{"id":48531,"date":"2026-03-02T05:09:26","date_gmt":"2026-03-02T08:09:26","guid":{"rendered":"https:\/\/www.restaurantecedrus.com.br\/?p=48531"},"modified":"2026-03-03T17:24:30","modified_gmt":"2026-03-03T20:24:30","slug":"idman-analitikasi-ai-il-nec-dyisir-azrbaycan-konteksti","status":"publish","type":"post","link":"https:\/\/www.restaurantecedrus.com.br\/?p=48531","title":{"rendered":"Idman analitikas\u0131 AI il\u0259 nec\u0259 d\u0259yi\u015fir – Az\u0259rbaycan konteksti"},"content":{"rendered":"Idman analitikas\u0131 AI il\u0259 nec\u0259 d\u0259yi\u015fir – Az\u0259rbaycan konteksti<\/title><\/p>\n<h1>Az\u0259rbaycanda idman analitikas\u0131 – veril\u0259nl\u0259r v\u0259 s\u00fcni intellekt inqilab\u0131<\/h1>\n<p>Salam! \u0130dman\u0131n bizim \u00fc\u00e7\u00fcn n\u0259 q\u0259d\u0259r \u0259h\u0259miyy\u0259tli oldu\u011funu ham\u0131m\u0131z bilirik. Amma indi stadionda v\u0259 ekran qar\u015f\u0131s\u0131nda ya\u015fad\u0131\u011f\u0131m\u0131z h\u0259y\u0259can\u0131n arxas\u0131nda tamamil\u0259 yeni bir d\u00fcnya formala\u015f\u0131r – r\u0259q\u0259msal analitikan\u0131n d\u00fcnyas\u0131. Az\u0259rbaycanda da bu d\u0259yi\u015fiklik hiss olunur. Klublar, menecerl\u0259r v\u0259 h\u0259tta fanatlar art\u0131q q\u0259rar q\u0259bul etm\u0259k \u00fc\u00e7\u00fcn n\u0259h\u0259ng m\u0259lumat d\u0259stl\u0259rind\u0259n v\u0259 m\u00fcr\u0259kk\u0259b alqoritml\u0259rd\u0259n istifad\u0259 edirl\u0259r. Bu yaz\u0131da, bu texnologiyalar\u0131n idman t\u0259hlilini nec\u0259 k\u00f6k\u00fcnd\u0259n d\u0259yi\u015fdiyini, hans\u0131 metrikalar\u0131n populyarla\u015fd\u0131\u011f\u0131n\u0131 v\u0259 Az\u0259rbaycan idman\u0131n\u0131n bu trendd\u0259n nec\u0259 faydaland\u0131\u011f\u0131n\u0131 ara\u015fd\u0131raca\u011f\u0131q. M\u00f6vzunu d\u0259rind\u0259n ara\u015fd\u0131ran m\u0259nb\u0259l\u0259rd\u0259n biri d\u0259 <a href=\"https:\/\/mobizmagazine.com\/\">https:\/\/mobizmagazine.com\/<\/a> sayt\u0131d\u0131r, lakin biz burada \u00fcmumi m\u0259nz\u0259r\u0259y\u0259 diqq\u0259t yetir\u0259c\u0259yik.<\/p>\n<h2>Ke\u00e7mi\u015fd\u0259n g\u0259l\u0259c\u0259y\u0259 – analitikan\u0131n t\u0259kam\u00fcl yolu<\/h2>\n<p>Yad\u0131m\u0131za salaq: bir vaxtlar idman statistikas\u0131 adi r\u0259q\u0259ml\u0259r toplusu idi – vurulan qollar, edil\u0259n \u00f6t\u00fcrm\u0259l\u0259r, tutulan top. M\u0259\u015fq\u00e7il\u0259r d\u0259ft\u0259r\u00e7\u0259d\u0259 qeydl\u0259r apar\u0131r, intuisiya v\u0259 t\u0259cr\u00fcb\u0259 \u0259sas\u0131nda q\u0259rarlar q\u0259bul edirdil\u0259r. Az\u0259rbaycanda da v\u0259ziyy\u0259t bel\u0259 idi. Lakin komp\u00fcterl\u0259rin g\u0259li\u015fi, x\u00fcsusil\u0259 d\u0259 2000-ci ill\u0259rd\u0259n sonra, h\u0259r \u015feyi d\u0259yi\u015fdi. \u0130lk n\u00f6vb\u0259d\u0259, “Moneyball” fenomeni b\u00fct\u00fcn d\u00fcnyada idman menecerl\u0259rinin d\u00fc\u015f\u00fcnc\u0259 t\u0259rzin\u0259 t\u0259sir etdi. Bu, ancaq r\u0259q\u0259ml\u0259r\u0259 \u0259saslanan q\u0259rarlar\u0131n nec\u0259 u\u011fur g\u0259tir\u0259 bil\u0259c\u0259yini g\u00f6st\u0259rdi. Az\u0259rbaycan klublar\u0131 da t\u0259dric\u0259n bu yana\u015fman\u0131 \u00f6yr\u0259nm\u0259y\u0259 ba\u015flad\u0131. \u0130ndi is\u0259 sad\u0259 statistikadan m\u00fcr\u0259kk\u0259b veril\u0259nl\u0259r elmin\u0259 ke\u00e7id ba\u015f verir. H\u0259r oyun, h\u0259r m\u0259\u015fq, h\u0259tta h\u0259r idman\u00e7\u0131n\u0131n yuxu v\u0259 yem\u0259k qaydas\u0131 bel\u0259 r\u0259q\u0259msal m\u0259lumat kimi qeyd olunur v\u0259 t\u0259hlil edilir.<\/p>\n<h3>Az\u0259rbaycan idman\u0131nda m\u0259lumat toplama m\u0259nb\u0259l\u0259ri<\/h3>\n<p>Yerli kontekstd\u0259 m\u0259lumatlar bir ne\u00e7\u0259 \u0259sas m\u0259nb\u0259d\u0259n g\u0259lir. Birincisi, r\u0259smi liqa v\u0259 federasiya statistikalar\u0131d\u0131r. \u0130kincisi, klublar\u0131n \u00f6z daxili m\u0259\u015fq v\u0259 tibbi m\u0259lumat bazalar\u0131d\u0131r. \u00dc\u00e7\u00fcnc\u00fcs\u00fc is\u0259 getdikc\u0259 daha populyarla\u015fan sensor texnologiyalar\u0131d\u0131r. M\u0259s\u0259l\u0259n, futbol\u00e7ular\u0131n formalar\u0131na qura\u015fd\u0131r\u0131lan GPS cihazlar\u0131 onlar\u0131n m\u0259saf\u0259ni, s\u00fcr\u0259ti v\u0259 y\u00fckl\u0259nm\u0259ni \u00f6l\u00e7\u00fcr. Bu, Az\u0259rbaycan Premyer Liqas\u0131nda da t\u0259dric\u0259n t\u0259tbiq olunur. Voleybol v\u0259 g\u00fcl\u0259\u015f kimi dig\u0259r populyar idman n\u00f6vl\u0259rind\u0259 d\u0259 x\u00fcsusi video analiz proqramlar\u0131ndan istifad\u0259 art\u0131r. Bu m\u0259lumatlar\u0131n ham\u0131s\u0131 birl\u0259\u015fdirildikd\u0259, idman\u00e7\u0131n\u0131n performans\u0131 haqq\u0131nda daha \u0259vv\u0259l m\u00fcmk\u00fcn olmayan d\u0259r\u0259c\u0259d\u0259 d\u0259qiq bir \u015f\u0259kil yarad\u0131r.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/focalizando.com.br\/sites\/default\/files\/2022-09\/o-que-e-e-como-e-feito-o-queijo-rosa.jpg\" alt=\"https:\/\/mobizmagazine.com\/\" loading=\"lazy\"><\/p>\n<h2>S\u00fcni intellekt idman t\u0259hlilin\u0259 n\u0259 g\u0259tirib<\/h2>\n<p>S\u00fcni intellekt (AI) sad\u0259c\u0259 bir moda s\u00f6z deyil. O, idman analitikas\u0131nda h\u0259qiqi bir inqilab t\u0259msil edir. AI, insan beyninin i\u015fl\u0259y\u0259 bilm\u0259y\u0259c\u0259yi miqdarda m\u0259lumat\u0131 saniy\u0259l\u0259r \u0259rzind\u0259 emal ed\u0259 bilir v\u0259 n\u00fcansl\u0131 n\u00fcmun\u0259l\u0259ri a\u015fkar ed\u0259 bilir. Bu, Az\u0259rbaycan klublar\u0131 \u00fc\u00e7\u00fcn d\u0259 b\u00f6y\u00fck imkanlar a\u00e7\u0131r. M\u0259s\u0259l\u0259n, AI modell\u0259ri oyun\u00e7unun g\u0259l\u0259c\u0259k performans\u0131n\u0131, z\u0259d\u0259 riskini v\u0259 ya m\u00fc\u0259yy\u0259n r\u0259qib qar\u015f\u0131s\u0131nda \u0259n effektiv taktikan\u0131 proqnozla\u015fd\u0131ra bil\u0259r. Bu, q\u0259rar q\u0259bul etm\u0259 prosesini daha elmi v\u0259 daha az t\u0259sad\u00fcfi edir.<\/p>\n<ul>\n<li>Proqnozla\u015fd\u0131r\u0131c\u0131 Modell\u0259r: Oyun n\u0259tic\u0259sini, oyun\u00e7unun statistikas\u0131n\u0131 v\u0259 ya transferin u\u011furunu proqnozla\u015fd\u0131rmaq \u00fc\u00e7\u00fcn istifad\u0259 olunur. Ke\u00e7mi\u015f m\u0259lumatlara \u0259saslanaraq g\u0259l\u0259c\u0259k hadis\u0259l\u0259rin ehtimal\u0131n\u0131 hesablay\u0131r.<\/li>\n<li>T\u0259snifat Alqoritml\u0259ri: Oyun\u00e7ular\u0131 m\u00fcxt\u0259lif kateqoriyalara (m\u0259s\u0259l\u0259n, “yarad\u0131c\u0131 yar\u0131mm\u00fcdafi\u0259\u00e7i”, “t\u0259zyiqli m\u00fcdafi\u0259\u00e7i”) avtomatik olaraq daxil etm\u0259k \u00fc\u00e7\u00fcn istifad\u0259 olunur. Bu, skautluqda \u00e7ox d\u0259y\u0259rlidir.<\/li>\n<li>Kompy\u00fcter G\u00f6rm\u0259si (Computer Vision): Video \u00e7\u0259kili\u015fl\u0259rini avtomatik t\u0259hlil edir. Topun trayektoriyas\u0131n\u0131, komandan\u0131n meydanda d\u00fcz\u00fcl\u00fc\u015f\u00fcn\u00fc v\u0259 f\u0259rdi oyun\u00e7unun h\u0259r\u0259k\u0259t n\u00fcmun\u0259l\u0259rini izl\u0259yir.<\/li>\n<li>T\u0259bii Dilin Emal\u0131 (NLP): M\u0259tbuat konfranslar\u0131, m\u00fcsahib\u0259l\u0259r v\u0259 sosial media \u015f\u0259rhl\u0259rini t\u0259hlil ed\u0259r\u0259k komandan\u0131n psixoloji v\u0259ziyy\u0259ti v\u0259 ya ictimai r\u0259yi qiym\u0259tl\u0259ndirir.<\/li>\n<li>Z\u0259d\u0259 Riskinin Proqnozla\u015fd\u0131r\u0131lmas\u0131: M\u0259\u015fq y\u00fck\u00fc, tibbi tarix\u00e7\u0259 v\u0259 biometrik m\u0259lumatlar\u0131 t\u0259hlil ed\u0259r\u0259k oyun\u00e7unun z\u0259d\u0259 riskini \u0259vv\u0259lc\u0259d\u0259n m\u00fc\u0259yy\u0259n etm\u0259y\u0259 \u00e7al\u0131\u015f\u0131r.<\/li>\n<li>Oyun Ssenaril\u0259rinin Simulyasiyas\u0131: Minl\u0259rl\u0259 virtual oyun ke\u00e7ir\u0259r\u0259k m\u00fcxt\u0259lif taktiki se\u00e7iml\u0259rin n\u0259tic\u0259l\u0259rini qiym\u0259tl\u0259ndirir.<\/li>\n<\/ul>\n<h2>\u0130ndi hans\u0131 metrikalar \u0259n vacibdir<\/h2>\n<p>K\u00f6hn\u0259 “vurulan qol” v\u0259 “etibarl\u0131 \u00f6t\u00fcrm\u0259” metrikalar\u0131 h\u0259l\u0259 d\u0259 m\u00f6vcuddur, amma onlar art\u0131q kifay\u0259t etmir. M\u00fcasir analitika daha d\u0259rin, kontekstualla\u015fd\u0131r\u0131lm\u0131\u015f g\u00f6st\u0259ricil\u0259r\u0259 diqq\u0259t yetirir. Bu metrikalar t\u0259kc\u0259 n\u0259 ba\u015f verdiyini deyil, h\u0259m d\u0259 nec\u0259 v\u0259 niy\u0259 ba\u015f verdiyini izah etm\u0259y\u0259 \u00e7al\u0131\u015f\u0131r. Az\u0259rbaycan idman\u0131nda da bu d\u0259yi\u015fiklik hiss olunur. M\u0259s\u0259l\u0259n, g\u0259nc futbol\u00e7ular\u0131n haz\u0131rl\u0131\u011f\u0131 art\u0131q ancaq qolla yox, onlar\u0131n meydan\u0131n m\u00fcxt\u0259lif zonlar\u0131nda yaratd\u0131\u011f\u0131 t\u0259hl\u00fck\u0259 il\u0259 d\u0259 qiym\u0259tl\u0259ndirilir.<\/p>\n<table>\n<thead>\n<tr>\n<th>Metrikan\u0131n Kategoriyas\u0131<\/th>\n<th>Konkret N\u00fcmun\u0259<\/th>\n<th>N\u0259 \u00fc\u00e7\u00fcn \u018fh\u0259miyy\u0259tlidir<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>G\u00f6zl\u0259nil\u0259n Qollar (xG)<\/td>\n<td>M\u00fc\u0259yy\u0259n bir v\u0259ziyy\u0259td\u0259n vurulan z\u0259rb\u0259nin qola \u00e7evrilm\u0259 ehtimal\u0131.<\/td>\n<td>Komandan\u0131n yaratd\u0131\u011f\u0131 t\u0259hl\u00fck\u0259nin keyfiyy\u0259tini, t\u0259sad\u00fcfi n\u0259tic\u0259l\u0259rd\u0259n daha yax\u015f\u0131 \u00f6l\u00e7\u00fcr.<\/td>\n<\/tr>\n<tr>\n<td>T\u0259zyiq\u0259 U\u011fram\u0131\u015f \u00d6t\u00fcrm\u0259l\u0259r<\/td>\n<td>R\u0259qib oyun\u00e7unun yax\u0131n t\u0259zyiqi alt\u0131nda edil\u0259n u\u011furlu \u00f6t\u00fcrm\u0259.<\/td>\n<td>Oyun\u00e7unun texniki bacar\u0131q s\u0259viyy\u0259sini v\u0259 soyuqqanl\u0131l\u0131\u011f\u0131n\u0131 g\u00f6st\u0259rir.<\/td>\n<\/tr>\n<tr>\n<td>Proqressiv H\u0259r\u0259k\u0259tl\u0259r<\/td>\n<td>Topu r\u0259qib qap\u0131s\u0131na do\u011fru \u0259h\u0259miyy\u0259tli m\u0259saf\u0259 q\u0259t etdir\u0259n h\u0259r\u0259k\u0259t (\u00f6t\u00fcrm\u0259 v\u0259 ya driblinq).<\/td>\n<td>Komandan\u0131n h\u00fccum t\u0259\u015fkilind\u0259 n\u0259 q\u0259d\u0259r effektiv oldu\u011funu \u00f6l\u00e7\u00fcr.<\/td>\n<\/tr>\n<tr>\n<td>PPDA (H\u00fccumda H\u0259r Passa D\u00fc\u015f\u0259n M\u00fcdafi\u0259 \u018fm\u0259liyyat\u0131)<\/td>\n<td>R\u0259qib komandan\u0131n \u00f6z yar\u0131s\u0131nda etdiyi h\u0259r bir pass \u00fc\u00e7\u00fcn m\u00fcdafi\u0259 komandas\u0131n\u0131n etdiyi t\u0259zyiq h\u0259r\u0259k\u0259tl\u0259rinin say\u0131.<\/td>\n<td>Komandan\u0131n y\u00fcks\u0259k t\u0259zyiq (pressing) strategiyas\u0131n\u0131n intensivliyini qiym\u0259tl\u0259ndirir.<\/td>\n<\/tr>\n<tr>\n<td>Y\u00fckl\u0259nm\u0259 (Workload) Metrikalar\u0131<\/td>\n<td>OYun\u00e7u t\u0259r\u0259find\u0259n q\u0259t edil\u0259n y\u00fcks\u0259k intensivlikli m\u0259saf\u0259 (HIRD) v\u0259 ya sprint say\u0131.<\/td>\n<td>Oyun\u00e7unun fiziki yor\u011funluq s\u0259viyy\u0259sini v\u0259 z\u0259d\u0259 riskini idar\u0259 etm\u0259k \u00fc\u00e7\u00fcn vacibdir.<\/td>\n<\/tr>\n<tr>\n<td>D\u0259y\u0259r \u018flav\u0259si (VA) v\u0259 Qol \u018flav\u0259si (xA)<\/td>\n<td>M\u00fc\u0259yy\u0259n bir h\u0259r\u0259k\u0259tin (m\u0259s\u0259l\u0259n, \u00f6t\u00fcrm\u0259nin) komandan\u0131n qol vurma \u015fans\u0131n\u0131 n\u0259 q\u0259d\u0259r art\u0131rd\u0131\u011f\u0131.<\/td>\n<td>Oyun\u00e7unun h\u00fccumda yaratd\u0131\u011f\u0131 real t\u0259siri k\u0259miyy\u0259tl\u0259\u015fdirir.<\/td>\n<\/tr>\n<tr>\n<td>M\u0259kan T\u0259hlili<\/td>\n<td>Komandan\u0131n orta d\u00fcz\u00fcl\u00fc\u015f\u00fcn\u00fcn eni v\u0259 d\u0259rinliyi, ya da oyun\u00e7unun h\u0259r\u0259k\u0259t istiqam\u0259tl\u0259rinin istilik x\u0259rit\u0259si.<\/td>\n<td>Taktiki qurulu\u015fu v\u0259 f\u0259rdi v\u0259zif\u0259l\u0259ri vizualla\u015fd\u0131rma\u011fa k\u00f6m\u0259k edir.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>Texnologiyan\u0131n m\u0259hdudiyy\u0259tl\u0259ri v\u0259 etik suallar<\/h2>\n<p>Lakin, h\u0259r inqilab\u0131n \u00f6z \u00e7\u0259tinlikl\u0259ri var. Veril\u0259nl\u0259r v\u0259 AI he\u00e7 d\u0259 sehrli d\u0259y\u0259n\u0259k deyil. Onlar\u0131n da m\u0259hdudiyy\u0259tl\u0259ri var v\u0259 bu m\u0259hdudiyy\u0259tl\u0259ri ba\u015fa d\u00fc\u015fm\u0259k, Az\u0259rbaycanda bu al\u0259tl\u0259rd\u0259n s\u0259m\u0259r\u0259li istifad\u0259 etm\u0259k \u00fc\u00e7\u00fcn \u00e7ox vacibdir. \u0130lk problem, m\u0259lumatlar\u0131n keyfiyy\u0259ti v\u0259 taml\u0131\u011f\u0131d\u0131r. Alqoritm yaln\u0131z ona veril\u0259n m\u0259lumat q\u0259d\u0259r yax\u015f\u0131d\u0131r. \u018fg\u0259r m\u0259lumatlar q\u00fcsurlu, qeyri-d\u0259qiq v\u0259 ya qeyri-kamil olarsa, n\u0259tic\u0259l\u0259r d\u0259 yanl\u0131\u015f olacaq. \u0130kincisi, “q\u0259rib\u0259 qutusu” problemi. B\u0259zi m\u00fcr\u0259kk\u0259b AI modell\u0259ri q\u0259rar\u0131n nec\u0259 q\u0259bul edildiyini izah etmir. M\u0259\u015fq\u00e7i \u00fc\u00e7\u00fcn “alqoritm bel\u0259 deyir” dem\u0259k, “niy\u0259” sual\u0131na cavab vermir. Bu, insan m\u00fct\u0259x\u0259ssisl\u0259rin t\u0259cr\u00fcb\u0259si il\u0259 texnologiyan\u0131n t\u00f6vsiy\u0259l\u0259ri aras\u0131nda g\u0259rginlik yarada bil\u0259r.<\/p>\n<ul>\n<li>Maliyy\u0259 B\u0259rab\u0259rsizliyi: Ki\u00e7ik b\u00fcdc\u0259li Az\u0259rbaycan klublar\u0131 \u0259n son analitika platformalar\u0131na b\u00f6y\u00fck klublar q\u0259d\u0259r investisiya ed\u0259 bilm\u0259z. Bu, liqada r\u0259qab\u0259t b\u0259rab\u0259rsizliyini art\u0131ra bil\u0259r.<\/li>\n<li>\u0130nsan Amili: \u0130dman t\u0259kc\u0259 r\u0259q\u0259ml\u0259r deyil, psixologiya, motivasiya v\u0259 duy\u011fulard\u0131r. Alqoritm oyun\u00e7unun ail\u0259 v\u0259ziyy\u0259tini, komanda daxili m\u00fcnasib\u0259tl\u0259ri v\u0259 ya g\u00fcv\u0259n s\u0259viyy\u0259sini \u00f6l\u00e7\u0259 bilm\u0259z.<\/li>\n<li>H\u0259ddind\u0259n art\u0131q as\u0131l\u0131l\u0131q: M\u0259\u015fq\u00e7il\u0259rin \u00f6z intuisiya v\u0259 t\u0259cr\u00fcb\u0259sini tamamil\u0259 r\u0259q\u0259msal t\u00f6vsiy\u0259l\u0259rl\u0259 \u0259v\u0259z etm\u0259 riski var. Bu, kreativliyi v\u0259 idmana xas olan “insani” elementl\u0259ri m\u0259hv ed\u0259 bil\u0259r.<\/li>\n<li>M\u0259lumat T\u0259hl\u00fck\u0259sizliyi: Oyun\u00e7ular\u0131n h\u0259ssas biometrik v\u0259 tibbi m\u0259lumatlar\u0131n\u0131n qorunmas\u0131 b\u00f6y\u00fck problemdir. Bu m\u0259lumatlar\u0131n s\u0131zmas\u0131 v\u0259 ya sui-istifad\u0259si ciddi n\u0259tic\u0259l\u0259r do\u011fura bil\u0259r.<\/li>\n<li>Proqnozun \u00d6z\u00fcn\u00fc Do\u011frulamas\u0131: Alqoritmin proqnozu \u0259sas\u0131nda oyun\u00e7uya az vaxt veril\u0259rs\u0259, o, h\u0259qiq\u0259t\u0259n d\u0259 z\u0259if performans g\u00f6st\u0259r\u0259 bil\u0259r v\u0259 bu da alqoritmin “d\u00fczg\u00fcn” oldu\u011fu q\u0259na\u0259tini yaradar.<\/li>\n<li>Etik M\u0259s\u0259l\u0259l\u0259r: Oyun\u00e7ular\u0131n h\u0259r\u0259k\u0259tl\u0259rinin daimi monitorinqi onlar\u0131n \u015f\u0259xsi h\u0259yat\u0131na m\u00fcdaxil\u0259 kimi q\u0259bul edil\u0259 bil\u0259r. Haradan x\u0259tt \u00e7\u0259kilm\u0259lidir?<\/li>\n<\/ul>\n<h2>Az\u0259rbaycan idman\u0131n\u0131n g\u0259l\u0259c\u0259yi – imkanlar v\u0259 add\u0131mlar<\/h2>\n<p>Az\u0259rbaycan idman\u0131 bu texnoloji dal\u011fan\u0131 nec\u0259 qar\u015f\u0131lay\u0131r? V\u0259ziyy\u0259t dinamikdir. Bir t\u0259r\u0259fd\u0259n, Az\u0259rbaycan Futbol Federasiyalar\u0131 Assosiasiyas\u0131 (AFFA) v\u0259 dig\u0259r federasiyalar r\u0259sli statistikalar\u0131 t\u0259kmill\u0259\u015fdirir v\u0259 b\u0259z\u0259n \u0259sas metrikalar\u0131 ictimail\u0259\u015fdirir. Bir s\u0131ra apar\u0131c\u0131 klublar art\u0131q xarici analitika \u015firk\u0259tl\u0259ri il\u0259 \u0259m\u0259kda\u015fl\u0131q edir v\u0259 ya \u00f6z ki\u00e7ik analitika \u015f\u00f6b\u0259l\u0259rini yarad\u0131r. Dig\u0259r t\u0259r\u0259fd\u0259n, infrastruktur, m\u00fct\u0259x\u0259ssis \u00e7at\u0131\u015fmazl\u0131\u011f\u0131 v\u0259 maliyy\u0259 resurslar\u0131 \u00e7\u0259tinlik yarad\u0131r. G\u0259l\u0259c\u0259k inki\u015faf \u00fc\u00e7\u00fcn bir ne\u00e7\u0259 m\u00fch\u00fcm istiqam\u0259t var. For background definitions and terminology, refer to <a href=\"https:\/\/www.fifa.com\/tournaments\/mens\/worldcup\">FIFA World Cup hub<\/a>.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/images.ps-aws.com\/c?url=https:%2F%2Fd3cm515ijfiu6w.cloudfront.net%2Fwp-content%2Fuploads%2F2023%2F04%2F29164914%2Fmercedes-george-russell-red-bull-max-verstappen-azerbaijan-grand-prix-planet-f1.jpg\" alt=\"https:\/\/mobizmagazine.com\/\" loading=\"lazy\"><\/p>\n<p>\u0130lk add\u0131m t\u0259hsil v\u0259 m\u00fct\u0259x\u0259ssisl<\/p>\n<p>Az\u0259rbaycan idman\u0131n\u0131n g\u0259l\u0259c\u0259yi \u00fc\u00e7\u00fcn t\u0259hsil v\u0259 m\u00fct\u0259x\u0259ssisl\u0259rin haz\u0131rlanmas\u0131 \u0259sas \u015f\u0259rtdir. Universitetl\u0259rd\u0259 idman analitikas\u0131 ixtisaslar\u0131n\u0131n a\u00e7\u0131lmas\u0131 v\u0259 m\u00f6vcud m\u0259\u015fq\u00e7il\u0259r \u00fc\u00e7\u00fcn x\u00fcsusi t\u0259lim kurslar\u0131 t\u0259\u015fkil edilm\u0259si z\u0259ruridir. Bu, yerli m\u00fct\u0259x\u0259ssisl\u0259rin yeti\u015fm\u0259sin\u0259 v\u0259 texnologiyalar\u0131n d\u00fczg\u00fcn ba\u015fa d\u00fc\u015f\u00fclm\u0259sin\u0259 k\u00f6m\u0259k ed\u0259c\u0259k. For a quick, neutral reference, see <a href=\"https:\/\/en.wikipedia.org\/wiki\/Sports_analytics\">sports analytics overview<\/a>.<\/p>\n<p>\u0130kinci m\u00fch\u00fcm m\u0259qam infrastrukturun inki\u015faf\u0131d\u0131r. Ki\u00e7ik klublar \u00fc\u00e7\u00fcn d\u0259 \u0259l\u00e7atan olan standartla\u015fd\u0131r\u0131lm\u0131\u015f m\u0259lumat y\u0131\u011f\u0131m sisteml\u0259ri yarad\u0131lmal\u0131d\u0131r. M\u0259rk\u0259zl\u0259\u015fdirilmi\u015f bir idman m\u0259lumat platformas\u0131 klublar aras\u0131nda t\u0259cr\u00fcb\u0259 m\u00fcbadil\u0259sini asanla\u015fd\u0131ra v\u0259 resurslar\u0131n s\u0259m\u0259r\u0259li b\u00f6l\u00fc\u015fd\u00fcr\u00fclm\u0259sini t\u0259min ed\u0259 bil\u0259r.<\/p>\n<p>N\u0259hay\u0259t, texnologiyan\u0131n insan amili il\u0259 harmoniyas\u0131 vacibdir. M\u0259\u015fq\u00e7il\u0259r \u00fc\u00e7\u00fcn \u0259sas m\u0259qs\u0259d, analitikan\u0131 q\u0259rar q\u0259bul etm\u0259d\u0259 d\u0259st\u0259k al\u0259ti kimi g\u00f6rm\u0259k, onu tam \u0259v\u0259zedici kimi yox. Bu tarazl\u0131q yarad\u0131ld\u0131qda, Az\u0259rbaycan idman\u0131 \u00f6z potensial\u0131n\u0131 tam a\u00e7maq \u00fc\u00e7\u00fcn m\u00f6hk\u0259m bir \u0259sas qoymu\u015f olar.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Idman analitikas\u0131 AI il\u0259 nec\u0259 d\u0259yi\u015fir – Az\u0259rbaycan konteksti Az\u0259rbaycanda idman analitikas\u0131 – veril\u0259nl\u0259r v\u0259 s\u00fcni intellekt inqilab\u0131 Salam! \u0130dman\u0131n bizim \u00fc\u00e7\u00fcn n\u0259 q\u0259d\u0259r \u0259h\u0259miyy\u0259tli oldu\u011funu ham\u0131m\u0131z bilirik. Amma indi stadionda v\u0259 ekran qar\u015f\u0131s\u0131nda ya\u015fad\u0131\u011f\u0131m\u0131z h\u0259y\u0259can\u0131n arxas\u0131nda tamamil\u0259 yeni bir d\u00fcnya formala\u015f\u0131r – r\u0259q\u0259msal analitikan\u0131n d\u00fcnyas\u0131. Az\u0259rbaycanda da bu d\u0259yi\u015fiklik hiss olunur. Klublar, menecerl\u0259r v\u0259 <a href=\"https:\/\/www.restaurantecedrus.com.br\/?p=48531\">…Continue Reading<\/a><\/p>\n","protected":false},"author":1,"featured_media":51470,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-48531","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-sem-categoria"],"_links":{"self":[{"href":"https:\/\/www.restaurantecedrus.com.br\/index.php?rest_route=\/wp\/v2\/posts\/48531","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=48531"}],"version-history":[{"count":1,"href":"https:\/\/www.restaurantecedrus.com.br\/index.php?rest_route=\/wp\/v2\/posts\/48531\/revisions"}],"predecessor-version":[{"id":48532,"href":"https:\/\/www.restaurantecedrus.com.br\/index.php?rest_route=\/wp\/v2\/posts\/48531\/revisions\/48532"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.restaurantecedrus.com.br\/index.php?rest_route=\/wp\/v2\/media\/51470"}],"wp:attachment":[{"href":"https:\/\/www.restaurantecedrus.com.br\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=48531"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.restaurantecedrus.com.br\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=48531"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.restaurantecedrus.com.br\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=48531"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}