{"id":31985,"date":"2026-03-06T09:10:23","date_gmt":"2026-03-06T09:10:23","guid":{"rendered":"https:\/\/electronicgadgetsonline.com\/Nitin\/?p=31985"},"modified":"2026-03-06T18:31:57","modified_gmt":"2026-03-06T18:31:57","slug":"idman-analitikasinda-veri-ve-ai-donusumu","status":"publish","type":"post","link":"https:\/\/electronicgadgetsonline.com\/Nitin\/idman-analitikasinda-veri-ve-ai-donusumu\/","title":{"rendered":"Idman analitikas\u0131nda veri ve AI d\u00f6n\u00fc\u015f\u00fcm\u00fc"},"content":{"rendered":"<p><title>Idman analitikas\u0131nda veri ve AI d\u00f6n\u00fc\u015f\u00fcm\u00fc<\/title><\/p>\n<h1>Azerbaycanda idman analitikas\u0131 &#8211; metrikler, modeller ve s\u0131n\u0131rlar<\/h1>\n<p>Idman t\u0259hlili, texnologiyan\u0131n s\u00fcr\u0259tl\u0259 inki\u015faf\u0131 il\u0259 k\u00f6kl\u00fc d\u0259yi\u015fiklikl\u0259r ya\u015fay\u0131r. Veril\u0259rin toplanmas\u0131, emal\u0131 v\u0259 t\u0259hlili \u00fcsullar\u0131, x\u00fcsusil\u0259 s\u00fcni intellektin t\u0259tbiqi il\u0259, t\u0259kc\u0259 beyn\u0259lxalq s\u0259viyy\u0259d\u0259 deyil, h\u0259m d\u0259 Azerbaycan idman m\u00fchitind\u0259 strategiyalar\u0131 yenid\u0259n formala\u015fd\u0131r\u0131r. Bu d\u0259yi\u015fiklikl\u0259r, klub idar\u0259etm\u0259sind\u0259n oyun\u00e7u performans\u0131n\u0131n qiym\u0259tl\u0259ndirilm\u0259sin\u0259 q\u0259d\u0259r geni\u015f spektr\u0259 t\u0259sir g\u00f6st\u0259rir. M\u0259s\u0259l\u0259n, <a href=\"https:\/\/mobizmagazine.com\/\">https:\/\/mobizmagazine.com\/<\/a> kimi yerli m\u0259nb\u0259l\u0259r bu texnologiyalar\u0131n praktik t\u0259tbiqini ara\u015fd\u0131r\u0131r. Bu m\u0259qal\u0259, veri v\u0259 AI-n\u0131n idman analitikas\u0131n\u0131 nec\u0259 d\u0259yi\u015fdirdiyini, istifad\u0259 olunan \u0259sas metrik v\u0259 modell\u0259ri, el\u0259c\u0259 d\u0259 bu yana\u015fman\u0131n, o c\u00fcml\u0259d\u0259n Azerbaycan kontekstind\u0259 qar\u015f\u0131la\u015fd\u0131\u011f\u0131 aktuall\u0131q v\u0259 m\u0259hdudiyy\u0259tl\u0259ri ara\u015fd\u0131racaq.<\/p>\n<h2>Idman analitikas\u0131n\u0131n tarixi inki\u015faf\u0131 v\u0259 Azerbaycanda v\u0259ziyy\u0259t<\/h2>\n<p>Idman analitikas\u0131 anlay\u0131\u015f\u0131 yeni deyil, lakin onun miqyas\u0131 v\u0259 d\u0259rinliyi son onillikl\u0259rd\u0259 eksponent \u015f\u0259kild\u0259 art\u0131b. \u018fn\u0259n\u0259vi yana\u015fma \u0259sas\u0259n statistik m\u0259lumatlar\u0131n, qol say\u0131 v\u0259 topa sahib olma faizi kimi \u0259sas g\u00f6st\u0259ricil\u0259rin \u0259l il\u0259 qeydiyyat\u0131ndan ibar\u0259t idi. Komp\u00fcter texnologiyalar\u0131n\u0131n yay\u0131lmas\u0131 il\u0259 daha m\u00fcr\u0259kk\u0259b statistik modell\u0259r meydana \u00e7\u0131xd\u0131. Azerbaycanda bu proses, beyn\u0259lxalq t\u0259cr\u00fcb\u0259nin t\u0259dric\u0259n m\u0259nims\u0259nilm\u0259si il\u0259 inki\u015faf edib. Yerli futbol liqalar\u0131nda, voleybol v\u0259 g\u00fcl\u0259\u015f kimi \u0259n\u0259n\u0259vi olaraq g\u00fccl\u00fc oldu\u011fumuz idman n\u00f6vl\u0259rind\u0259 d\u0259 m\u0259lumat toplama sisteml\u0259ri t\u0259tbiq olunma\u011fa ba\u015flay\u0131b. Bu, idman\u00e7\u0131lar\u0131n haz\u0131rl\u0131\u011f\u0131n\u0131n elmi \u0259saslarla planla\u015fd\u0131r\u0131lmas\u0131na v\u0259 r\u0259qibl\u0259rin strategiyalar\u0131n\u0131n daha effektiv t\u0259hlilin\u0259 imkan yarad\u0131r.<\/p>\n<h3>Veri m\u0259nb\u0259l\u0259rinin geni\u015fl\u0259nm\u0259si<\/h3>\n<p>M\u00fcasir analitikan\u0131n \u0259sas\u0131n\u0131 m\u00fcxt\u0259lif m\u0259nb\u0259l\u0259rd\u0259n g\u0259l\u0259n b\u00f6y\u00fck h\u0259cmd\u0259 veril\u0259r t\u0259\u015fkil edir. Bu m\u0259nb\u0259l\u0259r art\u0131q t\u0259kc\u0259 oyun n\u0259tic\u0259l\u0259rind\u0259n ibar\u0259t deyil. Sensor texnologiyalar\u0131, video analitika platformalar\u0131 v\u0259 h\u0259tta sosial media m\u0259lumatlar\u0131 d\u0259y\u0259rli m\u0259nb\u0259y\u0259 \u00e7evrilib. Azerbaycan klublar\u0131 da GPS monitorlar\u0131, a\u011f\u0131ll\u0131 formalar v\u0259 video t\u0259hlil proqramlar\u0131 kimi texnologiyalardan getdikc\u0259 daha \u00e7ox istifad\u0259 edirl\u0259r. Bu cihazlar oyun\u00e7unun m\u0259saf\u0259 q\u0259t etm\u0259si, s\u00fcr\u0259ti, \u00fcr\u0259k d\u0259r\u0259c\u0259si v\u0259 h\u0259r\u0259k\u0259t n\u00fcmun\u0259l\u0259ri haqq\u0131nda real vaxt m\u0259lumat\u0131 y\u0131\u011f\u0131r, m\u0259\u015fq y\u00fckl\u0259rinin optimalla\u015fd\u0131r\u0131lmas\u0131 v\u0259 z\u0259d\u0259l\u0259rin qar\u015f\u0131s\u0131n\u0131n al\u0131nmas\u0131 \u00fc\u00e7\u00fcn \u0259sas yarad\u0131r.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/c.regencyholidays.com\/blog\/2022\/12\/161144_Winter in Azerbaijan.webp\" alt=\"https:\/\/mobizmagazine.com\/\" loading=\"lazy\"><\/p>\n<h2>S\u00fcni intellekt v\u0259 ma\u015f\u0131n \u00f6yr\u0259nm\u0259sinin t\u0259tbiqi<\/h2>\n<p>S\u00fcni intellekt, x\u00fcsusil\u0259 ma\u015f\u0131n \u00f6yr\u0259nm\u0259si, y\u0131\u011f\u0131lan b\u00f6y\u00fck veril\u0259ri m\u0259nal\u0131 t\u0259hlil\u0259 \u00e7evirm\u0259k \u00fc\u00e7\u00fcn \u0259sas vasit\u0259dir. Bu texnologiyalar insan\u0131n qavraya bilm\u0259y\u0259c\u0259yi q\u0259d\u0259r m\u00fcr\u0259kk\u0259b n\u00fcmun\u0259l\u0259ri v\u0259 korrelyasiyalar\u0131 a\u015fkar ed\u0259 bilir. Azerbaycan idman\u0131nda AI-n\u0131n potensial t\u0259tbiq sah\u0259l\u0259ri geni\u015fdir v\u0259 bu, idman\u0131n elm\u0259 \u00e7evrilm\u0259sin\u0259 k\u00f6m\u0259k edir.<\/p>\n<ul>\n<li>Oyun\u00e7u performans\u0131n\u0131n proqnozla\u015fd\u0131r\u0131lmas\u0131: Modell\u0259r g\u0259nc idman\u00e7\u0131lar\u0131n g\u0259l\u0259c\u0259k inki\u015faf potensial\u0131n\u0131 qiym\u0259tl\u0259ndirm\u0259k \u00fc\u00e7\u00fcn onlar\u0131n fiziki, texniki v\u0259 taktiki m\u0259lumatlar\u0131n\u0131 t\u0259hlil ed\u0259 bil\u0259r.<\/li>\n<li>Z\u0259d\u0259 riskinin idar\u0259 edilm\u0259si: Alqoritml\u0259r, m\u0259\u015fq y\u00fck\u00fc v\u0259 b\u0259d\u0259n g\u00f6st\u0259ricil\u0259ri m\u0259lumatlar\u0131n\u0131 emal ed\u0259r\u0259k, m\u00fc\u0259yy\u0259n oyun\u00e7uda z\u0259d\u0259 ehtimal\u0131n\u0131n artd\u0131\u011f\u0131 vaxt\u0131 proqnozla\u015fd\u0131ra bil\u0259r, vaxt\u0131nda m\u00fcdaxil\u0259y\u0259 imkan yarad\u0131r.<\/li>\n<li>Taktiki t\u0259hlil: AI, r\u0259qib komandalar\u0131n oyun n\u00fcmun\u0259l\u0259rini avtomatik \u015f\u0259kild\u0259 t\u0259hlil ed\u0259r\u0259k, onlar\u0131n z\u0259if v\u0259 g\u00fccl\u00fc t\u0259r\u0259fl\u0259rini m\u00fc\u0259yy\u0259n ed\u0259 bil\u0259r. Bu, ba\u015f m\u0259\u015fq\u00e7il\u0259r\u0259 mat\u00e7 \u00fc\u00e7\u00fcn f\u0259rdil\u0259\u015fdirilmi\u015f strategiya haz\u0131rlama\u011fa k\u00f6m\u0259k edir.<\/li>\n<li>Oyun zaman\u0131 q\u0259rarlar\u0131n optimalla\u015fd\u0131r\u0131lmas\u0131: Real vaxt analitikas\u0131 il\u0259 d\u0259st\u0259kl\u0259n\u0259n modell\u0259r, oyun \u0259rzind\u0259 \u0259v\u0259zetm\u0259l\u0259r v\u0259 taktiki d\u0259yi\u015fiklikl\u0259r bar\u0259d\u0259 t\u00f6vsiy\u0259l\u0259r ver\u0259 bil\u0259r.<\/li>\n<li>Transfer strategiyas\u0131: Klublar, potensial transferl\u0259r \u00fc\u00e7\u00fcn oyun\u00e7ular\u0131n d\u0259y\u0259rini v\u0259 uy\u011funlu\u011funu qiym\u0259tl\u0259ndirm\u0259k \u00fc\u00e7\u00fcn AI-dan istifad\u0259 ed\u0259 bil\u0259r, bu da maliyy\u0259 riskl\u0259rini azald\u0131r.<\/li>\n<\/ul>\n<h2>M\u00fcasir idman analitikas\u0131nda istifad\u0259 olunan \u0259sas metrik v\u0259 modell\u0259r<\/h2>\n<p>M\u00fcasir analitika, sad\u0259 statistikadan k\u0259nara \u00e7\u0131xaraq, oyunun kontekstini v\u0259 t\u0259sirini \u00f6l\u00e7\u0259n inki\u015faf etmi\u015f metrik v\u0259 modell\u0259r\u0259 \u0259saslan\u0131r. Bu g\u00f6st\u0259ricil\u0259r idman\u0131n spesifikas\u0131ndan as\u0131l\u0131 olaraq d\u0259yi\u015fir, lakin b\u0259zi \u00fcmumi prinsipl\u0259r m\u00f6vcuddur.<\/p>\n<table>\n<thead>\n<tr>\n<th>Metrik Kategoriyas\u0131<\/th>\n<th>X\u00fcsusi N\u00fcmun\u0259l\u0259r<\/th>\n<th>T\u0259tbiq M\u0259qs\u0259di<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>G\u00f6zl\u0259nil\u0259n Qol (xG) v\u0259 Analoqlar\u0131<\/td>\n<td>G\u00f6zl\u0259nil\u0259n qollar, g\u00f6zl\u0259nil\u0259n asistl\u0259r (xA), g\u00f6zl\u0259nil\u0259n m\u00fcdafi\u0259 h\u0259r\u0259k\u0259tl\u0259ri.<\/td>\n<td>Oyun\u00e7unun yaratd\u0131\u011f\u0131 f\u00fcrs\u0259tl\u0259rin keyfiyy\u0259tini v\u0259 effektivliyini, \u015fans faktorundan as\u0131l\u0131 olmayaraq qiym\u0259tl\u0259ndirm\u0259k.<\/td>\n<\/tr>\n<tr>\n<td>T\u0259kmill\u0259\u015fdirilmi\u015f Fiziki M\u0259lumatlar<\/td>\n<td>Y\u00fcks\u0259k intensivliy\u0259 qa\u00e7\u0131\u015f m\u0259saf\u0259si, s\u00fcr\u0259tl\u0259nm\u0259\/de-selerasiya say\u0131, y\u00fck-t\u0259hl\u00fck\u0259 balans\u0131.<\/td>\n<td>Oyun\u00e7unun fiziki haz\u0131rl\u0131\u011f\u0131n\u0131, yorulmas\u0131n\u0131 v\u0259 z\u0259d\u0259 riskini monitorinq etm\u0259k.<\/td>\n<\/tr>\n<tr>\n<td>M\u0259kan M\u0259lumatlar\u0131 v\u0259 Traektoriya Analizi<\/td>\n<td>Topun v\u0259 oyun\u00e7ular\u0131n h\u0259r\u0259k\u0259t trayektoriyalar\u0131, komanda formas\u0131n\u0131n \u00f6l\u00e7\u00fcl\u0259ri, m\u00fcdafi\u0259 x\u0259tl\u0259ri aras\u0131ndak\u0131 m\u0259saf\u0259l\u0259r.<\/td>\n<td>Komanda taktikas\u0131n\u0131, m\u0259kan istifad\u0259sini v\u0259 f\u0259rdi h\u0259r\u0259k\u0259t q\u0259rarlar\u0131n\u0131 t\u0259hlil etm\u0259k.<\/td>\n<\/tr>\n<tr>\n<td>Psixoloji v\u0259 Kognitiv Metrikalar<\/td>\n<td>Q\u0259rar verm\u0259 s\u00fcr\u0259ti, diqq\u0259t m\u00fcdd\u0259ti, stress s\u0259viyy\u0259sinin dolay\u0131 g\u00f6st\u0259ricil\u0259ri (m\u0259s\u0259l\u0259n, \u00fcr\u0259k d\u0259r\u0259c\u0259si d\u0259yi\u015fk\u0259nliyi).<\/td>\n<td>Oyun\u00e7unun psixoloji v\u0259ziyy\u0259tini v\u0259 mental d\u00f6z\u00fcml\u00fcl\u00fcy\u00fcn\u00fc qiym\u0259tl\u0259ndirm\u0259k.<\/td>\n<\/tr>\n<tr>\n<td>Bazar D\u0259y\u0259ri v\u0259 \u0130qtisadi Modell\u0259r<\/td>\n<td>Performans \u0259sasl\u0131 oyun\u00e7u d\u0259y\u0259r modell\u0259ri, klubun maliyy\u0259 sa\u011flaml\u0131\u011f\u0131n\u0131n t\u0259hlili.<\/td>\n<td>Transfer siyas\u0259ti v\u0259 klubun uzunm\u00fcdd\u0259tli maliyy\u0259 planla\u015fd\u0131rmas\u0131n\u0131 idar\u0259 etm\u0259k.<\/td>\n<\/tr>\n<tr>\n<td>Komanda Kimyas\u0131 v\u0259 Sosial \u015e\u0259b\u0259k\u0259 Analizi<\/td>\n<td>Oyun zaman\u0131 qar\u015f\u0131l\u0131ql\u0131 \u0259laq\u0259l\u0259rin tezliyi v\u0259 effektivliyi, komanda daxili qrupla\u015fmalar.<\/td>\n<td>Komanda harmoniyas\u0131n\u0131 v\u0259 \u00fcnsiyy\u0259t effektivliyini anlamaq.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3>Modell\u0259\u015fdirm\u0259 yana\u015fmalar\u0131<\/h3>\n<p>Bu metrikalar\u0131 emal etm\u0259k \u00fc\u00e7\u00fcn m\u00fcxt\u0259lif modell\u0259\u015fdirm\u0259 yana\u015fmalar\u0131ndan istifad\u0259 olunur. Reqressiya analizi, oyun\u00e7u d\u0259y\u0259ri il\u0259 m\u00fcxt\u0259lif amill\u0259r aras\u0131ndak\u0131 \u0259laq\u0259ni m\u00fc\u0259yy\u0259n etm\u0259k \u00fc\u00e7\u00fcn \u0259sas vasit\u0259dir. Klasterl\u0259\u015fdirm\u0259 alqoritml\u0259ri ox\u015far atributlara malik oyun\u00e7ular\u0131 v\u0259 ya komandalar\u0131 qrupla\u015fd\u0131rma\u011fa imkan verir. T\u0259krarlanan \u015f\u0259b\u0259k\u0259l\u0259r (RNN) kimi d\u0259rin \u00f6yr\u0259nm\u0259 modell\u0259ri is\u0259 zamanla d\u0259yi\u015f\u0259n ard\u0131c\u0131ll\u0131qlar\u0131, m\u0259s\u0259l\u0259n, oyun\u00e7unun formas\u0131ndak\u0131 d\u0259yi\u015fiklikl\u0259ri proqnozla\u015fd\u0131rmaq \u00fc\u00e7\u00fcn t\u0259tbiq oluna bil\u0259r.<\/p>\n<h2>Texnologiyan\u0131n qar\u015f\u0131la\u015fd\u0131\u011f\u0131 m\u0259hdudiyy\u0259tl\u0259r v\u0259 probleml\u0259r<\/h2>\n<p>Veri v\u0259 AI-n\u0131n g\u00fcc\u00fcn\u0259 baxmayaraq, idman analitikas\u0131n\u0131n inki\u015faf\u0131 bir s\u0131ra m\u0259hdudiyy\u0259tl\u0259rl\u0259 \u00fczl\u0259\u015fir. Bu \u00e7\u0259tinlikl\u0259r beyn\u0259lxalq s\u0259viyy\u0259d\u0259 oldu\u011fu kimi, Azerbaycan kontekstind\u0259 d\u0259 \u00f6z\u00fcn\u00fc g\u00f6st\u0259rir v\u0259 onlar\u0131n a\u015f\u0131lmas\u0131 vacibdir.<\/p>\n<ul>\n<li>Veri Keyfiyy\u0259ti v\u0259 Standartla\u015fma: Y\u0131\u011f\u0131lan m\u0259lumatlar\u0131n d\u0259qiqliyi, etibarl\u0131l\u0131\u011f\u0131 v\u0259 m\u00fcqayis\u0259 oluna bilm\u0259si \u0259sas problemdir. M\u00fcxt\u0259lif provayderl\u0259r v\u0259 texnologiyalar f\u0259rqli standartlardan istifad\u0259 ed\u0259 bil\u0259r.<\/li>\n<li>H\u0259ddind\u0259n art\u0131q as\u0131l\u0131l\u0131q riski: R\u0259q\u0259msal m\u0259lumatlara h\u0259ddind\u0259n art\u0131q etibar etm\u0259k, m\u0259\u015fq\u00e7il\u0259rin intuisiya, t\u0259cr\u00fcb\u0259 v\u0259 insan psixologiyas\u0131na dair d\u0259rk etm\u0259 kimi keyfiyy\u0259tl\u0259rini k\u00f6lg\u0259d\u0259 qoyma riski da\u015f\u0131y\u0131r.<\/li>\n<li>Maliyy\u0259 b\u0259rab\u0259rsizliyi: Qabaqc\u0131l analitika sisteml\u0259ri v\u0259 m\u00fct\u0259x\u0259ssisl\u0259r baha ba\u015fa g\u0259lir. Bu, varl\u0131 v\u0259 az b\u00fcdc\u0259li klublar aras\u0131nda &#8220;veri u\u00e7urumu&#8221; yarada bil\u0259r, yerli liqalarda r\u0259qab\u0259t tarazl\u0131\u011f\u0131n\u0131 pozur.<\/li>\n<li>M\u0259lumatlar\u0131n \u015f\u0259rh edilm\u0259si: M\u00fcr\u0259kk\u0259b modell\u0259rin yaratd\u0131\u011f\u0131 n\u0259tic\u0259l\u0259ri d\u00fczg\u00fcn \u015f\u0259rh etm\u0259k v\u0259 onlar\u0131 praktik t\u0259lim v\u0259 oyun strategiyas\u0131na \u00e7evirm\u0259k \u00fc\u00e7\u00fcn h\u0259m texniki, h\u0259m d\u0259 idman bilikl\u0259rin\u0259 yiy\u0259l\u0259nmi\u015f m\u00fct\u0259x\u0259ssisl\u0259r t\u0259l\u0259b olunur. Bu sah\u0259d\u0259 ixtisasla\u015fm\u0131\u015f kadrlar\u0131n say\u0131 h\u0259l\u0259 d\u0259 m\u0259hduddur.<\/li>\n<li>Etik m\u0259s\u0259l\u0259l\u0259r v\u0259 m\u0259xfilik: Oyun\u00e7ular\u0131n fizioloji v\u0259 h\u0259r\u0259k\u0259t m\u0259lumatlar\u0131n\u0131n toplanmas\u0131 m\u0259xfilik narahatl\u0131qlar\u0131n\u0131 art\u0131r\u0131r. Bu m\u0259lumatlar\u0131n kim t\u0259r\u0259find\u0259n, nec\u0259 v\u0259 n\u0259 m\u0259qs\u0259dl\u0259 istifad\u0259 oluna bil\u0259c\u0259yi qanuni \u00e7\u0259r\u00e7iv\u0259 t\u0259l\u0259b edir.<\/li>\n<li>Kontekstin \u00e7at\u0131\u015fmazl\u0131\u011f\u0131: R\u0259q\u0259msal m\u0259lumatlar \u00e7ox vaxt oyunun emosional, psixoloji v\u0259 \u0259traf m\u00fchit amill\u0259rini (m\u0259s\u0259l\u0259n, azarke\u015f t\u0259zyiqi, hava \u015f\u0259raiti) tam \u0259ks etdir\u0259 bilmir.<\/li>\n<li>Texniki infrastruktur ehtiyac\u0131: Veril\u0259rin real vaxtda emal\u0131 v\u0259 saxlanmas\u0131 \u00fc\u00e7\u00fcn g\u00fccl\u00fc serverl\u0259r v\u0259 s\u00fcr\u0259tli internet ba\u011flant\u0131s\u0131 t\u0259l\u0259b olunur ki, bu da b\u0259zi idman qurumlar\u0131 \u00fc\u00e7\u00fcn \u0259lav\u0259 investisiya dem\u0259kdir.<\/li>\n<\/ul>\n<h2>Azerbaycan idman\u0131nda g\u0259l\u0259c\u0259k perspektivl\u0259r<\/h2>\n<p>Azerbaycan idman\u0131n\u0131n r\u0259q\u0259msal transformasiya yolunda g\u0259l\u0259c\u0259yi, texnologiyan\u0131n m\u0259nims\u0259nilm\u0259si v\u0259 yerli ehtiyaclarla uy\u011funla\u015fd\u0131r\u0131lmas\u0131ndan as\u0131l\u0131d\u0131r. Bu proses t\u0259kc\u0259 y\u00fcks\u0259k liqa klublar\u0131n\u0131 deyil, h\u0259m d\u0259 g\u0259ncl\u0259rin haz\u0131rl\u0131q m\u0259rh\u0259l\u0259sini, idman\u00e7\u0131lar\u0131n se\u00e7im sistemini v\u0259 milli komandalar\u0131n haz\u0131rl\u0131q metodologiyas\u0131n\u0131 \u0259hat\u0259 ed\u0259 bil\u0259r.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/static.vecteezy.com\/system\/resources\/previews\/023\/345\/923\/non_2x\/azerbaijan-flag-design-country-flag-full-color-vector.jpg\" alt=\"https:\/\/mobizmagazine.com\/\" loading=\"lazy\"><\/p>\n<h3>Yerli potensial\u0131n art\u0131r\u0131lmas\u0131<\/h3>\n<p>Yerli potensial\u0131n art\u0131r\u0131lmas\u0131 \u00fc\u00e7\u00fcn bir ne\u00e7\u0259 istiqam\u0259t m\u00fcmk\u00fcnd\u00fcr. \u0130dman v\u0259 komp\u00fcter elml\u0259ri aras\u0131nda k\u0259si\u015f\u0259n t\u0259hsil proqramlar\u0131n\u0131n yarad\u0131lmas\u0131 g\u0259l\u0259c\u0259k m\u00fct\u0259x\u0259ssisl\u0259r haz\u0131rlama\u011fa k\u00f6m\u0259k ed\u0259c\u0259k. D\u00f6vl\u0259t v\u0259 \u00f6z\u0259l sektorun d\u0259st\u0259yi il\u0259 a\u015fa\u011f\u0131 qiym\u0259tli, lakin effektiv yerli analitika h\u0259ll\u0259rinin inki\u015faf\u0131 stimulla\u015fd\u0131r\u0131la bil\u0259r. Bundan \u0259lav\u0259, idman federasiyalar\u0131 t\u0259r\u0259find\u0259n veri toplama v\u0259 payla\u015fma standartlar\u0131n\u0131n t\u0259yin edilm\u0259si, liqa daxilind\u0259 daha \u0259dal\u0259tli v\u0259 \u015f\u0259ffaf m\u00fchit yaradacaq. N\u0259hay\u0259t, beyn\u0259lxalq t\u0259cr\u00fcb\u0259 il\u0259 yerli \u0259n\u0259n\u0259l\u0259ri birl\u0259\u015fdir\u0259n hibrid yana\u015fmalar\u0131n t\u0259tbiqi, texnologiyan\u0131n yerli idman m\u0259d\u0259niyy\u0259tin\u0259 d<\/p>\n<p>Bu yana\u015fma, idman\u00e7\u0131lar\u0131n inki\u015faf\u0131n\u0131 daha effektiv idar\u0259 etm\u0259y\u0259 v\u0259 uzunm\u00fcdd\u0259tli karyera planla\u015fd\u0131rmas\u0131na imkan ver\u0259c\u0259k. Eyni zamanda, g\u0259nc istedadlar\u0131n erk\u0259n m\u00fc\u0259yy\u0259n edilm\u0259si \u00fc\u00e7\u00fcn daha etibarl\u0131 bir sistem yarad\u0131lmas\u0131na k\u00f6m\u0259k ed\u0259 bil\u0259r.<\/p>\n<h3>\u0130dman\u0131n demokratikl\u0259\u015fm\u0259si<\/h3>\n<p>Texnologiyan\u0131n geni\u015f yay\u0131lmas\u0131, idman elml\u0259rin\u0259 \u00e7\u0131x\u0131\u015f\u0131 demokratikl\u0259\u015fdir\u0259 bil\u0259r. Ki\u00e7ik klublar v\u0259 regional m\u0259kt\u0259bl\u0259r d\u0259 \u0259sas analitik vasit\u0259l\u0259rd\u0259n istifad\u0259 ed\u0259 bil\u0259r. Bu, r\u0259qab\u0259t qabiliyy\u0259tini art\u0131ra v\u0259 idman\u00e7\u0131lar\u0131n daha geni\u015f spektrind\u0259n istifad\u0259 etm\u0259y\u0259 \u015f\u0259rait yarada bil\u0259r. \u0130dman t\u0259hsilind\u0259 r\u0259q\u0259msal resurslar\u0131n t\u0259tbiqi, m\u0259\u015fq\u00e7il\u0259rin bilik s\u0259viyy\u0259sini y\u00fcks\u0259ld\u0259 bil\u0259r. For background definitions and terminology, refer to <a href=\"https:\/\/www.premierleague.com\/\">Premier League official site<\/a>.<\/p>\n<p>\u00dcmumilikd\u0259, idman analitikas\u0131 idman\u0131n mahiyy\u0259tini d\u0259yi\u015fdirm\u0259k \u00fc\u00e7\u00fcn deyil, onu daha d\u0259qiq, \u0259dal\u0259tli v\u0259 inki\u015faf etmi\u015f \u015f\u0259kild\u0259 anlamaq \u00fc\u00e7\u00fcn bir vasit\u0259dir. Texnologiyan\u0131n s\u00fcr\u0259tli inki\u015faf\u0131 il\u0259, onun idman t\u0259cr\u00fcb\u0259sin\u0259 inteqrasiyas\u0131 daimi inki\u015faf ed\u0259c\u0259k. Bu prosesd\u0259 \u0259sas prioritet, texniki imkanlar\u0131 insan m\u00fchakim\u0259si v\u0259 idman ruhu il\u0259 tarazla\u015fd\u0131rmaq olacaq. G\u0259l\u0259c\u0259k add\u0131mlar, yarad\u0131c\u0131l\u0131q, etika v\u0259 davaml\u0131 t\u0259lim \u0259sas\u0131nda qurulmal\u0131d\u0131r. For general context and terms, see <a href=\"https:\/\/www.nba.com\/\">NBA official site<\/a>.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Idman analitikas\u0131nda veri ve AI d\u00f6n\u00fc\u015f\u00fcm\u00fc Azerbaycanda idman analitikas\u0131 &#8211; metrikler, modeller ve s\u0131n\u0131rlar Idman t\u0259hlili, texnologiyan\u0131n s\u00fcr\u0259tl\u0259 inki\u015faf\u0131 il\u0259 k\u00f6kl\u00fc d\u0259yi\u015fiklikl\u0259r ya\u015fay\u0131r. Veril\u0259rin toplanmas\u0131, emal\u0131 v\u0259 t\u0259hlili \u00fcsullar\u0131, x\u00fcsusil\u0259 s\u00fcni intellektin t\u0259tbiqi il\u0259, t\u0259kc\u0259 beyn\u0259lxalq s\u0259viyy\u0259d\u0259 deyil, h\u0259m d\u0259 Azerbaycan idman m\u00fchitind\u0259 strategiyalar\u0131 yenid\u0259n formala\u015fd\u0131r\u0131r. Bu d\u0259yi\u015fiklikl\u0259r, klub idar\u0259etm\u0259sind\u0259n oyun\u00e7u performans\u0131n\u0131n qiym\u0259tl\u0259ndirilm\u0259sin\u0259 q\u0259d\u0259r geni\u015f&hellip; <a class=\"more-link\" href=\"https:\/\/electronicgadgetsonline.com\/Nitin\/idman-analitikasinda-veri-ve-ai-donusumu\/\">Continue reading <span class=\"screen-reader-text\">Idman analitikas\u0131nda veri ve AI d\u00f6n\u00fc\u015f\u00fcm\u00fc<\/span><\/a><\/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-31985","post","type-post","status-publish","format-standard","hentry","category-uncategorized","entry"],"_links":{"self":[{"href":"https:\/\/electronicgadgetsonline.com\/Nitin\/wp-json\/wp\/v2\/posts\/31985","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/electronicgadgetsonline.com\/Nitin\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/electronicgadgetsonline.com\/Nitin\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/electronicgadgetsonline.com\/Nitin\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/electronicgadgetsonline.com\/Nitin\/wp-json\/wp\/v2\/comments?post=31985"}],"version-history":[{"count":1,"href":"https:\/\/electronicgadgetsonline.com\/Nitin\/wp-json\/wp\/v2\/posts\/31985\/revisions"}],"predecessor-version":[{"id":31986,"href":"https:\/\/electronicgadgetsonline.com\/Nitin\/wp-json\/wp\/v2\/posts\/31985\/revisions\/31986"}],"wp:attachment":[{"href":"https:\/\/electronicgadgetsonline.com\/Nitin\/wp-json\/wp\/v2\/media?parent=31985"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/electronicgadgetsonline.com\/Nitin\/wp-json\/wp\/v2\/categories?post=31985"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/electronicgadgetsonline.com\/Nitin\/wp-json\/wp\/v2\/tags?post=31985"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}