{"id":12523,"date":"2026-03-11T09:10:46","date_gmt":"2026-03-11T09:10:46","guid":{"rendered":"https:\/\/axisloopgames.com\/?p=12523"},"modified":"2026-03-06T18:48:04","modified_gmt":"2026-03-06T18:48:04","slug":"idman-analitikasinda-mlumat-v-ai-inqilabi","status":"publish","type":"post","link":"https:\/\/axisloopgames.com\/?p=12523","title":{"rendered":"Idman analitikas\u0131nda m\u0259lumat v\u0259 AI inqilab\u0131"},"content":{"rendered":"Idman analitikas\u0131nda m\u0259lumat v\u0259 AI inqilab\u0131<\/title><\/p>\n<h1>Az\u0259rbaycanda idman analitikas\u0131 – yeni metrikalar, modell\u0259r v\u0259 m\u0259hdudiyy\u0259tl\u0259r<\/h1>\n<p>Idman\u0131n r\u0259q\u0259msal transformasiyas\u0131 d\u00fcnyan\u0131n h\u0259r yerind\u0259 oldu\u011fu kimi Az\u0259rbaycanda da \u00f6z t\u0259sirini g\u00f6st\u0259rir. Art\u0131q idman t\u0259hlili anlay\u0131\u015f\u0131 \u0259srl\u0259r boyu m\u00f6vcud olan sad\u0259 statistikadan \u00e7\u0131xaraq, m\u00fcr\u0259kk\u0259b m\u0259lumat toplusu v\u0259 s\u00fcni intellekt alqoritml\u0259ri \u0259sas\u0131nda q\u0259rarlar\u0131n q\u0259bul edildiyi elmi f\u0259aliyy\u0259t\u0259 \u00e7evrilib. Bu d\u0259yi\u015fiklik Az\u0259rbaycan\u0131n idman ekosistemin\u0259 – klublara, idman\u00e7\u0131lara, menecerl\u0259r\u0259 v\u0259 h\u0259tta azarke\u015fl\u0259r\u0259 d\u0259rin t\u0259sir g\u00f6st\u0259rir. M\u00fcasir analitika vasit\u0259l\u0259ri, o c\u00fcml\u0259d\u0259n <a href=\"https:\/\/ga-symposium.com\/\">https:\/\/ga-symposium.com\/<\/a> kimi beyn\u0259lxalq platformalarda m\u00fczakir\u0259 olunan texnologiyalar, idman performans\u0131n\u0131n h\u0259r bir aspektini yenid\u0259n \u015f\u0259rh etm\u0259y\u0259 imkan verir. Bu m\u0259qal\u0259d\u0259 Az\u0259rbaycan kontekstind\u0259 idman analitikas\u0131n\u0131n nec\u0259 d\u0259yi\u015fdiyini, onun \u0259sas metrikalar\u0131n\u0131, istifad\u0259 olunan modell\u0259ri v\u0259 qar\u015f\u0131la\u015fd\u0131\u011f\u0131 m\u0259hdudiyy\u0259tl\u0259ri ara\u015fd\u0131raca\u011f\u0131q.<\/p>\n<h2>\u018fn\u0259n\u0259vi statistikadan proqnozla\u015fd\u0131r\u0131c\u0131 analitikaya ke\u00e7id<\/h2>\n<p>Az\u0259rbaycanda idman statistikas\u0131 uzun m\u00fcdd\u0259t \u0259sas\u0259n qol, z\u0259rb\u0259, faul kimi \u0259sas g\u00f6st\u0259ricil\u0259rl\u0259 m\u0259hdudla\u015f\u0131rd\u0131. Futbol, g\u00fcl\u0259\u015f, voleybol kimi \u0259n populyar idman n\u00f6vl\u0259rind\u0259 bel\u0259, m\u0259\u015fq\u00e7il\u0259rin q\u0259rarlar\u0131 \u0259sas\u0259n subyektiv m\u00fc\u015fahid\u0259l\u0259r v\u0259 t\u0259cr\u00fcb\u0259y\u0259 \u0259saslan\u0131rd\u0131. Lakin son onillikd\u0259 sensor texnologiyalar\u0131n\u0131n, video analizin v\u0259 y\u00fcks\u0259k h\u0259cmli m\u0259lumatlar\u0131n y\u0131\u011f\u0131lmas\u0131n\u0131n inki\u015faf\u0131 il\u0259 v\u0259ziyy\u0259t k\u00f6kl\u00fc d\u0259yi\u015fdi. \u0130ndi Az\u0259rbaycan klublar\u0131 oyun\u00e7ular\u0131n h\u0259r\u0259k\u0259t m\u0259lumatlar\u0131n\u0131, fizioloji y\u00fckl\u0259nm\u0259l\u0259rini, taktiki m\u00f6vqel\u0259rini d\u0259qiq \u00f6l\u00e7\u0259 bilirl\u0259r. Bu ke\u00e7id sad\u0259c\u0259 ke\u00e7mi\u015fi qeyd etm\u0259kd\u0259n, g\u0259l\u0259c\u0259yi proqnozla\u015fd\u0131rmaq \u00fc\u00e7\u00fcn m\u0259lumatlardan istifad\u0259 etm\u0259y\u0259 do\u011fru h\u0259r\u0259k\u0259tdir. For general context and terms, see <a href=\"https:\/\/www.premierleague.com\/\">Premier League official site<\/a>.<\/p>\n<h3>Yerli liqalarda t\u0259tbiq olunan \u0259sas metrikalar<\/h3>\n<p>Az\u0259rbaycan Premyer Liqas\u0131nda v\u0259 dig\u0259r yerli yar\u0131\u015flarda t\u0259tbiq olunan analitik metrikalar getdikc\u0259 d\u0259rinl\u0259\u015fir. Art\u0131q yaln\u0131z topa sahiblik faizi deyil, h\u0259m d\u0259 “g\u00f6zl\u0259nil\u0259n qollar” (xG), “t\u0259zyiq h\u0259r\u0259k\u0259tl\u0259ri”, “proqressiv \u00f6t\u00fcrm\u0259l\u0259r” kimi m\u00fcr\u0259kk\u0259b g\u00f6st\u0259ricil\u0259r t\u0259hlil\u0259 daxil olur. G\u00fcl\u0259\u015f kimi \u0259n\u0259n\u0259vi olaraq g\u00fccl\u00fc oldu\u011fumuz idman n\u00f6vl\u0259rind\u0259 is\u0259 biomexanika sensorlar\u0131 vasit\u0259sil\u0259 h\u0259r\u0259k\u0259tl\u0259rin effektivliyi, enerji s\u0259rfiyyat\u0131 v\u0259 yor\u011funluq indeksl\u0259ri \u00f6l\u00e7\u00fcl\u00fcr. Bu metrikalar\u0131n m\u0259qs\u0259di performans\u0131 r\u0259q\u0259ml\u0259 ifad\u0259 etm\u0259k v\u0259 oyun\u00e7unun komandaya \u00fcmumi t\u00f6hf\u0259sini daha obyektiv qiym\u0259tl\u0259ndirm\u0259kdir.<\/p>\n<p>M\u00fcasir metrikalar\u0131n t\u0259tbiqi yerli idman m\u0259kt\u0259bl\u0259rind\u0259 d\u0259 \u00f6z \u0259ksini tap\u0131r. G\u0259nc idman\u00e7\u0131lar\u0131n inki\u015faf\u0131 art\u0131q yaln\u0131z m\u0259\u015fq\u00e7inin g\u00f6z\u00fcn\u0259 g\u00f6r\u0259 deyil, uzunm\u00fcdd\u0259tli m\u0259lumat seriyalar\u0131 \u0259sas\u0131nda qiym\u0259tl\u0259ndirilir. Bu, h\u0259m istedadlar\u0131n daha d\u0259qiq m\u00fc\u0259yy\u0259n edilm\u0259sin\u0259, h\u0259m d\u0259 h\u0259ddind\u0259n art\u0131q y\u00fckl\u0259nm\u0259 riskinin azald\u0131lmas\u0131na k\u00f6m\u0259k edir. A\u015fa\u011f\u0131dak\u0131 c\u0259dv\u0259ld\u0259 Az\u0259rbaycan idman\u0131nda getdikc\u0259 daha \u00e7ox istifad\u0259 olunan b\u0259zi m\u00fcasir analitik metrikalar\u0131 g\u00f6r\u0259 bil\u0259rsiniz.<\/p>\n<table>\n<thead>\n<tr>\n<th>Metrikan\u0131n ad\u0131<\/th>\n<th>T\u0259tbiq olundu\u011fu idman n\u00f6v\u00fc<\/th>\n<th>\u00d6l\u00e7d\u00fcy\u00fc \u0259sas parametr<\/th>\n<th>Yerli t\u0259tbiqin s\u0259viyy\u0259si<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>G\u00f6zl\u0259nil\u0259n Qollar (xG)<\/td>\n<td>Futbol<\/td>\n<td>Vurulan z\u0259rb\u0259nin qola \u00e7evrilm\u0259 ehtimal\u0131<\/td>\n<td>Y\u00fcks\u0259k liqa klublar\u0131nda aktiv<\/td>\n<\/tr>\n<tr>\n<td>T\u0259zyiq H\u0259r\u0259k\u0259tl\u0259ri<\/td>\n<td>Futbol<\/td>\n<td>Topu itirdikd\u0259n sonra 5 saniy\u0259 \u0259rzind\u0259 geri qazanma c\u0259hdl\u0259ri<\/td>\n<td>N\u0259z\u0259riyy\u0259d\u0259 m\u0259lum, t\u0259tbiq m\u0259hdud<\/td>\n<\/tr>\n<tr>\n<td>Passing Networks & \u00d6t\u00fcrm\u0259 Q\u0259f\u0259sl\u0259ri<\/td>\n<td>Komanda oyunlar\u0131 (Futbol, Voleybol, Basketbol)<\/td>\n<td>Komanda daxilind\u0259 \u00f6t\u00fcrm\u0259 \u0259laq\u0259l\u0259rinin effektivliyi v\u0259 qurulu\u015fu<\/td>\n<td>Pe\u015f\u0259kar klublarda pilot layih\u0259l\u0259r<\/td>\n<\/tr>\n<tr>\n<td>Yor\u011funluq \u0130ndeksi (Load Monitoring)<\/td>\n<td>B\u00fct\u00fcn idman n\u00f6vl\u0259ri<\/td>\n<td>\u0130dman\u00e7\u0131n\u0131n m\u0259\u015fq v\u0259 yar\u0131\u015f y\u00fck\u00fcn\u00fcn kumulyativ t\u0259siri<\/td>\n<td>Milli komandalarda v\u0259 apar\u0131c\u0131 klublarda<\/td>\n<\/tr>\n<tr>\n<td>H\u0259r\u0259k\u0259t S\u0259m\u0259r\u0259liliyi<\/td>\n<td>G\u00fcl\u0259\u015f, C\u00fcdo, A\u011f\u0131r atletika<\/td>\n<td>Texniki h\u0259r\u0259k\u0259tin enerji s\u0259rfiyyat\u0131na nisb\u0259t\u0259n effektivliyi<\/td>\n<td>Elmi-t\u0259dqiqat institutlar\u0131 il\u0259 \u0259m\u0259kda\u015fl\u0131qda<\/td>\n<\/tr>\n<tr>\n<td>Q\u0259rar Q\u0259bulu S\u00fcr\u0259ti<\/td>\n<td>Komanda v\u0259 f\u0259rdi idman n\u00f6vl\u0259ri<\/td>\n<td>M\u00fc\u0259yy\u0259n v\u0259ziyy\u0259td\u0259 optimal h\u0259r\u0259k\u0259t variant\u0131n\u0131n se\u00e7ilm\u0259si \u00fc\u00e7\u00fcn t\u0259l\u0259b olunan vaxt<\/td>\n<td>G\u0259ncl\u0259rin haz\u0131rl\u0131q m\u0259rh\u0259l\u0259sind\u0259 \u00f6n\u0259m qazan\u0131r<\/td>\n<\/tr>\n<tr>\n<td>M\u0259kan Kontrolu<\/td>\n<td>Futbol<\/td>\n<td>Komandan\u0131n meydan\u0131n m\u00fc\u0259yy\u0259n zonas\u0131nda n\u0259zar\u0259ti v\u0259 t\u0259siri<\/td>\n<td>Analitik \u015f\u00f6b\u0259si olan klublarda<\/td>\n<\/tr>\n<tr>\n<td>Z\u0259d\u0259 Riskinin Proqnozla\u015fd\u0131r\u0131lmas\u0131<\/td>\n<td>B\u00fct\u00fcn kontakt idman n\u00f6vl\u0259ri<\/td>\n<td>Ke\u00e7mi\u015f m\u0259lumatlar \u0259sas\u0131nda g\u0259l\u0259c\u0259k z\u0259d\u0259 ehtimal\u0131n\u0131n modell\u0259\u015fdirilm\u0259si<\/td>\n<td>\u0130nki\u015faf etm\u0259kd\u0259 olan sah\u0259<\/td>\n<\/tr>\n<tr>\n<td>Psixofizioloji v\u0259ziyy\u0259tin monitorinqi<\/td>\n<td>B\u00fct\u00fcn idman n\u00f6vl\u0259ri<\/td>\n<td>\u00dcr\u0259k d\u0259r\u0259c\u0259si d\u0259yi\u015fk\u0259nliyi (HRV) v\u0259 dig\u0259r stress g\u00f6st\u0259ricil\u0259ri<\/td>\n<td>Pulsometrl\u0259r vasit\u0259sil\u0259 f\u0259rdi s\u0259viyy\u0259d\u0259<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>S\u00fcni intellekt modell\u0259ri v\u0259 onlar\u0131n idman strategiyas\u0131na t\u0259siri<\/h2>\n<p>S\u00fcni intellekt v\u0259 ma\u015f\u0131n \u00f6yr\u0259nm\u0259si idman analitikas\u0131n\u0131 k\u0259miyy\u0259td\u0259n keyfiyy\u0259t\u0259 do\u011fru aparan \u0259sas amill\u0259rd\u0259n biridir. Az\u0259rbaycanda bu texnologiyalar\u0131n t\u0259tbiqi h\u0259l\u0259 ilkin m\u0259rh\u0259l\u0259d\u0259 olsa da, onlar\u0131n potensial\u0131 b\u00f6y\u00fckd\u00fcr. AI modell\u0259ri \u0259sas\u0259n \u00fc\u00e7 \u0259sas sah\u0259d\u0259 t\u0259tbiq olunur: oyun n\u0259tic\u0259l\u0259rinin proqnozla\u015fd\u0131r\u0131lmas\u0131, oyun\u00e7ular\u0131n performans\u0131n\u0131n optimalla\u015fd\u0131r\u0131lmas\u0131 v\u0259 r\u0259qib komandalar\u0131n taktikas\u0131n\u0131n de\u015fifr\u0259 edilm\u0259si.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/patch.com\/img\/cdn\/users\/2265432\/2012\/10\/raw\/905678ba38c5157cddaf4380e6fdf014.jpg\" alt=\"https:\/\/ga-symposium.com\/\" loading=\"lazy\"><\/p>\n<p>Proqnozla\u015fd\u0131rma modell\u0259ri ke\u00e7mi\u015f oyunlar\u0131n m\u0259lumatlar\u0131, komandalar\u0131n formas\u0131, oyun\u00e7ular\u0131n fitness s\u0259viyy\u0259si, h\u0259tta hava \u015f\u0259raiti kimi minl\u0259rl\u0259 d\u0259yi\u015f\u0259ni n\u0259z\u0259r\u0259 alaraq, m\u00fc\u0259yy\u0259n bir mat\u00e7\u0131n n\u0259tic\u0259sini v\u0259 ya turnirin gedi\u015fat\u0131n\u0131 ehtimal faizi il\u0259 g\u00f6st\u0259r\u0259 bilir. Bu modell\u0259r Az\u0259rbaycan klublar\u0131na transfer siyas\u0259ti formala\u015fd\u0131rark\u0259n, hans\u0131 oyun\u00e7unun liqaya v\u0259 komandan\u0131n oyun stilin\u0259 daha yax\u015f\u0131 uy\u011funla\u015faca\u011f\u0131n\u0131 m\u00fc\u0259yy\u0259n etm\u0259y\u0259 k\u00f6m\u0259k ed\u0259 bil\u0259r. Bu, m\u0259hdud maliyy\u0259 resurslar\u0131n\u0131n daha s\u0259m\u0259r\u0259li b\u00f6l\u00fc\u015fd\u00fcr\u00fclm\u0259sin\u0259 \u015f\u0259rait yarad\u0131r.<\/p>\n<ul>\n<li>Ma\u015f\u0131n \u00f6yr\u0259nm\u0259si alqoritml\u0259ri oyun\u00e7ular\u0131n video g\u00f6r\u00fcnt\u00fcl\u0259rini emal ed\u0259r\u0259k, onlar\u0131n h\u0259r\u0259k\u0259t n\u00fcmun\u0259l\u0259rini v\u0259 taktiki davran\u0131\u015flar\u0131n\u0131 avtomatik t\u0259snif edir.<\/li>\n<li>D\u0259rin \u00f6yr\u0259nm\u0259 (Deep Learning) \u015f\u0259b\u0259k\u0259l\u0259ri komandalar\u0131n meydanda yaratd\u0131\u011f\u0131 h\u00fccum v\u0259 m\u00fcdafi\u0259 sxeml\u0259rini tan\u0131yaraq, z\u0259if n\u00f6qt\u0259l\u0259ri m\u00fc\u0259yy\u0259n edir.<\/li>\n<li>T\u0259bii dilin emal\u0131 (NLP) vasit\u0259l\u0259ri m\u0259tbuat konfranslar\u0131, m\u00fcsahib\u0259l\u0259r v\u0259 sosial media postlar\u0131 t\u0259hlil edil\u0259r\u0259k komandan\u0131n psixoloji v\u0259ziyy\u0259ti haqq\u0131nda m\u0259lumat \u0259ld\u0259 edilir.<\/li>\n<li>\u00d6yr\u0259dici modell\u0259r (Reinforcement Learning) idman\u00e7\u0131lar\u0131n m\u0259\u015fq prosesind\u0259 optimal h\u0259r\u0259k\u0259t alqoritml\u0259rini tapmaq \u00fc\u00e7\u00fcn istifad\u0259 oluna bil\u0259r.<\/li>\n<li>Klasterl\u0259\u015fdirm\u0259 analizi ox\u015far x\u00fcsusiyy\u0259tl\u0259r\u0259 malik oyun\u00e7ular\u0131 qrupla\u015fd\u0131raraq, skautinq prosesini s\u00fcr\u0259tl\u0259ndirir.<\/li>\n<li>Zaman seriyalar\u0131 analizi oyun\u00e7unun uzunm\u00fcdd\u0259tli performans dinamikas\u0131n\u0131 v\u0259 forman\u0131n d\u0259yi\u015fm\u0259 tendensiyalar\u0131n\u0131 izl\u0259yir.<\/li>\n<\/ul>\n<h3>Az\u0259rbaycan\u0131n idman infrastrukturunda AI inteqrasiyas\u0131n\u0131n perspektivl\u0259ri<\/h3>\n<p>Az\u0259rbaycan\u0131n idman infrastrukturunda AI-n\u0131n geni\u015f inteqrasiyas\u0131 \u00fc\u00e7\u00fcn bir s\u0131ra perspektivl\u0259r m\u00f6vcuddur. \u00d6lk\u0259nin g\u00fccl\u00fc \u0130KT sektoru v\u0259 g\u0259nc m\u00fct\u0259x\u0259ssisl\u0259r potensial\u0131 bu prosesi s\u00fcr\u0259tl\u0259ndir\u0259 bil\u0259r. D\u00f6vl\u0259t s\u0259viyy\u0259sind\u0259 idman\u0131n inki\u015faf\u0131na d\u0259st\u0259k proqramlar\u0131na r\u0259q\u0259msal transformasiya komponentinin daxil edilm\u0259si vacib add\u0131m ola bil\u0259r. Bununla yana\u015f\u0131, yerli universitetl\u0259rin idman elml\u0259ri v\u0259 komp\u00fcter elml\u0259ri fak\u00fclt\u0259l\u0259ri aras\u0131nda birg\u0259 layih\u0259l\u0259r yeni analitik h\u0259ll\u0259r yaratma\u011fa k\u00f6m\u0259k ed\u0259 bil\u0259r. Az\u0259rbaycan\u0131n ke\u00e7irdiyi beyn\u0259lxalq idman t\u0259dbirl\u0259ri, m\u0259s\u0259l\u0259n, Formula 1, Avropa Oyunlar\u0131, d\u00fcnya \u00e7empionatlar\u0131, \u00f6lk\u0259y\u0259 \u0259n son analitik texnologiyalar\u0131 v\u0259 t\u0259cr\u00fcb\u0259l\u0259ri g\u0259tirir, bu da yerli m\u00fct\u0259x\u0259ssisl\u0259rin bilik s\u0259viyy\u0259sinin artmas\u0131na t\u0259sir g\u00f6st\u0259rir.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.hfma.org\/wp-content\/uploads\/2024\/09\/AC25_WP_Background_1200x900-1.png\" alt=\"https:\/\/ga-symposium.com\/\" loading=\"lazy\"><\/p>\n<h2>Analitikan\u0131n m\u0259hdudiyy\u0259tl\u0259ri v\u0259 etik m\u0259s\u0259l\u0259l\u0259r<\/h2>\n<p>\u0130dman analitikas\u0131n\u0131n b\u00fct\u00fcn \u00fcst\u00fcnl\u00fckl\u0259rin\u0259 baxmayaraq, onun m\u0259hdudiyy\u0259tl\u0259rini v\u0259 qar\u015f\u0131la\u015fd\u0131\u011f\u0131 etik probleml\u0259ri d\u0259 n\u0259z\u0259r\u0259 almaq laz\u0131md\u0131r. H\u0259ddind\u0259n art\u0131q m\u0259lumatlara etibar etm\u0259k idman\u0131n insani elementini – intuisiya, ruh, g\u00f6zl\u0259nilm\u0259zlik faktorunu z\u0259ifl\u0259d\u0259 bil\u0259r. Az\u0259rbaycan idman m\u0259d\u0259niyy\u0259tind\u0259 m\u0259\u015fq\u00e7inin s\u0259lahiyy\u0259ti v\u0259 t\u0259cr\u00fcb\u0259si h\u0259l\u0259 d\u0259 m\u00fch\u00fcm rol oynay\u0131r, v\u0259 analitika bu anlay\u0131\u015f\u0131 tam \u0259v\u0259z ed\u0259 bilm\u0259z, yaln\u0131z tamamlaya bil\u0259r.<\/p>\n<p>M\u0259lumatlar\u0131n toplanmas\u0131 v\u0259 istifad\u0259si il\u0259 ba\u011fl\u0131 m\u0259xfilik m\u0259s\u0259l\u0259l\u0259ri d\u0259 aktuall\u0131\u011f\u0131n\u0131 qoruyur. Oyun\u00e7ular\u0131n fizioloji v\u0259 sa\u011flaml\u0131q m\u0259lumatlar\u0131 kim\u0259 m\u0259xsusdur v\u0259 onlar nec\u0259 istifad\u0259 oluna bil\u0259r? Bu m\u0259lumatlar transfer dan\u0131\u015f\u0131qlar\u0131nda al\u0131c\u0131 klubun xeyrin\u0259 istifad\u0259 edil\u0259 bil\u0259rmi? Ayd\u0131n qanuni \u00e7\u0259r\u00e7iv\u0259nin olmamas\u0131 potensial sui-istifad\u0259l\u0259r\u0259 yol a\u00e7a bil\u0259r. Bundan \u0259lav\u0259, analitik modell\u0259rin “qara qutu” xarakteri da\u015f\u0131mas\u0131 – y\u0259ni onlar\u0131n q\u0259rar q\u0259bulu mexanizminin \u015f\u0259ffaf olmamas\u0131 – m\u0259\u015fq\u00e7il\u0259rin bu al\u0259tl\u0259r\u0259 tam etibar etm\u0259sin\u0259 mane ola bil\u0259r.<\/p>\n<ul>\n<li>M\u0259lumatlar\u0131n keyfiyy\u0259ti v\u0259 taml\u0131\u011f\u0131: Ki\u00e7ik liqalarda v\u0259 g\u0259ncl\u0259r yar\u0131\u015flar\u0131nda m\u0259lumatlar\u0131n toplanmas\u0131 sistemi q\u00fcsurlu ola bil\u0259r, bu da modell\u0259rin d\u0259qiqliyini a\u015fa\u011f\u0131 sal\u0131r.<\/li>\n<li>Kontekstin n\u0259z\u0259r\u0259 al\u0131nmamas\u0131: R\u0259q\u0259msal metrikalar oyunun emosional v\u0259 psixoloji kontekstini, hakimin q\u0259rarlar\u0131n\u0131, meydan\u0131n v\u0259ziyy\u0259tini tam \u0259ks etdir\u0259 bilmir.<\/li>\n<li>Maliyy\u0259 b\u0259rab\u0259rsizliyi: B\u00f6y\u00fck b\u00fcdc\u0259li klublar qabaqc\u0131l analitik sisteml\u0259r\u0259 investisiya ed\u0259 bil\u0259r, ki\u00e7ik klublar is\u0259 bu imkandan m\u0259hrum qal\u0131r, bu da liqada r\u0259qab\u0259t b\u0259rab\u0259rsizliyin\u0259 s\u0259b\u0259b ola bil\u0259r.<\/li>\n<li>\u0130dman\u00e7\u0131lar\u0131n psixologiyas\u0131na t\u0259sir: Davaml\u0131 monitorinq v\u0259 r\u0259q\u0259msal qiym\u0259tl\u0259ndirm\u0259 oyun\u00e7ularda stres v\u0259 performans t\u0259zyiqi yarada bil\u0259r.<\/li>\n<li><\/li>\n<\/ul>\n<p>G\u0259l\u0259c\u0259kd\u0259 idman analitikas\u0131n\u0131n inki\u015faf\u0131 daha \u00e7ox inteqrasiya v\u0259 \u015f\u0259ffafl\u0131q istiqam\u0259tind\u0259 ged\u0259c\u0259k. M\u00fcasir texnologiyalar\u0131n d\u0259st\u0259yi il\u0259 m\u0259lumatlar\u0131n emal\u0131 daha s\u00fcr\u0259tli v\u0259 d\u0259qiq olacaq, lakin bu prosesd\u0259 insan amilinin rolu h\u0259mi\u015f\u0259 \u0259sas qalacaq. M\u00fct\u0259x\u0259ssisl\u0259r analitikan\u0131 t\u0259cr\u00fcb\u0259 v\u0259 intuisiya il\u0259 birl\u0259\u015fdir\u0259r\u0259k daha s\u0259m\u0259r\u0259li q\u0259rarlar q\u0259bul ed\u0259 bil\u0259c\u0259kl\u0259r. For general context and terms, see <a href=\"https:\/\/www.uefa.com\/uefachampionsleague\/\">UEFA Champions League hub<\/a>.<\/p>\n<p>Az\u0259rbaycanda idman\u0131n r\u0259q\u0259msalla\u015fmas\u0131 davam etdikc\u0259, analitik yana\u015fmalar\u0131n t\u0259tbiqi d\u0259 geni\u015fl\u0259n\u0259c\u0259k. Bu, t\u0259kc\u0259 pe\u015f\u0259kar idman\u0131 deyil, h\u0259m d\u0259 g\u0259ncl\u0259rin haz\u0131rlanmas\u0131 v\u0259 k\u00fctl\u0259vi idman t\u0259dbirl\u0259rinin t\u0259\u015fkilind\u0259 m\u00fcsb\u0259t n\u0259tic\u0259l\u0259r ver\u0259 bil\u0259r. Texnologiyalar\u0131n d\u00fczg\u00fcn istifad\u0259si idman\u00e7\u0131lar\u0131n potensial\u0131n\u0131 tam a\u00e7ma\u011fa v\u0259 idman s\u0259nayesinin inki\u015faf\u0131na k\u00f6m\u0259k ed\u0259c\u0259k.<\/p>\n<p>\u00dcmumilikd\u0259, idman analitikas\u0131 idman\u0131n t\u0259kmill\u0259\u015fdirilm\u0259si \u00fc\u00e7\u00fcn g\u00fccl\u00fc bir vasit\u0259dir. Onun effektivliyi m\u0259lumatlar\u0131n keyfiyy\u0259tind\u0259n, m\u00fct\u0259x\u0259ssisl\u0259rin bacar\u0131\u011f\u0131ndan v\u0259 etik prinsipl\u0259r\u0259 riay\u0259td\u0259n as\u0131l\u0131d\u0131r. D\u0259yi\u015f\u0259n d\u00fcnyada bu texnologiyalar\u0131n balansla\u015fd\u0131r\u0131lm\u0131\u015f t\u0259tbiqi idman\u0131n g\u0259l\u0259c\u0259yini m\u00fc\u0259yy\u0259n ed\u0259c\u0259k \u0259sas amill\u0259rd\u0259n birin\u0259 \u00e7evrilir.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Idman analitikas\u0131nda m\u0259lumat v\u0259 AI inqilab\u0131 Az\u0259rbaycanda idman analitikas\u0131 – yeni metrikalar, modell\u0259r v\u0259 m\u0259hdudiyy\u0259tl\u0259r Idman\u0131n r\u0259q\u0259msal transformasiyas\u0131 d\u00fcnyan\u0131n h\u0259r yerind\u0259 oldu\u011fu kimi Az\u0259rbaycanda da \u00f6z t\u0259sirini g\u00f6st\u0259rir. Art\u0131q idman t\u0259hlili anlay\u0131\u015f\u0131 \u0259srl\u0259r boyu m\u00f6vcud olan sad\u0259 statistikadan \u00e7\u0131xaraq, m\u00fcr\u0259kk\u0259b m\u0259lumat toplusu v\u0259 s\u00fcni intellekt alqoritml\u0259ri \u0259sas\u0131nda q\u0259rarlar\u0131n q\u0259bul edildiyi elmi f\u0259aliyy\u0259t\u0259 \u00e7evrilib. Bu d\u0259yi\u015fiklik… <a href=\"https:\/\/axisloopgames.com\/?p=12523\" rel=\"bookmark\">Read More »<span class=\"screen-reader-text\">Idman analitikas\u0131nda m\u0259lumat v\u0259 AI inqilab\u0131<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"neve_meta_sidebar":"","neve_meta_container":"","neve_meta_enable_content_width":"","neve_meta_content_width":0,"neve_meta_title_alignment":"","neve_meta_author_avatar":"","neve_post_elements_order":"","neve_meta_disable_header":"","neve_meta_disable_footer":"","neve_meta_disable_title":"","_themeisle_gutenberg_block_has_review":false,"footnotes":""},"categories":[1],"tags":[],"class_list":["post-12523","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"_links":{"self":[{"href":"https:\/\/axisloopgames.com\/index.php?rest_route=\/wp\/v2\/posts\/12523","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/axisloopgames.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/axisloopgames.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/axisloopgames.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/axisloopgames.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=12523"}],"version-history":[{"count":1,"href":"https:\/\/axisloopgames.com\/index.php?rest_route=\/wp\/v2\/posts\/12523\/revisions"}],"predecessor-version":[{"id":12524,"href":"https:\/\/axisloopgames.com\/index.php?rest_route=\/wp\/v2\/posts\/12523\/revisions\/12524"}],"wp:attachment":[{"href":"https:\/\/axisloopgames.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=12523"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/axisloopgames.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=12523"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/axisloopgames.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=12523"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}