{"id":49389,"date":"2026-03-24T06:11:56","date_gmt":"2026-03-24T09:11:56","guid":{"rendered":"https:\/\/www.restaurantecedrus.com.br\/?p=49389"},"modified":"2026-03-06T16:45:05","modified_gmt":"2026-03-06T19:45:05","slug":"idman-analitikasinda-ai-v-data-il-dyisn-qaydalar","status":"publish","type":"post","link":"https:\/\/www.restaurantecedrus.com.br\/?p=49389","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>Az\u0259rbaycanda idman analitikas\u0131 – AI modell\u0259ri, metrikalar v\u0259 m\u0259hdudiyy\u0259tl\u0259r<\/h1>\n<p>Az\u0259rbaycanda idman, t\u0259kc\u0259 meydan\u00e7adak\u0131 bacar\u0131q deyil, h\u0259m d\u0259 r\u0259q\u0259msal m\u0259lumat d\u0259rinlikl\u0259rind\u0259 apar\u0131lan bir sava\u015fa \u00e7evrilib. Son onillikl\u0259rd\u0259 idman analitikas\u0131, \u0259n\u0259n\u0259vi m\u0259\u015fq\u00e7i g\u00f6zl\u0259mind\u0259n elmi data modell\u0259\u015fdirm\u0259sin\u0259 do\u011fru s\u00fcr\u0259tl\u0259 ir\u0259lil\u0259yir. Bu d\u0259yi\u015fiklik, qlobal trendl\u0259rl\u0259 yana\u015f\u0131, yerli futbol liqalar\u0131ndan g\u00fcl\u0259\u015f\u0259 q\u0259d\u0259r Az\u0259rbaycan idman\u0131n\u0131n idar\u0259 edilm\u0259si, strategiyalar\u0131n qurulmas\u0131 v\u0259 g\u0259nc istedadlar\u0131n a\u015fkarlanmas\u0131 \u00fcsullar\u0131n\u0131 k\u00f6k\u00fcnd\u0259n d\u0259yi\u015fdirir. Bu m\u0259qal\u0259d\u0259, b\u00f6y\u00fck m\u0259lumat v\u0259 s\u00fcni intellektin (AI) idman t\u0259hlilin\u0259 nec\u0259 yeni \u00f6l\u00e7\u00fcl\u0259r g\u0259tirdiyini, istifad\u0259 olunan \u0259sas metrikalar\u0131, modell\u0259rin i\u015f prinsipl\u0259rini v\u0259 qar\u015f\u0131la\u015f\u0131lan praktiki m\u0259hdudiyy\u0259tl\u0259ri, x\u00fcsusil\u0259 Az\u0259rbaycan kontekstind\u0259 ara\u015fd\u0131raca\u011f\u0131q. Bu texnologiyalar\u0131n t\u0259tbiqi, m\u0259s\u0259l\u0259n, mobil t\u0259tbiql\u0259rd\u0259 d\u0259 geni\u015f yay\u0131l\u0131b, lakin \u0259sas diqq\u0259t elm v\u0259 t\u0259hlil metodologiyas\u0131na y\u00f6n\u0259lib. M\u00fcasir analitika platformalar\u0131, o c\u00fcml\u0259d\u0259n <a href=\"https:\/\/mostbet-apk-azerbaycan.com\/\">mostbet indir<\/a> kimi t\u0259tbiql\u0259r vasit\u0259sil\u0259 d\u0259 \u0259ld\u0259 edil\u0259 bil\u0259n m\u0259lumatlar, art\u0131q t\u0259k bir oyun\u00e7u h\u0259r\u0259k\u0259tinin bel\u0259 mikro-t\u0259hlilin\u0259 imkan verir.<\/p>\n<h2>Analitikan\u0131n t\u0259kam\u00fcl\u00fc – statistikadan proqnozla\u015fd\u0131rmaya ke\u00e7id<\/h2>\n<p>Ke\u00e7mi\u015fd\u0259 Az\u0259rbaycan idman klubular\u0131nda u\u00e7otu \u0259sas\u0259n vurulan qollar, etdiyin\u0259 m\u0259ruz qald\u0131\u011f\u0131 qollar, sar\u0131 v\u0259 q\u0131rm\u0131z\u0131 v\u0259r\u0259q\u0259l\u0259r kimi \u0259sas statistikalar il\u0259 m\u0259hdudla\u015f\u0131rd\u0131. Lakin, komp\u00fcter hesablama q\u00fcvv\u0259sinin artmas\u0131 v\u0259 oyun zaman\u0131 m\u0259lumat y\u0131\u011f\u0131m\u0131n\u0131n avtomatla\u015fd\u0131r\u0131lmas\u0131 il\u0259 analitika tamamil\u0259 yeni bir m\u0259rh\u0259l\u0259y\u0259 q\u0259d\u0259m qoydu. \u0130ndi h\u0259r bir oyun\u00e7u \u00fc\u00e7\u00fcn y\u00fczl\u0259rl\u0259 d\u0259yi\u015f\u0259n – m\u0259saf\u0259 qa\u00e7d\u0131\u011f\u0131, sprint say\u0131, toxunma say\u0131, \u00f6t\u00fcrm\u0259 u\u011fur faizi, t\u0259zyiq b\u00f6lg\u0259l\u0259ri v\u0259 daha \u00e7oxu – real vaxt rejimind\u0259 qeyd\u0259 al\u0131n\u0131r. Bu ke\u00e7id, t\u0259sviri statistikadan (n\u0259 ba\u015f verib) proqnozla\u015fd\u0131r\u0131c\u0131 (n\u0259 ba\u015f ver\u0259 bil\u0259r) v\u0259 h\u0259tta t\u00f6vsiy\u0259 verici (n\u0259 etm\u0259k laz\u0131md\u0131r) analitikaya do\u011fru h\u0259yata ke\u00e7irilib. Az\u0259rbaycan Premyer Liqas\u0131nda da bu texnologiyalar\u0131n t\u0259dric\u0259n t\u0259tbiqin\u0259 ba\u015flan\u0131l\u0131b, x\u00fcsusil\u0259 b\u00fcdc\u0259si daha y\u00fcks\u0259k olan klublar r\u0259qab\u0259t \u00fcst\u00fcnl\u00fcy\u00fc \u0259ld\u0259 etm\u0259k \u00fc\u00e7\u00fcn m\u00fcr\u0259kk\u0259b data d\u0259stl\u0259rind\u0259n istifad\u0259 edirl\u0259r.<\/p>\n<h3>Az\u0259rbaycan idman\u0131nda istifad\u0259 olunan \u0259sas metrikalar<\/h3>\n<p>M\u00fcasir idman analitikas\u0131, \u0259n\u0259n\u0259vi statistikalar\u0131 daha d\u0259rin m\u0259naland\u0131ran v\u0259 birl\u0259\u015fdir\u0259n x\u00fcsusi g\u00f6st\u0259ricil\u0259r \u0259traf\u0131nda qurulub. Az\u0259rbaycan kontekstind\u0259 a\u015fa\u011f\u0131dak\u0131 metrikalara \u00fcst\u00fcnl\u00fck verilir:<\/p>\n<ul>\n<li>G\u00f6zl\u0259nil\u0259n Qollar (xG): Bir z\u0259rb\u0259nin qola \u00e7evrilm\u0259 ehtimal\u0131n\u0131 qiym\u0259tl\u0259ndir\u0259n \u0259sas metrikad\u0131r. Bu, komandan\u0131n yaratd\u0131\u011f\u0131 f\u00fcrs\u0259tl\u0259rin keyfiyy\u0259tini v\u0259 qap\u0131\u00e7\u0131n\u0131n performans\u0131n\u0131 daha obyektiv qiym\u0259tl\u0259ndirm\u0259y\u0259 k\u00f6m\u0259k edir.<\/li>\n<li>T\u0259zyiq\u0259 U\u011furla \u00c7\u0131x\u0131\u015f (PPDA): R\u0259qib komandan\u0131n yar\u0131mm\u00fcdafi\u0259 zonas\u0131nda topu ne\u00e7\u0259 \u00f6t\u00fcrm\u0259 etm\u0259sin\u0259 icaz\u0259 verdiyini \u00f6l\u00e7\u00fcr. Bu, komandan\u0131n y\u00fcks\u0259k presinq strategiyas\u0131n\u0131n intensivliyini g\u00f6st\u0259rir.<\/li>\n<li>Proqressiv \u00d6t\u00fcrm\u0259l\u0259r: H\u00fccum istiqam\u0259tind\u0259 v\u0259 r\u0259qibin m\u00fcdafi\u0259 x\u0259ttin\u0259 yax\u0131nla\u015fan u\u011furlu \u00f6t\u00fcrm\u0259l\u0259rin say\u0131. Bu, komandan\u0131n h\u00fccumda n\u0259 q\u0259d\u0259r t\u0259\u015f\u0259bb\u00fcskar oldu\u011funu g\u00f6st\u0259rir.<\/li>\n<li>Oyun\u00e7u T\u0259sir D\u0259y\u0259ri: M\u00fcxt\u0259lif h\u0259r\u0259k\u0259tl\u0259rin (qol, \u00f6t\u00fcrm\u0259, m\u00fcdafi\u0259 pozuntusu v\u0259 s.) oyunun n\u0259tic\u0259sin\u0259 olan statistik t\u0259sirini birl\u0259\u015fdir\u0259n kompozit g\u00f6st\u0259rici.<\/li>\n<li>Yor\u011funluq v\u0259 Sa\u011flaml\u0131q Metrikalar\u0131: GPS monitorlar\u0131 il\u0259 \u00f6l\u00e7\u00fcl\u0259n y\u00fck, y\u00fcks\u0259k intensivliy\u0259 \u00e7atma vaxt\u0131 v\u0259 b\u0259rpa d\u0259r\u0259c\u0259si. Bu, Az\u0259rbaycan\u0131n g\u00fcl\u0259\u015f v\u0259 c\u00fcdo kimi f\u0259rdi idman n\u00f6vl\u0259rind\u0259 d\u0259 x\u00fcsusi \u0259h\u0259miyy\u0259t k\u0259sb edir.<\/li>\n<li>Transfer Bazar\u0131 D\u0259y\u0259r Analizi: G\u0259nc Az\u0259rbaycanl\u0131 futbol\u00e7ular\u0131n beyn\u0259lxalq bazardak\u0131 potensial d\u0259y\u0259rini m\u00fc\u0259yy\u0259n etm\u0259k \u00fc\u00e7\u00fcn performans, ya\u015f v\u0259 bazar \u015f\u0259rtl\u0259rini birl\u0259\u015fdir\u0259n modell\u0259r.<\/li>\n<\/ul>\n<h2>S\u00fcni intellektin idman t\u0259hlilin\u0259 t\u0259tbiqi<\/h2>\n<p>S\u00fcni intellekt, x\u00fcsusil\u0259 ma\u015f\u0131n \u00f6yr\u0259nm\u0259si v\u0259 d\u0259rin \u00f6yr\u0259nm\u0259, y\u0131\u011f\u0131lm\u0131\u015f kobud m\u0259lumatlar\u0131 h\u0259qiqi strategiya bilikl\u0259rin\u0259 \u00e7evirm\u0259k \u00fc\u00e7\u00fcn \u0259sas vasit\u0259dir. AI modell\u0259ri, insan t\u0259hlil\u00e7il\u0259rin n\u0259z\u0259rind\u0259n qa\u00e7a bil\u0259n m\u00fcr\u0259kk\u0259b n\u00fcmun\u0259l\u0259ri v\u0259 korrelyasiyalar\u0131 a\u015fkar ed\u0259 bilir. Az\u0259rbaycanda bu texnologiyalar\u0131n t\u0259tbiqi h\u0259l\u0259 erk\u0259n m\u0259rh\u0259l\u0259d\u0259dir, lakin potensial istiqam\u0259tl\u0259r ayd\u0131n g\u00f6r\u00fcn\u00fcr. For general context and terms, see <a href=\"https:\/\/www.nba.com\/\">NBA official site<\/a>.<\/p>\n<p>AI-n\u0131n \u0259sas t\u0259tbiq sah\u0259l\u0259rind\u0259n biri oyun taktikas\u0131n\u0131n avtomatik t\u0259hlilidir. Komp\u00fcter g\u00f6rm\u0259 alqoritml\u0259ri video yaz\u0131lardan istifad\u0259 ed\u0259r\u0259k oyun\u00e7ular\u0131n m\u00f6vqel\u0259rini, komanda formas\u0131n\u0131 v\u0259 topun trayektoriyas\u0131n\u0131 avtomatik olaraq izl\u0259yir v\u0259 qeyd edir. Bu, m\u0259\u015fq\u00e7il\u0259r\u0259 r\u0259qib komandan\u0131n z\u0259if v\u0259 g\u00fccl\u00fc t\u0259r\u0259fl\u0259ri haqq\u0131nda d\u0259rin m\u0259lumat verir. Dig\u0259r bir kritik istifad\u0259 sah\u0259si is\u0259 z\u0259d\u0259l\u0259rin proqnozla\u015fd\u0131r\u0131lmas\u0131d\u0131r. Ma\u015f\u0131n \u00f6yr\u0259nm\u0259 modell\u0259ri, oyun\u00e7unun m\u0259\u015fq y\u00fck\u00fc, oyun vaxt\u0131, \u0259vv\u0259lki z\u0259d\u0259 tarix\u00e7\u0259si v\u0259 h\u0259tta biomexaniki m\u0259lumatlar\u0131 t\u0259hlil ed\u0259r\u0259k, g\u0259l\u0259c\u0259k z\u0259d\u0259 riskini qiym\u0259tl\u0259ndir\u0259 bilir. Bu, Az\u0259rbaycan klublar\u0131n\u0131n \u0259n d\u0259y\u0259rli aktivl\u0259rini – idman\u00e7\u0131lar\u0131n\u0131 qorumaq \u00fc\u00e7\u00fcn h\u0259yati \u0259h\u0259miyy\u0259t k\u0259sb edir. For a quick, neutral reference, see <a href=\"https:\/\/www.premierleague.com\/\">Premier League official site<\/a>.<\/p>\n<h3>AI modell\u0259rinin i\u015f prinsipl\u0259ri v\u0259 n\u00fcmun\u0259l\u0259ri<\/h3>\n<p>AI modell\u0259ri ad\u0259t\u0259n tarixi v\u0259 real-vaxt m\u0259lumatlar\u0131na \u0259saslanaraq m\u00fc\u0259yy\u0259n v\u0259zif\u0259l\u0259ri yerin\u0259 yetirm\u0259k \u00fc\u00e7\u00fcn haz\u0131rlan\u0131r. M\u0259s\u0259l\u0259n, reqressiya modell\u0259ri oyun\u00e7unun g\u0259l\u0259c\u0259k performans\u0131n\u0131 (m\u0259s\u0259l\u0259n, m\u00f6vs\u00fcm \u0259rzind\u0259 vuraca\u011f\u0131 qollar\u0131n say\u0131n\u0131) proqnozla\u015fd\u0131rmaq \u00fc\u00e7\u00fcn istifad\u0259 oluna bil\u0259r. Sinifl\u0259ndirm\u0259 modell\u0259ri is\u0259 m\u00fc\u0259yy\u0259n bir oyun\u00e7u tipinin (m\u0259s\u0259l\u0259n, yarad\u0131c\u0131 yar\u0131mm\u00fcdafi\u0259\u00e7i) m\u00fc\u0259yy\u0259n bir taktiki sistemd\u0259 u\u011furlu olub-olmayaca\u011f\u0131n\u0131 m\u00fc\u0259yy\u0259n etm\u0259k \u00fc\u00e7\u00fcn i\u015fl\u0259dilir. D\u0259rin \u00f6yr\u0259nm\u0259 \u015f\u0259b\u0259k\u0259l\u0259ri, komanda h\u0259r\u0259k\u0259tl\u0259rinin m\u00fcr\u0259kk\u0259b n\u00fcmun\u0259l\u0259rini tan\u0131maq v\u0259 alternativ taktiki ssenaril\u0259rin n\u0259tic\u0259l\u0259rini simulyasiya etm\u0259k \u00fc\u00e7\u00fcn istifad\u0259 olunur. Az\u0259rbaycan kimi bazarlarda, maliyy\u0259 resurslar\u0131 m\u0259hdud oldu\u011fu \u00fc\u00e7\u00fcn, \u00e7ox vaxt “transfer oyun\u00e7usu” kimi tan\u0131nan v\u0259 ya qiym\u0259ti a\u015fa\u011f\u0131 olan, lakin AI modelinin proqnozuna g\u00f6r\u0259 y\u00fcks\u0259k potensial da\u015f\u0131yan futbol\u00e7ular\u0131n a\u015fkarlanmas\u0131na diqq\u0259t art\u0131r.<\/p>\n<h2>Analitikan\u0131n qar\u015f\u0131la\u015fd\u0131\u011f\u0131 m\u0259hdudiyy\u0259tl\u0259r v\u0259 probleml\u0259r<\/h2>\n<p>Data v\u0259 AI il\u0259 idman analitikas\u0131 inan\u0131lmaz imkanlar t\u0259qdim ets\u0259 d\u0259, bu, he\u00e7 d\u0259 h\u0259ll olunmam\u0131\u015f \u00e7\u0259tinlikl\u0259r olmadan deyil. Bu m\u0259hdudiyy\u0259tl\u0259r qlobal xarakter da\u015f\u0131sa da, Az\u0259rbaycanda \u00f6z\u00fcn\u0259m\u0259xsus \u00e7alarlar al\u0131r.<\/p>\n<ul>\n<li>M\u0259lumat\u0131n Keyfiyy\u0259ti v\u0259 Tutarl\u0131l\u0131\u011f\u0131: Ki\u00e7ik liqalarda, o c\u00fcml\u0259d\u0259n Az\u0259rbaycanda, m\u0259lumat y\u0131\u011f\u0131m\u0131 infrastrukturu h\u0259l\u0259 d\u0259 inki\u015faf etm\u0259kd\u0259dir. M\u00fcxt\u0259lif oyunlar \u00fc\u00e7\u00fcn m\u0259lumatlar\u0131n taml\u0131\u011f\u0131 v\u0259 d\u0259qiqliyi f\u0259rql\u0259n\u0259 bil\u0259r, bu da modell\u0259rin etibarl\u0131l\u0131\u011f\u0131n\u0131 a\u015fa\u011f\u0131 sala bil\u0259r.<\/li>\n<li>“M\u0259\u015fq\u00e7i \u0130\u00e7g\u00fcd\u00fcs\u00fc” il\u0259 Tarazl\u0131q: R\u0259q\u0259msal analitika insan t\u0259cr\u00fcb\u0259sinin v\u0259 kontekst anlay\u0131\u015f\u0131n\u0131n yerini tuta bilm\u0259z. U\u011furlu klublar, AI-n\u0131n t\u00f6vsiy\u0259l\u0259ri il\u0259 m\u0259\u015fq\u00e7inin v\u0259 k\u0259\u015ffiyyat\u00e7\u0131lar\u0131n idman haqq\u0131nda d\u0259rin bilikl\u0259rini birl\u0259\u015fdirirl\u0259r.<\/li>\n<li>Maliyy\u0259 B\u0259rab\u0259rsizliyi: Qabaqc\u0131l analitika sisteml\u0259ri v\u0259 m\u00fct\u0259x\u0259ssisl\u0259ri c\u0259lb etm\u0259k baha ba\u015fa g\u0259lir. Bu, Az\u0259rbaycan Premyer Liqas\u0131nda klublar aras\u0131nda daha da b\u00f6y\u00fck bir u\u00e7urum yarada bil\u0259r, \u00e7\u00fcnki b\u00fcdc\u0259si daha b\u00f6y\u00fck olan klublar daha inki\u015faf etmi\u015f texnologiyalara investisiya qoya bil\u0259r.<\/li>\n<li>Etik M\u0259s\u0259l\u0259l\u0259r v\u0259 M\u0259xfilik: Oyun\u00e7ular\u0131n f\u0259rdi sa\u011flaml\u0131q v\u0259 performans m\u0259lumatlar\u0131n\u0131n toplanmas\u0131 m\u0259xfilik narahatl\u0131qlar\u0131n\u0131 art\u0131r\u0131r. Bu m\u0259lumatlar\u0131n nec\u0259, kim t\u0259r\u0259find\u0259n v\u0259 hans\u0131 m\u0259qs\u0259dl\u0259r \u00fc\u00e7\u00fcn istifad\u0259 oluna bil\u0259c\u0259yin\u0259 dair qanuni \u00e7\u0259r\u00e7iv\u0259l\u0259r Az\u0259rbaycanda h\u0259l\u0259 d\u0259 tam formala\u015fmay\u0131b.<\/li>\n<li>Modelin H\u0259dd\u0259n Art\u0131q Optimalla\u015fd\u0131r\u0131lmas\u0131 (Overfitting): Tarixi m\u0259lumatlara \u00e7ox uy\u011funla\u015fd\u0131r\u0131lm\u0131\u015f modell\u0259r g\u0259l\u0259c\u0259k v\u0259ziyy\u0259tl\u0259ri, x\u00fcsus\u0259n d\u0259 qeyri-adi hadis\u0259l\u0259ri (m\u0259s\u0259l\u0259n, g\u00f6zl\u0259nilm\u0259z g\u0259nc istedad\u0131n y\u00fcks\u0259li\u015fi) proqnozla\u015fd\u0131rmaqda u\u011fursuz ola bil\u0259r.<\/li>\n<li>\u0130dman\u0131n “\u0130nsani” Amilinin K\u0259miyy\u0259tl\u0259\u015fdirilm\u0259si: Komanda ruhu, motivasiya, oyun zaman\u0131 psixoloji t\u0259zyiq kimi amill\u0259ri \u00f6l\u00e7m\u0259k v\u0259 modell\u0259\u015fdirm\u0259k son d\u0259r\u0259c\u0259 \u00e7\u0259tindir, lakin bu amill\u0259r n\u0259tic\u0259y\u0259 \u00e7ox t\u0259sir ed\u0259 bil\u0259r.<\/li>\n<\/ul>\n<h2>Az\u0259rbaycan idman\u0131n\u0131n g\u0259l\u0259c\u0259yi – data il\u0259 idar\u0259etm\u0259<\/h2>\n<p>G\u0259l\u0259c\u0259kd\u0259, idman analitikas\u0131 Az\u0259rbaycanda t\u0259kc\u0259 pe\u015f\u0259kar klublar\u0131n deyil, h\u0259m d\u0259 g\u0259ncl\u0259rin yeti\u015fdirilm\u0259si, milli komandalar\u0131n haz\u0131rl\u0131\u011f\u0131 v\u0259 h\u0259tta idman infrastrukturu layih\u0259l\u0259rinin planla\u015fd\u0131r\u0131lmas\u0131 s\u0259viyy\u0259sind\u0259 m\u0259rk\u0259zi rol oynayacaq. G\u0259nc istedadlar\u0131n a\u015fkarlanmas\u0131 sistemi, g\u0259nc ya\u015fdan etibar\u0259n toplanan biomexaniki v\u0259 performans m\u0259lumatlar\u0131 il\u0259 daha da z\u0259nginl\u0259\u015f\u0259 bil\u0259r. Bu, Az\u0259rbaycan\u0131n \u0259n\u0259n\u0259vi olaraq g\u00fccl\u00fc oldu\u011fu f\u0259rdi idman n\u00f6vl\u0259rind\u0259 d\u0259qiq m\u0259\u015fq proqramlar\u0131n\u0131n haz\u0131rlanmas\u0131na k\u00f6m\u0259k ed\u0259c\u0259k.<\/p>\n<p>H\u0259m\u00e7inin, idman t\u0259dbirl\u0259rinin t\u0259\u015fkili v\u0259 t\u0259hl\u00fck\u0259sizliyinin idar\u0259 edilm\u0259sind\u0259 d\u0259 b\u00f6y\u00fck m\u0259lumat analitikas\u0131ndan istifad\u0259 oluna bil\u0259r. M\u0259s\u0259l\u0259n, Az\u0259rbaycanda ke\u00e7iril\u0259n beyn\u0259lxalq yar\u0131\u015flar zaman\u0131 tama\u015fa\u00e7\u0131 ax\u0131nlar\u0131n\u0131n proqnozla\u015fd\u0131r\u0131lmas\u0131, t\u0259hl\u00fck\u0259sizlik t\u0259dbirl\u0259rinin optimalla\u015fd\u0131r\u0131lmas\u0131 v\u0259 ictimai n\u0259qliyyat y\u00fck\u00fcn\u00fcn idar\u0259 edilm\u0259si \u00fc\u00e7\u00fcn modell\u0259r t\u0259tbiq edil\u0259 bil\u0259r. Bu, idman\u0131n iqtisadi v\u0259 sosial t\u0259sirini maksimuma \u00e7atd\u0131rma\u011fa k\u00f6m\u0259k edir.<\/p>\n<h3>Yerli kontekstd\u0259 texnologiyan\u0131n inteqrasiyas\u0131 \u00fc\u00e7\u00fcn add\u0131mlar<\/h3>\n<p>Az\u0259rbaycan\u0131n idman analitikas\u0131 sah\u0259sind\u0259 u\u011fur qazanmas\u0131 \u00fc\u00e7\u00fcn bir ne\u00e7\u0259 \u0259sas istiqam\u0259t\u0259 diqq\u0259t yetirm\u0259k vacibdir. Birincisi, t\u0259hsil sistemind\u0259 idman elml\u0259ri v\u0259 data analitikas\u0131 ixtisaslar\u0131n\u0131n k\u0259si\u015fm\u0259sini t\u0259\u015fviq etm\u0259k laz\u0131md\u0131r. \u0130kincisi, yerli texnoloji \u015firk\u0259tl\u0259r v\u0259 idman qurumlar\u0131 aras\u0131nda t\u0259r\u0259fda\u015fl\u0131qlar, x\u00fcsusi yerli ehtiyaclara cavab ver\u0259n s\u0259m\u0259r\u0259li v\u0259 daha az bahal\u0131 analitika h\u0259ll\u0259rinin yarad\u0131lmas\u0131na s\u0259b\u0259b ola bil\u0259r. \u00dc\u00e7\u00fcnc\u00fcs\u00fc, idman federasiyalar\u0131 t\u0259r\u0259find\u0259n m\u0259lumat y\u0131\u011f\u0131m\u0131 \u00fc\u00e7\u00fcn v<\/p>\n<p>ahidl\u0259\u015fdirilmi\u015f standartlar\u0131n q\u0259bul edilm\u0259si, m\u0259lumatlar\u0131n m\u00fcqayis\u0259li t\u0259hlilini v\u0259 uzunm\u00fcdd\u0259tli trendl\u0259rin izl\u0259nilm\u0259sini asanla\u015fd\u0131racaq. Bu add\u0131mlar, idman idar\u0259\u00e7iliyind\u0259 q\u0259rarlar\u0131n daha obyektiv v\u0259 s\u00fcbuta \u0259saslanan olmas\u0131na k\u00f6m\u0259k ed\u0259c\u0259k.<\/p>\n<p>\u00dcmumilikd\u0259, idman analitikas\u0131 idman\u0131n mahiyy\u0259tini d\u0259yi\u015fdirm\u0259k \u00fc\u00e7\u00fcn deyil, onu daha d\u0259rind\u0259n ba\u015fa d\u00fc\u015fm\u0259k v\u0259 inki\u015faf etdirm\u0259k \u00fc\u00e7\u00fcn g\u00fccl\u00fc bir vasit\u0259dir. Az\u0259rbaycan idman\u0131n\u0131n bu texnologiyan\u0131 u\u011furla inteqrasiya etm\u0259si, idman\u00e7\u0131lar\u0131n potensial\u0131n\u0131n tam a\u00e7\u0131lmas\u0131na, idman t\u0259dbirl\u0259rinin effektivliyinin art\u0131r\u0131lmas\u0131na v\u0259 \u00f6lk\u0259nin idman sah\u0259sind\u0259ki m\u00f6vqeyinin m\u00f6hk\u0259ml\u0259nm\u0259sin\u0259 k\u00f6m\u0259k ed\u0259 bil\u0259r. Texnologiyan\u0131n s\u00fcr\u0259tli inki\u015faf\u0131 il\u0259 bu sah\u0259d\u0259ki imkanlar da daim geni\u015fl\u0259nir.<\/p>\n<p>G\u0259l\u0259c\u0259k perspektivl\u0259r, idman elml\u0259ri, m\u0259lumat analitikas\u0131 v\u0259 s\u00fcni intellektin daha s\u0131x inteqrasiyas\u0131n\u0131 n\u0259z\u0259rd\u0259 tutur. Bu, idman\u0131n h\u0259m pe\u015f\u0259kar, h\u0259m d\u0259 k\u00fctl\u0259vi s\u0259viyy\u0259d\u0259 daha effektiv, \u0259dal\u0259tli v\u0259 maraql\u0131 olmas\u0131na \u015f\u0259rait yaradacaq.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Idman analitikas\u0131nda AI v\u0259 data il\u0259 d\u0259yi\u015f\u0259n qaydalar Az\u0259rbaycanda idman analitikas\u0131 – AI modell\u0259ri, metrikalar v\u0259 m\u0259hdudiyy\u0259tl\u0259r Az\u0259rbaycanda idman, t\u0259kc\u0259 meydan\u00e7adak\u0131 bacar\u0131q deyil, h\u0259m d\u0259 r\u0259q\u0259msal m\u0259lumat d\u0259rinlikl\u0259rind\u0259 apar\u0131lan bir sava\u015fa \u00e7evrilib. Son onillikl\u0259rd\u0259 idman analitikas\u0131, \u0259n\u0259n\u0259vi m\u0259\u015fq\u00e7i g\u00f6zl\u0259mind\u0259n elmi data modell\u0259\u015fdirm\u0259sin\u0259 do\u011fru s\u00fcr\u0259tl\u0259 ir\u0259lil\u0259yir. Bu d\u0259yi\u015fiklik, qlobal trendl\u0259rl\u0259 yana\u015f\u0131, yerli futbol liqalar\u0131ndan g\u00fcl\u0259\u015f\u0259 q\u0259d\u0259r <a href=\"https:\/\/www.restaurantecedrus.com.br\/?p=49389\">…Continue Reading<\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-49389","post","type-post","status-publish","format-standard","hentry","category-sem-categoria"],"_links":{"self":[{"href":"https:\/\/www.restaurantecedrus.com.br\/index.php?rest_route=\/wp\/v2\/posts\/49389","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.restaurantecedrus.com.br\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.restaurantecedrus.com.br\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.restaurantecedrus.com.br\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.restaurantecedrus.com.br\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=49389"}],"version-history":[{"count":1,"href":"https:\/\/www.restaurantecedrus.com.br\/index.php?rest_route=\/wp\/v2\/posts\/49389\/revisions"}],"predecessor-version":[{"id":49390,"href":"https:\/\/www.restaurantecedrus.com.br\/index.php?rest_route=\/wp\/v2\/posts\/49389\/revisions\/49390"}],"wp:attachment":[{"href":"https:\/\/www.restaurantecedrus.com.br\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=49389"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.restaurantecedrus.com.br\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=49389"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.restaurantecedrus.com.br\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=49389"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}