UMHLAHLANDLELA WOKUSEBENZA

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

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.

I-AI Ekuhloleni Abadlali Nokuqasha igxile ekusetshenzisweni okusebenzayo: ukushintsha amandla emodeli ibe ukuhamba komsebenzi okuthembekile kwansuku zonke okuletha inani elilinganisekayo.

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-AI yobungcweti ekuhlolweni kwabadlali nasekuqasheni

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. I-AI Ekuhloleni Abadlali Nokuqasha igxile ekusetshenzisweni okusebenzayo: ukushintsha amandla emodeli ibe ukuhamba komsebenzi okuthembekile kwansuku zonke okuletha inani elilinganisekayo. Ukuze wakhe ukuqonda okujulile, phatha i-AI Ekuhloleni Abadlali Nokuqasha njengemodeli yokusebenza, hhayi isici esisodwa: chaza imiphumela efiselekayo, ucacise ukucabanga, futhi uhlukanise lokho uhlelo olungakwenza ngokwethembeka kulokho okusadinga ukwahlulela kochwepheshe.

Empeleni, amaqembu aqinile asebenzisa i-AI Ekuhloleni Abadlali Nokuqasha agxila emiphumeleni yokuhamba komsebenzi, hhayi amademo angamamodeli, futhi achaza izindawo zokuhlola abantu kusenesikhathi. Babhala imibandela yempumelelo ecacile, ukuhlola okuqhathaniswa nedatha engokoqobo nokugeleza komsebenzi, futhi baphindaphinde ngokusekelwe kumaphethini okuhluleka aqashiwe esikhundleni sokuwina kwebhentshimakhi yesikhathi esisodwa. Yilapho ukuqonda kwethiyori kuguquka kube amandla ahlala njalo kuwo wonke umkhiqizo, inqubomgomo, kanye nokusebenza.

Idizayini yezinga lohlelo lokusebenza inquma ukuthi i-AI iyathuthukisa yini imiphumela yangempela. Ngesikhathi esifanayo, Ukuzenzakalela inqubo ephukile kungakhulisa izinkinga ezikhona. Indlela eqine kakhulu iwukuhlanganisa isivinini sokuhlola nesiyalo sokuphatha: qhuba abashayeli bezindiza, bamba ubufakazi, ushicilele amalogi ezinqumo, futhi ubuyekeze izivikelo ngokuqhubekayo njengoba imodeli yokuziphatha, okulindelwe ngabasebenzisi, kanye nezimfuneko zokulawula zishintsha.

I-Strategic Impact

Idizayini yezinga lohlelo lokusebenza inquma ukuthi i-AI iyathuthukisa yini imiphumela yangempela.

Idizayini yezinga lohlelo lokusebenza inquma ukuthi i-AI iyathuthukisa yini imiphumela yangempela. Ekusetshenzisweni kwekhwalithi ephezulu, lokhu kuhunyushwa emithethweni yokusebenza elinganisekayo, imingcele yobunikazi, nemikhuba yokubuyekeza ephindelelayo ukuze amaqembu akwazi ukukala ukuzethemba esikhundleni sokukala ukungaqondakali.

Ukuhlanganiswa okuhle kokuhamba komsebenzi kudala izinzuzo zokukhiqiza abasebenzisi abangazethemba.

Ukuhlanganiswa okuhle kokuhamba komsebenzi kudala izinzuzo zokukhiqiza abasebenzisi abangazethemba. Ekusetshenzisweni kwekhwalithi ephezulu, lokhu kuhunyushwa emithethweni yokusebenza elinganisekayo, imingcele yobunikazi, nemikhuba yokubuyekeza ephindelelayo ukuze amaqembu akwazi ukukala ukuzethemba esikhundleni sokukala ukungaqondakali.

Amacala okusetshenziswa ahlelwe kahle anciphisa ukukhathala okushintshile kanye nengozi yokuqaliswa.

Amacala okusetshenziswa ahlelwe kahle anciphisa ukukhathala okushintshile kanye nengozi yokuqaliswa. Ekusetshenzisweni kwekhwalithi ephezulu, lokhu kuhunyushwa emithethweni yokusebenza elinganisekayo, imingcele yobunikazi, nemikhuba yokubuyekeza ephindelelayo ukuze amaqembu akwazi ukukala ukuzethemba esikhundleni sokukala ukungaqondakali.

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 weLiverpool 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

Amaphethini Okusebenzisa

I-AI ekuhloleni Abadlali kanye Nokuqasha ngokusebenza

Umnyango wedatha weLiverpool FC usebenzisa amamodeli wezikhundla ukuncoma ukusayinwa okufana no-Mohamed Salah kanye nokudluliselwa okuqhutshwa ivelu.

Umnyango wedatha we-Liverpool FC usebenzisa amamodeli ezikhundla ukuncoma ukusayinwa okufana no-Mohamed Salah kanye nokudluliselwa okuqhutshwa inani Amaqembu ngokuvamile athola imiphumela engcono uma echaza izinga eliphezulu ngaphambili, egcina indlela yokukhuphuka kwabantu yamacala abucayi, futhi alandelele kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.

I-AI ekuhloleni Abadlali kanye Nokuqasha ngokusebenza

I-SkillCorner kanye Nezibalo Zisebenza ngokukhipha idatha yokulandelela umdlali kusukela ezithombeni ezisakazwayo ukuze kuhlolwe abadlali bamaligi ngaphandle kokufakwa kwezinzwa.

I-SkillCorner kanye Nezibalo Zenze ngokukhipha idatha yokulandelela umdlali kusukela ekusakazeni okuqoshiwe kuya kubadlali abadlala kumaligi angenayo inzwa Amaqembu ngokuvamile athola imiphumela engcono uma echaza imikhawulo yekhwalithi ngaphambili, egcina indlela yokukhuphuka komuntu yamakesi asemaphethelweni, futhi alandelele kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.

I-AI ekuhloleni Abadlali kanye Nokuqasha ngokusebenza

Amaqembu e-NBA asebenzisa idatha yokulandelela umdlali (owayekade eyi-SportVU) ukuze ahlole umthelela wokuvikela amaphuzu webhokisi awugejayo.

Amaqembu e-NBA asebenzisa idatha yokulandelela umdlali (owayekade eyi-SportVU) ukuze ahlole umthelela wokuzivikela lapho amaphuzu amabhokisi aphuthelwa khona Amaqembu ngokuvamile athola imiphumela engcono uma echaza izilinganiso zekhwalithi ngaphambili, egcina indlela yokukhuphuka komuntu yamakesi asemaphethelweni, futhi alandelele kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.

I-AI ekuhloleni Abadlali kanye Nokuqasha ngokusebenza

Amakilabhu e-baseball asebenzisa isivinini sokuphuma kwe-Statcast kanye nedatha yezinga elijikelezayo ukuze abhale futhi anike inani lama-pitcher nabashayayo ngale kwezibalo ezivamile.

Amakilabhu e-baseball asebenzisa isivinini sokuphuma kwe-Statcast kanye nedatha ye-spin-rate ukuze adwebe futhi abeke inani lama-pitcher nama-hitter ngaphezu kwezibalo ezivamile Amaqembu ngokuvamile athola imiphumela engcono lapho echaza ikhwalithi ephezulu ngaphambili, egcina indlela yokukhuphuka komuntu yamakesi asemaphethelweni, futhi alandelele kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.

Izingozi & Guardrails

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Ukuzenzakalela inqubo ephukile kungakhulisa izinkinga ezikhona.

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Amaqembu angase azenze ngokuzenzakalelayo futhi asuse ukwahlulela komuntu okudingekayo.

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Ikhwalithi ingakhukhuleka uma okuphumayo kungahlolwa ngokuqhubekayo.

Ukuqalisa Umhlahlandlela

1

Imephu yokuhamba komsebenzi kwamanje futhi uhlonze isinyathelo sokungqubuzana okuphezulu kakhulu.

Imephu yokuhamba komsebenzi kwamanje futhi uhlonze isinyathelo sokungqubuzana okuphezulu kakhulu. Phatha isinyathelo ngasinye njengesango lobufakazi: uma imibandela ingafinyelelwa, misa ukukhishwa, vala igebe, bese unweba ukusetshenziswa.

2

Chaza izindawo zokuhlola abantu ngaphambi kokuzenzakalela okugcwele.

Chaza izindawo zokuhlola abantu ngaphambi kokuzenzakalela okugcwele. Phatha isinyathelo ngasinye njengesango lobufakazi: uma imibandela ingafinyelelwa, misa ukukhishwa, vala igebe, bese unweba ukusetshenziswa.

3

Qeqesha abasebenzisi ngokwaziswa, izindlela zokukhuphuka, namazinga ekhwalithi.

Qeqesha abasebenzisi ngokwaziswa, izindlela zokukhuphuka, namazinga ekhwalithi. Phatha isinyathelo ngasinye njengesango lobufakazi: uma imibandela ingafinyelelwa, misa ukukhishwa, vala igebe, bese unweba ukusetshenziswa.

4

Landelela imiphumela yezinga lomsebenzi ukuze uqinisekise inani eliqhubekayo.

Landelela imiphumela yezinga lomsebenzi ukuze uqinisekise inani eliqhubekayo. Phatha isinyathelo ngasinye njengesango lobufakazi: uma imibandela ingafinyelelwa, misa ukukhishwa, vala igebe, bese unweba ukusetshenziswa.

Qhubeka Uhlole