{"id":23811,"date":"2026-03-08T09:10:46","date_gmt":"2026-03-08T09:10:46","guid":{"rendered":"http:\/\/store.manuelvazquezonline.com\/?p=23811"},"modified":"2026-03-06T18:26:52","modified_gmt":"2026-03-06T18:26:52","slug":"ai-ve-data-ile-idman-analitikasinin-deyisimi","status":"publish","type":"post","link":"http:\/\/store.manuelvazquezonline.com\/index.php\/2026\/03\/08\/ai-ve-data-ile-idman-analitikasinin-deyisimi\/","title":{"rendered":"AI ve Data ile Idman Analitikasinin Deyisimi"},"content":{"rendered":"AI ve Data ile Idman Analitikasinin Deyisimi<\/title><\/p>\n<h1>Idman Analitikasinda AI ve Data Elmi – Metrikler, Modeller ve Azerbaycanda Tetbiq<\/h1>\n<p>Idman dunyasinda qerarlar indi daha cox ekran arxasinda isleyen data modelleri ve suni intellekt alqoritmleri ile qebul edilir. Bu, yalniz dunyanin aparici liqalarinda deyil, Azerbaycan idman muhitinde de oz tesirini gosterir. Klublar, menecerler ve hetta idman <a href=\"https:\/\/sweatersapp.com\/\">pinco azerbaycan<\/a> sevircileri artiq oyunu statistikalar, proqnozlar ve muraciet edilen metrikler vasitesile basa dusmeye calisir. Bu tutorial-stilli rehberde, idman analitikasinin data ve AI ile necce deyisdiyini, hansi metriklerin vacib oldugunu, modellerin isleme prinsiplerini ve bu texnologiyalarin mahdudiyyetlerini, xususile Azerbaycan kontekstinde ara$diracagiq. Butun bunlari hec bir xususi marka ve ya sayt adi cekmeden, yalniz elme ve praktikaya diqqet yetirerek edeceyik.<\/p>\n<h2>Idman Analitikasinin Tarixi ve Azerbaycanda Inkisaf Merheleleri<\/h2>\n<p>Idman analitikasinin esaslari sad\u0259 statistikalar\u0131n y\u0131\u011f\u0131lmas\u0131 ile ba\u015flam\u0131\u015fd\u0131r. \u018fvv\u0259ll\u0259r, qol say\u0131, faullar, z\u0259rb\u0259l\u0259r kimi \u0259sas g\u00f6st\u0259ricil\u0259r kifay\u0259t edirdi. Lakin komp\u00fcter texnologiyalar\u0131n\u0131n inki\u015faf\u0131 il\u0259 daha m\u00fcr\u0259kk\u0259b m\u0259lumatlar\u0131n toplanmas\u0131 v\u0259 t\u0259hlili m\u00fcmk\u00fcn oldu. Azerbaycanda bu proses bir q\u0259d\u0259r gec ba\u015flasa da, son onillikde milli komandalar\u0131n v\u0259 klublar\u0131n beyn\u0259lxalq arenada r\u0259qab\u0259t qabiliyy\u0259tini art\u0131rmaq ehtiyac\u0131 il\u0259 s\u00fcr\u0259tl\u0259ndi. \u0130dman Nazirliyi v\u0259 federasiyalar data toplama sisteml\u0259rin\u0259 investisiya etm\u0259y\u0259, yerli m\u00fct\u0259x\u0259ssisl\u0259rin haz\u0131rlanmas\u0131na diqq\u0259t yetirm\u0259y\u0259 ba\u015flad\u0131lar.<\/p>\n<h3>Statistikadan Proqnozla\u015fd\u0131rmaya Ke\u00e7id<\/h3>\n<p>Ke\u00e7mi\u015fd\u0259 analitika ad\u0259t\u0259n oyundan sonra n\u0259yin ba\u015f verdiyini izah etm\u0259k \u00fc\u00e7\u00fcn istifad\u0259 olunurdu. M\u00fcasir d\u00f6vrd\u0259 is\u0259 onun \u0259sas m\u0259qs\u0259di g\u0259l\u0259c\u0259yi proqnozla\u015fd\u0131rmaq v\u0259 q\u0259rarlar\u0131 optimalla\u015fd\u0131rmaq oldu. M\u0259s\u0259l\u0259n, futbol\u00e7u transferind\u0259 yaln\u0131z ke\u00e7mi\u015f performans\u0131na baxmaq \u0259v\u0259zin\u0259, onun g\u0259l\u0259c\u0259k potensial\u0131, yaralanma riski v\u0259 komandan\u0131n \u00fcslubuna uy\u011funlu\u011fu modell\u0259r vasit\u0259sil\u0259 qiym\u0259tl\u0259ndirilir.<\/p>\n<h2>M\u00fcasir Metrikler ve \u00d6l\u00e7\u00fc Vahidleri<\/h2>\n<p>\u0130ndiki d\u00f6vrd\u0259 \u0259n\u0259n\u0259vi statistikalar kifay\u0259t etmir. \u0130dman analitikas\u0131 art\u0131q “g\u00f6zl\u0259nil\u0259n qol” (xG), “t\u0259zyiq h\u0259r\u0259k\u0259tl\u0259ri”, “t\u0259kmill\u0259\u015fdirilmi\u015f m\u00fcdafi\u0259 g\u00f6st\u0259ricil\u0259ri” kimi m\u00fcr\u0259kk\u0259b metrikler \u0259traf\u0131nda f\u0131rlan\u0131r. Bu metrikler \u00e7ox vaxt bir ne\u00e7\u0259 d\u0259yi\u015f\u0259nin birl\u0259\u015fm\u0259sind\u0259n yaran\u0131r v\u0259 AI modell\u0259ri il\u0259 hesablan\u0131r.<\/p>\n<p>Azerbaycan futbol liqas\u0131nda da bu metrikler t\u0259dric\u0259n t\u0259tbiq olunur. M\u0259s\u0259l\u0259n, oyun\u00e7unun meydanda yaratd\u0131\u011f\u0131 t\u0259hl\u00fck\u0259ni anlamaq \u00fc\u00e7\u00fcn yaln\u0131z vuru\u015f say\u0131na deyil, h\u0259m d\u0259 vuru\u015fun keyfiyy\u0259tin\u0259, buca\u011f\u0131na v\u0259 qap\u0131\u00e7\u0131n\u0131n m\u00f6vqeyin\u0259 baxan xG metrikind\u0259n istifad\u0259 art\u0131r. Bu, menecerl\u0259r\u0259 daha d\u0259qiq q\u0259rarlar q\u0259bul etm\u0259y\u0259 k\u00f6m\u0259k edir.<\/p>\n<ul>\n<li>G\u00f6zl\u0259nil\u0259n Qollar (xG): H\u0259r vuru\u015fun qola \u00e7evrilm\u0259 ehtimal\u0131n\u0131 qiym\u0259tl\u0259ndir\u0259n \u0259sas metrik. Bu, oyunun keyfiyy\u0259tini qiym\u0259tl\u0259ndirm\u0259k \u00fc\u00e7\u00fcn vacibdir.<\/li>\n<li>T\u0259kmill\u0259\u015fdirilmi\u015f \u00d6t\u00fcrm\u0259 Statistikalar\u0131: U\u011furlu \u00f6t\u00fcrm\u0259 faizi \u0259v\u0259zin\u0259, \u00f6t\u00fcrm\u0259nin t\u0259hl\u00fck\u0259 yaratma potensial\u0131 v\u0259 ya oyun qurulu\u015funu pozma d\u0259r\u0259c\u0259si \u00f6l\u00e7\u00fcl\u00fcr.<\/li>\n<li>Yaralanma Riskinin Proqnozla\u015fd\u0131r\u0131lmas\u0131: Oyun\u00e7unun y\u00fck m\u0259lumatlar\u0131, biomexanikas\u0131 v\u0259 tibbi tarix\u00e7\u0259si \u0259sas\u0131nda yaralanma ehtimal\u0131n\u0131 hesablayan modell\u0259r.<\/li>\n<li>Oyun\u00e7u D\u0259y\u0259ri Qiym\u0259tl\u0259ndirm\u0259 Modell\u0259ri: Oyun\u00e7unun bazar d\u0259y\u0259rini yaln\u0131z ya\u015f\u0131 v\u0259 qollar\u0131na g\u00f6r\u0259 deyil, komandaya \u00fcmumi t\u00f6hf\u0259si \u0259sas\u0131nda m\u00fc\u0259yy\u0259n ed\u0259n sisteml\u0259r.<\/li>\n<li>Meydan\u0131n Idar\u0259 Olunmas\u0131: Komandan\u0131n oyun zaman\u0131 meydan\u0131n hans\u0131 hiss\u0259l\u0259rini n\u0259 q\u0259d\u0259r effektiv idar\u0259 etdiyini g\u00f6st\u0259r\u0259n istilik x\u0259rit\u0259l\u0259ri v\u0259 zonall\u0131q analizl\u0259ri.<\/li>\n<li>Q\u0259rar Q\u0259bulu Effektivliyi: M\u00fc\u0259yy\u0259n bir v\u0259ziyy\u0259td\u0259 oyun\u00e7unun (m\u0259s\u0259l\u0259n, topu vurmaq v\u0259 ya \u00f6t\u00fcrm\u0259k) q\u0259rar\u0131n\u0131n n\u0259tic\u0259sini qiym\u0259tl\u0259ndir\u0259n metrik.<\/li>\n<\/ul>\n<h2>Suni \u0130ntellekt Modelleri Nec\u0259 \u0130\u015fl\u0259yir<\/h2>\n<p>Suni intellekt, x\u00fcsusil\u0259 ma\u015f\u0131n \u00f6yr\u0259nm\u0259si v\u0259 d\u0259rin \u00f6yr\u0259nm\u0259, idman analitikas\u0131nda inqilab etdi. Bu modell\u0259r b\u00f6y\u00fck h\u0259cmli m\u0259lumatlar\u0131 emal ed\u0259r\u0259k insan\u0131n asanl\u0131qla g\u00f6r\u0259 bilm\u0259y\u0259c\u0259yi n\u00fcmun\u0259l\u0259ri v\u0259 korrelyasiyalar\u0131 a\u015fkar edir. For general context and terms, see <a href=\"https:\/\/www.olympics.com\/en\/\">Olympics official hub<\/a>.<\/p>\n<p><img src=\"https:\/\/preview.redd.it\/npesdxr3s0f41.jpg?width=960&crop=smart&auto=webp&s=d1a8ddfb09d3dcc6f79dd85aaaf11d8f2b27edfb\" alt=\"pinco azerbaycan\" loading=\"lazy\"><\/p>\n<h3>Ma\u015f\u0131n \u00d6yr\u0259nm\u0259sinin \u00dc\u00e7 \u018fsas N\u00f6v\u00fc<\/h3>\n<p>\u0130dman analitikas\u0131nda \u0259sas\u0259n \u00fc\u00e7 n\u00f6v ma\u015f\u0131n \u00f6yr\u0259nm\u0259 modelind\u0259n istifad\u0259 olunur. H\u0259r birinin \u00f6z funksiyas\u0131 v\u0259 t\u0259tbiq sah\u0259si var.<\/p>\n<ol>\n<li>N\u0259zar\u0259tli \u00d6yr\u0259nm\u0259: Bu modell\u0259r\u0259 \u0259vv\u0259lc\u0259d\u0259n etiketl\u0259nmi\u015f m\u0259lumatlar verilir. M\u0259s\u0259l\u0259n, minl\u0259rl\u0259 h\u00fccum epizodu v\u0259 onun n\u0259tic\u0259si (qol\/qol deyil) veril\u0259r\u0259k model \u00f6yr\u0259dilir ki, yeni bir epizodu t\u0259hlil edib qol ehtimal\u0131n\u0131 proqnozla\u015fd\u0131rs\u0131n. Transfer qiym\u0259tl\u0259ndirm\u0259sind\u0259 tez-tez istifad\u0259 olunur.<\/li>\n<li>N\u0259zar\u0259tsiz \u00d6yr\u0259nm\u0259: Burada m\u0259lumatlar etiketl\u0259nmir. Model \u00f6z\u00fc m\u0259lumat daxilind\u0259ki qruplar\u0131 v\u0259 ya n\u00fcmun\u0259l\u0259ri tapma\u011fa \u00e7al\u0131\u015f\u0131r. M\u0259s\u0259l\u0259n, m\u00fcxt\u0259lif oyun\u00e7ular\u0131 performans x\u00fcsusiyy\u0259tl\u0259rin\u0259 g\u00f6r\u0259 qrupla\u015fd\u0131raraq, ox\u015far tipoloji profill\u0259r yarada bil\u0259r. Bu, skautluqda faydal\u0131 ola bil\u0259r.<\/li>\n<li>M\u00f6hk\u0259ml\u0259ndirici \u00d6yr\u0259nm\u0259: Model, m\u00fc\u0259yy\u0259n bir m\u00fchitd\u0259 (m\u0259s\u0259l\u0259n, oyun strateji simulyatoru) s\u0131naq v\u0259 s\u0259hv yolu il\u0259 \u00f6yr\u0259nir v\u0259 “m\u00fckafat” maksimalla\u015fd\u0131rma\u011fa \u00e7al\u0131\u015f\u0131r. Oyun stratejiyalar\u0131n\u0131 optimalla\u015fd\u0131rmaq \u00fc\u00e7\u00fcn istifad\u0259 oluna bil\u0259r.<\/li>\n<\/ol>\n<p>Azerbaycanda bu texnologiyalar\u0131n t\u0259tbiqi \u00fc\u00e7\u00fcn \u0259sas \u00e7\u0259tinlik y\u00fcks\u0259k ixtisasl\u0131 m\u00fct\u0259x\u0259ssisl\u0259rin v\u0259 hesablama infrastrukturunun olmamas\u0131d\u0131r. Lakin beyn\u0259lxalq t\u0259cr\u00fcb\u0259d\u0259n \u00f6yr\u0259nm\u0259k v\u0259 yerli universitetl\u0259rl\u0259 \u0259m\u0259kda\u015fl\u0131q bu bo\u015flu\u011fu doldurma\u011fa k\u00f6m\u0259k ed\u0259 bil\u0259r.<\/p>\n<h2>Data Toplama Texnologiyalar\u0131 ve Sensorlar<\/h2>\n<p>AI modell\u0259rinin d\u00fczg\u00fcn i\u015fl\u0259m\u0259si \u00fc\u00e7\u00fcn y\u00fcks\u0259k keyfiyy\u0259tli v\u0259 h\u0259rt\u0259r\u0259fli m\u0259lumat laz\u0131md\u0131r. Bu sah\u0259d\u0259 texnologiya \u00e7ox s\u00fcr\u0259tl\u0259 inki\u015faf edir.<\/p>\n<table>\n<thead>\n<tr>\n<th>Texnologiya N\u00f6v\u00fc<\/th>\n<th>N\u0259yi \u00d6l\u00e7\u00fcr<\/th>\n<th>Azerbaycanda Potensial Tetbiqi<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>GPS ve \u0130VM\u018f \u00d6l\u00e7\u0259n Sensorlar<\/td>\n<td>Oyun\u00e7unun s\u00fcr\u0259ti, m\u0259saf\u0259si, s\u00fcr\u0259tl\u0259nm\u0259si, y\u00fck\u00fc<\/td>\n<td>Antrenman y\u00fck\u00fcn\u00fcn idar\u0259 edilm\u0259si, yaralanman\u0131n qar\u015f\u0131s\u0131n\u0131n al\u0131nmas\u0131 \u00fc\u00e7\u00fcn klublarda t\u0259dric\u0259n t\u0259tbiq oluna bil\u0259r.<\/td>\n<\/tr>\n<tr>\n<td>Video Analiz Sisteml\u0259ri (Komputer G\u00f6rm\u0259)<\/td>\n<td>Oyun\u00e7ular\u0131n v\u0259 topun m\u00f6vqeyi, h\u0259r\u0259k\u0259t trayektoriyalar\u0131, taktik qurulu\u015f<\/td>\n<td>Pe\u015f\u0259kar liqa oyunlar\u0131n\u0131n avtomatik t\u0259hlili \u00fc\u00e7\u00fcn istifad\u0259si geni\u015fl\u0259nir. Bu, hakim q\u0259rarlar\u0131n\u0131n da t\u0259hlilin\u0259 k\u00f6m\u0259k ed\u0259 bil\u0259r.<\/td>\n<\/tr>\n<tr>\n<td>Geyim\u0259 Qoyulan Sensorlar<\/td>\n<td>\u00dcr\u0259k d\u0259r\u0259c\u0259si, n\u0259f\u0259s tezliyi, yor\u011funluq s\u0259viyy\u0259si<\/td>\n<td>Haz\u0131rl\u0131q d\u00f6vr\u00fcnd\u0259 oyun\u00e7unun fiziki v\u0259ziyy\u0259tinin d\u0259qiq monitorinqi.<\/td>\n<\/tr>\n<tr>\n<td>Topa Qura\u015fd\u0131r\u0131lm\u0131\u015f Sensorlar<\/td>\n<td>Topun s\u00fcr\u0259ti, f\u0131rlanmas\u0131, t\u0259zyiqi<\/td>\n<td>X\u00fcsusil\u0259 tennis, voleybol kimi idman n\u00f6vl\u0259rind\u0259 v\u0259 ya futbol \u00fc\u00e7\u00fcn m\u0259\u015fq prosesl\u0259rind\u0259.<\/td>\n<\/tr>\n<tr>\n<td>M\u0259kan M\u0259lumatlar\u0131 ve IoT<\/td>\n<td>Stadiondak\u0131 tama\u015fa\u00e7\u0131 h\u0259r\u0259k\u0259ti, iqlim \u015f\u0259raiti<\/td>\n<td>T\u0259hl\u00fck\u0259sizlik t\u0259dbirl\u0259rinin planla\u015fd\u0131r\u0131lmas\u0131 v\u0259 oyun g\u00fcn\u00fc logistikas\u0131n\u0131n optimalla\u015fd\u0131r\u0131lmas\u0131.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>Bu texnologiyalar\u0131n qiym\u0259ti ilkin investisiya t\u0259l\u0259b ets\u0259 d\u0259, uzunm\u00fcdd\u0259tli perspektivd\u0259 oyun\u00e7unun sa\u011flaml\u0131\u011f\u0131n\u0131 qorumaq v\u0259 performans\u0131 art\u0131rmaqla x\u0259rcl\u0259ri \u00f6d\u0259y\u0259 bil\u0259r. Azerbaycan klublar\u0131 bu sisteml\u0259ri t\u0259dric\u0259n \u00f6z infrastrukturuna inteqrasiya etm\u0259k imkanlar\u0131n\u0131 ara\u015fd\u0131r\u0131r.<\/p>\n<p><img src=\"https:\/\/pinco1.az\/wp-content\/uploads\/2025\/07\/pinco-casino-azerbaycan.webp\" alt=\"pinco azerbaycan\" loading=\"lazy\"><\/p>\n<h2>Analitikan\u0131n Idman\u0131n M\u00fcxt\u0259lif Sah\u0259l\u0259rind\u0259 Tetbiqi<\/h2>\n<p>Data ve AI t\u0259kc\u0259 oyun meydan\u0131nda deyil, idman\u0131n b\u00fct\u00fcn biznes v\u0259 idar\u0259etm\u0259 t\u0259r\u0259fl\u0259rind\u0259 \u00f6z yerini tap\u0131r.<\/p>\n<ul>\n<li>Skautluq ve Transfer Siyas\u0259ti: Art\u0131q skautlar yaln\u0131z g\u00f6z\u00fc il\u0259 deyil, geni\u015f statistik bazalar v\u0259 oyun\u00e7u ox\u015farl\u0131q modell\u0259ri il\u0259 i\u015fl\u0259yir. Model, Azerbaycan liqas\u0131nda oynayan v\u0259 Avropa standartlar\u0131na uy\u011fun profil\u0259 malik oyun\u00e7unu a\u015fkar ed\u0259 bil\u0259r.<\/li>\n<li>Antrenman Proqramlar\u0131n\u0131n F\u0259rdil\u0259\u015fdirilm\u0259si: H\u0259r bir idman\u00e7\u0131n\u0131n fizioloji m\u0259lumatlar\u0131na \u0259sas\u0259n, onun \u00fc\u00e7\u00fcn optimal y\u00fck v\u0259 b\u0259rpa proqram\u0131 AI t\u0259r\u0259find\u0259n haz\u0131rlana bil\u0259r.<\/li>\n<li>Oyun Stratejiyas\u0131 ve R\u0259qib T\u0259hlili: R\u0259qib komandan\u0131n z\u0259if v\u0259 g\u00fccl\u00fc t\u0259r\u0259fl\u0259rini, standart v\u0259ziyy\u0259tl\u0259rd\u0259ki davran\u0131\u015f n\u00fcmun\u0259l\u0259rini m\u00fc\u0259yy\u0259n etm\u0259k \u00fc\u00e7\u00fcn \u0259vv\u0259lki oyunlar\u0131n\u0131n m\u0259lumatlar\u0131 emal olunur.<\/li>\n<li>G\u0259ncl\u0259rin Yeti\u015fdirilm\u0259si Akademiyalar\u0131: G\u0259nc oyun\u00e7ular\u0131n inki\u015faf\u0131n\u0131 uzunm\u00fcdd\u0259tli izl\u0259m\u0259k, onlar\u0131n g\u0259l\u0259c\u0259k potensial\u0131n\u0131 proqnozla\u015fd\u0131rmaq v\u0259 \u0259n uy\u011fun inki\u015faf yolunu m\u00fc\u0259yy\u0259n etm\u0259k.<\/li>\n<li>\u0130dman Tibbi ve Reabilitasiya: Yaralanmadan sonra b\u0259rpa prosesini izl\u0259m\u0259k v\u0259 tam sa\u011falma \u00fc\u00e7\u00fcn optimal vaxt\u0131 proqnozla\u015fd\u0131rmaq.<\/li>\n<li>\u0130dman Media ve Yay\u0131m: Daha maraql\u0131 statistik grafikalar\u0131n yarad\u0131lmas\u0131, izl\u0259yicil\u0259r \u00fc\u00e7\u00fcn f\u0259rdil\u0259\u015fdirilmi\u015f m\u0259zmun t\u0259qdimat\u0131.<\/li>\n<\/ul>\n<h2>Analitikan\u0131n ve AI-n\u0131n Mahdudiyyetleri ve Etik M\u0259s\u0259l\u0259l\u0259r<\/h2>\n<p>Bu texnologiyalar\u0131n b\u00fct\u00fcn g\u00fcc\u00fcn\u0259 baxmayaraq, onlar\u0131n m\u0259hdudiyy\u0259tl\u0259ri v\u0259 yaratd\u0131\u011f\u0131 etik suallar da var. Bunlar\u0131 anlamaq sa\u011flam v\u0259 m\u0259suliyy\u0259tli t\u0259tbiq \u00fc\u00e7\u00fcn vacibdir.<\/p>\n<p>Birinci m\u0259hdudiyy\u0259t, m\u0259lumatlar\u0131n keyfiyy\u0259ti v\u0259 taml\u0131\u011f\u0131 il\u0259 ba\u011fl\u0131d\u0131r. AI modeli yaln\u0131z ona veril\u0259n m\u0259lumat q\u0259d\u0259r yax\u015f\u0131d\u0131r. \u018fg\u0259r m\u0259lumatlar qeyri-d\u0259qiq, qism\u0259n v\u0259 ya q\u0259r\u0259zli olarsa, modelin n\u0259tic\u0259l\u0259ri d\u0259 eyni \u015f\u0259kild\u0259 q\u00fcsurlu olacaq. Azerbaycanda a\u015fa\u011f\u0131 liqalar \u00fc\u00e7\u00fcn etibarl\u0131 v\u0259 h\u0259rt\u0259r\u0259fli m\u0259lumat bazas\u0131n\u0131n olmamas\u0131 burada b\u00f6y\u00fck mane\u0259dir.<\/p>\n<h3>\u0130nsan Amili ve Q\u0259rarlar\u0131n \u0130zaholunmazl\u0131\u011f\u0131<\/h3>\n<p>\u00c7ox d\u0259rin \u00f6yr\u0259nm\u0259 modell\u0259ri “qara qutu” kimi i\u015fl\u0259yir. Onlar d\u0259qiq proqnoz ver\u0259 bil\u0259r, amma bu proqnozun nec\u0259 \u0259ld\u0259 olundu\u011funu izah etm\u0259k \u00e7ox \u00e7\u0259tin ola bil\u0259r. M\u0259s\u0259l\u0259n, model bir oyun\u00e7unun transferini m\u0259sl\u0259h\u0259t g\u00f6rs\u0259, amka bu q\u0259rara hans\u0131 amill\u0259rin \u0259n \u00e7ox t\u0259sir etdiyini ayd\u0131n \u015f\u0259kild\u0259 g\u00f6st\u0259r\u0259 bilm\u0259s\u0259, menecer ona etibar etm\u0259y\u0259 \u00e7\u0259kin\u0259 bil\u0259r. \u0130dman\u0131n emosional v\u0259 intuitiv t\u0259bi\u0259ti d\u0259 h\u0259mi\u015f\u0259 riyazi model il\u0259 \u00fcst-\u00fcst\u0259 d\u00fc\u015fm\u00fcr.<\/p>\n<ul>\n<li>Maliyy\u0259 B\u0259rab\u0259rsizliyi: B\u00f6y\u00fck b\u00fc<\/li>\n<\/ul>\n<p>Bu maliyy\u0259 b\u0259rab\u0259rsizliyi, ki\u00e7ik klublar \u00fc\u00e7\u00fcn \u0259n qabaqc\u0131l analitik sisteml\u0259r\u0259 investisiya etm\u0259yi \u00e7\u0259tinl\u0259\u015fdirir. Bu, liqada m\u00f6vcud olan g\u00fcc balans\u0131n\u0131 daha da pozmaq t\u0259hl\u00fck\u0259si yarad\u0131r. For background definitions and terminology, refer to <a href=\"https:\/\/www.nba.com\/\">NBA official site<\/a>.<\/p>\n<h3>G\u0259l\u0259c\u0259k Perspektivl\u0259r<\/h3>\n<p>Azerbaycan futbolunda analitika v\u0259 AI-n\u0131n istifad\u0259si getdikc\u0259 daha geni\u015f yay\u0131lacaq. Texnologiyan\u0131n s\u00fcr\u0259tl\u0259 inki\u015faf\u0131 v\u0259 bahala\u015fmas\u0131 bu prosesi asanla\u015fd\u0131racaq. G\u0259nc m\u00fct\u0259x\u0259ssisl\u0259rin haz\u0131rlanmas\u0131 v\u0259 yerli h\u0259ll\u0259rin inki\u015faf\u0131 da bu istiqam\u0259td\u0259 m\u00fch\u00fcm add\u0131md\u0131r.<\/p>\n<p>N\u0259tic\u0259d\u0259, bu al\u0259tl\u0259r insan m\u00fct\u0259x\u0259ssisl\u0259rin \u0259v\u0259zedicisi deyil, onlar\u0131n qabiliyy\u0259tini art\u0131ran k\u00f6m\u0259k\u00e7il\u0259rdir. Onlar\u0131n u\u011furu, texniki imkanlar\u0131n idman\u0131n mahiyy\u0259ti v\u0259 insan q\u0259rar\u0131 il\u0259 uy\u011fun birl\u0259\u015fm\u0259sind\u0259n as\u0131l\u0131d\u0131r. Futbolun \u0259sas\u0131n\u0131 h\u0259mi\u015f\u0259 oyun\u00e7ular\u0131n bacar\u0131\u011f\u0131 v\u0259 komandan\u0131n ruhu t\u0259\u015fkil ed\u0259c\u0259k.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>AI ve Data ile Idman Analitikasinin Deyisimi Idman Analitikasinda AI ve Data Elmi – Metrikler, Modeller ve Azerbaycanda Tetbiq Idman dunyasinda qerarlar indi daha cox ekran arxasinda isleyen data modelleri ve suni intellekt alqoritmleri ile qebul edilir. Bu, yalniz dunyanin aparici liqalarinda deyil, Azerbaycan idman muhitinde de oz tesirini gosterir. Klublar, menecerler ve hetta idman<\/p>\n<div class=\"more-link\">\n\t\t\t\t <a href=\"http:\/\/store.manuelvazquezonline.com\/index.php\/2026\/03\/08\/ai-ve-data-ile-idman-analitikasinin-deyisimi\/\" class=\"btn theme-btn\"><span>Continue Reading <\/span><i class=\"icofont-thin-double-right\"><\/i><\/a>\n\t\t\t<\/div>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"om_disable_all_campaigns":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0},"categories":[1],"tags":[],"_links":{"self":[{"href":"http:\/\/store.manuelvazquezonline.com\/index.php\/wp-json\/wp\/v2\/posts\/23811"}],"collection":[{"href":"http:\/\/store.manuelvazquezonline.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/store.manuelvazquezonline.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/store.manuelvazquezonline.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/store.manuelvazquezonline.com\/index.php\/wp-json\/wp\/v2\/comments?post=23811"}],"version-history":[{"count":1,"href":"http:\/\/store.manuelvazquezonline.com\/index.php\/wp-json\/wp\/v2\/posts\/23811\/revisions"}],"predecessor-version":[{"id":23812,"href":"http:\/\/store.manuelvazquezonline.com\/index.php\/wp-json\/wp\/v2\/posts\/23811\/revisions\/23812"}],"wp:attachment":[{"href":"http:\/\/store.manuelvazquezonline.com\/index.php\/wp-json\/wp\/v2\/media?parent=23811"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/store.manuelvazquezonline.com\/index.php\/wp-json\/wp\/v2\/categories?post=23811"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/store.manuelvazquezonline.com\/index.php\/wp-json\/wp\/v2\/tags?post=23811"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}