{"id":39162,"date":"2026-03-11T09:11:22","date_gmt":"2026-03-11T09:11:22","guid":{"rendered":"http:\/\/hmpremoldados.com.br\/?p=39162"},"modified":"2026-03-06T19:09:21","modified_gmt":"2026-03-06T19:09:21","slug":"idman-analitikasinda-ai-v-mlumatin-rolu-dyisn-metrikalar","status":"publish","type":"post","link":"http:\/\/hmpremoldados.com.br\/?p=39162","title":{"rendered":"Idman analitikas\u0131nda AI v\u0259 m\u0259lumat\u0131n rolu – d\u0259yi\u015f\u0259n metrikalar"},"content":{"rendered":"Idman analitikas\u0131nda AI v\u0259 m\u0259lumat\u0131n rolu – d\u0259yi\u015f\u0259n metrikalar<\/title><\/p>\n<h1>Azerbaycanda idman analitikas\u0131 – AI il\u0259 modell\u0259r v\u0259 m\u0259hdudiyy\u0259tl\u0259r<\/h1>\n<p>Idman t\u0259hlili son onillikd\u0259 sad\u0259 statistikadan kompleks q\u0259rarlar q\u0259bul etm\u0259 al\u0259tin\u0259 \u00e7evrilib. Bu d\u0259yi\u015fiklik x\u00fcsusil\u0259 Az\u0259rbaycanda futbol, g\u00fcl\u0259\u015f v\u0259 voleybol kimi \u0259n sevil\u0259n idman n\u00f6vl\u0259rind\u0259 \u00f6z t\u0259sirini g\u00f6st\u0259rir. Bu add\u0131m-add\u0131m t\u0259limatda biz idman analitikas\u0131n\u0131n m\u0259lumat v\u0259 s\u00fcni intellekt vasit\u0259sil\u0259 nec\u0259 d\u0259yi\u015fdiyini, hans\u0131 yeni metrikalar\u0131n yarand\u0131\u011f\u0131n\u0131, modell\u0259rin nec\u0259 quruldu\u011funu v\u0259 bu texnologiyalar\u0131n qar\u015f\u0131la\u015fd\u0131\u011f\u0131 m\u0259hdudiyy\u0259tl\u0259ri ara\u015fd\u0131raca\u011f\u0131q. M\u0259s\u0259l\u0259n, Az\u0259rbaycan Premyer Liqas\u0131nda komandalar\u0131n performans t\u0259hlili art\u0131q \u0259n\u0259n\u0259vi statistikadan daha ir\u0259li gedir. Bu prosesi anlamaq \u00fc\u00e7\u00fcn \u0259sas anlay\u0131\u015flar\u0131, o c\u00fcml\u0259d\u0259n <a href=\"https:\/\/libertyhukuk.com\/\">mostbet giri\u015f<\/a> kimi platformalarda da istifad\u0259 olunan m\u0259lumat m\u0259nb\u0259l\u0259rini ba\u015fa d\u00fc\u015fm\u0259k vacibdir.<\/p>\n<h2>Analitikan\u0131n t\u0259m\u0259li – hans\u0131 m\u0259lumatlar toplan\u0131r<\/h2>\n<p>M\u00fcasir idman analitikas\u0131n\u0131n ilk add\u0131m\u0131 m\u0259lumatlar\u0131n toplanmas\u0131 v\u0259 strukturla\u015fd\u0131r\u0131lmas\u0131d\u0131r. Ke\u00e7mi\u015fd\u0259 oyun\u00e7u statistikas\u0131 \u0259sas\u0259n \u0259l il\u0259 qeyd olunurdu, lakin indi sensorlar, video analitika v\u0259 IoT cihazlar\u0131 bu prosesi tamamil\u0259 avtomatla\u015fd\u0131r\u0131b. Az\u0259rbaycanda bu texnologiyalar t\u0259dric\u0259n klublar v\u0259 federasiyalar t\u0259r\u0259find\u0259n t\u0259tbiq edilir. Toplanan m\u0259lumatlar iki \u0259sas kateqoriyaya b\u00f6l\u00fcn\u00fcr: strukturla\u015fd\u0131r\u0131lm\u0131\u015f (saylar, m\u0259saf\u0259l\u0259r, s\u00fcr\u0259tl\u0259r) v\u0259 qeyri-strukturla\u015fd\u0131r\u0131lm\u0131\u015f (video g\u00f6r\u00fcnt\u00fcl\u0259ri, m\u00fcsahib\u0259l\u0259r, sosial media reaksiyalar\u0131).<\/p>\n<p>M\u0259lumat m\u0259nb\u0259l\u0259ri \u00e7ox m\u00fcxt\u0259lifdir. Oyun zaman\u0131 y\u0131\u011f\u0131lan m\u0259lumatlara a\u015fa\u011f\u0131dak\u0131lar daxildir:<\/p>\n<ul>\n<li>Oyun\u00e7u h\u0259r\u0259k\u0259tl\u0259rinin GPS\/akselerometr vasit\u0259sil\u0259 izl\u0259nm\u0259si (m\u0259saf\u0259, s\u00fcr\u0259t, s\u00fcr\u0259tl\u0259nm\u0259, \u00fcr\u0259k d\u0259r\u0259c\u0259si).<\/li>\n<li>Topun trayektoriyas\u0131 v\u0259 komanda m\u0259kan t\u0259\u015fkili haqq\u0131nda video analitika.<\/li>\n<li>Sensorlar vasit\u0259sil\u0259 fizioloji g\u00f6st\u0259ricil\u0259r (yor\u011funluq s\u0259viyy\u0259si, b\u0259rpa m\u00fcdd\u0259ti).<\/li>\n<li>Komanda \u00fczvl\u0259ri aras\u0131nda qar\u015f\u0131l\u0131ql\u0131 \u0259laq\u0259 v\u0259 kommunikasiya statistikas\u0131.<\/li>\n<li>M\u0259\u015fq zaman\u0131 y\u0131\u011f\u0131lan performans m\u0259lumatlar\u0131 v\u0259 tibbi yoxlamalar.<\/li>\n<li>Tarixi arxiv m\u0259lumatlar\u0131 (ke\u00e7mi\u015f oyunlar\u0131n n\u0259tic\u0259l\u0259ri, m\u00fcqayis\u0259li analizl\u0259r).<\/li>\n<li>M\u0259kan m\u0259lumatlar\u0131 (stadionun \u00f6l\u00e7\u00fcl\u0259ri, hava \u015f\u0259raiti, r\u0259qib komandan\u0131n taktikas\u0131).<\/li>\n<\/ul>\n<h2>AI modell\u0259ri idman n\u0259tic\u0259l\u0259rini nec\u0259 proqnozla\u015fd\u0131r\u0131r<\/h2>\n<p>S\u00fcni intellekt modell\u0259ri toplanan xam m\u0259lumatlar\u0131 m\u0259nal\u0131 proqnozlara v\u0259 t\u00f6vsiy\u0259l\u0259r\u0259 \u00e7evirir. Bu modell\u0259r ma\u015f\u0131n \u00f6yr\u0259nm\u0259si, x\u00fcsusil\u0259 d\u0259 t\u0259limli v\u0259 t\u0259limsiz \u00f6yr\u0259nm\u0259 alqoritml\u0259ri \u0259sas\u0131nda qurulur. Az\u0259rbaycan idman\u0131nda bu modell\u0259rin t\u0259tbiqi \u0259sas\u0259n r\u0259qib t\u0259hlili, z\u0259d\u0259 riskinin proqnozla\u015fd\u0131r\u0131lmas\u0131 v\u0259 oyun\u00e7u performans\u0131n\u0131n optimalla\u015fd\u0131r\u0131lmas\u0131 \u00fczr\u0259dir. Modelin qurulmas\u0131 bir ne\u00e7\u0259 m\u0259rh\u0259l\u0259d\u0259n ibar\u0259tdir.<\/p>\n<p>\u018fvv\u0259lc\u0259 m\u0259lumatlar t\u0259mizl\u0259nir v\u0259 i\u015fl\u0259nm\u0259y\u0259 haz\u0131r hala g\u0259tirilir. Sonra, alqoritm se\u00e7imi edilir. Burada \u0259n \u00e7ox istifad\u0259 olunan alqoritml\u0259r a\u015fa\u011f\u0131dak\u0131lard\u0131r:<\/p>\n<ol>\n<li>Reqressiya analizi – oyun n\u0259tic\u0259sini v\u0259 ya oyun\u00e7u statistikas\u0131n\u0131 proqnozla\u015fd\u0131rmaq \u00fc\u00e7\u00fcn.<\/li>\n<li>Q\u0259rar a\u011faclar\u0131 v\u0259 t\u0259sad\u00fcfi me\u015f\u0259l\u0259r – m\u00fcr\u0259kk\u0259b q\u0259rarlar\u0131n q\u0259bulu zaman\u0131 (m\u0259s\u0259l\u0259n, hans\u0131 oyun\u00e7unu d\u0259yi\u015fdirm\u0259k laz\u0131md\u0131r).<\/li>\n<li>Neuron \u015f\u0259b\u0259k\u0259l\u0259ri – video g\u00f6r\u00fcnt\u00fcl\u0259rinin t\u0259hlili v\u0259 qeyri-strukturla\u015fd\u0131r\u0131lm\u0131\u015f m\u0259lumatlar\u0131n emal\u0131 \u00fc\u00e7\u00fcn.<\/li>\n<li>Klasterl\u0259\u015fdirm\u0259 – ox\u015far x\u00fcsusiyy\u0259tl\u0259ri olan oyun\u00e7ular\u0131 v\u0259 ya komanda taktikalar\u0131n\u0131 qrupla\u015fd\u0131rmaq \u00fc\u00e7\u00fcn.<\/li>\n<li>T\u0259bii dilin emal\u0131 (NLP) – m\u0259tns\u0259l m\u0259lumatlar\u0131, m\u0259s\u0259l\u0259n, m\u0259\u015fq\u00e7il\u0259rin m\u00fcsahib\u0259l\u0259rini v\u0259 media reaksiyalar\u0131n\u0131 t\u0259hlil etm\u0259k \u00fc\u00e7\u00fcn.<\/li>\n<\/ol>\n<h3>Az\u0259rbaycan kontekstind\u0259 model t\u0259tbiqi<\/h3>\n<p>Az\u0259rbaycan klublar\u0131 \u00fc\u00e7\u00fcn model qurark\u0259n yerli idman m\u0259d\u0259niyy\u0259tinin x\u00fcsusiyy\u0259tl\u0259rini n\u0259z\u0259r\u0259 almaq vacibdir. M\u0259s\u0259l\u0259n, futbol \u00fc\u00e7\u00fcn model yerli liqan\u0131n tempini, komandalar\u0131n oyun \u00fcslubunu v\u0259 h\u0259v\u0259skar liqalardan \u0259sas komandaya ke\u00e7id dinamikas\u0131n\u0131 \u0259ks etdirm\u0259lidir. Modelin effektivliyini qiym\u0259tl\u0259ndirm\u0259k \u00fc\u00e7\u00fcn a\u015fa\u011f\u0131dak\u0131 metrikalar istifad\u0259 olunur:. If you want a concise overview, check <a href=\"https:\/\/en.wikipedia.org\/wiki\/Expected_goals\">expected goals explained<\/a>.<\/p>\n<table>\n<thead>\n<tr>\n<th>Metrikan\u0131n ad\u0131<\/th>\n<th>T\u0259sviri<\/th>\n<th>\u0130deal d\u0259y\u0259r aral\u0131\u011f\u0131<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>D\u0259qiqlik (Accuracy)<\/td>\n<td>Modelin proqnozlar\u0131n\u0131n ne\u00e7\u0259 faizinin d\u00fczg\u00fcn oldu\u011fu.<\/td>\n<td>70%-85%<\/td>\n<\/tr>\n<tr>\n<td>X\u0259tal\u0131 m\u00fcsb\u0259t n\u0259tic\u0259 (False Positive)<\/td>\n<td>Yanl\u0131\u015f proqnozla\u015fd\u0131r\u0131lan q\u0259l\u0259b\u0259 v\u0259 ya performans.<\/td>\n<td>5%-d\u0259n a\u015fa\u011f\u0131<\/td>\n<\/tr>\n<tr>\n<td>X\u0259tal\u0131 m\u0259nfi n\u0259tic\u0259 (False Negative)<\/td>\n<td>Proqnozla\u015fd\u0131r\u0131lmayan u\u011furlu n\u0259tic\u0259.<\/td>\n<td>10%-d\u0259n a\u015fa\u011f\u0131<\/td>\n<\/tr>\n<tr>\n<td>F1 Score<\/td>\n<td>D\u0259qiqlik v\u0259 geri \u00e7a\u011f\u0131rman\u0131n harmonik ortas\u0131.<\/td>\n<td>0.7-d\u0259n yuxar\u0131<\/td>\n<\/tr>\n<tr>\n<td>RMSE (K\u00f6k-orta-kvadrat x\u0259ta)<\/td>\n<td>Proqnozla\u015fd\u0131r\u0131lan v\u0259 faktiki d\u0259y\u0259rl\u0259r aras\u0131ndak\u0131 f\u0259rq.<\/td>\n<td>Kontekstd\u0259n as\u0131l\u0131 olaraq minimal<\/td>\n<\/tr>\n<tr>\n<td>Modelin uy\u011funluq s\u0259viyy\u0259si<\/td>\n<td>Modelin m\u0259lumatlara n\u0259 d\u0259r\u0259c\u0259d\u0259 uy\u011fun oldu\u011fu.<\/td>\n<td>H\u0259ddind\u0259n art\u0131q uy\u011funluqdan qa\u00e7\u0131nmaq<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>Yeni metrikalar – k\u00f6hn\u0259 statistikadan daha d\u0259rin anlay\u0131\u015flara<\/h2>\n<p>AI v\u0259 b\u00f6y\u00fck m\u0259lumatlar idman statistikas\u0131nda inqilab etdi. Art\u0131q qol say\u0131 v\u0259 faullar kimi \u0259n\u0259n\u0259vi g\u00f6st\u0259ricil\u0259r kifay\u0259t etmir. \u0130ndi “g\u00f6zl\u0259nil\u0259n qollar” (xG), “t\u0259zyiq h\u0259r\u0259k\u0259tl\u0259ri” v\u0259 “m\u0259kan idar\u0259etm\u0259si” kimi konseptual metrikalar \u00f6n plana \u00e7\u0131x\u0131r. Bu metrikalar oyunun g\u00f6r\u00fcnm\u0259y\u0259n t\u0259r\u0259fl\u0259rini, y\u0259ni taktiki intellekt v\u0259 kollektiv i\u015fi \u00f6l\u00e7\u00fcr. Az\u0259rbaycan analitikl\u0259ri \u00fc\u00e7\u00fcn bu metrikalar\u0131n yerli liqaya uy\u011funla\u015fd\u0131r\u0131lmas\u0131 \u0259sas m\u0259s\u0259l\u0259dir.<\/p>\n<p>M\u0259s\u0259l\u0259n, “g\u00f6zl\u0259nil\u0259n qollar” metrikas\u0131 Az\u0259rbaycan Premyer Liqas\u0131n\u0131n oyun \u00fcslubuna uy\u011fun olaraq kalibr edilm\u0259lidir. Burada \u0259n vacib yeni metrikalardan b\u0259zil\u0259ri a\u015fa\u011f\u0131dak\u0131lard\u0131r:<\/p>\n<ul>\n<li>PPDA (H\u00fccum etdiyi sah\u0259d\u0259 h\u0259r pas \u00fc\u00e7\u00fcn m\u00fcdafi\u0259 h\u0259r\u0259k\u0259ti) – komandan\u0131n y\u00fcks\u0259k t\u0259zyiq qurmaq bacar\u0131\u011f\u0131.<\/li>\n<li>Proqressiv paslar – h\u00fccumu ir\u0259lil\u0259d\u0259n v\u0259 t\u0259hl\u00fck\u0259 yaradan \u00f6t\u00fcrm\u0259l\u0259r.<\/li>\n<li>Oyun\u00e7u t\u0259sir d\u0259y\u0259ri – oyun\u00e7unun komandan\u0131n \u00fcmumi performans\u0131na t\u0259sirini \u00f6l\u00e7\u0259n AI \u0259sasl\u0131 indeks.<\/li>\n<li>Z\u0259d\u0259 riski skoru – oyun\u00e7unun fiziki m\u0259lumatlar\u0131 \u0259sas\u0131nda z\u0259d\u0259 ehtimal\u0131n\u0131 proqnozla\u015fd\u0131ran model.<\/li>\n<li>Taktic\u0259 uy\u011funluq indeksi – komandan\u0131n planla\u015fd\u0131r\u0131lm\u0131\u015f taktikas\u0131n\u0131 oyun zaman\u0131 n\u0259 d\u0259r\u0259c\u0259d\u0259 h\u0259yata ke\u00e7irdiyini g\u00f6st\u0259rir.<\/li>\n<li>M\u0259kan idar\u0259etm\u0259si effektivliyi – komandan\u0131n sah\u0259nin m\u00fcxt\u0259lif zonalar\u0131n\u0131 n\u0259zar\u0259t etm\u0259 bacar\u0131\u011f\u0131.<\/li>\n<li>Ke\u00e7id m\u00fcdafi\u0259si effektivliyi – h\u00fccumdan m\u00fcdafi\u0259y\u0259 ke\u00e7id zaman\u0131 komandan\u0131n t\u0259\u015fkili.<\/li>\n<\/ul>\n<h2>Texnoloji infrastruktur v\u0259 m\u0259lumat\u0131n saxlanmas\u0131<\/h2>\n<p>Analitikan\u0131n arxas\u0131nda g\u00fccl\u00fc texnoloji infrastruktur dayan\u0131r. Az\u0259rbaycanda idman qurumlar\u0131 bu infrastrukturu qurmaq \u00fc\u00e7\u00fcn bulud texnologiyalar\u0131ndan v\u0259 yerli serverl\u0259rd\u0259n istifad\u0259 edirl\u0259r. M\u0259lumatlar\u0131n t\u0259hl\u00fck\u0259siz saxlanmas\u0131 v\u0259 emal\u0131 \u0259sas prioritetdir. Bu sistem ad\u0259t\u0259n \u00fc\u00e7 qatdan ibar\u0259tdir: m\u0259lumat\u0131n toplanmas\u0131 qat\u0131, emal\u0131 qat\u0131 v\u0259 vizualizasiya\/q\u0259rar q\u0259bulu qat\u0131.<\/p>\n<p>H\u0259r bir qat\u0131n \u00f6z texniki t\u0259l\u0259bl\u0259ri var. M\u0259s\u0259l\u0259n, m\u0259lumat\u0131n toplanmas\u0131 qat\u0131nda y\u00fcks\u0259k tezlikli sensorlar v\u0259 a\u015fa\u011f\u0131 gecikm\u0259li \u015f\u0259b\u0259k\u0259 laz\u0131md\u0131r. Emal qat\u0131nda is\u0259 g\u00fccl\u00fc prosessorlar v\u0259 b\u00f6y\u00fck yadda\u015f t\u0259l\u0259b olunur. Bu infrastrukturu qurark\u0259n a\u015fa\u011f\u0131dak\u0131 amill\u0259r n\u0259z\u0259r\u0259 al\u0131nmal\u0131d\u0131r:<\/p>\n<ol>\n<li>M\u0259lumat\u0131n h\u0259cmi v\u0259 s\u00fcr\u0259ti – real vaxt m\u0259lumatlar\u0131n\u0131n emal\u0131 \u00fc\u00e7\u00fcn sistemin tutumu.<\/li>\n<li>M\u0259lumat\u0131n t\u0259hl\u00fck\u0259sizliyi – oyun\u00e7u m\u0259lumatlar\u0131n\u0131n qorunmas\u0131 v\u0259 GDPR kimi qaydalara \u0259m\u0259l edilm\u0259si.<\/li>\n<li>Sistemin miqyaslanmas\u0131 – ki\u00e7ik akademiyalardan b\u00f6y\u00fck milli komandalara q\u0259d\u0259r b\u00fct\u00fcn s\u0259viyy\u0259l\u0259ri d\u0259st\u0259kl\u0259m\u0259k.<\/li>\n<li>Yerli m\u00fct\u0259x\u0259ssisl\u0259rin i\u015ftirak\u0131 – texnologiyan\u0131n idman sah\u0259si il\u0259 inteqrasiyas\u0131n\u0131 t\u0259min etm\u0259k.<\/li>\n<li>X\u0259ttd\u0259n k\u0259nar i\u015fl\u0259m\u0259 qabiliyy\u0259ti – internet olmad\u0131qda da m\u0259lumatlar\u0131n toplanmas\u0131 v\u0259 t\u0259hlili.<\/li>\n<li>Uzunm\u00fcdd\u0259tli arxivl\u0259\u015fdirm\u0259 – tarixi m\u0259lumatlar\u0131n saxlanmas\u0131 v\u0259 trend analizi \u00fc\u00e7\u00fcn istifad\u0259si.<\/li>\n<\/ol>\n<h2>Analitikan\u0131n praktiki m\u0259hdudiyy\u0259tl\u0259ri v\u0259 etik suallar<\/h2>\n<p>H\u0259r bir texnoloji inqilab \u00f6z m\u0259hdudiyy\u0259tl\u0259ri il\u0259 g\u0259lir. AI \u0259sasl\u0131 idman analitikas\u0131 da istisna deyil. Bu m\u0259hdudiyy\u0259tl\u0259r texniki, maliyy\u0259 v\u0259 etik xarakter da\u015f\u0131y\u0131r. Az\u0259rbaycan kontekstind\u0259 \u0259sas \u00e7\u0259tinlik texnologiyan\u0131n qiym\u0259ti, m\u00fct\u0259x\u0259ssis \u00e7at\u0131\u015fmazl\u0131\u011f\u0131 v\u0259 \u0259n\u0259n\u0259vi idman m\u0259d\u0259niyy\u0259ti il\u0259 uy\u011funluqdur. AI modell\u0259ri h\u0259mi\u015f\u0259 100% d\u0259qiq deyil v\u0259 onlar\u0131n n\u0259tic\u0259l\u0259ri \u015f\u0259rh t\u0259l\u0259b edir.<\/p>\n<p>Etik m\u0259s\u0259l\u0259l\u0259r x\u00fcsusil\u0259 vacibdir. Oyun\u00e7ular\u0131n m\u0259xfi m\u0259lumatlar\u0131n\u0131n toplanmas\u0131, onlar\u0131n raz\u0131l\u0131\u011f\u0131 olmadan analitikadan istifad\u0259 v\u0259 AI-n\u0131n q\u0259rarlar\u0131n\u0131n insan m\u0259\u015fq\u00e7inin s\u0259lahiyy\u0259tl\u0259rin\u0259 t\u0259siri ciddi m\u00fczakir\u0259 m\u00f6vzusudur. A\u015fa\u011f\u0131dak\u0131 c\u0259dv\u0259l \u0259sas m\u0259hdudiyy\u0259tl\u0259ri v\u0259 onlar\u0131n potensial h\u0259ll yollar\u0131n\u0131 g\u00f6st\u0259rir:<\/p>\n<table>\n<thead>\n<tr>\n<th>M\u0259hdudiyy\u0259t n\u00f6v\u00fc<\/th>\n<th>T\u0259sviri<\/th>\n<th>Potensial yana\u015fmalar<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>M\u0259lumat\u0131n keyfiyy\u0259ti<\/td>\n<td>Natamam, qeyri-d\u0259qiq v\u0259 ya q\u0259r\u0259zli m\u0259lumatlar.<\/td>\n<td>M\u0259lumat\u0131n t\u0259mizl\u0259nm\u0259si alqoritml\u0259ri, \u00e7ox m\u0259nb\u0259li yoxlama.<\/td>\n<\/tr>\n<tr>\n<td>Modelin \u015f\u0259ffafl\u0131\u011f\u0131<\/td>\n<td>“Qara qutu” effekti – modelin q\u0259rar\u0131n\u0131n \u0259sas\u0131n\u0131 ba\u015fa d\u00fc\u015fm\u0259m\u0259k.<\/td>\n<td>\u015e\u0259ffaf AI alqoritml\u0259rinin t\u0259tbiqi, n\u0259tic\u0259l\u0259rin vizual izah\u0131.<\/td>\n<\/tr>\n<tr>\n<td>Maliyy\u0259 \u00e7\u0259tinlikl\u0259ri<\/td>\n<td>Ki\u00e7ik klublar \u00fc\u00e7\u00fcn y\u00fcks\u0259k texnologiyal\u0131 sisteml\u0259rin qiym\u0259ti.<\/td>\n<td>Bulud \u0259sasl\u0131 paylanm\u0131\u015f xidm\u0259tl\u0259r, a\u00e7\u0131q m\u0259nb\u0259li al\u0259tl\u0259r.<\/td>\n<\/tr>\n<tr>\n<td>M\u00fct\u0259x\u0259ssis \u00e7at\u0131\u015fmazl\u0131\u011f\u0131<\/td>\n<td>H\u0259m idman, h\u0259m d\u0259 data elml\u0259rini bil\u0259n kadrlar\u0131n azl\u0131\u011f\u0131.<\/td>\n<td>Yerli universitetl\u0259rl\u0259 birg\u0259 t\u0259lim proqramlar\u0131, xarici t\u0259cr\u00fcb\u0259nin adaptasiyas\u0131.<\/td>\n<\/tr>\n<tr>\n<td>\u0130dman m\u0259d\u0259niyy\u0259tin\u0259 uy\u011funluq<\/td>\n<td>Texnolog<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>Bu m\u0259hdudiyy\u0259tl\u0259ri a\u015fmaq \u00fc\u00e7\u00fcn t\u0259drici v\u0259 sistemli yana\u015fma t\u0259l\u0259b olunur. Texnologiyan\u0131n t\u0259tbiqi yaln\u0131z al\u0259tl\u0259rin al\u0131nmas\u0131 deyil, h\u0259m d\u0259 idman\u00e7\u0131lar, m\u0259\u015fq\u00e7il\u0259r v\u0259 idar\u0259etm\u0259nin d\u00fc\u015f\u00fcnc\u0259 t\u0259rzinin d\u0259yi\u015fm\u0259sidir. U\u011furlu t\u0259cr\u00fcb\u0259l\u0259r g\u00f6st\u0259rir ki, AI-n\u0131n \u0259n yax\u015f\u0131 n\u0259tic\u0259l\u0259ri insan ekspertizas\u0131 il\u0259 sintez olunduqda verir.<\/p>\n<p>G\u0259l\u0259c\u0259kd\u0259 AI idman analitikas\u0131 daha da \u015f\u0259xsi v\u0259 proqnozla\u015fd\u0131r\u0131c\u0131 olacaq. Real vaxt analitikas\u0131 standart hala \u00e7evril\u0259c\u0259k, oyun strategiyalar\u0131 is\u0259 dinamik olaraq d\u0259yi\u015f\u0259n m\u0259lumatlara \u0259saslanacaq. Bununla bel\u0259, texnologiyan\u0131n \u00f6z\u00fc m\u0259qs\u0259d deyil, idman performans\u0131n\u0131 art\u0131rmaq v\u0259 idman\u00e7\u0131lar\u0131n sa\u011flaml\u0131\u011f\u0131n\u0131 qorumaq \u00fc\u00e7\u00fcn vasit\u0259dir.<\/p>\n<p>Bel\u0259likl\u0259, AI idman analitikas\u0131 Az\u0259rbaycanda yeni imkanlar p\u0259nc\u0259r\u0259sini a\u00e7\u0131r. Onun potensial\u0131ndan tam istifad\u0259 etm\u0259k \u00fc\u00e7\u00fcn texnoloji inki\u015faf, t\u0259lim v\u0259 etik normalar\u0131n harmonik birl\u0259\u015fm\u0259si z\u0259ruridir. Bu yolda add\u0131mlar art\u0131q at\u0131l\u0131r v\u0259 g\u0259l\u0259c\u0259k n\u0259tic\u0259l\u0259r idman\u0131n elm\u0259, elmin is\u0259 idmana \u00e7evrilm\u0259sinin canl\u0131 n\u00fcmun\u0259si olacaq. If you want a concise overview, check <a href=\"https:\/\/www.olympics.com\/en\/\">Olympics official hub<\/a>.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Idman analitikas\u0131nda AI v\u0259 m\u0259lumat\u0131n rolu – d\u0259yi\u015f\u0259n metrikalar Azerbaycanda idman analitikas\u0131 – AI il\u0259 modell\u0259r v\u0259 m\u0259hdudiyy\u0259tl\u0259r Idman t\u0259hlili son onillikd\u0259 sad\u0259 statistikadan kompleks q\u0259rarlar q\u0259bul etm\u0259 al\u0259tin\u0259 \u00e7evrilib. Bu d\u0259yi\u015fiklik x\u00fcsusil\u0259 Az\u0259rbaycanda futbol, g\u00fcl\u0259\u015f v\u0259 voleybol kimi \u0259n sevil\u0259n idman n\u00f6vl\u0259rind\u0259 \u00f6z t\u0259sirini g\u00f6st\u0259rir. Bu add\u0131m-add\u0131m t\u0259limatda biz idman analitikas\u0131n\u0131n m\u0259lumat v\u0259 s\u00fcni […]<\/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-39162","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"_links":{"self":[{"href":"http:\/\/hmpremoldados.com.br\/index.php?rest_route=\/wp\/v2\/posts\/39162"}],"collection":[{"href":"http:\/\/hmpremoldados.com.br\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/hmpremoldados.com.br\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/hmpremoldados.com.br\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/hmpremoldados.com.br\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=39162"}],"version-history":[{"count":1,"href":"http:\/\/hmpremoldados.com.br\/index.php?rest_route=\/wp\/v2\/posts\/39162\/revisions"}],"predecessor-version":[{"id":39163,"href":"http:\/\/hmpremoldados.com.br\/index.php?rest_route=\/wp\/v2\/posts\/39162\/revisions\/39163"}],"wp:attachment":[{"href":"http:\/\/hmpremoldados.com.br\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=39162"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/hmpremoldados.com.br\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=39162"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/hmpremoldados.com.br\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=39162"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}