{"id":56979,"date":"2026-03-11T09:12:23","date_gmt":"2026-03-11T09:12:23","guid":{"rendered":"https:\/\/kan-news.com\/kan\/?p=56979"},"modified":"2026-03-06T18:43:55","modified_gmt":"2026-03-06T18:43:55","slug":"ai-ve-data-ile-azerbaycanda-idman-analitikasi","status":"publish","type":"post","link":"https:\/\/kan-news.com\/kan\/ai-ve-data-ile-azerbaycanda-idman-analitikasi\/","title":{"rendered":"AI ve Data ile Azerbaycanda Idman Analitikas\u0131"},"content":{"rendered":"AI ve Data ile Azerbaycanda Idman Analitikas\u0131<\/title><\/p>\n<h1>Idman Analitikas\u0131nda AI-n\u0131n Rol\u00fc – Metrikler, Modeller ve \u00c7er\u00e7eveler<\/h1>\n<p>Azerbaycanda idman, yaln\u0131z bir oyun de\u011fil, ehtiras ve strateji d\u00fcnyas\u0131d\u0131r. Son illerde bu d\u00fcnya, AI ve b\u00f6y\u00fck veri ile k\u00f6k\u00fcnden deyi\u015fir. Bu d\u0259yi\u015fiklik, komandalar\u0131n haz\u0131rlanmas\u0131ndan, oyun\u00e7ular\u0131n ink\u0131\u015faf\u0131na ve h\u0259tta t\u0259dbirl\u0259rin idar\u0259 edilmesin\u0259 q\u0259d\u0259r h\u0259r sah\u0259y\u0259 tesir g\u00f6st\u0259rir. Bu yaz\u0131da, idman analitikas\u0131n\u0131n nec\u0259 transformasiya oldu\u011funu add\u0131m-add\u0131m izah ed\u0259c\u0259yik. M\u0259s\u0259l\u0259n, <a href=\"https:\/\/aviator-azerbaycan.org\/\">https:\/\/aviator-azerbaycan.org\/<\/a> kimi platformalar da bu c\u00fcr texnologiyalar\u0131n \u00fcmumi prinsipl\u0259rinden istifad\u0259 edir, lakin biz burada konkret brendl\u0259ri deyil, \u00fcmumi texnoloji meyll\u0259ri ve onlar\u0131n Azerbaycan kontekstind\u0259 tetbiqini ara\u015fd\u0131racay\u0131q.<\/p>\n<h2>Analitikan\u0131n Azerbaycanda Tarixi \u0130nki\u015faf\u0131<\/h2>\n<p>Ke\u00e7mi\u015fde idman analitikas\u0131 \u0259sas\u0259n statistik m\u0259lumatlar\u0131n \u0259l il\u0259 y\u0131\u011f\u0131lmas\u0131 ve sad\u0259 tehlilleri ile m\u0259hdud idi. Azerbaycanda da bu, futbol ve g\u00fcl\u0259\u015f kimi \u0259n\u0259n\u0259vi idman n\u00f6vl\u0259rind\u0259 m\u00fc\u015fahid\u0259 ve t\u0259cr\u00fcb\u0259y\u0259 \u0259saslan\u0131rd\u0131. Lakin, komp\u00fcter texnologiyalar\u0131n\u0131n yay\u0131lmas\u0131 ve sensorlar\u0131n ucuzlamas\u0131 ile veziyyet k\u00f6k\u00fcnden deyi\u015fdi. \u0130ndi, Bak\u0131da ke\u00e7irilen beyn\u0259lxalq turnirl\u0259r ve yerli liqalar, oyun zaman\u0131 minl\u0259rle m\u0259lumat n\u00f6qt\u0259si y\u0131\u011fma\u011fa imkan veren texnologiyalardan istifad\u0259 edir. Bu ke\u00e7id, idman menecerl\u0259ri ve m\u0259\u015fq\u00e7ileri \u00fc\u00e7\u00fcn tamamen yeni bir d\u00fcnya a\u00e7d\u0131.<\/p>\n<h3>\u018fn\u0259n\u0259vi Metriklerden AI-ya Ke\u00e7id<\/h3>\n<p>\u018fvv\u0259ll\u0259r, \u0259sas diqqet oyunun n\u0259tic\u0259sin\u0259 ve bir ne\u00e7e \u0259sas statistikaya, m\u0259s\u0259l\u0259n, topa sahib olma faizine ve vuru\u015f say\u0131na y\u00f6nelirdi. Hal-haz\u0131rda ise, metrikler daha d\u0259rin ve kompleksdir. H\u0259r bir oyun\u00e7unun h\u0259r\u0259k\u0259t trayektoriyas\u0131, s\u00fcr\u0259ti, yor\u011funluq s\u0259viyy\u0259si ve h\u0259tta q\u0259rar verme meyli \u00f6l\u00e7\u00fcl\u00fcr. Azerbaycan klublar\u0131 da bu metrikleri tetbiq etmeye ba\u015flay\u0131b, x\u00fcsusen g\u0259nc oyun\u00e7ular\u0131n ink\u0131\u015faf\u0131n\u0131 izlemek \u00fc\u00e7\u00fcn. Bu, yaln\u0131z performans\u0131 yax\u015f\u0131la\u015fd\u0131rmaqla yana\u015f\u0131, z\u0259d\u0259l\u0259rin qar\u015f\u0131s\u0131n\u0131 alma\u011fa da k\u00f6mek edir.<\/p>\n<h2>M\u00fcasir Idman Metrikleri – N\u0259yi \u00d6l\u00e7\u00fcr\u00fck<\/h2>\n<p>M\u00fcasir idman analitikas\u0131 bir ne\u00e7e kateqoriyaya b\u00f6l\u00fcn\u00fcr. H\u0259r biri spesifik bir m\u0259qs\u0259d da\u015f\u0131y\u0131r ve AI modelleri ile i\u015flenir. A\u015fa\u011f\u0131dak\u0131 c\u0259dv\u0259l, \u0259n vacib metrik kateqoriyalar\u0131n\u0131 ve onlar\u0131n Azerbaycan idman\u0131nda potensial tetbiqini g\u00f6st\u0259rir.<\/p>\n<table>\n<thead>\n<tr>\n<th>Metrik Kateqoriyas\u0131<\/th>\n<th>\u00d6l\u00e7\u00fclen Parametrler<\/th>\n<th>Azerbaycan Kontekstinde Tetbiqi<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>Fiziki Performans<\/td>\n<td>M\u0259saf\u0259 q\u0259t edilmi\u015f, orta s\u00fcr\u0259t, sprint say\u0131, y\u00fckl\u0259nm\u0259 s\u0259viyy\u0259si<\/td>\n<td>Futbol ve voleybol klublar\u0131nda oyun\u00e7ular\u0131n dayan\u0131ql\u0131l\u0131\u011f\u0131n\u0131n optimalla\u015fd\u0131r\u0131lmas\u0131<\/td>\n<\/tr>\n<tr>\n<td>Taktiki Analiz<\/td>\n<td>Komanda formas\u0131, m\u0259kan istifad\u0259si, ke\u00e7id effektivliyi, m\u00fcdafi\u0259 x\u0259ttinin y\u00fcks\u0259kliyi<\/td>\n<td>Milli komandalar\u0131n beyn\u0259lxalq mat\u00e7lara haz\u0131rl\u0131\u011f\u0131 ve r\u0259qib tehlili<\/td>\n<\/tr>\n<tr>\n<td>Oyun\u00e7u D\u0259y\u0259ri<\/td>\n<td>G\u00f6zl\u0259nilen qol\/vuru\u015f\/point d\u0259y\u0259ri (xG\/xA), t\u0259sir indeksi, q\u0259rar effektivliyi<\/td>\n<td>Transfer siyas\u0259tinin realla\u015fd\u0131r\u0131lmas\u0131 ve akademiya oyun\u00e7ular\u0131n\u0131n potensial\u0131n\u0131n qiym\u0259tl\u0259ndirilmesi<\/td>\n<\/tr>\n<tr>\n<td>Sa\u011flaml\u0131q ve Z\u0259d\u0259<\/td>\n<td>Yor\u011funluq indeksi, \u0259z\u0259l\u0259 tarazl\u0131\u011f\u0131, biomexaniki y\u00fck<\/td>\n<td>Oyun\u00e7ular\u0131n uzunm\u00fcdd\u0259tli karyeras\u0131n\u0131n qorunmas\u0131 ve z\u0259d\u0259 riskinin minimuma endirilmesi<\/td>\n<\/tr>\n<tr>\n<td>Psixoloji v\u0259ziyy\u0259t<\/td>\n<td>Reaksiya vaxt\u0131, diqqet m\u0259rk\u0259zi, stress markerl\u0259ri (m\u0259lumatlar etik \u00e7\u0259r\u00e7evede)<\/td>\n<td>G\u0259nc idman\u00e7\u0131lar\u0131n mental haz\u0131rl\u0131\u011f\u0131 ve b\u00f6y\u00fck turnirl\u0259r \u00fc\u00e7\u00fcn psixoloji d\u0259st\u0259k<\/td>\n<\/tr>\n<tr>\n<td>\u0130zl\u0259yici T\u0259cr\u00fcb\u0259si<\/td>\n<td>Stadionda h\u0259r\u0259k\u0259t ax\u0131n\u0131, n\u0259zar\u0259t n\u00f6qt\u0259l\u0259rind\u0259 g\u00f6zl\u0259m\u0259 m\u00fcdd\u0259ti, i\u015ftirak statistikas\u0131<\/td>\n<td>Bak\u0131 Olimpiya Stadionu kimi n\u0259h\u0259ng infrastrukturun idar\u0259 edilmesinin yax\u015f\u0131la\u015fd\u0131r\u0131lmas\u0131<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>Bu metriklerin ham\u0131s\u0131, sensorlar, video analiz sistemleri ve x\u00fcsusi geyimler vasit\u0259sil\u0259 real vaxtda y\u0131\u011f\u0131l\u0131r. Azerbaycanda bu texnologiyalar\u0131n tetbiqi getdikce art\u0131r, x\u00fcsusen d\u0259 \u0130dman Nazirliyi ve idman klublar\u0131n\u0131n beyn\u0259lxalq t\u0259cr\u00fcb\u0259 ile \u0259laq\u0259l\u0259ri geni\u015flendikce.<\/p>\n<h2>AI Modelleri Nec\u0259 \u0130\u015fleyir – Praktiki Add\u0131mlar<\/h2>\n<p>Y\u0131\u011f\u0131lan \u00e7oxlu m\u0259lumat \u00f6z-\u00f6z\u00fcne bir \u015fey ifad\u0259 etmir. Burada AI v\u0259 ma\u015f\u0131n \u00f6yr\u0259nm\u0259si modelleri devreye girir. Bu prosesi add\u0131m-add\u0131m ba\u015fa d\u00fc\u015fmek vacibdir.<\/p>\n<p><strong>Add\u0131m 1: M\u0259lumat\u0131n Y\u0131\u011f\u0131lmas\u0131 ve T\u0259mizlenmesi.<\/strong> \u0130lk add\u0131m, sensorlardan ve kameralardan gelen xam m\u0259lumat\u0131 toplamaqd\u0131r. Bu m\u0259lumatlar \u00e7ox vaxt s\u0259s-k\u00fcyl\u00fc ve qeyri-m\u00fcnt\u0259z\u0259m ola bil\u0259r. Data m\u00fch\u0259ndisleri bu m\u0259lumatlar\u0131 t\u0259mizleyir, standartla\u015fd\u0131r\u0131r ve analiz \u00fc\u00e7\u00fcn haz\u0131r veziyyet\u0259 g\u0259tirir. Azerbaycanda bu m\u0259rh\u0259l\u0259, yerli m\u00fct\u0259x\u0259ssisl\u0259rin ixtisas\u0131n\u0131n art\u0131r\u0131lmas\u0131n\u0131 t\u0259l\u0259b edir.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/aviator-az.org\/img\/main\/instr\/aviator-az.webp\" alt=\"https:\/\/aviator-azerbaycan.org\/\" loading=\"lazy\"><\/p>\n<p><strong>Add\u0131m 2: X\u00fcsusiyy\u0259t M\u00fc\u0259yy\u0259n Edilmesi.<\/strong> T\u0259miz m\u0259lumatdan, model \u00fc\u00e7\u00fcn vacib olan x\u00fcsusiyy\u0259tl\u0259r \u00e7\u0131xar\u0131l\u0131r. M\u0259s\u0259l\u0259n, bir futbol\u00e7u \u00fc\u00e7\u00fcn bu, s\u00fcr\u0259tli qa\u00e7\u0131\u015flar zaman\u0131 \u00fcr\u0259k d\u0259r\u0259c\u0259si ve ya m\u00fc\u0259yy\u0259n bir zonasda ke\u00e7diyi vaxt ola bil\u0259r.<\/p>\n<p><strong>Add\u0131m 3: Modelin Se\u00e7ilmesi ve \u00d6yr\u0259dilmesi.<\/strong> Problemin n\u00f6v\u00fcnden as\u0131l\u0131 olaraq m\u00fcxt\u0259lif AI modelleri tetbiq olunur. A\u015fa\u011f\u0131dak\u0131 siyah\u0131da \u0259n \u00e7ox istifad\u0259 edilen modeller ve onlar\u0131n funksiyalar\u0131 verilib.<\/p>\n<ul>\n<li><strong>Reqressiya Modelleri:<\/strong> Davaml\u0131 d\u0259y\u0259rl\u0259ri proqnozla\u015fd\u0131rmaq \u00fc\u00e7\u00fcn. N\u00fcmun\u0259: Oyun\u00e7unun n\u00f6vb\u0259ti m\u00f6vs\u00fcmd\u0259 vuraca\u011f\u0131 gollar\u0131n say\u0131n\u0131n proqnozu.<\/li>\n<li><strong>T\u0259snifat Modelleri:<\/strong> M\u0259lumat\u0131 kateqoriyalara ay\u0131rmaq \u00fc\u00e7\u00fcn. N\u00fcmun\u0259: Oyun\u00e7unun z\u0259d\u0259 riskinin y\u00fcks\u0259k, orta ve ya a\u015fa\u011f\u0131 olaraq t\u0259snifatland\u0131r\u0131lmas\u0131.<\/li>\n<li><strong>Klasterl\u0259\u015fdirm\u0259 Alqoritml\u0259ri:<\/strong> Ox\u015far x\u00fcsusiyy\u0259tl\u0259ri olan oyun\u00e7ular\u0131 qrupla\u015fd\u0131rmaq \u00fc\u00e7\u00fcn. N\u00fcmun\u0259: G\u0259nc futbol\u00e7ular\u0131 texniki v\u0259 fiziki x\u00fcsusiyy\u0259tl\u0259rin\u0259 g\u00f6r\u0259 qruplara ay\u0131rmaq.<\/li>\n<li><strong>Neuron \u015e\u0259b\u0259k\u0259l\u0259ri:<\/strong> M\u00fcr\u0259kk\u0259b, qeyri-x\u0259tti model\u0259rm\u0259l\u0259r \u00fc\u00e7\u00fcn, m\u0259s\u0259l\u0259n, video g\u00f6r\u00fcnt\u00fcl\u0259rind\u0259n komanda formas\u0131n\u0131 avtomatik tan\u0131maq.<\/li>\n<li><strong>T\u0259bi\u0259td\u0259n \u00d6yr\u0259n\u0259n Alqoritml\u0259r:<\/strong> Optimal strategiyalar\u0131 tapmaq \u00fc\u00e7\u00fcn. N\u00fcmun\u0259: Oyun zaman\u0131 \u0259n effektiv \u0259v\u0259zetm\u0259 vaxt\u0131n\u0131 v\u0259 hans\u0131 oyun\u00e7unun daxil olaca\u011f\u0131n\u0131 m\u00fc\u0259yy\u0259n etm\u0259k.<\/li>\n<\/ul>\n<p><strong>Add\u0131m 4: Modelin Qiym\u0259tl\u0259ndirilmesi v\u0259 Tetbiqi.<\/strong> Model tarixi m\u0259lumatlar \u00fcz\u0259rind\u0259 test edilir v\u0259 onun d\u0259qiqliyi yoxlan\u0131l\u0131r. Q\u0259na\u0259tb\u0259x\u015f n\u0259tic\u0259l\u0259r ald\u0131qdan sonra, model real vaxt analizind\u0259 istifad\u0259 olunma\u011fa ba\u015flay\u0131r. M\u0259\u015fq\u00e7i, n\u00f6vb\u0259ti mat\u00e7da r\u0259qibin z\u0259if t\u0259r\u0259fl\u0259rini vur\u011fulayan bir hesabat ala bil\u0259r.<\/p>\n<h2>Azerbaycan Idman\u0131nda Tetbiq \u00c7\u0259tinlikl\u0259ri<\/h2>\n<p>Bu texnologiyalar\u0131n potensial\u0131 b\u00f6y\u00fck olsa da, Azerbaycanda onlar\u0131n geni\u015f yay\u0131lmas\u0131n\u0131n qar\u015f\u0131s\u0131nda bir s\u0131ra \u00e7\u0259tinlikler durur. Bu \u00e7\u0259tinlikleri tan\u0131maq, onlar\u0131 aradan qald\u0131rmaq \u00fc\u00e7\u00fcn ilk add\u0131md\u0131r.<\/p>\n<ol>\n<li><strong>Maliyy\u0259 S\u0259rmay\u0259si:<\/strong> AI sisteml\u0259ri ve sensor infrastrukturu \u0259h\u0259miyy\u0259tli ilkin investisiya t\u0259l\u0259b edir. Ki\u00e7ik klublar ve idman t\u0259\u015fkilatlar\u0131 \u00fc\u00e7\u00fcn bu, \u0259sas mane\u0259 ola bil\u0259r.<\/li>\n<li><strong>M\u00fct\u0259x\u0259ssis \u00c7at\u0131\u015fmazl\u0131\u011f\u0131:<\/strong> Data elml\u0259ri ve idman analitikas\u0131 sah\u0259sinde y\u00fcks\u0259k ixtisasl\u0131 yerli m\u00fct\u0259x\u0259ssisl\u0259rin say\u0131 h\u0259l\u0259 d\u0259 m\u0259hduddur. Universitetlerde bu ixtisaslar \u00fczr\u0259 proqramlar\u0131n ink\u0131\u015faf\u0131 vacibdir.<\/li>\n<li><strong>M\u0259lumat\u0131n Keyfiyy\u0259ti v\u0259 Miqdar\u0131:<\/strong> Effektiv AI modell\u0259ri yaratmaq \u00fc\u00e7\u00fcn b\u00f6y\u00fck h\u0259cmd\u0259, keyfiyy\u0259tli tarixi m\u0259lumat laz\u0131md\u0131r. Bir \u00e7ox yerli liqalarda bu c\u00fcr m\u0259lumat bazalar\u0131 sistematik \u015f\u0259kild\u0259 toplanmam\u0131\u015fd\u0131r.<\/li>\n<li><strong>M\u0259d\u0259niyy\u0259t v\u0259 Q\u0259bul Etme:<\/strong> K\u00f6hn\u0259 \u00fcsullarla i\u015fleyen m\u0259\u015fq\u00e7iler ve idman\u00e7\u0131lar yeni texnologiyalara qar\u015f\u0131 \u015f\u00fcbh\u0259 ile yana\u015fa bil\u0259r. Onlar\u0131n inam\u0131n\u0131 qazanmaq \u00fc\u00e7\u00fcn t\u0259lim ve t\u0259hsil proqramlar\u0131 t\u0259\u015fkil etm\u0259k laz\u0131md\u0131r.<\/li>\n<li><strong>Etik v\u0259 M\u0259xfilik M\u0259s\u0259l\u0259l\u0259ri:<\/strong> Oyun\u00e7ular\u0131n fizioloji ve psixoloji m\u0259lumatlar\u0131n\u0131n toplanmas\u0131 ayd\u0131n etik qaydalar v\u0259 raz\u0131l\u0131q mexanizml\u0259ri t\u0259l\u0259b edir. Bu, x\u00fcsusil\u0259 g\u0259nc idman\u00e7\u0131lar \u00fc\u00e7\u00fcn h\u0259ssas bir m\u00f6vzudur.<\/li>\n<li><strong>Texniki Altyap\u0131:<\/strong> B\u00f6y\u00fck m\u0259lumat h\u0259cmini emal etmek v\u0259 saxlamaq \u00fc\u00e7\u00fcn g\u00fccl\u00fc serverl\u0259r v\u0259 s\u00fcr\u0259tli internet ba\u011flant\u0131s\u0131 laz\u0131md\u0131r. B\u00fct\u00fcn regionlarda bu altyap\u0131 h\u0259l\u0259 d\u0259 inki\u015faf etdirilm\u0259kd\u0259dir.<\/li>\n<\/ol>\n<h2>G\u0259l\u0259cek Perspektivl\u0259ri ve Yerli \u0130mkanlar<\/h2>\n<p>\u00c7\u0259tinlikl\u0259r\u0259 baxmayaraq, g\u0259l\u0259cek \u00fcmidvericidir. Azerbaycan\u0131n g\u00fccl\u00fc idman \u0259n\u0259n\u0259si v\u0259 texnoloji inki\u015fafa verdiyi d\u0259st\u0259k, bu sah\u0259d\u0259 u\u011fur qazanmaq \u00fc\u00e7\u00fcn m\u00fck\u0259mm\u0259l \u015f\u0259rait yarad\u0131r. G\u0259l\u0259c\u0259yi formala\u015fd\u0131racaq bir ne\u00e7\u0259 meyl var.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/kyushu.food-stadium.com\/wp\/wp-content\/uploads\/2025\/11\/facebook_sharing_5-1.png\" alt=\"https:\/\/aviator-azerbaycan.org\/\" loading=\"lazy\"><\/p>\n<p><strong>Yerli H\u0259ll\u0259r Yaratmaq.<\/strong> Xarici proqram t\u0259minat\u0131na etibar etm\u0259k \u0259v\u0259zin\u0259, yerli m\u00fct\u0259x\u0259ssisl\u0259r Azerbaycan idman\u0131n\u0131n spesifik ehtiyaclar\u0131na uy\u011fun AI al\u0259tl\u0259ri haz\u0131rlaya bil\u0259r. M\u0259s\u0259l\u0259n, g\u00fcl\u0259\u015f kimi \u0259n\u0259n\u0259vi idman n\u00f6vl\u0259ri \u00fc\u00e7\u00fcn x\u00fcsusi video analiz sisteml\u0259ri inki\u015faf etdirile bil\u0259r.<\/p>\n<p><strong>Akademik \u018fm\u0259kda\u015fl\u0131q.<\/strong> \u0130dman t\u0259\u015fkilatlar\u0131 ile ADA Universiteti, Bak\u0131 D\u00f6vl\u0259t Universiteti kimi ali t\u0259hsil m\u00fc\u0259ssis\u0259l\u0259ri aras\u0131nda ara\u015fd\u0131rma layih\u0259l\u0259ri ba\u015flamaq, h\u0259m t\u0259hsil, h\u0259m d\u0259 praktiki n\u0259tic\u0259l\u0259r bax\u0131m\u0131ndan faydal\u0131 ola bil\u0259r.<\/p>\n<p><strong>G\u0259ncl\u0259rin C\u0259lb Edilmesi.<\/strong> Data elml\u0259ri v\u0259 idman texnologiyalar\u0131 sah\u0259sind\u0259 m\u00fcsabiq\u0259l\u0259r ve yay d\u00fc\u015f\u0259rg\u0259l\u0259ri t\u0259\u015fkil etmek, g\u0259nc beyinl\u0259ri bu sah\u0259y\u0259 c\u0259lb etm\u0259k \u00fc\u00e7\u00fcn effektiv bir yoldur. Bu, eyni zamanda g\u0259l\u0259c\u0259k kadr problemini h\u0259ll etm\u0259y\u0259 k\u00f6m\u0259k ed\u0259c\u0259k. For a quick, neutral reference, see <a href=\"https:\/\/en.wikipedia.org\/wiki\/Expected_goals\">expected goals explained<\/a>.<\/p>\n<p><strong>\u0130dman\u0131n Demokratikl\u0259\u015fm\u0259si.<\/strong> AI vasit\u0259sil\u0259 toplanan m\u0259lumatlar\u0131n bir hiss\u0259si, azarke\u015fl\u0259r \u00fc\u00e7\u00fcn daha maraql\u0131 v\u0259 m\u0259lumatland\u0131r\u0131c\u0131 yay\u0131m t\u0259cr\u00fcb\u0259si yaratmaq \u00fc\u00e7\u00fcn istifad\u0259 edile bil\u0259r. Bu, idmana mara\u011f\u0131 daha da art\u0131ra bil\u0259r.<\/p>\n<h3>Ba\u015flamaq \u00dc\u00e7\u00fcn Praktiki Add\u0131mlar<\/h3>\n<p>Bir idman klubu, federasiya v\u0259 ya h\u0259v\u0259skar m\u0259\u015fq\u00e7i bu d\u00fcnyaya daxil olmaq ist\u0259yirs\u0259, a\u015fa\u011f\u0131dak\u0131 add\u0131mlar\u0131 izley\u0259 bil\u0259r. Bu, b\u00f6y\u00fck s\u0259rmay\u0259 olmadan da ba\u015flana bil\u0259n sad\u0259 bir yoldur.<\/p>\n<ul>\n<li><strong>M\u0259qs\u0259d M\u00fc\u0259yy\u0259n Edin:<\/strong> \u018fn b\u00f6y\u00fck problemi m\u00fc<\/li>\n<\/ul>\n<p>AI-n\u0131n idmana t\u0259tbiqi \u00fc\u00e7\u00fcn ilk add\u0131m konkret bir m\u0259qs\u0259d qoymaqd\u0131r. M\u0259s\u0259l\u0259n, oyun\u00e7ular\u0131n yor\u011funluq s\u0259viyy\u0259sini qiym\u0259tl\u0259ndirm\u0259k, m\u00fc\u0259yy\u0259n texniki h\u0259r\u0259k\u0259tl\u0259rin effektivliyini t\u0259hlil etm\u0259k v\u0259 ya g\u0259l\u0259c\u0259k performans\u0131 proqnozla\u015fd\u0131rmaq ola bil\u0259r. Ayd\u0131n bir m\u0259qs\u0259d, laz\u0131m olan m\u0259lumat n\u00f6vl\u0259rini v\u0259 al\u0259tl\u0259ri m\u00fc\u0259yy\u0259n etm\u0259y\u0259 k\u00f6m\u0259k edir. For general context and terms, see <a href=\"https:\/\/www.premierleague.com\/\">Premier League official site<\/a>.<\/p>\n<p>Sonra, m\u00f6vcud m\u0259lumatlar\u0131 toplama\u011fa v\u0259 t\u0259\u015fkil etm\u0259y\u0259 ba\u015flamaq laz\u0131md\u0131r. Bu, video yaz\u0131lar\u0131, oyun statistikas\u0131, fizioloji \u00f6l\u00e7m\u0259l\u0259r v\u0259 ya h\u0259tta m\u0259\u015fq g\u00fcnd\u0259likl\u0259rind\u0259n ibar\u0259t ola bil\u0259r. \u018fvv\u0259lc\u0259 ki\u00e7ik miqyasda ba\u015flamaq, bir ne\u00e7\u0259 oyun\u00e7u v\u0259 ya bir ne\u00e7\u0259 oyun \u00fcz\u0259rind\u0259 fokuslanmaq daha s\u0259m\u0259r\u0259lidir. Bu yana\u015fma sistemin i\u015fl\u0259diyini yoxlama\u011fa v\u0259 t\u0259dric\u0259n geni\u015fl\u0259ndirm\u0259y\u0259 imkan verir.<\/p>\n<p>Texnologiyan\u0131n \u00f6z\u00fc ilk bax\u0131\u015fdan g\u00f6r\u00fcnd\u00fcy\u00fc q\u0259d\u0259r m\u00fcr\u0259kk\u0259b olmamal\u0131d\u0131r. Haz\u0131r bulud \u0259sasl\u0131 analitika platformalar\u0131 v\u0259 a\u00e7\u0131q m\u0259nb\u0259li proqram kitabxanalar\u0131, x\u00fcsusi kodla\u015fd\u0131rma bilikl\u0259ri olmayan istifad\u0259\u00e7il\u0259r \u00fc\u00e7\u00fcn bel\u0259, giri\u015f imkan\u0131 yarad\u0131r. \u018fsas diqq\u0259t texnologiyan\u0131n \u00f6z\u00fcnd\u0259n \u00e7ox, onun idman\u00e7\u0131lar\u0131n v\u0259 m\u0259\u015fq\u00e7il\u0259rin h\u0259qiqi ehtiyaclar\u0131na nec\u0259 xidm\u0259t ed\u0259 bil\u0259c\u0259yin\u0259 y\u00f6n\u0259ldilm\u0259lidir.<\/p>\n<p>N\u0259hay\u0259t, bu proses t\u0259cr\u00fcb\u0259 v\u0259 t\u0259nziml\u0259m\u0259 t\u0259l\u0259b ed\u0259n davaml\u0131 bir d\u00f6vr\u0259dir. \u0130lkin n\u0259tic\u0259l\u0259r h\u0259mi\u015f\u0259 m\u00fck\u0259mm\u0259l olmayacaq, lakin onlar d\u0259y\u0259rli t\u0259cr\u00fcb\u0259 v\u0259 g\u0259l\u0259c\u0259k t\u0259kmill\u0259\u015fdirm\u0259l\u0259r \u00fc\u00e7\u00fcn \u0259sas t\u0259\u015fkil ed\u0259c\u0259k. Az\u0259rbaycan idman\u0131n\u0131n r\u0259q\u0259msla\u015fma yolunda ir\u0259lil\u0259m\u0259si, bu c\u00fcr ki\u00e7ik, praktiki add\u0131mlar\u0131n ard\u0131c\u0131l t\u0259tbiqi il\u0259 daha da s\u00fcr\u0259tl\u0259n\u0259 bil\u0259r.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>AI ve Data ile Azerbaycanda Idman Analitikas\u0131 Idman Analitikas\u0131nda AI-n\u0131n Rol\u00fc – Metrikler, Modeller ve \u00c7er\u00e7eveler Azerbaycanda idman, yaln\u0131z bir oyun de\u011fil, ehtiras ve strateji d\u00fcnyas\u0131d\u0131r. Son illerde bu d\u00fcnya, AI ve b\u00f6y\u00fck veri ile k\u00f6k\u00fcnden deyi\u015fir. Bu d\u0259yi\u015fiklik, komandalar\u0131n haz\u0131rlanmas\u0131ndan, oyun\u00e7ular\u0131n ink\u0131\u015faf\u0131na ve h\u0259tta t\u0259dbirl\u0259rin idar\u0259 edilmesin\u0259 q\u0259d\u0259r h\u0259r sah\u0259y\u0259 tesir g\u00f6st\u0259rir. Bu yaz\u0131da, …<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-56979","post","type-post","status-publish","format-standard","hentry","category-1"],"_links":{"self":[{"href":"https:\/\/kan-news.com\/kan\/wp-json\/wp\/v2\/posts\/56979","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/kan-news.com\/kan\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/kan-news.com\/kan\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/kan-news.com\/kan\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/kan-news.com\/kan\/wp-json\/wp\/v2\/comments?post=56979"}],"version-history":[{"count":1,"href":"https:\/\/kan-news.com\/kan\/wp-json\/wp\/v2\/posts\/56979\/revisions"}],"predecessor-version":[{"id":56980,"href":"https:\/\/kan-news.com\/kan\/wp-json\/wp\/v2\/posts\/56979\/revisions\/56980"}],"wp:attachment":[{"href":"https:\/\/kan-news.com\/kan\/wp-json\/wp\/v2\/media?parent=56979"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/kan-news.com\/kan\/wp-json\/wp\/v2\/categories?post=56979"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/kan-news.com\/kan\/wp-json\/wp\/v2\/tags?post=56979"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}