{"id":49385,"date":"2026-03-14T06:10:46","date_gmt":"2026-03-14T09:10:46","guid":{"rendered":"https:\/\/www.restaurantecedrus.com.br\/?p=49385"},"modified":"2026-03-06T16:38:20","modified_gmt":"2026-03-06T19:38:20","slug":"idman-analitikasinda-ai-v-data-inqilabi","status":"publish","type":"post","link":"https:\/\/www.restaurantecedrus.com.br\/?p=49385","title":{"rendered":"Idman Analitikas\u0131nda AI v\u0259 Data \u0130nqilab\u0131"},"content":{"rendered":"Idman Analitikas\u0131nda AI v\u0259 Data \u0130nqilab\u0131<\/title><\/p>\n<h1>Az\u0259rbaycanda \u0130dman T\u0259hlili Nec\u0259 D\u0259yi\u015fir – Metrikalar, Modell\u0259r, \u00c7\u0259tinlikl\u0259r<\/h1>\n<p>Az\u0259rbaycanda idman, t\u0259kc\u0259 meydan\u00e7ada deyil, h\u0259m d\u0259 m\u0259lumat m\u0259rk\u0259zl\u0259rind\u0259 inki\u015faf edir. Son onillikl\u0259rd\u0259 idman analitikas\u0131, \u0259n\u0259n\u0259vi m\u00fct\u0259x\u0259ssis bax\u0131\u015f\u0131ndan k\u0259miyy\u0259t v\u0259 keyfiyy\u0259t bax\u0131m\u0131ndan z\u0259ngin, m\u00fcr\u0259kk\u0259b bir elm\u0259 \u00e7evrilib. Bu d\u0259yi\u015fikliyin m\u0259rk\u0259zind\u0259 s\u00fcni intellekt (AI) v\u0259 b\u00f6y\u00fck m\u0259lumat (big data) dayan\u0131r. Bu texnologiyalar klub r\u0259hb\u0259rl\u0259rind\u0259n ba\u015f m\u0259\u015fq\u00e7il\u0259r\u0259, h\u0259tta idman\u00e7\u0131lar\u0131n \u00f6zl\u0259rin\u0259 q\u0259d\u0259r q\u0259rar q\u0259bulunu k\u00f6k\u00fcnd\u0259n d\u0259yi\u015fdirir. M\u0259s\u0259l\u0259n, futbol v\u0259 g\u00fcl\u0259\u015f kimi \u00f6lk\u0259mizd\u0259 \u0259n populyar idman n\u00f6vl\u0259rind\u0259 oyun\u00e7unun performans\u0131n\u0131 t\u0259hlil etm\u0259k \u00fc\u00e7\u00fcn art\u0131q sad\u0259 statistikadan daha \u00e7ox istifad\u0259 olunur; kompleks alqoritml\u0259r, oyunun axar\u0131n\u0131 proqnozla\u015fd\u0131ran modell\u0259r v\u0259 z\u0259d\u0259l\u0259rin qar\u015f\u0131s\u0131n\u0131 alan proqramlar t\u0259tbiq edilir. Bu yana\u015fma, \u0259n\u0259n\u0259vi idman t\u0259cr\u00fcb\u0259si il\u0259 r\u0259q\u0259msal innovasiyan\u0131n sintezini t\u0259msil edir. Bu kontekstd\u0259, m\u0259lumat\u0131n emal\u0131 \u00fc\u00e7\u00fcn istifad\u0259 olunan avtomatla\u015fd\u0131r\u0131lm\u0131\u015f sisteml\u0259r, m\u0259s\u0259l\u0259n, real vaxt rejimind\u0259 dinamik riski qiym\u0259tl\u0259ndir\u0259n <a href=\"https:\/\/mobizmagazine.com\/\">aviator<\/a> alqoritml\u0259ri kimi, idman sah\u0259sind\u0259 d\u0259 m\u00fcr\u0259kk\u0259b prosesl\u0259ri izl\u0259m\u0259k v\u0259 proqnozla\u015fd\u0131rmaq \u00fc\u00e7\u00fcn \u00f6z t\u0259tbiqini tap\u0131r.<\/p>\n<h2>Az\u0259rbaycan \u0130dman\u0131nda Analitikan\u0131n Tarixi \u0130nki\u015faf M\u0259rh\u0259l\u0259l\u0259ri<\/h2>\n<p>Az\u0259rbaycanda m\u00fcasir idman analitikas\u0131n\u0131n k\u00f6kl\u0259ri \u0259n\u0259n\u0259vi idman m\u0259d\u0259niyy\u0259timizd\u0259ki diqq\u0259tli m\u00fc\u015fahid\u0259 v\u0259 t\u0259cr\u00fcb\u0259y\u0259 s\u00f6yk\u0259nir. Lakin, r\u0259q\u0259msal d\u00f6vr\u0259 q\u0259d\u0259r bu t\u0259hlil \u0259sas\u0259n keyfiyy\u0259t xarakteri da\u015f\u0131y\u0131rd\u0131. 2000-ci ill\u0259rin \u0259vv\u0259ll\u0259rind\u0259 beyn\u0259lxalq yar\u0131\u015flarda i\u015ftirak\u0131n artmas\u0131 v\u0259 pe\u015f\u0259kar liqalar\u0131n formala\u015fmas\u0131 il\u0259 k\u0259miyy\u0259t g\u00f6st\u0259ricil\u0259rin\u0259 t\u0259l\u0259bat yarand\u0131. \u0130lk add\u0131m, \u0259sas\u0259n, veb saytlarda d\u0259rc olunan mat\u00e7 statistikalar\u0131n\u0131n – topa sahiblik faizi, z\u0259rb\u0259l\u0259rin say\u0131 kimi – passiv \u015f\u0259kild\u0259 y\u0131\u011f\u0131lmas\u0131 idi. Sonrak\u0131 m\u0259rh\u0259l\u0259, x\u00fcsusi video t\u0259hlil proqramlar\u0131n\u0131n v\u0259 GPS-monitorinq sisteml\u0259rinin klublara daxil olmas\u0131 il\u0259 ba\u015flad\u0131. Bu, m\u0259\u015fq prosesind\u0259 ilk d\u0259f\u0259 obyektiv m\u0259lumatlar\u0131n geni\u015f istifad\u0259sin\u0259 \u015f\u0259rait yaratd\u0131. Haz\u0131rda is\u0259, Az\u0259rbaycan klublar\u0131 v\u0259 federasiyalar\u0131 m\u0259lumat\u0131 t\u0259kc\u0259 qeyd etm\u0259k \u00fc\u00e7\u00fcn deyil, h\u0259m d\u0259 onu proqnozla\u015fd\u0131rmaq, simulyasiya etm\u0259k v\u0259 optimal strategiyalar qurmaq \u00fc\u00e7\u00fcn emal ed\u0259n AI \u00f6z\u0259kli platformalara ke\u00e7id edirl\u0259r. Bu, idman idar\u0259\u00e7iliyind\u0259 tamamil\u0259 yeni bir f\u0259ls\u0259f\u0259ni t\u0259msil edir.<\/p>\n<h3>\u018fn\u0259n\u0259vi Metrikalardan AI-\u00d6z\u0259kli G\u00f6st\u0259ricil\u0259r\u0259 Ke\u00e7id<\/h3>\n<p>Ke\u00e7mi\u015fd\u0259 Az\u0259rbaycan idman\u0131nda performans \u00f6l\u00e7\u00fcs\u00fc kimi \u0259sas\u0259n qol, xal, saniy\u0259 kimi “s\u0259rt” n\u0259tic\u0259l\u0259r v\u0259 m\u00fct\u0259x\u0259ssisl\u0259rin subyektiv qiym\u0259tl\u0259ndirm\u0259l\u0259ri istifad\u0259 olunurdu. M\u00fcasir analitika is\u0259 h\u0259m daha d\u0259rin, h\u0259m d\u0259 daha geni\u015fdir. \u0130ndi m\u00fct\u0259x\u0259ssisl\u0259r, oyun\u00e7unun meydanda q\u0259rar q\u0259bulunu, komanda qurulu\u015funun effektivliyini v\u0259 h\u0259tta r\u0259qibin z\u0259if n\u00f6qt\u0259l\u0259rini \u0259d\u0259di \u015f\u0259kild\u0259 qiym\u0259tl\u0259ndir\u0259 bil\u0259n g\u00f6st\u0259ricil\u0259rl\u0259 i\u015fl\u0259yirl\u0259r.<\/p>\n<ul>\n<li>Futbolda: “G\u00f6zl\u0259nil\u0259n Qollar (xG)” anlay\u0131\u015f\u0131 art\u0131q yerli analitikl\u0259r t\u0259r\u0259find\u0259n aktiv istifad\u0259 olunur. Bu metrika, at\u0131lan h\u0259r bir z\u0259rb\u0259nin qola \u00e7evrilm\u0259 ehtimal\u0131n\u0131 hesablayaraq, yaln\u0131z n\u0259tic\u0259ni deyil, yarad\u0131lan f\u00fcrs\u0259tin keyfiyy\u0259tini d\u0259 qiym\u0259tl\u0259ndirm\u0259y\u0259 imkan verir.<\/li>\n<li>G\u00fcl\u0259\u015fd\u0259: Sensor texnologiyalar\u0131 v\u0259 video t\u0259hlili il\u0259 idman\u00e7\u0131n\u0131n h\u0259r\u0259k\u0259t traektoriyas\u0131, g\u00fcc s\u0259rfi v\u0259 \u0259sas texnikalar\u0131n t\u0259tbiq tezliyi \u00f6l\u00e7\u00fcl\u00fcr. Bu, m\u0259\u015fq proqram\u0131n\u0131n f\u0259rdil\u0259\u015fdirilm\u0259si \u00fc\u00e7\u00fcn \u0259sas rol oynay\u0131r.<\/li>\n<li>Komanda \u0130dmanlar\u0131nda: “Passing Networks” (\u00d6t\u00fcrm\u0259 \u015e\u0259b\u0259k\u0259l\u0259ri) v\u0259 “Pressing Intensity” (T\u0259zyiq intensivliyi) kimi modell\u0259r komandan\u0131n strukturunu v\u0259 enerjisinin b\u00f6lg\u00fcs\u00fcn\u00fc vizualla\u015fd\u0131r\u0131r, taktiki uy\u011funsuzluqlar\u0131 a\u015fkar edir.<\/li>\n<li>G\u0259ncl\u0259rin Se\u00e7ilm\u0259sind\u0259: Fiziki qabiliyy\u0259tl\u0259 yana\u015f\u0131, AI modell\u0259ri g\u0259nc idman\u00e7\u0131n\u0131n q\u0259rar q\u0259bul s\u00fcr\u0259ti, psixoloji davaml\u0131l\u0131\u011f\u0131 v\u0259 \u00f6yr\u0259nm\u0259 \u0259yrisi kimi “yum\u015faq” amill\u0259ri d\u0259 qiym\u0259tl\u0259ndir\u0259 bilir.<\/li>\n<li>\u0130qtisadi Effektivlik: Klublar, oyun\u00e7unun transfer d\u0259y\u0259rini v\u0259 \u0259m\u0259k haqq\u0131n\u0131n effektivliyini qiym\u0259tl\u0259ndirm\u0259k \u00fc\u00e7\u00fcn maliyy\u0259 g\u00f6st\u0259ricil\u0259ri il\u0259 idman statistikas\u0131n\u0131 birl\u0259\u015fdir\u0259n modell\u0259rd\u0259n istifad\u0259 edirl\u0259r.<\/li>\n<\/ul>\n<h2>S\u00fcni \u0130ntellektin \u0130dman T\u0259hlilin\u0259 T\u0259tbiqi v\u0259 Modell\u0259r<\/h2>\n<p>S\u00fcni intellekt, x\u00fcsusil\u0259 ma\u015f\u0131n \u00f6yr\u0259nm\u0259si (Machine Learning) v\u0259 d\u0259rin \u00f6yr\u0259nm\u0259 (Deep Learning), idman analitikas\u0131nda m\u0259lumat\u0131n t\u0259fsiri m\u0259rh\u0259l\u0259sind\u0259 inqilab etdi. Bu alqoritml\u0259r insan\u0131n qavraya bilm\u0259y\u0259c\u0259yi q\u0259d\u0259r b\u00f6y\u00fck h\u0259cmd\u0259 m\u0259lumat d\u0259stl\u0259rini emal ed\u0259r\u0259k n\u00fcmun\u0259l\u0259ri v\u0259 korrelyasiyalar\u0131 a\u015fkar edir. Az\u0259rbaycanda bu texnologiyalar\u0131n t\u0259tbiqi art\u0131q n\u0259z\u0259riyy\u0259 deyil, praktikad\u0131r. M\u0259s\u0259l\u0259n, yerli AI startaplar\u0131 v\u0259 texnoparklar idman federasiyalar\u0131 il\u0259 birg\u0259 layih\u0259l\u0259r h\u0259yata ke\u00e7irir.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/thegulfobserver.com\/wp-content\/uploads\/2024\/06\/azrbay.jpg\" alt=\"aviator\" loading=\"lazy\"><\/p>\n<p>Bu sah\u0259d\u0259 \u0259n \u00e7ox yay\u0131lm\u0131\u015f AI modell\u0259ri a\u015fa\u011f\u0131dak\u0131lard\u0131r:<\/p>\n<table>\n<thead>\n<tr>\n<th>Model N\u00f6v\u00fc<\/th>\n<th>\u018fsas T\u0259tbiqi<\/th>\n<th>Az\u0259rbaycan Kontekstind\u0259 N\u00fcmun\u0259<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>Proqnozla\u015fd\u0131rma Modell\u0259ri<\/td>\n<td>Mat\u00e7 n\u0259tic\u0259si, oyun\u00e7u performans\u0131, z\u0259d\u0259 riskinin proqnozu.<\/td>\n<td>Pe\u015f\u0259kar futbol liqas\u0131nda komandalar\u0131n m\u00f6vs\u00fcm sonu v\u0259ziyy\u0259tinin erk\u0259n proqnozla\u015fd\u0131r\u0131lmas\u0131.<\/td>\n<\/tr>\n<tr>\n<td>Klasterl\u0259\u015fdirm\u0259 v\u0259 Seqmentasiya<\/td>\n<td>Oyun\u00e7ular\u0131 v\u0259 komandalar\u0131 ox\u015far x\u00fcsusiyy\u0259tl\u0259r\u0259 g\u00f6r\u0259 qrupla\u015fd\u0131rmaq.<\/td>\n<td>G\u0259nc futbol\u00e7ular\u0131n texniki v\u0259 taktiki profil\u0259 g\u00f6r\u0259 kateqoriyalara b\u00f6l\u00fcnm\u0259si, potensial\u0131n m\u00fcqayis\u0259si.<\/td>\n<\/tr>\n<tr>\n<td>T\u0259sviri Analitika v\u0259 Vizualizasiya<\/td>\n<td>M\u00fcr\u0259kk\u0259b m\u0259lumat d\u0259stl\u0259rini anla\u015f\u0131ql\u0131 qrafik v\u0259 x\u0259rit\u0259l\u0259r\u0259 \u00e7evirm\u0259k.<\/td>\n<td>Milli \u00e7empionatda komandalar\u0131n m\u00fcdafi\u0259 v\u0259 h\u00fccum x\u0259rit\u0259l\u0259rinin yarad\u0131lmas\u0131.<\/td>\n<\/tr>\n<tr>\n<td>T\u0259bii Dilin Emal\u0131 (NLP)<\/td>\n<td>M\u0259tns\u0259l m\u0259lumatlar\u0131 (m\u00fcsahib\u0259l\u0259r, sosial media) emal etm\u0259k, ictimai r\u0259yi v\u0259 psixoloji v\u0259ziyy\u0259ti t\u0259hlil etm\u0259k.<\/td>\n<td>B\u00f6y\u00fck turnirl\u0259r \u0259r\u0259f\u0259sind\u0259 ictimai r\u0259yin v\u0259 g\u00f6zl\u0259ntil\u0259rin monitorinqi.<\/td>\n<\/tr>\n<tr>\n<td>Kompyuter G\u00f6r\u00fcnt\u00fcs\u00fc<\/td>\n<td>Video materiallar\u0131 avtomatik t\u0259hlil etm\u0259k, oyun\u00e7ular\u0131 izl\u0259m\u0259k, x\u0259talar\u0131 a\u015fkar etm\u0259k.<\/td>\n<td>G\u00fcl\u0259\u015f mat\u00e7lar\u0131n\u0131n avtomatik t\u0259hlili il\u0259 hakim q\u0259rarlar\u0131n\u0131n d\u0259qiqliyinin yoxlan\u0131lmas\u0131.<\/td>\n<\/tr>\n<tr>\n<td>Optimal Q\u0259rar Modell\u0259ri<\/td>\n<td>M\u0259hdud resurslar \u015f\u0259raitind\u0259 (b\u00fcdc\u0259, oyun\u00e7u hey\u0259ti) \u0259n yax\u015f\u0131 strategiyan\u0131n se\u00e7ilm\u0259si.<\/td>\n<td>Ki\u00e7ik b\u00fcdc\u0259li klublar\u0131n transfer siyas\u0259tinin optimalla\u015fd\u0131r\u0131lmas\u0131.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3>Texnoloji \u0130nfrastruktur v\u0259 Yerli \u0130mkanlar<\/h3>\n<p>AI modell\u0259rinin effektiv i\u015fl\u0259m\u0259si g\u00fccl\u00fc texnoloji infrastruktur t\u0259l\u0259b edir. Az\u0259rbaycanda bu sah\u0259d\u0259 ir\u0259lil\u0259yi\u015f qeyd olunur. Milli bulud hesablama resurslar\u0131 v\u0259 y\u00fcks\u0259k s\u00fcr\u0259tli internet, b\u00f6y\u00fck h\u0259cmd\u0259 idman m\u0259lumatlar\u0131n\u0131n saxlanmas\u0131 v\u0259 emal\u0131 \u00fc\u00e7\u00fcn z\u0259min yarad\u0131r. Eyni zamanda, Bak\u0131dak\u0131 texniki universitetl\u0259rd\u0259 bu istiqam\u0259t \u00fczr\u0259 m\u00fct\u0259x\u0259ssisl\u0259rin haz\u0131rlanmas\u0131 prosesi gedir. Lakin, h\u0259l\u0259 d\u0259 beyn\u0259lxalq standartlara \u00e7atmaq \u00fc\u00e7\u00fcn x\u00fcsusi idman analitikas\u0131 \u00fc\u00e7\u00fcn n\u0259z\u0259rd\u0259 tutulmu\u015f yerli data m\u0259rk\u0259zl\u0259rinin v\u0259 daha \u00e7ox a\u00e7\u0131q m\u0259lumat bazalar\u0131n\u0131n yarad\u0131lmas\u0131na ehtiyac var. Bu, ki\u00e7ik klublar v\u0259 azya\u015fl\u0131 idman m\u0259kt\u0259bl\u0259ri \u00fc\u00e7\u00fcn x\u00fcsusil\u0259 aktuald\u0131r. For background definitions and terminology, refer to <a href=\"https:\/\/www.uefa.com\/uefachampionsleague\/\">UEFA Champions League hub<\/a>.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/aviator-game.cafe\/az\/wp-content\/uploads\/sites\/21\/2025\/02\/555x350-1.jpg\" alt=\"aviator\" loading=\"lazy\"><\/p>\n<h2>Analitikan\u0131n \u0130nki\u015faf\u0131n\u0131n Qar\u015f\u0131s\u0131nda Dayanan \u00c7\u0259tinlikl\u0259r v\u0259 M\u0259hdudiyy\u0259tl\u0259r<\/h2>\n<p>\u0130dman analitikas\u0131n\u0131n g\u0259l\u0259c\u0259yi parlaq olsa da, onun inki\u015faf yolu bir s\u0131ra \u0259h\u0259miyy\u0259tli mane\u0259l\u0259rl\u0259 \u00fczl\u0259\u015fir. Bu m\u0259hdudiyy\u0259tl\u0259r t\u0259kc\u0259 texnoloji deyil, h\u0259m d\u0259 m\u0259d\u0259ni, etik v\u0259 iqtisadi xarakter da\u015f\u0131y\u0131r. Az\u0259rbaycan kontekstind\u0259 bu \u00e7\u0259tinlikl\u0259r \u00f6z\u00fcn\u0259m\u0259xsus c\u0259h\u0259tl\u0259r\u0259 malikdir. If you want a concise overview, check <a href=\"https:\/\/www.nba.com\/\">NBA official site<\/a>.<\/p>\n<ul>\n<li>M\u0259lumat\u0131n Keyfiyy\u0259ti v\u0259 \u018fl\u00e7atanl\u0131\u011f\u0131: Y\u00fcks\u0259k d\u0259qiqlikli m\u0259lumatlar\u0131n (m\u0259s\u0259l\u0259n, GPS, sensor m\u0259lumatlar\u0131) toplanmas\u0131 bahal\u0131 avadanl\u0131q v\u0259 m\u00fct\u0259x\u0259ssis t\u0259l\u0259b edir. Ki\u00e7ik regional klublar \u00fc\u00e7\u00fcn bu, \u0259sas mane\u0259dir. H\u0259m\u00e7inin, tarixi m\u0259lumatlar\u0131n r\u0259q\u0259msalla\u015fd\u0131r\u0131lmamas\u0131 uzunm\u00fcdd\u0259tli trendl\u0259rin t\u0259hlilin\u0259 mane olur.<\/li>\n<li>“\u00d6l\u00e7\u00fcl\u0259 bilm\u0259y\u0259n” Amill\u0259rin Rolu: \u0130dman\u00e7\u0131n\u0131n motivasiyas\u0131, komanda ruhu, m\u0259\u015fq\u00e7inin psixoloji t\u0259siri kimi amill\u0259ri r\u0259q\u0259msal \u015f\u0259kild\u0259 \u00f6l\u00e7m\u0259k \u00e7\u0259tindir. AI modell\u0259ri bu konteksti h\u0259l\u0259 d\u0259 tam ba\u015fa d\u00fc\u015f\u0259 bilmir, bu da b\u0259zi hallarda t\u0259hlilin natamam olmas\u0131na s\u0259b\u0259b olur.<\/li>\n<li>M\u00fct\u0259x\u0259ssisl\u0259rl\u0259 Texnoloqlar Aras\u0131nda Kommunikasiya Bo\u015flu\u011fu: K\u00f6hn\u0259 m\u0259kt\u0259bin m\u0259\u015fq\u00e7il\u0259ri v\u0259 idman menecerl\u0259ri tez-tez m\u00fcr\u0259kk\u0259b analitikan\u0131n n\u0259tic\u0259l\u0259rini \u015f\u00fcbh\u0259 il\u0259 qar\u015f\u0131lay\u0131r v\u0259 ya onlar\u0131 d\u00fczg\u00fcn \u015f\u0259rh ed\u0259 bilmir. Dig\u0259r t\u0259r\u0259fd\u0259n, data aliml\u0259ri idman\u0131n spesifikas\u0131n\u0131 tam ba\u015fa d\u00fc\u015fm\u00fcr. Bu bo\u015flu\u011fun aradan qald\u0131r\u0131lmas\u0131 \u00fc\u00e7\u00fcn “t\u0259rc\u00fcm\u0259\u00e7i” v\u0259zif\u0259sini yerin\u0259 yetir\u0259 bil\u0259n kadrlara ehtiyac var.<\/li>\n<li>Etik M\u0259s\u0259l\u0259l\u0259r v\u0259 M\u0259xfilik: Oyun\u00e7ular\u0131n f\u0259rdi biometrik m\u0259lumatlar\u0131n\u0131n toplanmas\u0131 v\u0259 istifad\u0259si m\u0259xfilik problemi yarad\u0131r. H\u0259m\u00e7inin, g\u0259nc idman\u00e7\u0131lar\u0131n g\u0259l\u0259c\u0259k performans\u0131na dair AI proqnozlar\u0131n\u0131n onlar\u0131n karyeras\u0131na m\u0259nfi t\u0259sir g\u00f6st\u0259rm\u0259 riski var.<\/li>\n<li>H\u0259ddind\u0259n Art\u0131q As\u0131l\u0131l\u0131q Risk\u0131: Analitikan\u0131 q\u0259rar q\u0259bulunun yegan\u0259 m\u0259nb\u0259yi etm\u0259k t\u0259hl\u00fck\u0259lidir. \u0130dman\u0131n g\u00f6z\u0259lliyi v\u0259 t\u0259\u0259cc\u00fcb\u00fc onun qeyri-m\u00fc\u0259yy\u0259nliyind\u0259dir. Modelin t\u00f6vsiy\u0259si il\u0259 m\u0259\u015fq\u00e7inin daxili s\u0259si aras\u0131nda tarazl\u0131q qurmaq vacibdir.<\/li>\n<li>Regulyasiya v\u0259 Standartla\u015fma \u00c7at\u0131\u015fmazl\u0131\u011f\u0131: \u0130dman analitikas\u0131 \u00fc\u00e7\u00fcn vahid milli standartlar v\u0259 m\u0259lumat m\u00fcbadil\u0259si protokollar\u0131 yoxdur. Bu, klublar aras\u0131nda \u0259m\u0259kda\u015fl\u0131\u011f\u0131 \u00e7\u0259tinl\u0259\u015fdirir v\u0259 m\u0259lumat bazalar\u0131n\u0131n par\u00e7alanmas\u0131na s\u0259b\u0259b olur.<\/li>\n<li>\u0130nvestisiya Z\u0259rur\u0259ti: AI sisteml\u0259rinin haz\u0131rlanmas\u0131, qurulmas\u0131 v\u0259 saxlanmas\u0131 \u0259h\u0259miyy\u0259tli maliyy\u0259 resurslar\u0131 t\u0259l\u0259b edir. \u0130dman t\u0259\u015fkilatlar\u0131n\u0131n prioritetl\u0259rind\u0259 bu x\u0259rcl\u0259r h\u0259l\u0259 d\u0259 ikinci planda qala bil\u0259r.<\/li>\n<\/ul>\n<h2>G\u0259l\u0259c\u0259k Perspektivl\u0259r – Az\u0259rbaycan \u0130dman\u0131n\u0131n R\u0259q\u0259msal G\u00f6r\u00fcnt\u00fcs\u00fc<\/h2>\n<\/p>\n<p>Az\u0259rbaycan idman\u0131n\u0131n r\u0259q\u0259msal transformasiyas\u0131 getdikc\u0259 d\u0259rinl\u0259\u015f\u0259n prosesdir. Texnologiyalar\u0131n inki\u015faf\u0131 il\u0259 analitikan\u0131n d\u0259qiqliyi v\u0259 \u0259hat\u0259 dair\u0259si artacaq, lakin bu, insan m\u00fct\u0259x\u0259ssisl\u0259rin rolu azalacaq dem\u0259k deyil. \u018fksin\u0259, m\u0259\u015fq\u00e7il\u0259r v\u0259 analitikl\u0259r daha g\u00fccl\u00fc al\u0259tl\u0259rl\u0259 t\u0259chiz olunacaq, q\u0259rarlar daha m\u0259lumatl\u0131 \u0259sasda q\u0259bul edil\u0259c\u0259k.<\/p>\n<p>G\u0259nc idman\u00e7\u0131lar\u0131n a\u015fkarlanmas\u0131 v\u0259 inki\u015faf\u0131 \u00fc\u00e7\u00fcn yeni imkanlar yaran\u0131r. M\u00fcxt\u0259lif idman n\u00f6vl\u0259rind\u0259 standartla\u015fd\u0131r\u0131lm\u0131\u015f m\u0259lumat y\u0131\u011f\u0131m\u0131 v\u0259 t\u0259hlili sisteml\u0259ri t\u0259dric\u0259n formala\u015f\u0131r. Bu, \u00f6lk\u0259nin idman infrastrukturunun g\u00fccl\u0259nm\u0259sin\u0259 v\u0259 beyn\u0259lxalq arenada r\u0259qab\u0259t qabiliyy\u0259tinin artmas\u0131na k\u00f6m\u0259k ed\u0259 bil\u0259r.<\/p>\n<p>\u0130dman\u0131n mahiyy\u0259ti d\u0259yi\u015fm\u0259z qal\u0131r – bu, insan s\u0259yl\u0259rinin, irad\u0259sinin v\u0259 bacar\u0131\u011f\u0131n\u0131n t\u0259zah\u00fcr\u00fcd\u00fcr. Texnologiya is\u0259 bu prosesi daha yax\u015f\u0131 ba\u015fa d\u00fc\u015fm\u0259k, idman\u00e7\u0131lar\u0131 d\u0259st\u0259kl\u0259m\u0259k v\u0259 idman\u0131n inki\u015faf\u0131na k\u00f6m\u0259k etm\u0259k \u00fc\u00e7\u00fcn vasit\u0259dir. G\u0259l\u0259c\u0259k inki\u015faf tarazl\u0131q v\u0259 m\u0259qs\u0259d\u0259uy\u011funluq prinsipl\u0259ri \u0259sas\u0131nda davam etm\u0259lidir.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Idman Analitikas\u0131nda AI v\u0259 Data \u0130nqilab\u0131 Az\u0259rbaycanda \u0130dman T\u0259hlili Nec\u0259 D\u0259yi\u015fir – Metrikalar, Modell\u0259r, \u00c7\u0259tinlikl\u0259r Az\u0259rbaycanda idman, t\u0259kc\u0259 meydan\u00e7ada deyil, h\u0259m d\u0259 m\u0259lumat m\u0259rk\u0259zl\u0259rind\u0259 inki\u015faf edir. Son onillikl\u0259rd\u0259 idman analitikas\u0131, \u0259n\u0259n\u0259vi m\u00fct\u0259x\u0259ssis bax\u0131\u015f\u0131ndan k\u0259miyy\u0259t v\u0259 keyfiyy\u0259t bax\u0131m\u0131ndan z\u0259ngin, m\u00fcr\u0259kk\u0259b bir elm\u0259 \u00e7evrilib. Bu d\u0259yi\u015fikliyin m\u0259rk\u0259zind\u0259 s\u00fcni intellekt (AI) v\u0259 b\u00f6y\u00fck m\u0259lumat (big data) dayan\u0131r. 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