{"id":30350,"date":"2026-03-02T05:09:26","date_gmt":"2026-03-02T08:09:26","guid":{"rendered":"https:\/\/wlivre.com.br\/loja\/?p=30350"},"modified":"2026-03-03T16:47:45","modified_gmt":"2026-03-03T19:47:45","slug":"ai-ve-data-ile-idman-analitikasi-nec-dyisir","status":"publish","type":"post","link":"https:\/\/wlivre.com.br\/loja\/ai-ve-data-ile-idman-analitikasi-nec-dyisir\/","title":{"rendered":"AI ve Data ile Idman Analitikas\u0131 Nec\u0259 D\u0259yi\u015fir"},"content":{"rendered":"AI ve Data ile Idman Analitikas\u0131 Nec\u0259 D\u0259yi\u015fir<\/title><\/p>\n<h1>Azerbaycanda Idman Analitikas\u0131 – Metrikalar, Modell\u0259r v\u0259 \u0130mkanlar<\/h1>\n<p>Idman d\u00fcnyas\u0131 s\u00fcr\u0259tl\u0259 r\u0259q\u0259msalla\u015f\u0131r v\u0259 bu d\u0259yi\u015fiklik Az\u0259rbaycan\u0131n idman sah\u0259sini d\u0259 d\u0259rin \u015f\u0259kild\u0259 t\u0259sir edir. Art\u0131q m\u0259\u015fq\u00e7il\u0259r, idman\u00e7\u0131lar v\u0259 menecerl\u0259r q\u0259rar q\u0259bul ed\u0259rk\u0259n t\u0259kc\u0259 t\u0259cr\u00fcb\u0259 v\u0259 intuisiya deyil, h\u0259m d\u0259 m\u00fcr\u0259kk\u0259b m\u0259lumat analizi v\u0259 s\u00fcni intellekt modell\u0259rin\u0259 arxalan\u0131r. Bu m\u0259qal\u0259d\u0259, idman analitikas\u0131n\u0131n nec\u0259 inki\u015faf etdiyini, hans\u0131 metrikalardan istifad\u0259 olundu\u011funu, modell\u0259rin i\u015f prinsipl\u0259rini v\u0259 Az\u0259rbaycan kontekstind\u0259 qar\u015f\u0131la\u015f\u0131lan m\u0259hdudiyy\u0259tl\u0259ri add\u0131m-add\u0131m izah ed\u0259c\u0259yik. Bu sah\u0259d\u0259ki son yenilikl\u0259ri, m\u0259s\u0259l\u0259n, <a href=\"https:\/\/mobizmagazine.com\/\">https:\/\/mobizmagazine.com\/<\/a> kimi yerli resurslar da m\u00fcnt\u0259z\u0259m olaraq izl\u0259yir v\u0259 t\u0259hlil edir.<\/p>\n<h2>Idman Analitikas\u0131n\u0131n Tarixi \u0130nki\u015faf\u0131 v\u0259 Az\u0259rbaycana G\u0259li\u015fi<\/h2>\n<p>Idman analitikas\u0131 anlay\u0131\u015f\u0131 \u0259sas\u0259n statistikaya \u0259saslanan sad\u0259 hesablamalarla ba\u015flam\u0131\u015fd\u0131r. Futbol v\u0259 basketbol kimi populyar idman n\u00f6vl\u0259rind\u0259 vurulan qollar, etdiyi assistl\u0259r kimi \u0259sas g\u00f6st\u0259ricil\u0259r uzun m\u00fcdd\u0259t \u0259sas m\u0259lumat qayna\u011f\u0131 olub. Lakin, komp\u00fcter texnologiyalar\u0131n\u0131n inki\u015faf\u0131 v\u0259 b\u00f6y\u00fck m\u0259lumatlar\u0131n (Big Data) yaranmas\u0131 il\u0259 bu sah\u0259 k\u00f6kl\u00fc d\u0259yi\u015fikliy\u0259 u\u011frad\u0131. Az\u0259rbaycanda is\u0259 bu proses bir q\u0259d\u0259r gec, lakin s\u00fcr\u0259tl\u0259 ba\u015f verdi. Milli komandalar\u0131n v\u0259 klublar\u0131n beyn\u0259lxalq arenada u\u011fur qazanmaq \u00fc\u00e7\u00fcn daha d\u0259qiq metodlara ehtiyac\u0131, h\u0259m\u00e7inin yerli texnoloji infrastrukturun yax\u015f\u0131la\u015fmas\u0131 idman analitikas\u0131na mara\u011f\u0131 art\u0131rd\u0131.<\/p>\n<p>Bu g\u00fcn Az\u0259rbaycan Premyer Liqas\u0131 komandalar\u0131, gimnastika v\u0259 g\u00fcl\u0259\u015f federasiyalar\u0131, h\u0259tta idman m\u0259kt\u0259bl\u0259ri d\u0259 m\u0259lumat toplama\u011fa v\u0259 t\u0259hlil etm\u0259y\u0259 ba\u015flay\u0131blar. \u0130lkin add\u0131m \u0259n\u0259n\u0259vi statistikalar\u0131n r\u0259q\u0259msal platformalara k\u00f6\u00e7\u00fcr\u00fclm\u0259si oldu. Sonrak\u0131 m\u0259rh\u0259l\u0259d\u0259 is\u0259 video analiz sisteml\u0259ri v\u0259 sensor texnologiyalar\u0131 t\u0259tbiq olunma\u011fa ba\u015flad\u0131. Bu ke\u00e7id idman\u0131n idar\u0259 edilm\u0259sin\u0259 tamamil\u0259 yeni bir bax\u0131\u015f g\u0259tirdi.<\/p>\n<h2>M\u00fcasir Metrikalar – Sad\u0259 Statistikadan K\u0259nara \u00c7\u0131xmaq<\/h2>\n<p>M\u00fcasir idman analitikas\u0131nda art\u0131q yaln\u0131z qol v\u0259 xal saymaq kifay\u0259t etmir. \u0130ndi h\u0259r bir idman\u00e7\u0131n\u0131n h\u0259r\u0259k\u0259ti, taktiki v\u0259ziyy\u0259ti, h\u0259tta fizioloji g\u00f6st\u0259ricil\u0259ri d\u0259qiq \u00f6l\u00e7\u00fcl\u00fcr. Bu, daha d\u0259rin v\u0259 faydal\u0131 metrikalar\u0131n yaranmas\u0131na s\u0259b\u0259b oldu. A\u015fa\u011f\u0131dak\u0131 c\u0259dv\u0259ld\u0259 m\u00fcxt\u0259lif idman n\u00f6vl\u0259ri \u00fc\u00e7\u00fcn istifad\u0259 olunan b\u0259zi m\u00fcasir metrikalar\u0131 g\u00f6r\u0259 bil\u0259rsiniz.<\/p>\n<table>\n<thead>\n<tr>\n<th>Idman N\u00f6v\u00fc<\/th>\n<th>\u018fn\u0259n\u0259vi Metrika<\/th>\n<th>M\u00fcasir Metrika<\/th>\n<th>N\u0259yi \u00d6l\u00e7\u00fcr<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>Futbol<\/td>\n<td>Qol, topa toxunma<\/td>\n<td>G\u00f6zl\u0259nil\u0259n Qollar (xG), T\u0259zyiq\u0259 g\u00f6r\u0259 qazan\u0131lan top<\/td>\n<td>H\u00fccum effektivliyi, komanda presinqi<\/td>\n<\/tr>\n<tr>\n<td>G\u00fcl\u0259\u015f<\/td>\n<td>Xal, texniki h\u0259r\u0259k\u0259t<\/td>\n<td>F\u0259aliyy\u0259t zonas\u0131, enerji x\u0259rci, h\u0259r\u0259k\u0259t s\u00fcr\u0259ti<\/td>\n<td>\u0130dman\u00e7\u0131n\u0131n meydanda taktikas\u0131, yor\u011funluq s\u0259viyy\u0259si<\/td>\n<\/tr>\n<tr>\n<td>Basketbol<\/td>\n<td>Xal, ribaund<\/td>\n<td>\u00dcst\u00fcnl\u00fck Art\u0131m\u0131 (Plus-Minus), G\u00f6zl\u0259nil\u0259n K\u00f6m\u0259k (xA)<\/td>\n<td>Oyun\u00e7u komandan\u0131n \u00fcmumi performans\u0131na t\u00f6hf\u0259si<\/td>\n<\/tr>\n<tr>\n<td>Gimnastika<\/td>\n<td>Hakim xallar\u0131<\/td>\n<td>H\u0259r\u0259k\u0259t traektoriyas\u0131, b\u0259d\u0259n bucaqlar\u0131, tarazl\u0131q anlar\u0131<\/td>\n<td>Texnikan\u0131n d\u0259qiqliyi v\u0259 t\u0259krarlana bil\u0259nliyi<\/td>\n<\/tr>\n<tr>\n<td>Voleybol<\/td>\n<td>Eys, blok<\/td>\n<td>H\u00fccum effektivlik indeksi, q\u0259rar q\u0259bul etm\u0259 s\u00fcr\u0259ti<\/td>\n<td>H\u00fccumun m\u00fcr\u0259kk\u0259bliyi v\u0259 m\u00fcdafi\u0259nin reaksiyas\u0131<\/td>\n<\/tr>\n<tr>\n<td>\u00dcmumi<\/td>\n<td>M\u0259\u015fq vaxt\u0131<\/td>\n<td>Y\u00fckl\u0259nm\u0259-monitorinqi, \u00dcr\u0259k d\u0259r\u0259c\u0259si d\u0259yi\u015fk\u0259nliyi (HRV)<\/td>\n<td>\u0130dman\u00e7\u0131n\u0131n b\u0259rpas\u0131 v\u0259 yaralanma riski<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>Bu metrikalar\u0131n \u00e7oxu x\u00fcsusi sensorlar, y\u00fcks\u0259k tezlikli kameralar v\u0259 idman\u00e7\u0131n\u0131n geyindiyi a\u011f\u0131ll\u0131 saatlar vasit\u0259sil\u0259 toplan\u0131r. M\u0259s\u0259l\u0259n, g\u00fcl\u0259\u015f\u00e7il\u0259rin m\u0259\u015fql\u0259ri zaman\u0131 onlar\u0131n h\u0259r\u0259k\u0259t s\u00fcr\u0259ti v\u0259 istiqam\u0259ti izl\u0259nil\u0259 bil\u0259r ki, bu da m\u00fc\u0259yy\u0259n texnikalar\u0131n n\u0259 q\u0259d\u0259r effektiv oldu\u011funu g\u00f6st\u0259rir. Az\u0259rbaycanda bu texnologiyalar\u0131n t\u0259tbiqi x\u00fcsusil\u0259 Olimpiya haz\u0131rl\u0131\u011f\u0131 m\u0259rk\u0259zl\u0259rind\u0259 v\u0259 apar\u0131c\u0131 klublarda getdikc\u0259 daha \u00e7ox yay\u0131l\u0131r.<\/p>\n<h2>S\u00fcni \u0130ntellekt Modell\u0259ri Nec\u0259 \u0130\u015fl\u0259yir<\/h2>\n<p>S\u00fcni intellekt (AI) idman analitikas\u0131nda m\u0259lumatlar\u0131 sad\u0259c\u0259 g\u00f6st\u0259rm\u0259kd\u0259n \u00e7\u0131x\u0131b, proqnozla\u015fd\u0131rma v\u0259 q\u0259rar d\u0259st\u0259yi \u00fc\u00e7\u00fcn istifad\u0259 olunan g\u00fccl\u00fc bir al\u0259t\u0259 \u00e7evrilib. Bu modell\u0259r \u0259sas\u0259n ma\u015f\u0131n \u00f6yr\u0259nm\u0259si (Machine Learning) alqoritml\u0259rin\u0259 \u0259saslan\u0131r. Onlar\u0131n i\u015f prinsipi bir ne\u00e7\u0259 \u0259sas add\u0131mdan ibar\u0259tdir.<\/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>Birincisi, m\u0259lumatlar\u0131n toplanmas\u0131 v\u0259 t\u0259mizl\u0259nm\u0259si. Kameralar v\u0259 sensorlardan g\u0259l\u0259n ham\u0131 m\u0259lumatlar emal \u00fc\u00e7\u00fcn uy\u011fun formata sal\u0131n\u0131r. \u0130kincisi, modelin \u00f6yr\u0259dilm\u0259si. Alqoritm\u0259 ke\u00e7mi\u015f oyunlar\u0131n, m\u0259\u015fql\u0259rin v\u0259 n\u0259tic\u0259l\u0259rin m\u0259lumatlar\u0131 verilir. M\u0259s\u0259l\u0259n, “bu \u015f\u0259raitd\u0259 bu taktika il\u0259 q\u0259l\u0259b\u0259 ehtimal\u0131 n\u0259 q\u0259d\u0259rdir?” sual\u0131na cavab tapma\u011f\u0131 \u00f6yr\u0259dilir. \u00dc\u00e7\u00fcnc\u00fcs\u00fc, modelin yoxlan\u0131lmas\u0131 v\u0259 t\u0259tbiqi. \u00d6yr\u0259dilmi\u015f model real vaxt m\u0259\u015fq v\u0259 ya yar\u0131\u015f \u015f\u0259raitind\u0259 s\u0131naqdan ke\u00e7irilir v\u0259 onun proqnozlar\u0131n\u0131n d\u0259qiqliyi yoxlan\u0131l\u0131r.<\/p>\n<h3>AI Modell\u0259rinin \u00dc\u00e7 \u018fsas N\u00f6v\u00fc<\/h3>\n<p>Idman analitikas\u0131nda bir ne\u00e7\u0259 n\u00f6v AI modeli geni\u015f istifad\u0259 olunur. Onlar\u0131n h\u0259r birinin \u00f6z funksiyas\u0131 v\u0259 t\u0259tbiq sah\u0259si var.<\/p>\n<ul>\n<li>T\u0259snifat Modell\u0259ri: Bu modell\u0259r m\u00fc\u0259yy\u0259n bir hadis\u0259nin ba\u015f verib-verm\u0259y\u0259c\u0259yini proqnozla\u015fd\u0131r\u0131r. N\u00fcmun\u0259: Futbol oyununda penalti z\u0259rb\u0259sinin qola \u00e7evrilm\u0259 ehtimal\u0131, ya da g\u00fcl\u0259\u015f\u00e7inin m\u00fc\u0259yy\u0259n bir texnikadan istifad\u0259 etm\u0259 ehtimal\u0131.<\/li>\n<li>Reqressiya Modell\u0259ri: Bu modell\u0259r k\u0259miyy\u0259t n\u0259tic\u0259l\u0259ri proqnozla\u015fd\u0131r\u0131r. N\u00fcmun\u0259: Bir basketbol\u00e7unun m\u00f6vs\u00fcm \u0259rzind\u0259 orta hesabla ne\u00e7\u0259 xal toplayaca\u011f\u0131n\u0131, ya da idman\u00e7\u0131n\u0131n yar\u0131\u015fdan sonrak\u0131 b\u0259rpa m\u00fcdd\u0259tini t\u0259xmin etm\u0259k.<\/li>\n<li>Klasterl\u0259\u015fdirm\u0259 Modell\u0259ri: Bu modell\u0259r ox\u015far x\u00fcsusiyy\u0259tl\u0259r\u0259 malik idman\u00e7\u0131lar\u0131 v\u0259 ya komanda taktikalar\u0131n\u0131 qrupla\u015fd\u0131r\u0131r. N\u00fcmun\u0259: M\u00fcdafi\u0259\u00e7il\u0259ri h\u00fccum stil\u0259rin\u0259 g\u00f6r\u0259 qruplara ay\u0131rmaq, ya da r\u0259qib komandan\u0131n m\u00fcxt\u0259lif oyun formalar\u0131n\u0131 avtomatik t\u0259snif etm\u0259k.<\/li>\n<li>Neuron \u015e\u0259b\u0259k\u0259l\u0259ri: Bu, x\u00fcsusil\u0259 video analizind\u0259 istifad\u0259 olunan m\u00fcr\u0259kk\u0259b modell\u0259rdir. Oyun\u00e7ular\u0131n h\u0259r\u0259k\u0259t traektoriyalar\u0131n\u0131 avtomatik izl\u0259yir, taktiki sxeml\u0259ri tan\u0131y\u0131r v\u0259 h\u0259tta g\u0259l\u0259c\u0259k h\u0259r\u0259k\u0259tl\u0259ri proqnozla\u015fd\u0131r\u0131r.<\/li>\n<\/ul>\n<p>Az\u0259rbaycanda bu modell\u0259rin t\u0259tbiqi h\u0259l\u0259 ilkin m\u0259rh\u0259l\u0259d\u0259dir. Lakin, yerli m\u00fct\u0259x\u0259ssisl\u0259r beyn\u0259lxalq t\u0259cr\u00fcb\u0259l\u0259ri \u00f6yr\u0259n\u0259r\u0259k, milli idman\u00e7\u0131lar\u0131n haz\u0131rl\u0131\u011f\u0131 \u00fc\u00e7\u00fcn x\u00fcsusi modell\u0259r yaratmaq imkanlar\u0131n\u0131 ara\u015fd\u0131r\u0131rlar. For general context and terms, see <a href=\"https:\/\/en.wikipedia.org\/wiki\/Sports_analytics\">sports analytics overview<\/a>.<\/p>\n<h2>Az\u0259rbaycan Kontekstind\u0259 Texnoloji v\u0259 T\u0259\u015fkilati M\u0259hdudiyy\u0259tl\u0259r<\/h2>\n<p>AI v\u0259 m\u0259lumat analitikas\u0131n\u0131n b\u00fct\u00fcn \u00fcst\u00fcnl\u00fckl\u0259rin\u0259 baxmayaraq, Az\u0259rbaycanda bu texnologiyalar\u0131n geni\u015f yay\u0131lmas\u0131n\u0131n qar\u015f\u0131s\u0131nda m\u00fc\u0259yy\u0259n \u00e7\u0259tinlikl\u0259r durur. Bu m\u0259hdudiyy\u0259tl\u0259ri ba\u015fa d\u00fc\u015fm\u0259k, real g\u00f6zl\u0259ntil\u0259r formala\u015fd\u0131rmaq v\u0259 s\u0259m\u0259r\u0259li strategiya haz\u0131rlamaq \u00fc\u00e7\u00fcn vacibdir.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/images.ps-aws.com\/c?url=https:%2F%2Fd3cm515ijfiu6w.cloudfront.net%2Fwp-content%2Fuploads%2F2022%2F08%2F04153913%2Fferrari-charles-leclerc-red-bull-max-verstappen-azerbaijan-grand-prix-planet-f1.jpg\" alt=\"https:\/\/mobizmagazine.com\/\" loading=\"lazy\"><\/p>\n<p>\u0130lk m\u0259hdudiyy\u0259t texnoloji infrastrukturla ba\u011fl\u0131d\u0131r. B\u00f6y\u00fck h\u0259cmd\u0259 m\u0259lumatlar\u0131 emal etm\u0259k v\u0259 saxlamaq \u00fc\u00e7\u00fcn g\u00fccl\u00fc serverl\u0259r v\u0259 y\u00fcks\u0259k s\u00fcr\u0259tli internet ba\u011flant\u0131s\u0131 laz\u0131md\u0131r. B\u00fct\u00fcn idman obyektl\u0259ri, x\u00fcsusil\u0259 regionlarda, bu imkanlara malik deyil. \u0130kincisi, ixtisasl\u0131 kadrlar\u0131n say\u0131 m\u0259hduddur. H\u0259m idman, h\u0259m d\u0259 data elml\u0259ri sah\u0259sind\u0259 bilik birl\u0259\u015fdir\u0259n analitikl\u0259r\u0259 b\u00f6y\u00fck t\u0259l\u0259bat var. \u00dc\u00e7\u00fcnc\u00fcs\u00fc, maliyy\u0259 resurslar\u0131d\u0131r. Sensorlar, x\u00fcsusi proqram t\u0259minat\u0131 v\u0259 m\u00fct\u0259x\u0259ssisl\u0259rin i\u015f\u0259 q\u0259bulu \u0259h\u0259miyy\u0259tli investisiya t\u0259l\u0259b edir ki, bu da ki\u00e7ik klublar v\u0259 idman m\u0259kt\u0259bl\u0259ri \u00fc\u00e7\u00fcn \u00e7\u0259tin ola bil\u0259r.<\/p>\n<ul>\n<li>M\u0259lumatlar\u0131n Keyfiyy\u0259ti v\u0259 Standartla\u015fd\u0131r\u0131lmas\u0131: M\u00fcxt\u0259lif m\u0259nb\u0259l\u0259rd\u0259n toplanan m\u0259lumatlar bir-biri il\u0259 uy\u011funla\u015fm\u0131r, bu da \u00fcmumi t\u0259hlili \u00e7\u0259tinl\u0259\u015fdirir.<\/li>\n<li>M\u0259xfilik v\u0259 Etik M\u0259s\u0259l\u0259l\u0259r: \u0130dman\u00e7\u0131lar\u0131n fizioloji v\u0259 sa\u011flaml\u0131q m\u0259lumatlar\u0131n\u0131n toplanmas\u0131 m\u0259xfilik qaydalar\u0131n\u0131 g\u00fcnd\u0259m\u0259 g\u0259tirir.<\/li>\n<li>M\u0259d\u0259niyy\u0259t v\u0259 Q\u0259buledilm\u0259: B\u0259zi m\u0259\u015fq\u00e7il\u0259r v\u0259 idman\u00e7\u0131lar k\u00f6hn\u0259, t\u0259cr\u00fcb\u0259y\u0259 \u0259saslanan metodlar\u0131 t\u0259rk etm\u0259y\u0259 isteksiz ola bil\u0259rl\u0259r.<\/li>\n<li>Proqnozlar\u0131n \u015e\u0259rh Edilm\u0259si: AI modelinin verdiyi n\u0259tic\u0259l\u0259ri d\u00fczg\u00fcn \u015f\u0259rh etm\u0259k v\u0259 onlar\u0131 real q\u0259rarlara \u00e7evirm\u0259k \u00fc\u00e7\u00fcn d\u0259rin idman bilikl\u0259ri t\u0259l\u0259b olunur.<\/li>\n<li>Uzunm\u00fcdd\u0259tli D\u0259st\u0259k: Sistem qurulduqdan sonra onun daim yenil\u0259nm\u0259si, saxlanmas\u0131 v\u0259 inki\u015faf etdirilm\u0259si laz\u0131md\u0131r.<\/li>\n<\/ul>\n<p>Bu \u00e7\u0259tinlikl\u0259r\u0259 baxmayaraq, Az\u0259rbaycan Idman Nazirliyi v\u0259 idman federasiyalar\u0131 r\u0259q\u0259msalla\u015fma strategiyalar\u0131 haz\u0131rlamaqla bu sah\u0259d\u0259 ir\u0259lil\u0259yi\u015f \u0259ld\u0259 etm\u0259y\u0259 \u00e7al\u0131\u015f\u0131r. T\u0259dric\u0259n t\u0259tbiq olunan pilot layih\u0259l\u0259r g\u0259l\u0259c\u0259k \u00fc\u00e7\u00fcn \u0259sas yarad\u0131r. For general context and terms, see <a href=\"https:\/\/www.fifa.com\/tournaments\/mens\/worldcup\">FIFA World Cup hub<\/a>.<\/p>\n<h2>G\u0259l\u0259c\u0259k Trendl\u0259r – N\u0259 G\u00f6zl\u0259m\u0259k Olar<\/h2>\n<p>Idman analitikas\u0131n\u0131n g\u0259l\u0259c\u0259yi daha da \u015f\u0259xsi v\u0259 proaktiv olacaq. Texnologiya daha da d\u0259rinl\u0259\u015f\u0259c\u0259k v\u0259 idman\u00e7\u0131n\u0131n haz\u0131rl\u0131\u011f\u0131n\u0131n dem\u0259k olar ki, h\u0259r aspektin\u0259 n\u00fcfuz ed\u0259c\u0259k. Az\u0259rbaycanda da bu trendl\u0259r \u00f6z \u0259ksini tapma\u011fa davam ed\u0259c\u0259k.<\/p>\n<p>Birinci \u0259sas trend real vaxt analitikas\u0131n\u0131n daha da geni\u015fl\u0259nm\u0259sidir. Art\u0131q yaln\u0131z yar\u0131\u015fdan sonra deyil, m\u0259\u015fq v\u0259 ya yar\u0131\u015f zaman\u0131 da AI modell\u0259ri m\u0259\u015fq\u00e7iy\u0259 d\u0259rhal t\u00f6vsiy\u0259l\u0259r ver\u0259 bil\u0259c\u0259k. M\u0259s\u0259l\u0259n, g\u00fcl\u0259\u015f\u00e7inin yor\u011funluq s\u0259viyy\u0259sin\u0259 \u0259saslanaraq, n\u00f6vb\u0259ti h\u00fccum \u00fc\u00e7\u00fcn optimal texnikan\u0131 t\u0259klif ed\u0259 bil\u0259r. \u0130kinci trend, yaralanmalar\u0131n proqnozla\u015fd\u0131r\u0131lmas\u0131d\u0131r. M\u0259lumatlar\u0131n t\u0259hlili \u0259sas\u0131nda, m\u00fc\u0259yy\u0259n bir idman\u00e7\u0131n\u0131n yaralanma riski artd\u0131qda, onun y\u00fckl\u0259nm\u0259 rejimini avtomatik d\u0259yi\u015fm\u0259k m\u00fcmk\u00fcn olacaq. Bu, idman\u00e7\u0131 karyeras\u0131n\u0131n uzad\u0131lmas\u0131 bax\u0131m\u0131ndan \u00e7ox d\u0259y\u0259rlidir.<\/p>\n<ol>\n<li>Virtual v\u0259 Art\u0131r\u0131lm\u0131\u015f Reall\u0131q (VR\/AR) inteqrasiyas\u0131: \u0130dman\u00e7\u0131lar virtual m\u00fchitd\u0259 taktiki v\u0259ziyy\u0259tl\u0259r \u00fcz\u0259rind\u0259 m\u0259\u015fq ed\u0259, AI is\u0259 onlar\u0131n q\u0259rarlar\u0131n\u0131 t\u0259hlil ed\u0259 bil\u0259r.<\/li>\n<li>Fan T\u0259cr\u00fcb\u0259sinin \u0130nki\u015faf\u0131: Televiziya yay\u0131mlar\u0131nda real vaxt analitik g\u00f6st\u0259ricil\u0259r g\u00f6st\u0259ril\u0259c\u0259k, tama\u015fa\u00e7\u0131lar<\/li>\n<\/ol>\n<p>\u00dc\u00e7\u00fcnc\u00fc trend, idman\u00e7\u0131lar\u0131n psixoloji v\u0259ziyy\u0259tinin daha d\u0259qiq monitorinqidir. AI, \u00fcnsiyy\u0259t m\u0259lumatlar\u0131ndan v\u0259 biometrik g\u00f6st\u0259ricil\u0259rd\u0259n istifad\u0259 ed\u0259r\u0259k, stress v\u0259 ya diqq\u0259t s\u0259viyy\u0259sini qiym\u0259tl\u0259ndir\u0259 bil\u0259r. Bu, m\u0259\u015fq\u00e7iy\u0259 psixoloji haz\u0131rl\u0131\u011f\u0131 vaxt\u0131nda t\u0259nziml\u0259m\u0259k imkan\u0131 verir.<\/p>\n<p>Az\u0259rbaycan idman\u0131nda bu texnologiyalar\u0131n t\u0259tbiqi t\u0259dric\u0259n v\u0259 sistemli \u015f\u0259kild\u0259 davam ed\u0259c\u0259k. G\u0259nc idman\u00e7\u0131lar\u0131n haz\u0131rlanmas\u0131ndan ba\u015flayaraq, y\u00fcks\u0259k s\u0259viyy\u0259li pe\u015f\u0259kar komandalara q\u0259d\u0259r geni\u015f spektrd\u0259 istifad\u0259 olunacaq. \u018fsas m\u0259qs\u0259d, insan m\u00fct\u0259x\u0259ssisinin t\u0259cr\u00fcb\u0259si il\u0259 ma\u015f\u0131n hesablama g\u00fcc\u00fcn\u00fc birl\u0259\u015fdir\u0259r\u0259k, idman n\u0259tic\u0259l\u0259rini yax\u015f\u0131la\u015fd\u0131rmaqd\u0131r.<\/p>\n<p>Texnologiyan\u0131n s\u00fcr\u0259tl\u0259 inki\u015faf etdiyi bir d\u00f6vrd\u0259, Az\u0259rbaycan idman\u0131n\u0131n r\u0259q\u0259msal d\u0259yi\u015fiklikl\u0259r\u0259 uy\u011funla\u015fmas\u0131 vacibdir. Bu, yaln\u0131z yeni al\u0259tl\u0259rin t\u0259tbiqi deyil, h\u0259m d\u0259 idman m\u0259d\u0259niyy\u0259tinin v\u0259 t\u0259lim metodlar\u0131n\u0131n t\u0259kmill\u0259\u015fdirilm\u0259sidir. G\u0259l\u0259c\u0259k u\u011fular, innovasiyalar\u0131 m\u00fcdrik \u015f\u0259kild\u0259 idar\u0259 etm\u0259k qabiliyy\u0259tind\u0259n as\u0131l\u0131 olacaq.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>AI ve Data ile Idman Analitikas\u0131 Nec\u0259 D\u0259yi\u015fir Azerbaycanda Idman Analitikas\u0131 – Metrikalar, Modell\u0259r v\u0259 \u0130mkanlar Idman d\u00fcnyas\u0131 s\u00fcr\u0259tl\u0259 r\u0259q\u0259msalla\u015f\u0131r v\u0259 bu d\u0259yi\u015fiklik Az\u0259rbaycan\u0131n idman sah\u0259sini d\u0259 d\u0259rin \u015f\u0259kild\u0259 t\u0259sir edir. Art\u0131q m\u0259\u015fq\u00e7il\u0259r, idman\u00e7\u0131lar v\u0259 menecerl\u0259r q\u0259rar q\u0259bul ed\u0259rk\u0259n t\u0259kc\u0259 t\u0259cr\u00fcb\u0259 v\u0259 intuisiya deyil, h\u0259m d\u0259 m\u00fcr\u0259kk\u0259b m\u0259lumat analizi v\u0259 s\u00fcni intellekt modell\u0259rin\u0259 arxalan\u0131r. Bu …<\/p>\n<p class=\"read-more\"> <a class=\" thunk-readmore button \" href=\"https:\/\/wlivre.com.br\/loja\/ai-ve-data-ile-idman-analitikasi-nec-dyisir\/\"> <span class=\"screen-reader-text\">AI ve Data ile Idman Analitikas\u0131 Nec\u0259 D\u0259yi\u015fir<\/span>Read More<\/a><\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[1],"tags":[],"_links":{"self":[{"href":"https:\/\/wlivre.com.br\/loja\/wp-json\/wp\/v2\/posts\/30350"}],"collection":[{"href":"https:\/\/wlivre.com.br\/loja\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/wlivre.com.br\/loja\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/wlivre.com.br\/loja\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/wlivre.com.br\/loja\/wp-json\/wp\/v2\/comments?post=30350"}],"version-history":[{"count":1,"href":"https:\/\/wlivre.com.br\/loja\/wp-json\/wp\/v2\/posts\/30350\/revisions"}],"predecessor-version":[{"id":30351,"href":"https:\/\/wlivre.com.br\/loja\/wp-json\/wp\/v2\/posts\/30350\/revisions\/30351"}],"wp:attachment":[{"href":"https:\/\/wlivre.com.br\/loja\/wp-json\/wp\/v2\/media?parent=30350"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/wlivre.com.br\/loja\/wp-json\/wp\/v2\/categories?post=30350"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/wlivre.com.br\/loja\/wp-json\/wp\/v2\/tags?post=30350"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}