{"id":12096,"date":"2026-03-02T05:10:05","date_gmt":"2026-03-02T08:10:05","guid":{"rendered":"https:\/\/wp.ufpel.edu.br\/artenaescola\/?p=12096"},"modified":"2026-03-03T15:45:40","modified_gmt":"2026-03-03T18:45:40","slug":"idman-analitikasinda-ai-v-data-il-dyisn-qaydalar","status":"publish","type":"post","link":"https:\/\/wp.ufpel.edu.br\/artenaescola\/noticias\/idman-analitikasinda-ai-v-data-il-dyisn-qaydalar\/","title":{"rendered":"Idman analitikas\u0131nda AI v\u0259 data il\u0259 d\u0259yi\u015f\u0259n qaydalar"},"content":{"rendered":"Idman analitikas\u0131nda AI v\u0259 data il\u0259 d\u0259yi\u015f\u0259n qaydalar<\/title><\/p>\n<h1>Azerbaycanda idman analitikas\u0131 – AI modell\u0259ri, metrikalar v\u0259 m\u0259hdudiyy\u0259tl\u0259r<\/h1>\n<p>Azerbaycanda idman idar\u0259\u00e7iliyi v\u0259 t\u0259hlili s\u00fcr\u0259tl\u0259 r\u0259q\u0259msalla\u015f\u0131r. Art\u0131q t\u0259cr\u00fcb\u0259 v\u0259 daxili hissl\u0259rd\u0259n \u0259lav\u0259, m\u0259lumatlar v\u0259 s\u00fcni intellekt q\u0259rarlar\u0131n \u0259sas\u0131n\u0131 t\u0259\u015fkil edir. Bu d\u0259yi\u015fiklik klub r\u0259hb\u0259rl\u0259rind\u0259n azarke\u015fl\u0259r\u0259 q\u0259d\u0259r h\u0259r k\u0259si t\u0259sir edir. M\u0259s\u0259l\u0259n, bir \u00e7ox istifad\u0259\u00e7i m\u0259lumatlar\u0131 yoxlamaq \u00fc\u00e7\u00fcn <a href=\"https:\/\/mainecoastworkshop.com\/\">mostbet giri\u015f<\/a> etm\u0259k kimi sad\u0259 add\u0131mlardan istifad\u0259 edir, lakin pe\u015f\u0259kar analitika bundan daha d\u0259rin\u0259 gedir. Bu m\u0259qal\u0259d\u0259, idman analitikas\u0131n\u0131n nec\u0259 i\u015fl\u0259diyini, hans\u0131 texnologiyalardan istifad\u0259 etdiyini v\u0259 Az\u0259rbaycan kontekstind\u0259 qar\u015f\u0131la\u015fd\u0131\u011f\u0131 \u00e7\u0259tinlikl\u0259ri add\u0131m-add\u0131m izah ed\u0259c\u0259yik.<\/p>\n<h2>\u0130dman analitikas\u0131n\u0131n \u0259saslar\u0131 – Metrikalar n\u0259dir v\u0259 nec\u0259 toplan\u0131r<\/h2>\n<p>\u0130dman analitikas\u0131, idman\u00e7\u0131 v\u0259 komanda performans\u0131n\u0131 \u00f6l\u00e7m\u0259k \u00fc\u00e7\u00fcn r\u0259q\u0259msal m\u0259lumatlar\u0131n toplanmas\u0131, emal\u0131 v\u0259 t\u0259hlilidir. Ke\u00e7mi\u015fd\u0259 statistikalar \u0259sas\u0259n vurulan qollar v\u0259 ke\u00e7irilmi\u015f top kimi sad\u0259 g\u00f6st\u0259ricil\u0259rl\u0259 m\u0259hdudla\u015f\u0131rd\u0131. \u0130ndi is\u0259 h\u0259r\u0259k\u0259t m\u0259lumatlar\u0131, biometrik \u00f6l\u00e7\u00fcl\u0259r v\u0259 video analitika \u0259sas m\u0259nb\u0259l\u0259r\u0259 \u00e7evrilib. Az\u0259rbaycanda bu texnologiyalar\u0131n t\u0259tbiqi getdikc\u0259 geni\u015fl\u0259nir.<\/p>\n<p>M\u00fcasir metrikalar\u0131 iki \u0259sas kateqoriyaya b\u00f6lm\u0259k olar:<\/p>\n<ul>\n<li>\u018fn\u0259n\u0259vi statistikalar: Oyun n\u0259tic\u0259l\u0259ri, faiz d\u0259qiqliyi, m\u0259saf\u0259 q\u0259t edilm\u0259si, topa sahib olma m\u00fcdd\u0259ti.<\/li>\n<li>Qabaqc\u0131l \u00f6l\u00e7m\u0259l\u0259r: G\u00f6zl\u0259nil\u0259n qollar (xG), t\u0259zyiq effektivliyi, h\u0259r\u0259k\u0259t intensivliyi, komanda formas\u0131n\u0131n yaratd\u0131\u011f\u0131 sah\u0259 n\u0259zar\u0259ti.<\/li>\n<li>Biometrik m\u0259lumatlar: \u00dcr\u0259k d\u0259r\u0259c\u0259si, yor\u011funluq s\u0259viyy\u0259si, b\u0259rpa d\u0259r\u0259c\u0259si, travma riski proqnozlar\u0131.<\/li>\n<li>Kontekstual m\u0259lumatlar: R\u0259qib t\u0259hlili, hava \u015f\u0259raiti, meydan\u00e7an\u0131n v\u0259ziyy\u0259ti, azarke\u015f d\u0259st\u0259yinin t\u0259siri.<\/li>\n<\/ul>\n<p>Bu m\u0259lumatlar m\u00fcxt\u0259lif sensorlar, video kameralar v\u0259 x\u00fcsusi geyim vasit\u0259sil\u0259 toplan\u0131r. Az\u0259rbaycan klublar\u0131 da art\u0131q oyun\u00e7u transferl\u0259rini qiym\u0259tl\u0259ndirm\u0259k v\u0259 g\u0259nc futbol\u00e7ular\u0131n inki\u015faf\u0131n\u0131 izl\u0259m\u0259k \u00fc\u00e7\u00fcn ox\u015far sisteml\u0259rd\u0259n istifad\u0259 etm\u0259y\u0259 ba\u015flay\u0131b.<\/p>\n<h2>S\u00fcni intellekt modell\u0259ri idman t\u0259hlilini nec\u0259 d\u0259yi\u015fir<\/h2>\n<p>S\u00fcni intellekt, x\u00fcsusil\u0259 ma\u015f\u0131n \u00f6yr\u0259nm\u0259si, yaln\u0131z m\u0259lumatlar\u0131 g\u00f6st\u0259rm\u0259kl\u0259 kifay\u0259tl\u0259nmir, onlar\u0131 proqnozla\u015fd\u0131rmaq v\u0259 optimalla\u015fd\u0131rmaq \u00fc\u00e7\u00fcn modell\u0259r yarad\u0131r. Bu, Az\u0259rbaycanda idman\u0131n g\u0259l\u0259c\u0259yi \u00fc\u00e7\u00fcn kritik \u0259h\u0259miyy\u0259t k\u0259sb edir.<\/p>\n<h3>Proqnozla\u015fd\u0131rma modell\u0259ri – Oyun n\u0259tic\u0259sini \u0259vv\u0259lc\u0259d\u0259n bilm\u0259k<\/h3>\n<p>Bu modell\u0259r ke\u00e7mi\u015f oyunlar\u0131n statistikas\u0131n\u0131, komanda formasyonunu, f\u0259rdi performans\u0131 v\u0259 xarici amill\u0259ri t\u0259hlil ed\u0259r\u0259k m\u00fcmk\u00fcn n\u0259tic\u0259l\u0259ri hesablay\u0131r. M\u0259s\u0259l\u0259n, Az\u0259rbaycan Premyer Liqas\u0131nda ev v\u0259 s\u0259f\u0259r oyunlar\u0131n\u0131n statistikas\u0131na \u0259saslanan model, komandan\u0131n m\u00fc\u0259yy\u0259n bir r\u0259qib qar\u015f\u0131s\u0131nda udma ehtimal\u0131n\u0131 faizl\u0259 ifad\u0259 ed\u0259 bil\u0259r.<\/p>\n<p>Modelin i\u015fl\u0259m\u0259 prinsipi a\u015fa\u011f\u0131dak\u0131 add\u0131mlardan ibar\u0259tdir:. For general context and terms, see <a href=\"https:\/\/www.fifa.com\/tournaments\/mens\/worldcup\">FIFA World Cup hub<\/a>.<\/p>\n<ol>\n<li>M\u0259lumatlar\u0131n toplanmas\u0131 v\u0259 t\u0259mizl\u0259nm\u0259si (ke\u00e7mi\u015f 5 m\u00f6vs\u00fcm\u00fcn oyun m\u0259lumatlar\u0131).<\/li>\n<li>X\u00fcsusiyy\u0259t se\u00e7imi (h\u00fccum effektivliyi, m\u00fcdafi\u0259 z\u0259iflikl\u0259ri, komanda motivasiyas\u0131 kimi \u0259sas amill\u0259rin m\u00fc\u0259yy\u0259n edilm\u0259si).<\/li>\n<li>Alqoritmin se\u00e7imi (reqressiya, t\u0259sad\u00fcfi me\u015f\u0259 v\u0259 ya neyron \u015f\u0259b\u0259k\u0259l\u0259rd\u0259n istifad\u0259).<\/li>\n<li>Modelin \u00f6yr\u0259dilm\u0259si v\u0259 test edilm\u0259si (ke\u00e7mi\u015f m\u0259lumatlar\u0131n bir hiss\u0259si il\u0259 \u00f6yr\u0259dilib, qalan hiss\u0259si il\u0259 yoxlan\u0131l\u0131r).<\/li>\n<li>Proqnozun yarad\u0131lmas\u0131 v\u0259 real n\u0259tic\u0259l\u0259rl\u0259 m\u00fcqayis\u0259si (d\u0259qiqliyin davaml\u0131 yax\u015f\u0131la\u015fd\u0131r\u0131lmas\u0131).<\/li>\n<\/ol>\n<h3>Oyun\u00e7u performans\u0131 v\u0259 d\u0259y\u0259r analizi<\/h3>\n<p>AI, oyun\u00e7unun komandaya v\u0259 oyuna t\u0259sirini anlamaq \u00fc\u00e7\u00fcn “g\u00f6r\u00fcnm\u0259z” amill\u0259ri qiym\u0259tl\u0259ndirir. Bu, transfer siyas\u0259ti v\u0259 g\u0259nc talantlar\u0131n a\u015fkar edilm\u0259si \u00fc\u00e7\u00fcn x\u00fcsusil\u0259 faydal\u0131d\u0131r. Az\u0259rbaycan klublar\u0131 \u00fc\u00e7\u00fcn bu, m\u0259hdud b\u00fcdc\u0259 il\u0259 d\u0259y\u0259rli oyun\u00e7ular\u0131 tapmaq imkan\u0131 yarad\u0131r.<\/p>\n<p>Oyun\u00e7u d\u0259y\u0259rini \u00f6l\u00e7\u0259n \u0259sas AI metrikalar\u0131:<\/p>\n<table>\n<thead>\n<tr>\n<th>Metrika ad\u0131<\/th>\n<th>N\u0259yi \u00f6l\u00e7\u00fcr<\/th>\n<th>Azerbaycan kontekstind\u0259 t\u0259tbiqi<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>VAEP (Oyun\u00e7u H\u0259r\u0259k\u0259tinin Qiym\u0259tl\u0259ndirilm\u0259si)<\/td>\n<td>H\u0259r bir oyun\u00e7u h\u0259r\u0259k\u0259tinin qol vurma ehtimal\u0131na t\u0259siri<\/td>\n<td>Yerli liqada hans\u0131 oyun\u00e7ular\u0131n h\u0259qiq\u0259t\u0259n d\u0259y\u0259r yaratd\u0131\u011f\u0131n\u0131 m\u00fc\u0259yy\u0259n etm\u0259k<\/td>\n<\/tr>\n<tr>\n<td>Goals Added (\u018flav\u0259 olunmu\u015f Qollar)<\/td>\n<td>Oyun\u00e7unun m\u00fcxt\u0259lif v\u0259zif\u0259l\u0259rd\u0259 (m\u00fcdafi\u0259, \u00f6t\u00fcrm\u0259, z\u0259rb\u0259) komandaya qazand\u0131rd\u0131\u011f\u0131 g\u00f6zl\u0259nil\u0259n qol \u00fcst\u00fcnl\u00fcy\u00fc<\/td>\n<td>\u00c7oxfunksiyal\u0131 yerli futbol\u00e7ular\u0131n tam potensial\u0131n\u0131 qiym\u0259tl\u0259ndirm\u0259k<\/td>\n<\/tr>\n<tr>\n<td>Talent Identification Score (\u0130stedad M\u00fc\u0259yy\u0259nl\u0259\u015fdirm\u0259 Xal\u0131)<\/td>\n<td>G\u0259nc oyun\u00e7unun g\u0259l\u0259c\u0259k inki\u015faf potensial\u0131<\/td>\n<td>Az\u0259rbaycan futbol akademiyalar\u0131nda perspektivli ulduzlar\u0131n a\u015fkar edilm\u0259si<\/td>\n<\/tr>\n<tr>\n<td>Market Value Estimation (Bazar D\u0259y\u0259ri Qiym\u0259tl\u0259ndirm\u0259si)<\/td>\n<td>Oyun\u00e7unun \u0259dal\u0259tli bazar d\u0259y\u0259rinin AI t\u0259r\u0259find\u0259n hesablanmas\u0131<\/td>\n<td>Xarici klublarla transfer dan\u0131\u015f\u0131qlar\u0131nda obyektiv arqument yaratmaq<\/td>\n<\/tr>\n<tr>\n<td>Injury Propensity Score (Travma Meyllilik Xal\u0131)<\/td>\n<td>Oyun\u00e7unun g\u0259l\u0259c\u0259k travma riskinin proqnozla\u015fd\u0131r\u0131lmas\u0131<\/td>\n<td>Y\u00fcks\u0259k risk da\u015f\u0131yan oyun\u00e7ular \u00fc\u00e7\u00fcn f\u0259rdi m\u0259\u015fq proqramlar\u0131n\u0131n haz\u0131rlanmas\u0131<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>Az\u0259rbaycan idman\u0131nda analitikan\u0131n t\u0259tbiqi v\u0259 inki\u015faf imkanlar\u0131<\/h2>\n<p>Az\u0259rbaycanda idman analitikas\u0131 il\u0259 ba\u011fl\u0131 i\u015fl\u0259r \u0259sas\u0259n futbol, g\u00fcl\u0259\u015f v\u0259 voleybol kimi \u0259n populyar idman n\u00f6vl\u0259rind\u0259 apar\u0131l\u0131r. Milli Federasiyalar v\u0259 apar\u0131c\u0131 klublar m\u0259lumat bazalar\u0131n\u0131 geni\u015fl\u0259ndirir v\u0259 m\u00fct\u0259x\u0259ssisl\u0259r haz\u0131rlay\u0131r. Lakin, h\u0259l\u0259 d\u0259 inki\u015faf etm\u0259kd\u0259 olan bir sah\u0259dir.<\/p>\n<p>\u00d6lk\u0259mizd\u0259 idman analitikas\u0131n\u0131n prioritet istiqam\u0259tl\u0259ri:<\/p>\n<ul>\n<li>G\u0259nc idman\u00e7\u0131lar\u0131n se\u00e7ilm\u0259si v\u0259 inki\u015faf\u0131n\u0131n monitorinqi: U\u015faq-idman m\u0259kt\u0259bl\u0259rind\u0259 biometrik m\u0259lumatlar\u0131n toplanmas\u0131.<\/li>\n<li>Milli komandalar\u0131n haz\u0131rl\u0131\u011f\u0131: R\u0259qibl\u0259rin oyun t\u0259hlili \u00fc\u00e7\u00fcn video analitika sisteml\u0259rinin qurulmas\u0131.<\/li>\n<li>\u0130dman infrastrukturas\u0131n\u0131n idar\u0259 edilm\u0259si: Stadionlarda azarke\u015f h\u0259r\u0259k\u0259tl\u0259rinin t\u0259hlili v\u0259 t\u0259hl\u00fck\u0259sizliyin art\u0131r\u0131lmas\u0131.<\/li>\n<li>\u0130dman yarad\u0131c\u0131l\u0131\u011f\u0131n\u0131n d\u0259st\u0259kl\u0259nm\u0259si: \u0130dman jurnalistl\u0259ri \u00fc\u00e7\u00fcn ictimaiyy\u0259t\u0259 a\u00e7\u0131q statistik m\u0259lumat platformalar\u0131n\u0131n yarad\u0131lmas\u0131.<\/li>\n<li>Fiziki haz\u0131rl\u0131q v\u0259 b\u0259rpa prosesl\u0259ri: AI \u0259sasl\u0131 proqramlar vasit\u0259sil\u0259 y\u00fckl\u0259rin optimalla\u015fd\u0131r\u0131lmas\u0131.<\/li>\n<\/ul>\n<h2>M\u0259lumat v\u0259 AI analitikas\u0131n\u0131n aktuall\u0131q m\u0259hdudiyy\u0259tl\u0259ri<\/h2>\n<p>B\u00fct\u00fcn imkanlar\u0131na baxmayaraq, idman analitikas\u0131 m\u00fctl\u0259q deyil. Onun qar\u015f\u0131la\u015fd\u0131\u011f\u0131 \u0259sas \u00e7\u0259tinlikl\u0259ri ba\u015fa d\u00fc\u015fm\u0259k, ondan s\u0259m\u0259r\u0259li istifad\u0259 etm\u0259k \u00fc\u00e7\u00fcn vacibdir.<\/p>\n<p>Texnoloji v\u0259 maliyy\u0259 m\u0259hdudiyy\u0259tl\u0259ri: Pe\u015f\u0259kar analitika sisteml\u0259ri bahal\u0131d\u0131r. Sensorlar, proqram t\u0259minat\u0131 v\u0259 m\u00fct\u0259x\u0259ssisl\u0259rin haz\u0131rlanmas\u0131 \u0259h\u0259miyy\u0259tli investisiya t\u0259l\u0259b edir. Ki\u00e7ik b\u00fcdc\u0259li Az\u0259rbaycan klublar\u0131 \u00fc\u00e7\u00fcn bu, \u0259sas mane\u0259 ola bil\u0259r. Bundan \u0259lav\u0259, m\u0259lumatlar\u0131n keyfiyy\u0259ti v\u0259 taml\u0131\u011f\u0131 h\u0259mi\u015f\u0259 ideal deyil. K\u00f6hn\u0259 arxivl\u0259r r\u0259q\u0259msalla\u015fd\u0131r\u0131lmay\u0131b, b\u0259zi \u00f6l\u00e7m\u0259l\u0259r standartla\u015fd\u0131r\u0131lmay\u0131b.<\/p>\n<p>\u0130nsan amili v\u0259 psixologiya: AI modeli oyun\u00e7unun motivasiyas\u0131n\u0131, komanda ruhunu, m\u0259\u015fq\u00e7inin daxili hissl\u0259rini v\u0259 meydanda ba\u015f ver\u0259n g\u00f6zl\u0259nilm\u0259z hadis\u0259l\u0259ri (m\u0259s\u0259l\u0259n, q\u0131rm\u0131z\u0131 v\u0259r\u0259q\u0259) tam \u00f6l\u00e7\u0259 bilm\u0259z. \u0130dman t\u0259bi\u0259ti il\u0259 \u0259laq\u0259dar q\u0259rar q\u0259bul etm\u0259k \u00fc\u00e7\u00fcn m\u0259lumatlar insan t\u0259cr\u00fcb\u0259si il\u0259 birl\u0259\u015fdirilm\u0259lidir. H\u0259ddind\u0259n art\u0131q r\u0259q\u0259ml\u0259r\u0259 etibar etm\u0259k, kreativliyi v\u0259 intuisiya il\u0259 q\u0259rar q\u0259bul etm\u0259 bacar\u0131\u011f\u0131n\u0131 z\u0259ifl\u0259d\u0259 bil\u0259r. For general context and terms, see <a href=\"https:\/\/www.nfl.com\/\">NFL official site<\/a>.<\/p>\n<p>Etik m\u0259s\u0259l\u0259l\u0259r v\u0259 m\u0259lumat t\u0259hl\u00fck\u0259sizliyi: Oyun\u00e7ular\u0131n biometrik v\u0259 sa\u011flaml\u0131q m\u0259lumatlar\u0131n\u0131n toplanmas\u0131 m\u0259xfilik problemi yarad\u0131r. Bu m\u0259lumatlar\u0131n harada saxlan\u0131ld\u0131\u011f\u0131, kimin istifad\u0259 etdiyi v\u0259 oyun\u00e7ular\u0131n raz\u0131l\u0131\u011f\u0131 olmadan transfer dan\u0131\u015f\u0131qlar\u0131nda istifad\u0259 edilib-edilm\u0259m\u0259si ciddi suallard\u0131r. Az\u0259rbaycanda bu sah\u0259d\u0259 qanuni \u00e7\u0259r\u00e7iv\u0259nin daha da m\u00f6hk\u0259ml\u0259ndirilm\u0259si z\u0259ruridir.<\/p>\n<h2>Analitika texnologiyalar\u0131n\u0131n g\u0259l\u0259c\u0259yi – Az\u0259rbaycan \u00fc\u00e7\u00fcn n\u0259 g\u00f6zl\u0259nilir<\/h2>\n<p>Texnologiya s\u00fcr\u0259tl\u0259 inki\u015faf etdiyi \u00fc\u00e7\u00fcn idman analitikas\u0131n\u0131n g\u0259l\u0259c\u0259yi d\u0259 dinamikdir. Az\u0259rbaycan bu tendensiyalara uy\u011funla\u015fmaq \u00fc\u00e7\u00fcn strateji add\u0131mlar ata bil\u0259r.<\/p>\n<p>Yax\u0131n g\u0259l\u0259c\u0259kd\u0259 g\u00f6zl\u0259nil\u0259n yenilikl\u0259r:<\/p>\n<ul>\n<li>Real-vaxt AI analitikas\u0131: Meydandak\u0131 sensorlardan m\u0259lumatlar\u0131n ani emal\u0131 v\u0259 m\u0259\u015fq\u00e7iy\u0259 tablet vasit\u0259sil\u0259 taktiki t\u00f6vsiy\u0259l\u0259rin verilm\u0259si.<\/li>\n<li>Virtual reall\u0131q (VR) t\u0259liml\u0259ri: Oyun\u00e7ular\u0131n g\u0259l\u0259c\u0259k r\u0259qibl\u0259rin\u0259 qar\u015f\u0131 VR m\u00fchitind\u0259 haz\u0131rla\u015fmas\u0131.<\/li>\n<li>Fan Engagement Analytics (Azarke\u015fl\u0259rin C\u0259lb Edilm\u0259si Analitikas\u0131): Stadiondak\u0131 v\u0259 onlayn azarke\u015f davran\u0131\u015flar\u0131n\u0131n t\u0259hlili il\u0259 onlar\u0131n t\u0259cr\u00fcb\u0259sinin f\u0259rdil\u0259\u015fdirilm\u0259si.<\/li>\n<li>Avtomatla\u015fd\u0131r\u0131lm\u0131\u015f video t\u0259hlil: Oyun g\u00f6r\u00fcnt\u00fcl\u0259rinin avtomatik k\u0259sm\u0259l\u0259r\u0259, q\u0259rar momentl\u0259rin\u0259 v\u0259 s\u0259hvl\u0259r\u0259 b\u00f6l\u00fcnm\u0259si.<\/li>\n<li>Blok\u00e7eyn texnologiyas\u0131: Oyun\u00e7u karyera statistikas\u0131n\u0131n v\u0259 nailiyy\u0259tl\u0259rinin t\u0259hl\u00fck\u0259siz v\u0259 t\u0259hrif olunmaz \u015f\u0259kild\u0259 saxlan\u0131lmas\u0131.<\/li>\n<\/ul>\n<p>Az\u0259rbaycan \u00fc\u00e7\u00fcn \u0259sas v\u0259zif\u0259, beyn\u0259lxalq t\u0259cr\u00fcb\u0259ni \u00f6z real\u0131m\u0131za uy\u011funla\u015fd\u0131rmaq, yerli m\u00fct\u0259x\u0259ssisl\u0259r yeti\u015fdirm\u0259k v\u0259 idman t\u0259hsili sistemin\u0259 m\u0259lumat savadl\u0131l\u0131\u011f\u0131 d\u0259rsl\u0259rini daxil etm\u0259kdir. \u0130dman\u0131n mahiyy\u0259ti insan \u0259zmi v\u0259 ruhundad\u0131r. Analitika v\u0259 AI is\u0259 bu \u0259zmi daha y\u00fcks\u0259k s\u0259viyy\u0259y\u0259 \u00e7\u0131xarmaq, q\u0259rarlar\u0131 ayd\u0131nla\u015fd\u0131rmaq v\u0259 Az\u0259rbaycan idman\u0131n\u0131n beyn\u0259lxalq arenada r\u0259qab\u0259t qabiliyy\u0259tini art\u0131rmaq \u00fc\u00e7\u00fcn g\u00fccl\u00fc vasit\u0259dir. D\u00fczg\u00fcn balans\u0131 saxlamaqla, \u00f6lk\u0259miz bu texnoloji inqilabdan maksimum fayda \u0259ld\u0259 ed\u0259 bil\u0259r.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Idman analitikas\u0131nda AI v\u0259 data il\u0259 d\u0259yi\u015f\u0259n qaydalar Azerbaycanda idman analitikas\u0131 – AI modell\u0259ri, metrikalar v\u0259 m\u0259hdudiyy\u0259tl\u0259r Azerbaycanda idman idar\u0259\u00e7iliyi v\u0259 t\u0259hlili s\u00fcr\u0259tl\u0259 r\u0259q\u0259msalla\u015f\u0131r. Art\u0131q t\u0259cr\u00fcb\u0259 v\u0259 daxili hissl\u0259rd\u0259n \u0259lav\u0259, m\u0259lumatlar v\u0259 s\u00fcni intellekt q\u0259rarlar\u0131n \u0259sas\u0131n\u0131 t\u0259\u015fkil edir. Bu d\u0259yi\u015fiklik klub r\u0259hb\u0259rl\u0259rind\u0259n azarke\u015fl\u0259r\u0259 q\u0259d\u0259r h\u0259r k\u0259si t\u0259sir edir. M\u0259s\u0259l\u0259n, bir \u00e7ox istifad\u0259\u00e7i m\u0259lumatlar\u0131 yoxlamaq \u00fc\u00e7\u00fcn… <\/p>\n<div class=\"link-more\"><a href=\"https:\/\/wp.ufpel.edu.br\/artenaescola\/noticias\/idman-analitikasinda-ai-v-data-il-dyisn-qaydalar\/\">Leia mais<\/a><\/div>\n","protected":false},"author":645,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-12096","post","type-post","status-publish","format-standard","hentry","category-noticias"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.7 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Idman analitikas\u0131nda AI v\u0259 data il\u0259 d\u0259yi\u015f\u0259n qaydalar • Projeto Arte na Escola<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/wp.ufpel.edu.br\/artenaescola\/noticias\/idman-analitikasinda-ai-v-data-il-dyisn-qaydalar\/\" \/>\n<meta property=\"og:locale\" content=\"pt_BR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Idman analitikas\u0131nda AI v\u0259 data il\u0259 d\u0259yi\u015f\u0259n qaydalar • Projeto Arte na Escola\" \/>\n<meta property=\"og:description\" content=\"Idman analitikas\u0131nda AI v\u0259 data il\u0259 d\u0259yi\u015f\u0259n qaydalar Azerbaycanda idman analitikas\u0131 – AI modell\u0259ri, metrikalar v\u0259 m\u0259hdudiyy\u0259tl\u0259r Azerbaycanda idman idar\u0259\u00e7iliyi v\u0259 t\u0259hlili s\u00fcr\u0259tl\u0259 r\u0259q\u0259msalla\u015f\u0131r. Art\u0131q t\u0259cr\u00fcb\u0259 v\u0259 daxili hissl\u0259rd\u0259n \u0259lav\u0259, m\u0259lumatlar v\u0259 s\u00fcni intellekt q\u0259rarlar\u0131n \u0259sas\u0131n\u0131 t\u0259\u015fkil edir. Bu d\u0259yi\u015fiklik klub r\u0259hb\u0259rl\u0259rind\u0259n azarke\u015fl\u0259r\u0259 q\u0259d\u0259r h\u0259r k\u0259si t\u0259sir edir. M\u0259s\u0259l\u0259n, bir \u00e7ox istifad\u0259\u00e7i m\u0259lumatlar\u0131 yoxlamaq \u00fc\u00e7\u00fcn... Leia mais\" \/>\n<meta property=\"og:url\" content=\"https:\/\/wp.ufpel.edu.br\/artenaescola\/noticias\/idman-analitikasinda-ai-v-data-il-dyisn-qaydalar\/\" \/>\n<meta property=\"og:site_name\" content=\"Projeto Arte na Escola\" \/>\n<meta property=\"article:author\" content=\"https:\/\/www.facebook.com\/artenaescolapoloufpel\/?ref=nf&hc_ref=ARQcf-_Ed1ureaQslOVpPWgQZU9U-9JQiIzZ3mLjmldKbwJFHdzVsUFb60RvaBL4vuM\" \/>\n<meta property=\"article:published_time\" content=\"2026-03-02T08:10:05+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-03-03T18:45:40+00:00\" \/>\n<meta name=\"author\" content=\"artenaescola\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Escrito por\" \/>\n\t<meta name=\"twitter:data1\" content=\"artenaescola\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. tempo de leitura\" \/>\n\t<meta name=\"twitter:data2\" content=\"9 minutos\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/wp.ufpel.edu.br\/artenaescola\/noticias\/idman-analitikasinda-ai-v-data-il-dyisn-qaydalar\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/wp.ufpel.edu.br\/artenaescola\/noticias\/idman-analitikasinda-ai-v-data-il-dyisn-qaydalar\/\"},\"author\":{\"name\":\"artenaescola\",\"@id\":\"https:\/\/wp.ufpel.edu.br\/artenaescola\/#\/schema\/person\/cd51ac549a8d653c9866623e47a6d92b\"},\"headline\":\"Idman analitikas\u0131nda AI v\u0259 data il\u0259 d\u0259yi\u015f\u0259n qaydalar\",\"datePublished\":\"2026-03-02T08:10:05+00:00\",\"dateModified\":\"2026-03-03T18:45:40+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/wp.ufpel.edu.br\/artenaescola\/noticias\/idman-analitikasinda-ai-v-data-il-dyisn-qaydalar\/\"},\"wordCount\":1780,\"publisher\":{\"@id\":\"https:\/\/wp.ufpel.edu.br\/artenaescola\/#organization\"},\"articleSection\":[\"Todas as Not\u00edcias\"],\"inLanguage\":\"pt-BR\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/wp.ufpel.edu.br\/artenaescola\/noticias\/idman-analitikasinda-ai-v-data-il-dyisn-qaydalar\/\",\"url\":\"https:\/\/wp.ufpel.edu.br\/artenaescola\/noticias\/idman-analitikasinda-ai-v-data-il-dyisn-qaydalar\/\",\"name\":\"Idman analitikas\u0131nda AI v\u0259 data il\u0259 d\u0259yi\u015f\u0259n qaydalar • Projeto Arte na Escola\",\"isPartOf\":{\"@id\":\"https:\/\/wp.ufpel.edu.br\/artenaescola\/#website\"},\"datePublished\":\"2026-03-02T08:10:05+00:00\",\"dateModified\":\"2026-03-03T18:45:40+00:00\",\"breadcrumb\":{\"@id\":\"https:\/\/wp.ufpel.edu.br\/artenaescola\/noticias\/idman-analitikasinda-ai-v-data-il-dyisn-qaydalar\/#breadcrumb\"},\"inLanguage\":\"pt-BR\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/wp.ufpel.edu.br\/artenaescola\/noticias\/idman-analitikasinda-ai-v-data-il-dyisn-qaydalar\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/wp.ufpel.edu.br\/artenaescola\/noticias\/idman-analitikasinda-ai-v-data-il-dyisn-qaydalar\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"In\u00edcio\",\"item\":\"https:\/\/wp.ufpel.edu.br\/artenaescola\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Idman analitikas\u0131nda AI v\u0259 data il\u0259 d\u0259yi\u015f\u0259n qaydalar\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/wp.ufpel.edu.br\/artenaescola\/#website\",\"url\":\"https:\/\/wp.ufpel.edu.br\/artenaescola\/\",\"name\":\"Projeto Arte na Escola\",\"description\":\"Polo UFPel\",\"publisher\":{\"@id\":\"https:\/\/wp.ufpel.edu.br\/artenaescola\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/wp.ufpel.edu.br\/artenaescola\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"pt-BR\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/wp.ufpel.edu.br\/artenaescola\/#organization\",\"name\":\"arte na escola Ufpel\",\"url\":\"https:\/\/wp.ufpel.edu.br\/artenaescola\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"pt-BR\",\"@id\":\"https:\/\/wp.ufpel.edu.br\/artenaescola\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/wp.ufpel.edu.br\/artenaescola\/files\/2016\/06\/IAE-Cor-RGB.jpg\",\"contentUrl\":\"https:\/\/wp.ufpel.edu.br\/artenaescola\/files\/2016\/06\/IAE-Cor-RGB.jpg\",\"width\":750,\"height\":669,\"caption\":\"arte na escola Ufpel\"},\"image\":{\"@id\":\"https:\/\/wp.ufpel.edu.br\/artenaescola\/#\/schema\/logo\/image\/\"}},{\"@type\":\"Person\",\"@id\":\"https:\/\/wp.ufpel.edu.br\/artenaescola\/#\/schema\/person\/cd51ac549a8d653c9866623e47a6d92b\",\"name\":\"artenaescola\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"pt-BR\",\"@id\":\"https:\/\/wp.ufpel.edu.br\/artenaescola\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/9be2aa4a4304c2e3d98e45b25cb0f7ecde6a37fdbbc255f79b8b2244e2ad59d9?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/9be2aa4a4304c2e3d98e45b25cb0f7ecde6a37fdbbc255f79b8b2244e2ad59d9?s=96&d=mm&r=g\",\"caption\":\"artenaescola\"},\"sameAs\":[\"https:\/\/www.facebook.com\/artenaescolapoloufpel\/?ref=nf&hc_ref=ARQcf-_Ed1ureaQslOVpPWgQZU9U-9JQiIzZ3mLjmldKbwJFHdzVsUFb60RvaBL4vuM\"]}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Idman analitikas\u0131nda AI v\u0259 data il\u0259 d\u0259yi\u015f\u0259n qaydalar • Projeto Arte na Escola","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/wp.ufpel.edu.br\/artenaescola\/noticias\/idman-analitikasinda-ai-v-data-il-dyisn-qaydalar\/","og_locale":"pt_BR","og_type":"article","og_title":"Idman analitikas\u0131nda AI v\u0259 data il\u0259 d\u0259yi\u015f\u0259n qaydalar • Projeto Arte na Escola","og_description":"Idman analitikas\u0131nda AI v\u0259 data il\u0259 d\u0259yi\u015f\u0259n qaydalar Azerbaycanda idman analitikas\u0131 – AI modell\u0259ri, metrikalar v\u0259 m\u0259hdudiyy\u0259tl\u0259r Azerbaycanda idman idar\u0259\u00e7iliyi v\u0259 t\u0259hlili s\u00fcr\u0259tl\u0259 r\u0259q\u0259msalla\u015f\u0131r. Art\u0131q t\u0259cr\u00fcb\u0259 v\u0259 daxili hissl\u0259rd\u0259n \u0259lav\u0259, m\u0259lumatlar v\u0259 s\u00fcni intellekt q\u0259rarlar\u0131n \u0259sas\u0131n\u0131 t\u0259\u015fkil edir. Bu d\u0259yi\u015fiklik klub r\u0259hb\u0259rl\u0259rind\u0259n azarke\u015fl\u0259r\u0259 q\u0259d\u0259r h\u0259r k\u0259si t\u0259sir edir. M\u0259s\u0259l\u0259n, bir \u00e7ox istifad\u0259\u00e7i m\u0259lumatlar\u0131 yoxlamaq \u00fc\u00e7\u00fcn... Leia mais","og_url":"https:\/\/wp.ufpel.edu.br\/artenaescola\/noticias\/idman-analitikasinda-ai-v-data-il-dyisn-qaydalar\/","og_site_name":"Projeto Arte na Escola","article_author":"https:\/\/www.facebook.com\/artenaescolapoloufpel\/?ref=nf&hc_ref=ARQcf-_Ed1ureaQslOVpPWgQZU9U-9JQiIzZ3mLjmldKbwJFHdzVsUFb60RvaBL4vuM","article_published_time":"2026-03-02T08:10:05+00:00","article_modified_time":"2026-03-03T18:45:40+00:00","author":"artenaescola","twitter_card":"summary_large_image","twitter_misc":{"Escrito por":"artenaescola","Est. tempo de leitura":"9 minutos"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/wp.ufpel.edu.br\/artenaescola\/noticias\/idman-analitikasinda-ai-v-data-il-dyisn-qaydalar\/#article","isPartOf":{"@id":"https:\/\/wp.ufpel.edu.br\/artenaescola\/noticias\/idman-analitikasinda-ai-v-data-il-dyisn-qaydalar\/"},"author":{"name":"artenaescola","@id":"https:\/\/wp.ufpel.edu.br\/artenaescola\/#\/schema\/person\/cd51ac549a8d653c9866623e47a6d92b"},"headline":"Idman analitikas\u0131nda AI v\u0259 data il\u0259 d\u0259yi\u015f\u0259n qaydalar","datePublished":"2026-03-02T08:10:05+00:00","dateModified":"2026-03-03T18:45:40+00:00","mainEntityOfPage":{"@id":"https:\/\/wp.ufpel.edu.br\/artenaescola\/noticias\/idman-analitikasinda-ai-v-data-il-dyisn-qaydalar\/"},"wordCount":1780,"publisher":{"@id":"https:\/\/wp.ufpel.edu.br\/artenaescola\/#organization"},"articleSection":["Todas as Not\u00edcias"],"inLanguage":"pt-BR"},{"@type":"WebPage","@id":"https:\/\/wp.ufpel.edu.br\/artenaescola\/noticias\/idman-analitikasinda-ai-v-data-il-dyisn-qaydalar\/","url":"https:\/\/wp.ufpel.edu.br\/artenaescola\/noticias\/idman-analitikasinda-ai-v-data-il-dyisn-qaydalar\/","name":"Idman analitikas\u0131nda AI v\u0259 data il\u0259 d\u0259yi\u015f\u0259n qaydalar • Projeto Arte na Escola","isPartOf":{"@id":"https:\/\/wp.ufpel.edu.br\/artenaescola\/#website"},"datePublished":"2026-03-02T08:10:05+00:00","dateModified":"2026-03-03T18:45:40+00:00","breadcrumb":{"@id":"https:\/\/wp.ufpel.edu.br\/artenaescola\/noticias\/idman-analitikasinda-ai-v-data-il-dyisn-qaydalar\/#breadcrumb"},"inLanguage":"pt-BR","potentialAction":[{"@type":"ReadAction","target":["https:\/\/wp.ufpel.edu.br\/artenaescola\/noticias\/idman-analitikasinda-ai-v-data-il-dyisn-qaydalar\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/wp.ufpel.edu.br\/artenaescola\/noticias\/idman-analitikasinda-ai-v-data-il-dyisn-qaydalar\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"In\u00edcio","item":"https:\/\/wp.ufpel.edu.br\/artenaescola\/"},{"@type":"ListItem","position":2,"name":"Idman analitikas\u0131nda AI v\u0259 data il\u0259 d\u0259yi\u015f\u0259n qaydalar"}]},{"@type":"WebSite","@id":"https:\/\/wp.ufpel.edu.br\/artenaescola\/#website","url":"https:\/\/wp.ufpel.edu.br\/artenaescola\/","name":"Projeto Arte na Escola","description":"Polo UFPel","publisher":{"@id":"https:\/\/wp.ufpel.edu.br\/artenaescola\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/wp.ufpel.edu.br\/artenaescola\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"pt-BR"},{"@type":"Organization","@id":"https:\/\/wp.ufpel.edu.br\/artenaescola\/#organization","name":"arte na escola Ufpel","url":"https:\/\/wp.ufpel.edu.br\/artenaescola\/","logo":{"@type":"ImageObject","inLanguage":"pt-BR","@id":"https:\/\/wp.ufpel.edu.br\/artenaescola\/#\/schema\/logo\/image\/","url":"https:\/\/wp.ufpel.edu.br\/artenaescola\/files\/2016\/06\/IAE-Cor-RGB.jpg","contentUrl":"https:\/\/wp.ufpel.edu.br\/artenaescola\/files\/2016\/06\/IAE-Cor-RGB.jpg","width":750,"height":669,"caption":"arte na escola Ufpel"},"image":{"@id":"https:\/\/wp.ufpel.edu.br\/artenaescola\/#\/schema\/logo\/image\/"}},{"@type":"Person","@id":"https:\/\/wp.ufpel.edu.br\/artenaescola\/#\/schema\/person\/cd51ac549a8d653c9866623e47a6d92b","name":"artenaescola","image":{"@type":"ImageObject","inLanguage":"pt-BR","@id":"https:\/\/wp.ufpel.edu.br\/artenaescola\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/9be2aa4a4304c2e3d98e45b25cb0f7ecde6a37fdbbc255f79b8b2244e2ad59d9?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/9be2aa4a4304c2e3d98e45b25cb0f7ecde6a37fdbbc255f79b8b2244e2ad59d9?s=96&d=mm&r=g","caption":"artenaescola"},"sameAs":["https:\/\/www.facebook.com\/artenaescolapoloufpel\/?ref=nf&hc_ref=ARQcf-_Ed1ureaQslOVpPWgQZU9U-9JQiIzZ3mLjmldKbwJFHdzVsUFb60RvaBL4vuM"]}]}},"jetpack_featured_media_url":"","_links":{"self":[{"href":"https:\/\/wp.ufpel.edu.br\/artenaescola\/wp-json\/wp\/v2\/posts\/12096","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/wp.ufpel.edu.br\/artenaescola\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/wp.ufpel.edu.br\/artenaescola\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/wp.ufpel.edu.br\/artenaescola\/wp-json\/wp\/v2\/users\/645"}],"replies":[{"embeddable":true,"href":"https:\/\/wp.ufpel.edu.br\/artenaescola\/wp-json\/wp\/v2\/comments?post=12096"}],"version-history":[{"count":1,"href":"https:\/\/wp.ufpel.edu.br\/artenaescola\/wp-json\/wp\/v2\/posts\/12096\/revisions"}],"predecessor-version":[{"id":12097,"href":"https:\/\/wp.ufpel.edu.br\/artenaescola\/wp-json\/wp\/v2\/posts\/12096\/revisions\/12097"}],"wp:attachment":[{"href":"https:\/\/wp.ufpel.edu.br\/artenaescola\/wp-json\/wp\/v2\/media?parent=12096"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/wp.ufpel.edu.br\/artenaescola\/wp-json\/wp\/v2\/categories?post=12096"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/wp.ufpel.edu.br\/artenaescola\/wp-json\/wp\/v2\/tags?post=12096"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}