AI a cikin Scouting da daukar ma'aikata
AI a cikin binciken ɗan wasa yana amfani da bayanai da nazarin bidiyo don gano hazaka, hasashen yanayin aiki, da nemo ƴan wasa marasa kima.
Dubawa
It is reshaping how clubs in football, basketball, and other sports decide who to sign and how much to pay.
Zurfafa nutsewa
Dan leƙen asiri na al'ada ya dogara da idon ɗan leƙen asiri da jin hanji, yana kallon kaɗan na ashana. AI yana canza ma'auni: tsarin yanzu yana shigar da bayanan abubuwan da suka faru (kowane wucewa, magancewa, da harbi), bin diddigin GPS, da bin diddigin hangen nesa na kwamfuta na duk 'yan wasa 22 akan filin wasa. Kamfanoni kamar SkillCorner da Stats Suna aiwatar da daidaitawar mai kunnawa daga bidiyon watsa shirye-shirye, yayin da dandamali ke ƙira dubunnan masu yiwuwa lokaci guda. Shahararriyar hanyar 'Moneyball' ta Oakland A's a cikin wasan ƙwallon kwando shine farkon sigar ƙididdiga; AI na zamani yana faɗaɗa shi tare da koyon injin da ke hasashen ƙimar nan gaba, haɗarin rauni, da dacewa mai salo. Kungiyoyi irin su Liverpool FC sun gina sassan kimiyyar bayanai wanda masana kimiyya ke jagoranta. Manufar ita ce gano duwatsu masu daraja a cikin ƙananan ƙafa kafin abokan hamayya da kulake masu arziki suyi.
Fahimtar Fasaha
Hanyoyi masu mahimmanci sun haɗa da samfura masu haɓaka gradient da tarun jijiyoyi waɗanda aka horar da su akan aikin tarihi don hasashen ma'auni kamar gudummawar da ake sa ran (xG) ko ƙimar kasuwa ta gaba. Hange na kwamfuta (ƙididdigar matsayi, bin diddigin abubuwa da yawa) yana juyar da ɗanyen bidiyo zuwa ingantaccen bayanan matsayi a firam 25 a sakan daya. Algorithm ɗin kamanceceniya sannan ya haɗa ƴan wasa a matsayin vectors ta yadda kulob zai iya nemo 'ɗan wasa X mai rahusa' ta hanyar nemo maƙwabta mafi kusa a sararin fasalin salo.
Dabarun Tasiri
Gina zaɓuɓɓuka
Tsarin matakin aikace-aikacen yana ƙayyade ko AI yana inganta sakamako na gaske.
Ƙungiya da aikin aiki
Kyakkyawan haɗin gwiwar aiki yana haifar da ribar yawan aiki masu amfani za su iya amincewa.
Haɗari da aminci
Abubuwan da aka yi amfani da su da kyau suna rage gajiyar canji da haɗarin aiwatarwa.
Makomar AI a cikin Scouting da daukar ma'aikata
Yi tsammanin ingantattun samfuran multimodal waɗanda ke haɗa bayanan bin diddigin, biomechanics, har ma da siginar tunani da kafofin watsa labarun don tantance tunani da dorewa. Bayanan firikwensin da za a iya sawa za su ciyar da bincike na lokaci-lokaci a makarantun kimiyya, suna nuna gwanintar matasa a baya. Ƙimar ƙirar ƙila ta iya ƙyale ƙungiyoyi su gwada yadda mai daukar ma'aikata zai yi aiki a cikin takamaiman tsarin dabarun su kafin sanya hannu, yayin da masu kula da 'yan wasa da ƙungiyoyin 'yan wasa ke matsawa kan keɓance sirri da ɗabi'ar bayyana matasa.
Aiwatar da Gaskiyar Duniya
Sashen bayanan Liverpool FC suna amfani da samfuran matsayi don ba da shawarar sa hannu kamar Mohamed Salah da canja wurin ƙima
SkillCorner da Stats Suna aiwatar da zazzage bayanan ɗan wasa daga faifan watsa shirye-shirye zuwa ƙwararrun ƴan wasa a gasar ba tare da ɗaukar hoto ba.
Ƙungiyoyin NBA suna amfani da bayanan ɗan wasa (tsohon SportVU) don kimanta tasirin kariya wanda maki akwatin ya ɓace.
Ƙungiyoyin ƙwallon ƙwallon ƙafa suna amfani da saurin fita na Statcast da bayanan ƙima don tsarawa da ƙimar tulu da masu bugun sama fiye da kididdigar gargajiya.
Hatsari & Tsare-tsare
Yin aiki da ɓaryayyen tsari na iya haɓaka matsalolin da ke akwai.
Ƙungiyoyi na iya wuce gona da iri kuma su cire hukuncin ɗan adam da ake buƙata.
Ingancin na iya motsawa idan ba a ci gaba da kimanta abubuwan da aka fitar ba.
Taswirar Hanya
Taswirar tsarin aiki na yanzu kuma gano matakin mafi girman juzu'i.
Ƙayyade wuraren bincike na ɗan adam kafin cikakken aiki da kai.
Horar da masu amfani akan faɗakarwa, hanyoyin haɓakawa, da ƙa'idodi masu inganci.
Bibiyar sakamakon matakin ɗawainiya don tabbatar da ƙima mai dorewa.
Ci gaba da Bincike
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Jagora na gaba
AI a cikin Ƙarfafa Abun Ciki na Tsari don Wasanni
Tambayoyin da ake yawan yi
What is AI in Player Scouting and Recruitment?
AI a cikin binciken ɗan wasa yana amfani da bayanai da nazarin bidiyo don gano hazaka, hasashen yanayin aiki, da nemo ƴan wasa marasa kima. Yana sake fasalin yadda ƙungiyoyin ƙwallon ƙafa, ƙwallon kwando, da sauran wasanni ke yanke shawarar wanda za su sa hannu da nawa za su biya.
Wane misali na farko na ainihin duniya galibi ana ƙididdige shi azaman mafari ga leƙen asirin AI?
Oakland A's yayi amfani da ƙididdigar ƙididdiga (sabermetrics) don nemo ƴan wasan da ba su da ƙima, falsafar data-farko wacce zazzage AI na zamani.
Menene hangen nesa na kwamfuta ke ba wa ’yan leƙen asiri damar yi da fim ɗin wasan watsa shirye-shirye?
Ƙimar matsayi da bin diddigin abubuwa da yawa suna juyar da ɗanyen bidiyo zuwa daidaitawa, barin kulab ɗin su tantance ƴan wasa har ma a cikin wasanni ba tare da tsarin firikwensin ba.
Me yasa clubs ke amfani da 'kamantan dan wasa' ko algorithms makwabta?
Ta hanyar shigar da ƴan wasa a matsayin ƴan wasa, kulake na iya nemo wasu hanyoyi masu rahusa waɗanda bayanan kididdiga suka yi kama da tauraro da ba za su iya ba.
Wane ma'auni misali ne na ma'aunin AI/nalytics na ci gaba a ƙwallon ƙafa (ƙwallon ƙafa)?
Maƙasudin da ake tsammani (xG) sun ƙirƙira yuwuwar harbi ya zama manufa, ma'auni na ci-gaba da ake amfani da shi a cikin nazarin ɗaukar ma'aikata na zamani.
Menene babban damuwar ɗabi'a ta hanyar binciken AI?
Tattara nazarin halittu, aiki, har ma da bayanan zamantakewa akan ƙananan yara yana haifar da sirrin sirri da tambayoyin ɗa'a waɗanda ƙungiyoyi da masu gudanarwa ke bincika.