiz edir, kreditl\u0259ri t\u0259sdiql\u0259yir, sosial mediada g\u00f6rd\u00fckl\u0259rimizi formala\u015fd\u0131r\u0131r v\u0259 h\u0259tta m\u0259hk\u0259m\u0259l\u0259r\u0259 k\u00f6m\u0259k edir. Bu m\u0259ntiqli g\u00f6r\u00fcn\u00fcr \u2014 alqoritml\u0259r obyektivdir, \u00e7\u00fcnki onlar\u0131n emosiyalar\u0131 v\u0259 \u015f\u0259xsi \u00fcst\u00fcnl\u00fckl\u0259ri yoxdur. Amma paradoks burada ortaya \u00e7\u0131x\u0131r: s\u00fcni intellekt yaln\u0131z s\u0259hvl\u0259rimizi t\u0259krarlam\u0131r \u2014 onlar\u0131 g\u00fccl\u0259ndirir.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>S\u00fcni intellekt n\u0259l\u0259ri \u00f6yr\u0259nir<\/strong><\/h2>\n\n\n\n<p>S\u00fcni intellekti t\u0259liml\u0259ndirm\u0259k \u00fc\u00e7\u00fcn ona \u00e7ox sayda n\u00fcmun\u0259 g\u00f6st\u0259rilir: m\u0259tnl\u0259r, \u015f\u0259kill\u0259r, ke\u00e7mi\u015f q\u0259rarlar\u0131n qeydl\u0259ri, s\u00f6hb\u0259t loglar\u0131. Amma problem var \u2014 b\u00fct\u00fcn bu m\u0259lumatlar\u0131 insanlar yarad\u0131r. V\u0259 insanlar, bildiyimiz kimi, q\u00fcsursuz deyill\u0259r.<\/p>\n\n\n\n<p>D\u00fc\u015f\u00fcn\u00fcn: bir model, son 20 ild\u0259 \u0259sas\u0259n ki\u015fil\u0259ri i\u015f\u0259 g\u00f6t\u00fcr\u0259n bir \u015firk\u0259tin u\u011furlu i\u015f\u00e7il\u0259rinin CV-l\u0259ri il\u0259 t\u0259liml\u0259ndirilirs\u0259, n\u0259 \u00f6yr\u0259n\u0259c\u0259k? D\u00fczd\u00fcr \u2014 ki\u015fil\u0259r \u201cdaha uy\u011fun\u201d olaraq q\u0259bul edil\u0259c\u0259k. S\u00fcni intellekt anlam\u0131r ki, bu \u0259dal\u0259tsiz t\u0259cr\u00fcb\u0259l\u0259r v\u0259 ya tarixi \u015f\u0259rait n\u0259tic\u0259sind\u0259 yaran\u0131b. O sad\u0259c\u0259 g\u00f6r\u00fcr: \u201cBu m\u0259lumatlarda r\u0259hb\u0259r v\u0259zif\u0259l\u0259rd\u0259 daha \u00e7ox ki\u015fi var. Dem\u0259li, bel\u0259 olmal\u0131d\u0131r.\u201d<\/p>\n\n\n\n<p>Eyni prinsip m\u0259hk\u0259m\u0259l\u0259rd\u0259 d\u0259 i\u015fl\u0259yir. Tarixi olaraq b\u0259zi qruplar daha s\u0259rt c\u0259zalar al\u0131bsa, alqoritm bunu norma kimi q\u0259bul edir. O \u0259dal\u0259tsizliyi hiss etmir \u2014 sad\u0259c\u0259 hesablay\u0131r.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>S\u00fcni intellekt\u0259 ayr\u0131-se\u00e7kiliyi nec\u0259 \u201c\u00f6yr\u0259dirik\u201d<\/strong><\/h2>\n\n\n\n<p>Q\u0259r\u0259z AI-y\u0259 h\u0259r m\u0259rh\u0259l\u0259d\u0259 s\u0131z\u0131r:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Tarix biz\u0259 qar\u015f\u0131 i\u015fl\u0259yir.<\/strong> \u018fg\u0259r ke\u00e7mi\u015fd\u0259 qad\u0131nlar\u0131n r\u0259hb\u0259r v\u0259zif\u0259l\u0259r\u0259 t\u0259yin olunma ehtimal\u0131 az idis\u0259 (v\u0259 az idi), AI bunu bel\u0259 \u015f\u0259rh edir: \u201cQad\u0131nlar nadir hallarda lider olur = qad\u0131nlar pis liderdir.\u201d<\/li>\n\n\n\n<li><strong>M\u0259lumatlar bir t\u0259r\u0259fli ola bil\u0259r.<\/strong> \u018fsas\u0259n Avropal\u0131lar\u0131n \u015f\u0259kill\u0259ri il\u0259 t\u0259liml\u0259ndirilmi\u015f \u00fcz tan\u0131ma sistemi Asiya v\u0259 ya Afrika \u00fczl\u0259rind\u0259 pis i\u015fl\u0259y\u0259c\u0259k \u2014 pis niyy\u0259t yox, sad\u0259c\u0259 kifay\u0259t q\u0259d\u0259r m\u00fcxt\u0259lif n\u00fcmun\u0259 g\u00f6st\u0259rilm\u0259yib.<\/li>\n\n\n\n<li><strong>\u0130nsanlar da s\u0259hv edir.<\/strong> T\u0259rtibat\u00e7\u0131lar datasetl\u0259ri se\u00e7ir, etiketl\u0259yir v\u0259 \u201cu\u011fur\u201d kimi n\u0259yi q\u0259bul ed\u0259c\u0259yini q\u0259rarla\u015fd\u0131r\u0131r. H\u0259r m\u0259rh\u0259l\u0259d\u0259 onlar\u0131n \u00f6z bilin\u00e7siz q\u0259r\u0259zl\u0259ri daxil ola bil\u0259r.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">S\u00fcni intellekt hans\u0131 q\u0259r\u0259zl\u0259ri \u00f6yr\u0259nir<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Cinsiyy\u0259t stereotipl\u0259ri:<\/strong> AI \u00fc\u00e7\u00fcn \u201cproqram\u00e7\u0131\u201d ad\u0259t\u0259n ki\u015fi, \u201ctibb bac\u0131s\u0131\u201d qad\u0131nd\u0131r \u2014 sad\u0259c\u0259 m\u0259lumatlar bel\u0259 paylan\u0131b.<\/li>\n\n\n\n<li><strong>Irq q\u0259r\u0259zi:<\/strong> Kredit qiym\u0259tl\u0259ndirm\u0259 sisteml\u0259ri m\u00fc\u0259yy\u0259n etnik qruplara daha a\u015fa\u011f\u0131 qiym\u0259t ver\u0259 bil\u0259r, h\u0259tta maliyy\u0259 g\u00f6st\u0259ricil\u0259ri eyni olsa da.<\/li>\n\n\n\n<li><strong>Ya\u015f ayr\u0131-se\u00e7kiliyi:<\/strong> \u0130\u015f\u0259 q\u0259bul AI sisteml\u0259ri ya\u015fl\u0131 namiz\u0259dl\u0259ri \u201csevm\u0259y\u0259\u201d bil\u0259r, h\u0259tta ya\u015f a\u00e7\u0131q \u015f\u0259kild\u0259 g\u00f6st\u0259rilm\u0259s\u0259 d\u0259. Algoritm sad\u0259c\u0259 bir n\u00fcmun\u0259ni g\u00f6r\u00fcr: universiteti uzun m\u00fcdd\u0259t \u0259vv\u0259l bitir\u0259nl\u0259r \u201cdaha az u\u011furlu\u201d g\u00f6r\u00fcn\u00fcr.<\/li>\n\n\n\n<li><strong>Sosial t\u0259b\u0259q\u0259 q\u0259r\u0259zi:<\/strong> Harada ya\u015fad\u0131\u011f\u0131n\u0131z, harada oxudu\u011funuz, po\u00e7t kodunuz \u2014 b\u00fct\u00fcn bunlar AI-nin qiym\u0259tl\u0259ndirm\u0259sin\u0259 t\u0259sir ed\u0259 bil\u0259r.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Probleml\u0259rin real n\u00fcmun\u0259l\u0259ri<\/strong><\/h2>\n\n\n\n<p><strong>Amazon v\u0259 gender q\u0259r\u0259zi:<\/strong><br>Amazon i\u015f\u0259 q\u0259bul prosesini avtomatla\u015fd\u0131rmaq ist\u0259di. Fikir yax\u015f\u0131 idi: son 10 ild\u0259 u\u011furlu i\u015f\u00e7il\u0259rin CV-l\u0259rini verin v\u0259 AI ox\u015far namiz\u0259dl\u0259ri taps\u0131n. <a href=\"https:\/\/www.bbc.com\/ukrainian\/news-45818552\">Amma problem n\u0259 idi?<\/a> \u00c7oxu ki\u015fi idi. AI \u201cwoman\u201d s\u00f6z\u00fcn\u00fc v\u0259 qad\u0131n kollecl\u0259rinin adlar\u0131n\u0131 ehtiva ed\u0259n CV-l\u0259ri avtomatik a\u015fa\u011f\u0131 qiym\u0259tl\u0259ndirdi. Layih\u0259 dayand\u0131r\u0131ld\u0131, amma g\u00f6st\u0259rdi ki, h\u0259tta texnoloji n\u0259h\u0259ngl\u0259r d\u0259 q\u0259sd\u0259n olmasa da diskriminativ AI yarada bil\u0259r.<\/p>\n\n\n\n<p><strong>Microsoft Tay chatbotu:<\/strong><br>2016-c\u0131 ild\u0259 Microsoft Tay adl\u0131 Twitter chatbotunu t\u0259qdim etdi. \u0130deya sad\u0259 idi: insanlarla s\u00f6hb\u0259t ed\u0259r\u0259k \u00f6yr\u0259nsin. 24 saat i\u00e7ind\u0259 Tay irq\u00e7i v\u0259 seksist oldu. Microsoft 48 saat \u0259rzind\u0259 ba\u011flad\u0131. N\u0259tic\u0259 ayd\u0131n idi: AI internetd\u0259n t\u0259mizl\u0259nm\u0259mi\u015f m\u0259lumatlarla \u00f6yr\u0259ndikd\u0259 \u0259n pis n\u00fcmun\u0259l\u0259ri s\u00fcr\u0259tl\u0259 m\u0259nims\u0259yir.<\/p>\n\n\n\n<p><strong>M\u0259hk\u0259m\u0259l\u0259rd\u0259 q\u0259r\u0259zli alqoritml\u0259r:<\/strong><br>AB\u015e-da m\u0259hk\u0259m\u0259l\u0259r, \u015f\u0259xsin t\u0259krar cinay\u0259t t\u00f6r\u0259tm\u0259 ehtimal\u0131n\u0131 proqnozla\u015fd\u0131ran sisteml\u0259rd\u0259n istifad\u0259 edirdi. <a href=\"https:\/\/www.propublica.org\/article\/machine-bias-risk-assessments-in-criminal-sentencing\">ProPublica<\/a> ara\u015fd\u0131rmas\u0131 g\u00f6st\u0259rdi ki, alqoritm qarad\u0259rili m\u0259hkumlar \u00fc\u00e7\u00fcn riskl\u0259ri h\u0259ddind\u0259n art\u0131q y\u00fcks\u0259k qiym\u0259tl\u0259ndirir, a\u011fd\u0259rili m\u0259hkumlar \u00fc\u00e7\u00fcn is\u0259 azald\u0131rd\u0131. AI irq\u00e7i deyildi \u2014 sad\u0259c\u0259 m\u0259lumatda g\u00f6rd\u00fcy\u00fcn\u00fc t\u0259krarlad\u0131.<\/p>\n\n\n\n<p><strong>Uber v\u0259 qiym\u0259t siyas\u0259ti:<\/strong><br>Uber dinamik qiym\u0259tl\u0259ndirm\u0259 \u00fc\u00e7\u00fcn AI istifad\u0259 edir. Amma Sidlend\u0259 terror akt\u0131 zaman\u0131 qiym\u0259tl\u0259r d\u00f6rd d\u0259f\u0259 artd\u0131. Sonradan f\u00f6vq\u0259lad\u0259 hallar \u00fc\u00e7\u00fcn istisnalar \u0259lav\u0259 olundu, amma problem qal\u0131r: dinamik qiym\u0259tl\u0259ndirm\u0259 xidm\u0259tl\u0259ri a\u015fa\u011f\u0131 g\u0259lirli insanlar \u00fc\u00e7\u00fcn \u0259l\u00e7atmaz ed\u0259 bil\u0259r.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Q\u0259r\u0259zi \u201cs\u00f6nd\u00fcrm\u0259k\u201d m\u00fcmk\u00fcn deyil<\/strong><\/h2>\n\n\n\n<p>Sad\u0259 h\u0259ll kimi g\u00f6r\u00fcn\u0259 bil\u0259r: cinsiyy\u0259t, irq v\u0259 ya ya\u015f m\u0259lumatlar\u0131n\u0131 sil. Amma bu kifay\u0259t deyil.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>AI gizli siqnallar\u0131 a\u015fkarlay\u0131r:<\/strong> ad\u0131, universiteti, hobbil\u0259ri v\u0259 yaz\u0131 t\u0259rzi il\u0259 cinsiyy\u0259tinizi m\u00fc\u0259yy\u0259n ed\u0259 bil\u0259r.<\/li>\n\n\n\n<li><strong>Tarix m\u0259lumatlarda qal\u0131r:<\/strong> qad\u0131nlar tarixi olaraq eyni i\u015f \u00fc\u00e7\u00fcn daha az maa\u015f al\u0131bsa, AI bunu t\u0259krar ed\u0259c\u0259k.<\/li>\n\n\n\n<li><strong>Obyektivlik m\u00f6vcud deyil:<\/strong> \u201cyax\u015f\u0131 n\u0259tic\u0259\u201dnin n\u0259 oldu\u011fu da insan q\u0259rar\u0131d\u0131r v\u0259 d\u0259y\u0259rl\u0259rl\u0259 y\u00fckl\u00fcd\u00fcr.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">AI \u00fc\u00e7\u00fcn m\u0259suliyy\u0259t kimd\u0259dir?<\/h3>\n\n\n\n<p>Avropa \u0130ttifaq\u0131nda <a href=\"https:\/\/digital-strategy.ec.europa.eu\/en\/policies\/regulatory-framework-ai?utm_source\">AI Akt\u0131 <\/a>1 avqust 2024-d\u0259 q\u00fcvv\u0259y\u0259 mindi. M\u0259suliyy\u0259t bir ne\u00e7\u0259 s\u0259viyy\u0259y\u0259 b\u00f6l\u00fcn\u00fcr:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>T\u0259chizat\u00e7\u0131lar (Providers):<\/strong> AI sisteml\u0259rini haz\u0131rlayanlar, m\u0259hsullar\u0131n t\u0259hl\u00fck\u0259sizliyin\u0259 g\u00f6r\u0259 \u0259sas m\u0259suliyy\u0259t da\u015f\u0131y\u0131r.<\/li>\n\n\n\n<li><strong>\u0130nteqratorlar (Deployers):<\/strong> Haz\u0131r AI-l\u0259ri m\u0259hsullar\u0131na \u0259lav\u0259 ed\u0259n \u015firk\u0259tl\u0259r (m\u0259s\u0259l\u0259n, vebsaytda chatbot). \u00d6hd\u0259likl\u0259ri: riskl\u0259ri qiym\u0259tl\u0259ndirm\u0259k, riskl\u0259rin azald\u0131lmas\u0131n\u0131 s\u0259n\u0259dl\u0259\u015fdirm\u0259k, istifad\u0259\u00e7il\u0259ri AI il\u0259 \u00fcnsiyy\u0259t bar\u0259d\u0259 m\u0259lumatland\u0131rmaq.<\/li>\n\n\n\n<li><strong>\u0130stifad\u0259\u00e7il\u0259r:<\/strong> AI-nin s\u0259hvl\u0259rin\u0259 g\u00f6r\u0259 m\u0259suliyy\u0259t da\u015f\u0131m\u0131r.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>D\u00f6rd risk s\u0259viyy\u0259si<\/strong><\/h2>\n\n\n\n<ol class=\"wp-block-list\">\n<li>Minimal risk: t\u0259qdimatlar, foto filtr t\u0259tbiql\u0259ri. M\u0259hdudiyy\u0259tl\u0259r \u00e7ox azd\u0131r.<\/li>\n\n\n\n<li>M\u0259hdud risk: k\u00f6m\u0259k\u00e7i v\u0259 d\u0259st\u0259k chatbotlar\u0131. \u015e\u0259ffafl\u0131q vacibdir \u2014 istifad\u0259\u00e7i AI il\u0259 \u00fcnsiyy\u0259t\u0259 dair m\u0259lumatl\u0131 olmal\u0131d\u0131r.<\/li>\n\n\n\n<li>Y\u00fcks\u0259k risk: s\u0259hiyy\u0259, \u0259dal\u0259t, t\u0259hsil, i\u015f\u0259 q\u0259bul, kredit t\u0259sdiqi. \u018ftrafl\u0131 yoxlamalar v\u0259 davaml\u0131 n\u0259zar\u0259t t\u0259l\u0259b olunur.<\/li>\n\n\n\n<li>Q\u0259buledilm\u0259z risk: manipulyasiya, v\u0259t\u0259nda\u015flar\u0131n sosial skorinqi, k\u00fctl\u0259vi n\u0259zar\u0259t. Tamamil\u0259 qada\u011fand\u0131r.<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Y\u00fcks\u0259k riskli AI \u00fc\u00e7\u00fcn n\u0259 etm\u0259k laz\u0131md\u0131r<\/strong><\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u018fvv\u0259lc\u0259d\u0259n qiym\u0259tl\u0259ndirm\u0259:<\/strong> potensial riskl\u0259ri m\u00fc\u0259yy\u0259nl\u0259\u015fdirin, mitigasiya t\u0259dbirl\u0259rini s\u0259n\u0259dl\u0259\u015fdirin, t\u0259rtibat\u00e7\u0131n\u0131n t\u0259limatlar\u0131na uy\u011funlu\u011fu yoxlay\u0131n.<\/li>\n\n\n\n<li><strong>\u015e\u0259ffafl\u0131q:<\/strong> istifad\u0259\u00e7il\u0259r bilsin ki, AI il\u0259 \u00fcnsiyy\u0259t qururlar.<\/li>\n\n\n\n<li><strong>\u201cNiy\u0259?\u201d h\u00fcququ:<\/strong> q\u0259rar sizi t\u0259sir edirs\u0259, soru\u015fa bil\u0259rsiniz: \u201cNiy\u0259 t\u0259sdiql\u0259nm\u0259dim? Hans\u0131 m\u0259lumatlar yoxlan\u0131ld\u0131?\u201d<\/li>\n\n\n\n<li><strong>\u0130nsan m\u00fcdaxil\u0259si h\u00fcququ:<\/strong> AI q\u0259rar\u0131na etiraz ed\u0259 bil\u0259rsiniz, insan\u0131n n\u0259z\u0259rd\u0259n ke\u00e7irm\u0259si t\u0259min olunmal\u0131d\u0131r.<\/li>\n\n\n\n<li><strong>Davaml\u0131 monitorinq:<\/strong> sisteml\u0259r m\u00fct\u0259madi olaraq yoxlanmal\u0131, s\u0259hvl\u0259r v\u0259 davran\u0131\u015f d\u0259yi\u015fiklikl\u0259ri izl\u0259nm\u0259lidir.<\/li>\n\n\n\n<li><strong>Komanda t\u0259limi:<\/strong> AI-d\u0259n d\u00fczg\u00fcn istifad\u0259, m\u0259hdudiyy\u0259tl\u0259ri ba\u015fa d\u00fc\u015fm\u0259k, yenilikl\u0259ri t\u0259tbiq etm\u0259k v\u0259 davaml\u0131 \u00f6yr\u0259nm\u0259k laz\u0131md\u0131r.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>NovaTalks: Kontakt m\u0259rk\u0259zl\u0259rind\u0259 AI s\u0259hvl\u0259rind\u0259n nec\u0259 qa\u00e7maq olar<\/strong><\/h2>\n\n\n\n<p>B\u00fct\u00fcn \u00e7\u0259tinlikl\u0259r\u0259 baxmayaraq, s\u00fcni intellekt kontakt m\u0259rk\u0259zl\u0259ri \u00fc\u00e7\u00fcn g\u00fccl\u00fc v\u0259 effektiv al\u0259t olaraq qal\u0131r \u2014 d\u00fczg\u00fcn t\u0259tbiq edildikd\u0259 v\u0259 n\u0259zar\u0259t olunduqda. NovaTalks m\u00fc\u015ft\u0259ri xidm\u0259tl\u0259ri \u00fc\u00e7\u00fcn AI h\u0259ll\u0259rini ill\u0259rdir t\u0259tbiq edir v\u0259 biz bilirik ki, \u00fcmumi s\u0259hvl\u0259rd\u0259n nec\u0259 qa\u00e7maq olar.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>NovaTalks-da AI-nin etibarl\u0131 i\u015fl\u0259m\u0259sinin s\u0259b\u0259bi<\/strong><\/h2>\n\n\n\n<p><strong>N\u0259zar\u0259t olunan m\u00fchit.<\/strong> Amazon v\u0259 Microsoft Tay kimi hallardan f\u0259rqli olaraq, burada AI n\u0259zar\u0259tsiz m\u0259lumatlardan \u00f6yr\u0259nmir. NovaTalks-un AI al\u0259tl\u0259ri ayd\u0131n m\u00fc\u0259yy\u0259n edilmi\u015f s\u0259rh\u0259dl\u0259rd\u0259 f\u0259aliyy\u0259t g\u00f6st\u0259rir. Sisteml\u0259rin t\u0259sad\u00fcfi m\u0259nb\u0259l\u0259rd\u0259n q\u0259r\u0259z yaratmas\u0131na imkan verilmir.<\/p>\n\n\n\n<p><strong>Davaml\u0131 insan n\u0259zar\u0259ti.<\/strong> NovaTalks-un AI k\u00f6m\u0259k\u00e7il\u0259ri operatorlara real vaxtda d\u0259st\u0259k verir \u2014 s\u0259hvl\u0259ri d\u00fcz\u0259ldir, t\u0259rc\u00fcm\u0259 edir, ton v\u0259 ifad\u0259ni t\u0259nziml\u0259yir, s\u00f6hb\u0259tl\u0259ri \u00fcmumil\u0259\u015fdirir. Amma son q\u0259rar h\u0259mi\u015f\u0259 insana aiddir. Bu, tam avtomatla\u015fd\u0131r\u0131lm\u0131\u015f sisteml\u0259rd\u0259n \u0259sas f\u0259rqdir.<\/p>\n\n\n\n<p><strong>\u015e\u0259ffaf avtomatla\u015fd\u0131r\u0131lm\u0131\u015f keyfiyy\u0259t qiym\u0259tl\u0259ndirm\u0259si.<\/strong> Sistemimiz b\u00fct\u00fcn s\u00f6hb\u0259tl\u0259rin 100%-ni analiz edir (manual olaraq yoxlan\u0131lan 5%-l\u0259 m\u00fcqayis\u0259d\u0259). Lakin bu, avtomatik i\u015fd\u0259n \u00e7\u0131xarma v\u0259 ya c\u0259za \u00fc\u00e7\u00fcn istifad\u0259 edilmir. O, yaln\u0131z insan diqq\u0259tin\u0259 ehtiyac\u0131 olan sah\u0259l\u0259ri vur\u011fulayan al\u0259tdir.<\/p>\n\n\n\n<p><strong>Sertifikatl\u0131 t\u0259hl\u00fck\u0259sizlik.<\/strong> NovaTalks ISO\/IEC 27001:2022 standart\u0131na uy\u011fun r\u0259smi sertifikatla\u015fd\u0131r\u0131l\u0131b \u2014 m\u0259lumatlar\u0131n t\u0259hl\u00fck\u0259siz idar\u0259 olunmas\u0131n\u0131n qlobal standart\u0131. Bu, platformam\u0131z vasit\u0259sil\u0259 i\u015fl\u0259n\u0259n b\u00fct\u00fcn m\u0259lumatlar\u0131n t\u0259hl\u00fck\u0259siz qorundu\u011funu t\u0259min edir.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>T\u0259cr\u00fcb\u0259miz g\u00f6st\u0259rir: AI \u0259dal\u0259tli ola bil\u0259r<\/strong><\/h2>\n\n\n\n<p>Bank\u00e7\u0131l\u0131q, maliyy\u0259 v\u0259 telekommunikasiya sah\u0259l\u0259rind\u0259 ill\u0259rl\u0259 i\u015fl\u0259y\u0259r\u0259k biz diskriminativ s\u0259hvl\u0259rin qar\u015f\u0131s\u0131n\u0131 alan prinsipl\u0259r haz\u0131rlam\u0131\u015f\u0131q:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>M\u00fcxt\u0259lif t\u0259lim m\u0259lumatlar\u0131:<\/strong> f\u0259rqli m\u00fc\u015ft\u0259ri qruplar\u0131n\u0131, regionlar\u0131, dill\u0259ri v\u0259 \u00fcnsiyy\u0259t \u00fcslublar\u0131n\u0131 \u0259hat\u0259 ed\u0259n datasetl\u0259r<\/li>\n\n\n\n<li><strong>M\u00fcnt\u0259z\u0259m auditl\u0259r:<\/strong> b\u00fct\u00fcn istifad\u0259\u00e7i seqmentl\u0259ri \u00fczr\u0259 davaml\u0131 performans\u0131 t\u0259min etm\u0259k \u00fc\u00e7\u00fcn q\u0259r\u0259z yoxlamalar\u0131<\/li>\n\n\n\n<li><strong>AI Akt\u0131na uy\u011funluq:<\/strong> Avropa bazar\u0131nda f\u0259aliyy\u0259t g\u00f6st\u0259r\u0259rk\u0259n keyfiyy\u0259t v\u0259 \u0259dal\u0259t \u00fc\u00e7\u00fcn tam m\u0259suliyy\u0259t<\/li>\n\n\n\n<li><strong>Komanda t\u0259hsili:<\/strong> m\u00fc\u015ft\u0259ril\u0259r v\u0259 onlar\u0131n komandalar\u0131 \u00fc\u00e7\u00fcn AI-d\u0259n d\u00fczg\u00fcn istifad\u0259 v\u0259 vaxt\u0131nda insan m\u00fcdaxil\u0259si \u00fczr\u0259 davaml\u0131 t\u0259lim<\/li>\n<\/ul>\n\n\n\n<p>NovaTalks-da AI insanlar\u0131 \u0259v\u0259z etmir \u2014 onlar\u0131 g\u00fccl\u0259ndirir. Chatbotlar v\u0259 avtomatik cavablar 24\/7 d\u0259st\u0259k t\u0259min edir, m\u00fcr\u0259kk\u0259b hallar is\u0259 h\u0259mi\u015f\u0259 canl\u0131 operatorlara y\u00f6nl\u0259ndirilir. Sistem b\u00fct\u00fcn qar\u015f\u0131l\u0131ql\u0131 \u0259laq\u0259 tarix\u00e7\u0259sini v\u0259 m\u00fc\u015ft\u0259ri m\u0259lumatlar\u0131n\u0131 qoruyur, f\u0259rdil\u0259\u015fdirilmi\u015f xidm\u0259ti q\u0259r\u0259zsiz t\u0259min edir.<\/p>\n\n\n\n<p>Bizim BI sistemi v\u0259 m\u0259tn analitikas\u0131 kontakt m\u0259rk\u0259zinin performans\u0131 bar\u0259d\u0259 obyektiv m\u0259lumat verir v\u0259 m\u0259lumatlara \u0259saslanan q\u0259rarlar\u0131 d\u0259st\u0259kl\u0259yir.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>AI kontakt m\u0259rk\u0259zl\u0259rind\u0259 h\u0259m effektiv, h\u0259m d\u0259 \u0259dal\u0259tli ola bil\u0259r \u2014 v\u0259 olmal\u0131d\u0131r.<\/strong><\/h2>\n\n\n\n<p>NovaTalks bunu h\u0259r g\u00fcn s\u00fcbut edir: \u015firk\u0259tl\u0259r\u0259 rutin i\u015fl\u0259ri avtomatla\u015fd\u0131rma\u011fa k\u00f6m\u0259k ed\u0259r\u0259k diskriminasiya riskini aradan qald\u0131r\u0131r v\u0259 xidm\u0259t keyfiyy\u0259ti \u00fcz\u0259rind\u0259 tam n\u0259zar\u0259ti saxlay\u0131r.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>H\u0259r birimizin etm\u0259li oldu\u011fu \u015fey<\/strong><\/h2>\n\n\n\n<p>AI-d\u0259 q\u0259r\u0259z sad\u0259 bir s\u0259hv deyil ki, onu tez d\u00fcz\u0259ltm\u0259k m\u00fcmk\u00fcn olsun. Bu, kollektiv s\u0259yl\u0259 h\u0259ll edilm\u0259li olan bir \u00e7a\u011f\u0131r\u0131\u015fd\u0131r.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>T\u0259rtibat\u00e7\u0131lar:<\/strong> m\u0259lumatlarla daha diqq\u0259tli i\u015fl\u0259m\u0259li, sisteml\u0259ri q\u0259r\u0259z \u00fc\u00e7\u00fcn m\u00fcnt\u0259z\u0259m yoxlamal\u0131 v\u0259 AI-nin yarad\u0131lmas\u0131 v\u0259 testind\u0259 m\u00fcxt\u0259lif komandalar\u0131 c\u0259lb etm\u0259lidirl\u0259r.<\/li>\n\n\n\n<li><strong>\u015eirk\u0259tl\u0259r:<\/strong> texnologiyadan nec\u0259 istifad\u0259 etdikl\u0259rin\u0259 g\u00f6r\u0259 m\u0259suliyy\u0259t da\u015f\u0131y\u0131r. Riskl\u0259ri qiym\u0259tl\u0259ndirm\u0259li v\u0259 istifad\u0259\u00e7il\u0259r\u0259 \u015f\u0259ffaf olmal\u0131d\u0131r.<\/li>\n\n\n\n<li><strong>T\u0259nziml\u0259yicil\u0259r:<\/strong> insanlar\u0131 qoruyan, amma innovasiyan\u0131 bo\u011fmayan ayd\u0131n qaydalar m\u00fc\u0259yy\u0259n etm\u0259lidir.<\/li>\n<\/ul>\n\n\n\n<p>\u018fg\u0259r AI-nin insanlardan daha \u0259dal\u0259tli olmas\u0131n\u0131 ist\u0259yiriks\u0259, sad\u0259c\u0259 ona daha \u00e7ox m\u0259lumat verm\u0259k kifay\u0259t deyil. Biz ona yaln\u0131z statistikalar\u0131m\u0131z\u0131 deyil, d\u0259y\u0259rl\u0259rimizi d\u0259 \u00f6yr\u0259tm\u0259liyik.<\/p>\n\n\n\n<p>AI obyektiv ola bilm\u0259z, \u0259g\u0259r biz q\u0259r\u0259zli qal\u0131r\u0131qsa. Amma problemi q\u0259bul etm\u0259k art\u0131q onun h\u0259llin\u0259 do\u011fru at\u0131lm\u0131\u015f ilk add\u0131md\u0131r \u2014 v\u0259 bu, bu g\u00fcn ed\u0259 bil\u0259c\u0259yimiz bir add\u0131md\u0131r.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>S\u00fcni intellekt h\u0259r g\u00fcn h\u0259yat\u0131m\u0131zla ba\u011fl\u0131 q\u0259rarlar q\u0259bul edir: CV-l\u0259ri t\u0259hlil edir, kreditl\u0259ri t\u0259sdiql\u0259yir, sosial \u015f\u0259b\u0259k\u0259l\u0259rd\u0259 n\u0259 g\u00f6rd\u00fcy\u00fcm\u00fcz\u00fc formala\u015fd\u0131r\u0131r v\u0259 h\u0259tta m\u0259hk\u0259m\u0259l\u0259rd\u0259 k\u00f6m\u0259k\u00e7i rol oynay\u0131r. Bu, m\u0259ntiqli s\u0259sl\u0259nir \u2014 ax\u0131 alqoritml\u0259r obyektivdir. Onlar\u0131n n\u0259 emosiyalar\u0131, n\u0259 d\u0259 \u015f\u0259xsi \u00fcst\u00fcnl\u00fckl\u0259ri var. Lakin burada bir paradoks ortaya \u00e7\u0131x\u0131r: s\u00fcni intellekt sad\u0259c\u0259 bizim s\u0259hvl\u0259rimizi t\u0259krarlam\u0131r, onlar\u0131 daha da g\u00fccl\u0259ndirir.<\/p>\n","protected":false},"author":7,"featured_media":9985,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[39],"tags":[1879,1881,1877,1878,1876,1874,1883,1875,1880,1890,1882,1884,1889,1885,1886,1891,1888,385,434,1887],"class_list":["post-10100","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog","tag-ai-akti","tag-ai-catbotlari","tag-ai-etikasi","tag-ai-is-qbul","tag-ai-kontakt-mrkzlri","tag-ai-kredit-skorlama","tag-ai-msuliyyti","tag-ai-qrzi","tag-ai-sffafligi","tag-ai-d-qrz","tag-alqoritmik-ayri-seckilik","tag-alqoritmik-daltlilik","tag-avropa-ai-akti","tag-avtomatlasdirilmis-qrarverm","tag-ayri-seckilik-yaradan-alqoritmlr","tag-masin-oyrnmsi","tag-mhkm-alqoritmlri","tag-novatalks-4","tag-suni-intellekt","tag-suni-intellektin-etikasi"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v27.7 (Yoast SEO v27.7) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>AI v\u0259 Q\u0259r\u0259z: \u0130nsan S\u0259hvi yoxsa Alqoritmik Problem? 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