I-AI Ekuhlolweni Kwabadlali Nokuqasha
I-AI ekuhloleni kwabadlali isebenzisa idatha nokuhlaziywa kwevidiyo ukuze ibone ithalente, ibikezele imikhakha yemisebenzi, futhi ithole abasubathi abangaziswa kangako.
Uhlolojikelele
Ilungisa kabusha indlela amakilabhu ebhola lezinyawo, i-basketball, neminye imidlalo anquma ngayo ukuthi ubani okufanele asayine nokuthi azokhokha malini.
I-Deep Dive
Ukuhlola kwendabuko kwakuncike esweni le-scout nomuzwa wamathumbu, ukubukela umentshisi omncane. I-AI ishintsha isikali: amasistimu manje angenisa idatha yomcimbi (yonke iphasi, ukuthinjwa, nokudutshulwa), ukulandelela i-GPS, nokulandelelwa kombono wekhompyutha wabo bonke abadlali abangu-22 endaweni. Izinkampani ezifana ne-SkillCorner kanye ne-Stats Perform zikhipha izixhumanisi zesidlali kusuka kuvidiyo esakazwayo, kuyilapho amapulatifomu abonisa izinkulungwane zamathemba ngesikhathi esisodwa. Indlela edumile ye-'Moneyball' eyenziwa yi-Oakland A's ku-baseball kwakuyinguqulo yezibalo zakuqala; I-AI yesimanje iyelula ngokufunda komshini okubikezela inani lesikhathi esizayo, ubungozi bokulimala, nokulingana kwesitayela. Amakilabhu afana ne-Liverpool FC akha iminyango yesayensi yedatha eholwa ochwepheshe befiziksi. Umgomo ukuthola amagugu afihliwe emilenzeni ephansi ngaphambi kokuthi izimbangi namakilabhu acebe enze kanjalo.
I-Technical Insight
Izindlela eziyinhloko zifaka amamodeli athuthukiswe i-gradient namanethi e-neural aqeqeshelwe ukusebenza komlando ukuze abikezele amamethrikhi afana nomnikelo olindelwe wezinhloso (xG) noma inani lemakethe lesikhathi esizayo. Umbono wekhompyutha (ukulinganisa kokuma, ukulandelela izinto eziningi) kuguqula ividiyo eluhlaza ibe idatha ehlelekile yesimo ngozimele abangu-25 ngomzuzwana. Ama-algorithms afanayo abe eseshumeka abadlali njengamavekhtha ukuze iklabhu ikwazi ukucinga 'inguqulo eshibhile yomdlali X' ngokuthola omakhelwane abaseduze esikhaleni sesici sesitayela.
I-Strategic Impact
Yakha ukukhetha
Idizayini yezinga lohlelo lokusebenza inquma ukuthi i-AI iyathuthukisa yini imiphumela yangempela.
Ithimba kanye nokusebenza komsebenzi
Ukuhlanganiswa okuhle kokuhamba komsebenzi kudala izinzuzo zokukhiqiza abasebenzisi abangazethemba.
Ingozi nokuphepha
Amacala okusetshenziswa ahlelwe kahle anciphisa ukukhathala okushintshile kanye nengozi yokuqaliswa.
Ikusasa le-AI Ekuhloleni Abadlali Nokuqasha
Lindela amamodeli acebile e-multimodal ahlanganisa idatha yokulandelela, i-biomechanics, kanye namasiginali wemidiya yengqondo neyomphakathi ukuze uhlole isimo sengqondo nokuqina. Idatha yenzwa egqokekayo izophakela ukuhlola ngesikhathi sangempela ezikhungweni zemfundo ephakeme, ihlabe umkhosi ngamakhono asemasha ngaphambi kwesikhathi. Ukulingisa okukhiqizwayo kungase kuvumele amakilabhu ukuthi ahlole ukuthi umuntu oqokiwe uzokwenza kanjani ngaphakathi kwesistimu yakhe yamaqhinga ngaphambi kokusayina, kuyilapho abalawuli nezinyunyana zabadlali bebuyisela emuva ubumfihlo kanye nezimiso zokuziphatha zokuphrofayilila intsha.
Ukuqaliswa Komhlaba Wangempela
Umnyango wedatha we-Liverpool FC usebenzisa amamodeli wezikhundla ukuncoma ukusayinwa okufana no-Mohamed Salah kanye nokudluliselwa okuqhutshwa ivelu
I-SkillCorner kanye Nezibalo Zenze kukhipha idatha yokulandelela umdlali kusukela ezithombeni ezisakazwayo kuya ku-scout abadlali bamaligi ngaphandle kokufakwa kwezinzwa
Amaqembu e-NBA asebenzisa idatha yokulandelela umdlali (owayekade eyi-SportVU) ukuze ahlole umthelela wokuvikela amaphuzu webhokisi awugeji.
Amakilabhu e-baseball asebenzisa isivinini sokuphuma kwe-Statcast kanye nedatha yezinga lokujikeleza ukuze abhale futhi abonise ukubaluleka kwezimbiza nama-hitter ngaphezu kwezibalo ezivamile
Izingozi & Guardrails
Ukuzenzakalela inqubo ephukile kungakhulisa izinkinga ezikhona.
Amaqembu angase azenze ngokuzenzakalelayo futhi asuse ukwahlulela komuntu okudingekayo.
Ikhwalithi ingakhukhuleka uma okuphumayo kungahlolwa ngokuqhubekayo.
Ukuqalisa Umhlahlandlela
Imephu yokuhamba komsebenzi kwamanje futhi uhlonze isinyathelo sokungqubuzana okuphezulu kakhulu.
Chaza izindawo zokuhlola abantu ngaphambi kokuzenzakalela okugcwele.
Qeqesha abasebenzisi ngokwaziswa, izindlela zokukhuphuka, namazinga ekhwalithi.
Landelela imiphumela yezinga lomsebenzi ukuze uqinisekise inani eliqhubekayo.
Qhubeka Uhlole
Free newsletter
Get the daily AI briefing
Three verified AI stories every weekday morning, written in plain English. Free forever, no ads.
One email each weekday. Unsubscribe in one click. We never sell or share your address.
Test yourself
Take the AI in Player Scouting and Recruitment quiz
Instant feedback on every answer, and a shareable certificate with a verifiable ID once you pass a course.
Support free AI education. AI Understanding is a 501(c)(3) nonprofit — no ads, no paywall, ever. Make a donation
Umhlahlandlela olandelayo
I-AI ku-Procedural Content Generation for Games
Imibuzo evame ukubuzwa
Iyini i-AI Ekuhlolweni Kwabadlali Nokuqashwa?
I-AI ekuhloleni kwabadlali isebenzisa idatha nokuhlaziywa kwevidiyo ukuze ibone ithalente, ibikezele imikhakha yemisebenzi, futhi ithole abasubathi abangaziswa kangako. Ilungisa kabusha indlela amakilabhu ebhola lezinyawo, i-basketball, neminye imidlalo anquma ngayo ukuthi ubani okufanele asayine nokuthi azokhokha malini.
Isiphi isibonelo somhlaba wangempela esivame ukubizwa ngokuthi yisandulela sokuhlola okuqhutshwa yi-AI?
I-Oakland A's isebenzise ukuhlaziywa kwezibalo (sabermetrics) ukuze kutholwe abadlali abangaziswa kangako, ifilosofi yedatha yokuqala enwetshwa ukuhlolwa kwe-AI yesimanje.
Umbono wekhompuyutha uvumela ama-scouts ukuthi enzeni ngevidiyo yomdlalo osakazwayo?
Ukuma kwesilinganiso kanye nokulandelelwa kwezinto eziningi kuguqula ividiyo eluhlaza ibe izixhumanisi, okuvumela amakilabhu ukuthi ahlaziye abadlali ngisho nakumaligi angenazo izinzwa.
Kungani amakilabhu esebenzisa 'ukufana komdlali' noma ama-algorithms omakhelwane abaseduze?
Ngokushumeka abadlali njengama-vector esici, amakilabhu angasesha ezinye izindlela ezishibhile eziphrofayili yazo yezibalo ifane nenkanyezi angakwazi ukuyikhokhela.
Iyiphi imethrikhi eyisibonelo sesilinganiso esithuthukisiwe se-AI/izibalo ebholeni lezinyawo (ibhola likanobhutshuzwayo)?
Imigomo elindelekile (i-xG) imodeli okungenzeka ukuthi ishothi iba umgomo, i-metric ethuthukisiwe eyisisekelo esetshenziswa ekuhlaziyeni kwesimanje kokuqashwa.
Kuyini ukukhathazeka okukhulu kwesimilo okuphakanyiswe ukuhlola kwe-AI?
Ukuqoqa i-biometric, ukusebenza, kanye nedatha yezenhlalo yezingane kuphakamisa imibuzo ebucayi yobumfihlo kanye nezimiso zokuziphatha izinyunyana nabalawuli abayihlolisisayo.