{"id":1122,"date":"2026-03-11T09:10:23","date_gmt":"2026-03-11T09:10:23","guid":{"rendered":"https:\/\/demo.webknitter.in\/centafsalumni\/?p=1122"},"modified":"2026-05-20T14:17:31","modified_gmt":"2026-05-20T14:17:31","slug":"idman-analitikasinda-ai-v-mlumatlarin-rolu-azrbaycan-konteksti","status":"publish","type":"post","link":"https:\/\/demo.webknitter.in\/centafsalumni\/idman-analitikasinda-ai-v-mlumatlarin-rolu-azrbaycan-konteksti\/","title":{"rendered":"Idman analitikas\u0131nda AI v\u0259 m\u0259lumatlar\u0131n rolu – Az\u0259rbaycan konteksti"},"content":{"rendered":"Idman analitikas\u0131nda AI v\u0259 m\u0259lumatlar\u0131n rolu – Az\u0259rbaycan konteksti<\/title><\/p>\n<h1>AI v\u0259 m\u0259lumat elmi Az\u0259rbaycan idman\u0131n\u0131 nec\u0259 d\u0259yi\u015fir<\/h1>\n<p>\u0130dman\u0131n r\u0259q\u0259msal d\u00fcnyas\u0131 s\u00fcr\u0259tl\u0259 inki\u015faf edir v\u0259 bu d\u0259yi\u015fiklik Az\u0259rbaycanda da \u00f6z t\u0259sirini g\u00f6st\u0259rir. Art\u0131q idman t\u0259hlili yaln\u0131z mahir g\u00f6zl\u0259r\u0259 v\u0259 t\u0259cr\u00fcb\u0259y\u0259 deyil, h\u0259m d\u0259 milyonlarla m\u0259lumat n\u00f6qt\u0259sini an\u0131nda i\u015fl\u0259y\u0259n g\u00fccl\u00fc alqoritml\u0259r\u0259 \u0259saslan\u0131r. Bu yeni d\u00f6vr, idman\u00e7\u0131lar\u0131n haz\u0131rl\u0131\u011f\u0131ndan azarke\u015fl\u0259rin t\u0259cr\u00fcb\u0259sin\u0259 q\u0259d\u0259r h\u0259r \u015feyi d\u0259yi\u015fir. M\u0259s\u0259l\u0259n, <a href=\"https:\/\/motorsikletekspertizci.com\/\">betandreas<\/a> kimi platformalar da bu texnologiyalar\u0131n t\u0259tbiqind\u0259 maraql\u0131 n\u00fcmun\u0259l\u0259r t\u0259qdim edir, lakin \u00fcmumi trend daha geni\u015fdir. Bu yaz\u0131da, m\u0259lumat analitikas\u0131 v\u0259 s\u00fcni intellektin Az\u0259rbaycan idman m\u00fchitin\u0259 nec\u0259 t\u0259sir etdiyini, hans\u0131 metrikalar\u0131n vacib oldu\u011funu v\u0259 bu texnologiyalar\u0131n h\u0259l\u0259 d\u0259 qar\u015f\u0131la\u015fd\u0131\u011f\u0131 m\u0259hdudiyy\u0259tl\u0259ri ara\u015fd\u0131raca\u011f\u0131q.<\/p>\n<h2>Az\u0259rbaycanda idman analitikas\u0131n\u0131n q\u0131sa tarixi v\u0259 inki\u015faf\u0131<\/h2>\n<p>Az\u0259rbaycanda idman analitikas\u0131 \u0259n\u0259n\u0259vi olaraq m\u0259\u015fq\u00e7il\u0259rin v\u0259 ekspertl\u0259rin \u015f\u0259xsi m\u00fc\u015fahid\u0259l\u0259ri \u0259sas\u0131nda formala\u015f\u0131rd\u0131. Futbol, g\u00fcl\u0259\u015f v\u0259 \u015fahmat kimi \u0259n\u0259n\u0259vi olaraq g\u00fccl\u00fc oldu\u011fumuz idman n\u00f6vl\u0259rind\u0259 q\u0259rar q\u0259bulu \u00e7ox vaxt intuisiya v\u0259 uzun ill\u0259rin t\u0259cr\u00fcb\u0259sin\u0259 \u0259saslan\u0131rd\u0131. Lakin son on il \u0259rzind\u0259, beyn\u0259lxalq idman arenas\u0131nda r\u0259qab\u0259t q\u0131z\u0131\u015fd\u0131qca v\u0259 texnologiyalar \u0259l\u00e7atan olduqca, yana\u015fmalar da d\u0259yi\u015fm\u0259y\u0259 ba\u015flad\u0131. \u0130dman federasiyalar\u0131 v\u0259 klublar m\u0259\u015fq prosesl\u0259rini r\u0259q\u0259msalla\u015fd\u0131rma\u011fa, oyun\u00e7ular\u0131n fiziki g\u00f6st\u0259ricil\u0259rini izl\u0259m\u0259y\u0259 v\u0259 oyun statistikas\u0131n\u0131 daha sistematik toplama\u011fa ba\u015flad\u0131lar. Bu ke\u00e7id, daha sonra m\u00fcr\u0259kk\u0259b modell\u0259r \u00fc\u00e7\u00fcn z\u0259min yaradan \u0259sas m\u0259lumat bazas\u0131n\u0131n qoyulmas\u0131 m\u0259rh\u0259l\u0259si idi.<\/p>\n<h3>\u018fn\u0259n\u0259vi yana\u015fmalardan r\u0259q\u0259msal m\u0259lumatlara ke\u00e7id<\/h3>\n<p>Bu d\u0259yi\u015fiklik ani olmad\u0131. \u018fvv\u0259lc\u0259 sad\u0259 Excel c\u0259dv\u0259ll\u0259rind\u0259 qeyd olunan \u0259sas statistikalar – topa sahiblik faizi, z\u0259rb\u0259l\u0259r, c\u0259rim\u0259 z\u0259rb\u0259l\u0259ri – istifad\u0259 olunurdu. T\u0259dric\u0259n, GPS formal\u0131 monitorlar, a\u011f\u0131ll\u0131 saatlar v\u0259 video t\u0259hlil proqramlar\u0131 kimi avadanl\u0131qlar daxil oldu. Bu cihazlar oyun\u00e7unun m\u0259saf\u0259 q\u0259t etm\u0259sind\u0259n tutmu\u015f \u00fcr\u0259k d\u0259r\u0259c\u0259sin\u0259 v\u0259 h\u0259r\u0259k\u0259t istiqam\u0259tl\u0259rin\u0259 q\u0259d\u0259r h\u0259r \u015feyi \u00f6l\u00e7m\u0259y\u0259 imkan verdi. Az\u0259rbaycan\u0131n bir \u00e7ox apar\u0131c\u0131 idman qurumlar\u0131 indi bu texnologiyalar\u0131 m\u0259\u015fq proqramlar\u0131n\u0131 f\u0259rdil\u0259\u015fdirm\u0259k v\u0259 z\u0259d\u0259l\u0259ri proqnozla\u015fd\u0131rmaq \u00fc\u00e7\u00fcn aktiv \u015f\u0259kild\u0259 t\u0259tbiq edir.<\/p>\n<h2>M\u00fcasir idman analitikas\u0131n\u0131n \u0259sas s\u00fctunlar\u0131 – Metrikalar v\u0259 Modell\u0259r<\/h2>\n<p>Bug\u00fcnk\u00fc idman analitikas\u0131 sad\u0259 say\u011faclardan daha \u00e7ox d\u0259rinliy\u0259 gedir. O, fiziki performans, taktiki intellekt v\u0259 psixoloji davaml\u0131l\u0131q kimi sah\u0259l\u0259ri birl\u0259\u015fdir\u0259n \u00e7ox\u00f6l\u00e7\u00fcl\u00fc bir sistemdir. Bu sistemin d\u00fczg\u00fcn i\u015fl\u0259m\u0259si \u00fc\u00e7\u00fcn \u00fc\u00e7 \u0259sas komponent var: d\u00fczg\u00fcn toplanm\u0131\u015f m\u0259lumatlar, onlar\u0131 m\u0259nal\u0131 g\u00f6st\u0259ricil\u0259r\u0259 \u00e7evir\u0259n metrikalar v\u0259 bu g\u00f6st\u0259ricil\u0259rd\u0259n g\u0259l\u0259c\u0259k n\u0259tic\u0259l\u0259ri proqnozla\u015fd\u0131ran modell\u0259r.<\/p>\n<h3>Performans\u0131 \u00f6l\u00e7\u0259n \u0259sas metrikalar<\/h3>\n<p>M\u00fcxt\u0259lif idman n\u00f6vl\u0259ri \u00fc\u00e7\u00fcn metrikalar f\u0259rqlidir, lakin b\u0259zi \u00fcmumi kateqoriyalar var. A\u015fa\u011f\u0131dak\u0131 c\u0259dv\u0259l Az\u0259rbaycanda populyar olan idman n\u00f6vl\u0259ri \u00fc\u00e7\u00fcn n\u00fcmun\u0259 metrikalar\u0131 g\u00f6st\u0259rir.<\/p>\n<\/p>\n<table>\n<thead>\n<tr>\n<th>\u0130dman N\u00f6v\u00fc<\/th>\n<th>Fiziki Metrikalar<\/th>\n<th>Taktiki Metrikalar<\/th>\n<th>Texniki Metrikalar<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>Futbol<\/td>\n<td>Qa\u00e7\u0131lan m\u0259saf\u0259 (y\u00fcks\u0259k intensivlikd\u0259), Sprint say\u0131<\/td>\n<td>Komanda formala\u015fmas\u0131n\u0131n eni v\u0259 d\u0259rinliyi, Pressinq effektivliyi<\/td>\n<td>\u00d6t\u00fcrm\u0259 d\u0259qiqliyi, Top itirm\u0259l\u0259r<\/td>\n<\/tr>\n<tr>\n<td>G\u00fcl\u0259\u015f (S\u0259rb\u0259st\/Yunan-Roma)<\/td>\n<td>G\u00fcc \u00e7\u0131x\u0131\u015f\u0131 (Explosive Power), D\u00f6z\u00fcml\u00fcl\u00fck indeksi<\/td>\n<td>H\u00fccum m\u00f6vqeyi se\u00e7imi, M\u00fcdafi\u0259 ke\u00e7id s\u00fcr\u0259ti<\/td>\n<td>U\u011furlu texnika c\u0259hdl\u0259ri, A\u00e7\u0131q tutu\u015flardan istifad\u0259<\/td>\n<\/tr>\n<tr>\n<td>Boks<\/td>\n<td>Z\u0259rb\u0259 tezliyi, H\u0259r\u0259k\u0259t faizi<\/td>\n<td>M\u0259saf\u0259 idar\u0259etm\u0259si, K\u00fcnc tutma u\u011furu<\/td>\n<td>M\u00fcdafi\u0259 bloklar\u0131, D\u0259qiq z\u0259rb\u0259 faizi<\/td>\n<\/tr>\n<tr>\n<td>\u015eahmat<\/td>\n<td>Q\u0259rar vaxt\u0131 (vaxt s\u0131x\u0131nt\u0131s\u0131nda), Kognitiv yor\u011funluq<\/td>\n<td>M\u0259rk\u0259zin n\u0259zar\u0259ti, A\u00e7\u0131l\u0131\u015f bazas\u0131ndan k\u0259nar v\u0259ziyy\u0259tl\u0259r<\/td>\n<td>S\u0259hv say\u0131, Material \u00fcst\u00fcnl\u00fcy\u00fcnd\u0259n istifad\u0259 effektivliyi<\/td>\n<\/tr>\n<tr>\n<td>Voleybol<\/td>\n<td>Tullanma h\u00fcnd\u00fcrl\u00fcy\u00fc, Reaksiya vaxt\u0131<\/td>\n<td>Blok yerl\u0259\u015fm\u0259si, Q\u0259buldan h\u00fccuma ke\u00e7id s\u00fcr\u0259ti<\/td>\n<td>Xidm\u0259t effektivliyi, H\u00fccum z\u0259rb\u0259sinin buca\u011f\u0131<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>Bu metrikalar\u0131n \u00e7oxu indi sensorlar v\u0259 video analitika vasit\u0259sil\u0259 avtomatik toplan\u0131r. M\u0259s\u0259l\u0259n, futbol \u00fczr\u0259 Az\u0259rbaycan klublar\u0131 oyun zaman\u0131 oyun\u00e7ular\u0131n \u00fcz\u0259rind\u0259 da\u015f\u0131d\u0131\u011f\u0131 ki\u00e7ik cihazlardan real vaxt m\u0259lumatlar\u0131 \u0259ld\u0259 ed\u0259 bilir.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/az-andreas.net\/img\/azbest3.webp\" alt=\"betandreas\" loading=\"lazy\"><\/p>\n<h3>S\u00fcni intellekt v\u0259 ma\u015f\u0131n \u00f6yr\u0259nm\u0259 modell\u0259ri<\/h3>\n<p>M\u0259lumatlar topland\u0131qdan sonra, s\u00fcni intellekt (AI) v\u0259 ma\u015f\u0131n \u00f6yr\u0259nm\u0259si (ML) onlar\u0131 t\u0259hlil etm\u0259y\u0259 g\u0259lir. Bu modell\u0259r insan\u0131n asanl\u0131qla g\u00f6r\u0259 bilm\u0259y\u0259c\u0259yi n\u00fcmun\u0259l\u0259ri v\u0259 \u0259laq\u0259l\u0259ri a\u015fkar edir. Az\u0259rbaycan kontekstind\u0259 maraql\u0131 ola bil\u0259c\u0259k bir ne\u00e7\u0259 model n\u00f6v\u00fc:<\/p>\n<ul>\n<li><strong>Z\u0259d\u0259 Proqnozla\u015fd\u0131rma Modell\u0259ri:<\/strong> Oyun\u00e7unun m\u0259\u015fq y\u00fck\u00fc, yor\u011funluq g\u00f6st\u0259ricil\u0259ri v\u0259 \u0259vv\u0259lki z\u0259d\u0259 tarix\u00e7\u0259sin\u0259 \u0259sas\u0259n, g\u0259l\u0259c\u0259k z\u0259d\u0259 riskini hesablay\u0131r. Bu, x\u00fcsusil\u0259 g\u00fcl\u0259\u015f v\u0259 c\u00fcdo kimi y\u00fcks\u0259k fiziki y\u00fck t\u0259l\u0259b ed\u0259n idman n\u00f6vl\u0259rind\u0259 qiym\u0259tlidir.<\/li>\n<li><strong>Oyun\u00e7u Uy\u011funlu\u011fu v\u0259 Skautinq Alqoritml\u0259ri:<\/strong> G\u0259nc v\u0259 ya potensial transfer olunacaq oyun\u00e7ular\u0131n performans m\u0259lumatlar\u0131n\u0131 t\u0259hlil ed\u0259r\u0259k, onlar\u0131n m\u00f6vcud komanda taktikas\u0131na v\u0259 ya x\u00fcsusi roluna n\u0259 q\u0259d\u0259r uy\u011fun oldu\u011funu qiym\u0259tl\u0259ndirir.<\/li>\n<li><strong>Taktiki Optimalla\u015fd\u0131rma Modell\u0259ri:<\/strong> Komandan\u0131n tarixi oyun m\u0259lumatlar\u0131na \u0259sas\u0259n, m\u00fc\u0259yy\u0259n r\u0259qib qar\u015f\u0131s\u0131nda \u0259n effektiv taktikan\u0131 (m\u0259s\u0259l\u0259n, pressinq x\u0259ttinin h\u00fcnd\u00fcrl\u00fcy\u00fc, h\u00fccumda adam say\u0131) t\u0259klif ed\u0259 bilir.<\/li>\n<li><strong>R\u0259qib T\u0259hlili Avtomatla\u015fd\u0131rmas\u0131:<\/strong> R\u0259qib komandan\u0131n y\u00fczl\u0259rl\u0259 saatl\u0131q video yaz\u0131lar\u0131n\u0131 avtomatik t\u0259hlil ed\u0259r\u0259k, onlar\u0131n z\u0259if v\u0259 g\u00fccl\u00fc t\u0259r\u0259fl\u0259rini, habel\u0259 standart v\u0259ziyy\u0259tl\u0259rd\u0259ki meyll\u0259rini m\u00fc\u0259yy\u0259n edir.<\/li>\n<li><strong>Psixoloji Davaml\u0131l\u0131q G\u00f6st\u0259ricil\u0259ri:<\/strong> Oyun zaman\u0131 \u00fcz ifad\u0259l\u0259ri, b\u0259d\u0259n dili v\u0259 q\u0259rar q\u0259bulu s\u00fcr\u0259ti kimi qeyri-\u0259n\u0259n\u0259vi m\u0259lumatlar\u0131 birl\u0259\u015fdir\u0259r\u0259k, idman\u00e7\u0131n\u0131n psixoloji v\u0259ziyy\u0259tini qiym\u0259tl\u0259ndirm\u0259y\u0259 k\u00f6m\u0259k edir.<\/li>\n<\/ul>\n<p>Bu modell\u0259r t\u0259dric\u0259n yerli akademiyalar v\u0259 idman elmi m\u0259rk\u0259zl\u0259ri t\u0259r\u0259find\u0259n \u00f6yr\u0259nilir v\u0259 uy\u011funla\u015fd\u0131r\u0131l\u0131r.<\/p>\n<h2>Texnologiyan\u0131n Az\u0259rbaycan idman m\u00fchitin\u0259 praktik t\u0259sirl\u0259ri<\/h2>\n<p>Analitika v\u0259 AI t\u0259kc\u0259 elmi ara\u015fd\u0131rmalar \u00fc\u00e7\u00fcn deyil, h\u0259m d\u0259 sah\u0259d\u0259 real d\u0259yi\u015fiklikl\u0259r yarad\u0131r. Bu t\u0259sirl\u0259r idman\u00e7\u0131dan azarke\u015f\u0259 q\u0259d\u0259r b\u00fct\u00fcn z\u0259nciri \u0259hat\u0259 edir. If you want a concise overview, check <a href=\"https:\/\/www.premierleague.com\/\">Premier League official site<\/a>.<\/p>\n<h3>\u0130dman\u00e7\u0131 haz\u0131rl\u0131\u011f\u0131 v\u0259 inki\u015faf\u0131nda inqilab<\/h3>\n<p>M\u0259\u015fq proqramlar\u0131 indi \u00fcmumi planlardan f\u0259rdil\u0259\u015fdirilmi\u015f protokollara do\u011fru ir\u0259lil\u0259yir. H\u0259r bir idman\u00e7\u0131n\u0131n b\u0259d\u0259ninin m\u0259\u015fq\u0259 nec\u0259 reaksiya verdiyi m\u0259lumatlarla izl\u0259nir v\u0259 m\u0259\u015fq y\u00fck\u00fc buna uy\u011fun olaraq d\u0259qiq t\u0259nziml\u0259nir. Bu, h\u0259m performans\u0131n art\u0131r\u0131lmas\u0131na, h\u0259m d\u0259 h\u0259dd\u0259n art\u0131q y\u00fckl\u0259nm\u0259 v\u0259 z\u0259d\u0259l\u0259rin qar\u015f\u0131s\u0131n\u0131n al\u0131nmas\u0131na k\u00f6m\u0259k edir. Az\u0259rbaycan Olimpiya v\u0259 Paralimpiya idman\u00e7\u0131lar\u0131 \u00fc\u00e7\u00fcn bu yana\u015fma, beyn\u0259lxalq yar\u0131\u015flarda ki\u00e7ik k\u0259narla\u015fmalar\u0131n bel\u0259 q\u0259l\u0259b\u0259 v\u0259 m\u0259\u011flubiyy\u0259t aras\u0131ndak\u0131 f\u0259rqi yaratd\u0131\u011f\u0131 y\u00fcks\u0259k s\u0259viyy\u0259li r\u0259qab\u0259td\u0259 x\u00fcsusil\u0259 \u0259h\u0259miyy\u0259tlidir.<\/p>\n<h3>M\u0259\u015fq\u00e7il\u0259r \u00fc\u00e7\u00fcn q\u0259rar d\u0259st\u0259k sisteml\u0259ri<\/h3>\n<p>M\u0259\u015fq\u00e7il\u0259r art\u0131q \u00f6z q\u0259rarlar\u0131n\u0131 yaln\u0131z daxili hissl\u0259rin\u0259 \u0259saslanaraq vermirl\u0259r. Oyun \u0259rzind\u0259, k\u00f6m\u0259k\u00e7i hey\u0259t\u0259 real vaxt analitikas\u0131 il\u0259 t\u0259chiz olunmu\u015f tabletl\u0259r vasit\u0259sil\u0259 m\u0259lumat \u00f6t\u00fcr\u00fcl\u0259 bil\u0259r. M\u0259s\u0259l\u0259n, oyunun 60-c\u0131 d\u0259qiq\u0259sind\u0259, m\u00fc\u0259yy\u0259n bir oyun\u00e7unun yor\u011funluq s\u0259viyy\u0259sinin kritik h\u0259dd\u0259 \u00e7atd\u0131\u011f\u0131 v\u0259 onun \u0259v\u0259zl\u0259nm\u0259si laz\u0131m oldu\u011fu bar\u0259d\u0259 x\u0259b\u0259rdarl\u0131q g\u0259l\u0259 bil\u0259r. V\u0259 ya, r\u0259qib komandan\u0131n sol cinah\u0131nda m\u00fcdafi\u0259 z\u0259ifliyi a\u015fkar edildiyi \u00fc\u00e7\u00fcn h\u00fccumlar\u0131 h\u0259min t\u0259r\u0259f\u0259 y\u00f6nl\u0259ndirm\u0259k t\u00f6vsiy\u0259si veril\u0259 bil\u0259r.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/betandres-indir.com\/wp-content\/uploads\/2025\/05\/15-e1747657688844.webp\" alt=\"betandreas\" loading=\"lazy\"><\/p>\n<h3>Azarke\u015f t\u0259cr\u00fcb\u0259sinin z\u0259nginl\u0259\u015fdirilm\u0259si<\/h3>\n<p>Televiziya yay\u0131mlar\u0131nda v\u0259 onlayn platformalarda t\u0259qdim olunan m\u0259lumatlar da d\u0259yi\u015fir. Art\u0131q sad\u0259 statistikadan daha \u00e7ox, qrafikl\u0259r, istilik x\u0259rit\u0259l\u0259ri (heatmaps) v\u0259 oyun\u00e7u traektoriyalar\u0131n\u0131n vizualla\u015fd\u0131r\u0131lmas\u0131 il\u0259 qar\u015f\u0131la\u015f\u0131r\u0131q. Bu, azarke\u015fl\u0259r\u0259 oyunu daha d\u0259rin ba\u015fa d\u00fc\u015fm\u0259 imkan\u0131 verir. Az\u0259rbaycan media \u015firk\u0259tl\u0259ri d\u0259 t\u0259dric\u0259n bu c\u00fcr analitik elementl\u0259ri \u00f6z yay\u0131mlar\u0131na daxil etm\u0259y\u0259 ba\u015flay\u0131r, bu da idman\u0131n ba\u015fa d\u00fc\u015f\u00fclm\u0259sini daha \u00e7ox insan \u00fc\u00e7\u00fcn a\u00e7\u0131q edir.<\/p>\n<h2>\u0130r\u0259lil\u0259yi\u015f qar\u015f\u0131s\u0131nda dayanan real m\u0259hdudiyy\u0259tl\u0259r<\/h2>\n<p>B\u00fct\u00fcn bu imkanlara baxmayaraq, AI v\u0259 m\u0259lumat analitikas\u0131n\u0131n idmanda t\u0259tbiqi h\u0259l\u0259 d\u0259 \u00e7\u0259tinlikl\u0259rl\u0259 \u00fczl\u0259\u015fir. Bu m\u0259hdudiyy\u0259tl\u0259ri ba\u015fa d\u00fc\u015fm\u0259k, g\u00f6zl\u0259ntil\u0259ri real h\u0259dd\u0259 saxlamaq v\u0259 texnologiyan\u0131n s\u0259m\u0259r\u0259li istifad\u0259si \u00fc\u00e7\u00fcn vacibdir.<\/p>\n<ul>\n<li><strong>Keyfiyy\u0259tli M\u0259lumatlar\u0131n \u018fld\u0259 Edilm\u0259si:<\/strong> “Zibil daxil, zibil xaric” prinsipi burada tam t\u0259tbiq olunur. Alqoritml\u0259r yaln\u0131z onlara veril\u0259n m\u0259lumatlar q\u0259d\u0259r yax\u015f\u0131d\u0131r. Az\u0259rbaycanda b\u0259zi idman sah\u0259l\u0259rind\u0259 m\u0259lumatlar\u0131n standartla\u015fd\u0131r\u0131lm\u0131\u015f, davaml\u0131 v\u0259 y\u00fcks\u0259k keyfiyy\u0259td\u0259 toplanmas\u0131 infrastrukturu h\u0259l\u0259 d\u0259 inki\u015faf etm\u0259kd\u0259dir. K\u00f6hn\u0259 arxivl\u0259rin r\u0259q\u0259msalla\u015fd\u0131r\u0131lmas\u0131 v\u0259 m\u00fcxt\u0259lif m\u0259nb\u0259l\u0259rd\u0259n g\u0259l\u0259n m\u0259lumatlar\u0131n birl\u0259\u015fdirilm\u0259si b\u00f6y\u00fck i\u015f t\u0259l\u0259b edir.<\/li>\n<li><strong>M\u00fct\u0259x\u0259ssis \u00c7at\u0131\u015fmazl\u0131\u011f\u0131:<\/strong> \u0130dman elmi, data analitikas\u0131 v\u0259 AI sah\u0259sind\u0259 eyni zamanda bilik v\u0259 t\u0259cr\u00fcb\u0259y\u0259 malik m\u00fct\u0259x\u0259ssisl\u0259rin say\u0131 h\u0259l\u0259 d\u0259 m\u0259hduddur. Bu, beyn\u0259lxalq t\u0259cr\u00fcb\u0259nin \u00f6yr\u0259nilm\u0259si v\u0259 yerli kontekst\u0259 uy\u011funla\u015fd\u0131r\u0131lmas\u0131 prosesini l\u0259ngid\u0259 bil\u0259r.<\/li>\n<li><strong>Maliyy\u0259 X\u0259rcl\u0259ri:<\/strong> \u018ftra<\/li>\n<\/ul>\n<p>\u018ftrafl\u0131 m\u0259lumat bazalar\u0131n\u0131n saxlanmas\u0131, g\u00fccl\u00fc hesablama infrastrukturu v\u0259 ixtisasla\u015fm\u0131\u015f kadrlar\u0131n i\u015f\u0259 g\u00f6t\u00fcr\u00fclm\u0259si \u0259h\u0259miyy\u0259tli investisiya t\u0259l\u0259b edir. Ki\u00e7ik klublar v\u0259 ya federasiyalar \u00fc\u00e7\u00fcn bu, \u0259sas mane\u0259 ola bil\u0259r. Buna g\u00f6r\u0259 d\u0259, birg\u0259 platformalar\u0131n v\u0259 bulud xidm\u0259tl\u0259rinin istifad\u0259si daha geni\u015f yay\u0131lma\u011fa ba\u015flay\u0131r. If you want a concise overview, check <a href=\"https:\/\/en.wikipedia.org\/wiki\/Expected_goals\">expected goals explained<\/a>.<\/p>\n<p>Texnologiyan\u0131n idman\u00e7\u0131 v\u0259 m\u0259\u015fq\u00e7i q\u0259rar\u0131na t\u0259siri d\u0259 diqq\u0259tl\u0259 n\u0259z\u0259rd\u0259n ke\u00e7irilm\u0259lidir. Al\u0259tl\u0259r t\u00f6vsiy\u0259l\u0259r ver\u0259 bil\u0259r, lakin son s\u00f6z insan m\u00fchakim\u0259sin\u0259 qal\u0131r. M\u0259\u015fq\u00e7il\u0259r tez-tez qeyd edirl\u0259r ki, \u0259n yax\u015f\u0131 q\u0259rarlar r\u0259q\u0259msal m\u0259lumatlar\u0131n intuisiya v\u0259 t\u0259cr\u00fcb\u0259 il\u0259 birl\u0259\u015fdirilm\u0259sind\u0259n yaran\u0131r.<\/p>\n<h3>G\u0259l\u0259c\u0259k perspektivl\u0259r<\/h3>\n<p>G\u0259l\u0259c\u0259kd\u0259, AI-n\u0131n idmanda rolu daha da d\u0259rinl\u0259\u015f\u0259c\u0259k. Real vaxt analitikas\u0131 daha d\u0259qiq v\u0259 s\u00fcr\u0259tli olacaq, oyun zaman\u0131 daha m\u00fcr\u0259kk\u0259b taktiki d\u0259yi\u015fiklikl\u0259r\u0259 imkan ver\u0259c\u0259k. Oyun\u00e7ular\u0131n h\u0259r\u0259k\u0259tl\u0259rinin izl\u0259nm\u0259si texnologiyalar\u0131 daha da inc\u0259l\u0259\u015f\u0259c\u0259k, bu da z\u0259d\u0259l\u0259rin qar\u015f\u0131s\u0131n\u0131n al\u0131nmas\u0131 v\u0259 performans\u0131n optimalla\u015fd\u0131r\u0131lmas\u0131 \u00fc\u00e7\u00fcn yeni \u00fcsullar yaradacaq.<\/p>\n<p>Az\u0259rbaycan idman\u0131nda bu texnologiyalar\u0131n inteqrasiyas\u0131 davam ed\u0259c\u0259k. U\u011furlu t\u0259tbiq n\u00fcmun\u0259l\u0259ri dig\u0259r idman n\u00f6vl\u0259ri v\u0259 ki\u00e7ik klublar \u00fc\u00e7\u00fcn yol g\u00f6st\u0259r\u0259c\u0259k. T\u0259hsil m\u00fc\u0259ssis\u0259l\u0259rind\u0259 idman elmi v\u0259 m\u0259lumat analitikas\u0131 \u00fczr\u0259 proqramlar\u0131n inki\u015faf\u0131 g\u0259l\u0259c\u0259k m\u00fct\u0259x\u0259ssisl\u0259rin haz\u0131rlanmas\u0131na k\u00f6m\u0259k ed\u0259c\u0259k.<\/p>\n<p>Texnologiya idman\u0131n mahiyy\u0259tini d\u0259yi\u015fdir\u0259 bilm\u0259z, lakin onun ba\u015fa d\u00fc\u015f\u00fclm\u0259si, t\u0259\u015fkili v\u0259 t\u0259kmill\u0259\u015fdirilm\u0259si \u00fc\u00e7\u00fcn g\u00fccl\u00fc vasit\u0259 ola bil\u0259r. M\u0259qs\u0259d, insan qabiliyy\u0259tini r\u0259q\u0259msal d\u0259qiqlikl\u0259 birl\u0259\u015fdir\u0259r\u0259k, idman\u0131n inki\u015faf\u0131na yeni s\u0259viyy\u0259 g\u0259tirm\u0259kdir.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Idman analitikas\u0131nda AI v\u0259 m\u0259lumatlar\u0131n rolu – Az\u0259rbaycan konteksti AI v\u0259 m\u0259lumat elmi Az\u0259rbaycan idman\u0131n\u0131 nec\u0259 d\u0259yi\u015fir \u0130dman\u0131n r\u0259q\u0259msal d\u00fcnyas\u0131 s\u00fcr\u0259tl\u0259 inki\u015faf edir v\u0259 bu d\u0259yi\u015fiklik Az\u0259rbaycanda da \u00f6z t\u0259sirini g\u00f6st\u0259rir. Art\u0131q idman t\u0259hlili yaln\u0131z mahir g\u00f6zl\u0259r\u0259 v\u0259 t\u0259cr\u00fcb\u0259y\u0259 deyil, h\u0259m d\u0259 milyonlarla m\u0259lumat n\u00f6qt\u0259sini an\u0131nda i\u015fl\u0259y\u0259n g\u00fccl\u00fc alqoritml\u0259r\u0259 \u0259saslan\u0131r. Bu yeni d\u00f6vr, idman\u00e7\u0131lar\u0131n haz\u0131rl\u0131\u011f\u0131ndan […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_et_pb_use_builder":"","_et_pb_old_content":"","_et_gb_content_width":"","pmpro_default_level":0,"footnotes":""},"categories":[1],"tags":[],"class_list":["post-1122","post","type-post","status-publish","format-standard","hentry","category-uncategorized","pmpro-has-access"],"_links":{"self":[{"href":"https:\/\/demo.webknitter.in\/centafsalumni\/wp-json\/wp\/v2\/posts\/1122","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/demo.webknitter.in\/centafsalumni\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/demo.webknitter.in\/centafsalumni\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/demo.webknitter.in\/centafsalumni\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/demo.webknitter.in\/centafsalumni\/wp-json\/wp\/v2\/comments?post=1122"}],"version-history":[{"count":2,"href":"https:\/\/demo.webknitter.in\/centafsalumni\/wp-json\/wp\/v2\/posts\/1122\/revisions"}],"predecessor-version":[{"id":4769,"href":"https:\/\/demo.webknitter.in\/centafsalumni\/wp-json\/wp\/v2\/posts\/1122\/revisions\/4769"}],"wp:attachment":[{"href":"https:\/\/demo.webknitter.in\/centafsalumni\/wp-json\/wp\/v2\/media?parent=1122"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/demo.webknitter.in\/centafsalumni\/wp-json\/wp\/v2\/categories?post=1122"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/demo.webknitter.in\/centafsalumni\/wp-json\/wp\/v2\/tags?post=1122"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}