Yadda Hasashen AI na Ƙwallon ƙafa Yake Aiki
1X2.TV yana amfani da fasahar na'ura mai ci gaba da ilimin na'ura don bincika wasannin ƙwallon ƙafa da kuma samar da hasashe a cikin gasar 100+ a duniya. Wannan shafin yana bayyana hanyar da ke bayan hasashenmu — daga tattara bayanai da ƙirƙirar fasaloli zuwa samfuran ilimin na'ura da ke ba da ƙarfi ga hasashenmu.
Tattara Bayanai & Tushe
Mashinamun nyan fannan nyan gade da karamin bayani. Muna taruwa da sakamakon wasanni na baya, bayanin ƙungiyoyi, matsayin gasa, da jadawalin wasanni daga tushe masu aminci a duniyar ƙwallon ƙafa. Ga kowane wasa, tsarin mu yana la'akari da: sakamakon kakar wasa gaba ɗaya da matsayin yanzu a gasa, sakamakon wasanni 5 da 10 na baya ga kowace ƙungiya (a gida da a waje), tarihin hulɗar tsakanin ƙungiyoyin biyu, tsarin ci da karɓar ƙwallo, tasirin fa'idar gida na musamman ga kowane filin wasa, da halayen alkali inda suke akwai. Ana sabunta wannan bayanai koyaushe, don tabbatar da cewa mashinamun mu suna aiki da sabon bayanai koyaushe.
Mashinamun Koyon Na'ura
Muna amfani da hanyar haɗin gwiwa, ta haɗa da hanyoyin koyon na'ura da yawa don samar da hasashe mai ƙarfi. Mashinamun mu na farko sun haɗa da: Gradient-Boosted Decision Trees (ta amfani da Microsoft ML.NET) don rarraba sakamakon wasa, Poisson Regression models don hasashen adadin ƙwallon da kowace ƙungiya za ta ci, tsarin ƙima na ELO wanda ke bin ƙarfin ƙungiya a cikin kakar wasa, da kwayoyin halitta na genetic algorithms da ke inganta sigogin model da nauyin fasali. Ta haɗa sakamakon waɗannan mashinamun daban-daban, muna rage haɗarin tasirin kuskuren kowane model ɗaya akan hasashen mu. Hanyar haɗin gwiwa tana fiye da mashinamun ɗaya-ɗaya a gwajin mu na baya.
Ƙirƙirar Fasali
Ƙirƙirar fasali — tsarin zaɓa da canza bayanai na asali zuwa shigarwa mai ma'ana ga mashinamun mu — yana da mahimmanci ga ingancin hasashe. Muhimmin fasali sun haɗa da: Index na Yanayin Ƙungiya (matsakaicin nauyi na sakamakon baya tare da wasanni na baya-bayan nan da aka ba su nauyi mafi girma), Adadin Ci da Adadin Karɓar Ƙwallo (a gida da a waje), Rabon Nasara/Da'ira/Sashewa na hulɗar tsakanin kakar wasanni da suka wuce, Tasirin Matsayi a Gasa (ko ƙungiya tana hawa ko sauka a cikin jadawalin), Factor na Fa'idar Gida (lissafi ga kowane filin wasa, saboda wasu filayen wasa suna ba da fa'idar gida mai ƙarfi fiye da wasu), Kwanakin Hutu (ƙungiyoyin da suke da ƙanƙantar lokacin hutu tsakanin wasanni na iya yin aiki ba daidai ba), da Tsarin Kakar Wasa (wasu ƙungiyoyin suna yin aiki mafi kyau a wasu watanni). Ana inganta waɗannan fasali koyaushe bisa ga amsashin ingancin hasashe.
Bayanin Kasuwannin Hasashe
Daga hasashen karshe na wasan, AI ɗin mu yana fitar da kasuwanni uku na ƙwallon ƙafa ga kowane wasa: 1X2 (Sakamakon Wasa) — Nasar Gida (1), Daidaito (X) ko Nasar Baƙo (2); Hasashen Karshe — sakamakon ƙarshe mafi yiwuwa; da Jimillar Ƙwallaye — layin ƙwallaye da aka hasashen daga wannan sakamakon (hasashen 2-1 yana nufin sama da 2.5 ƙwallaye, hasashen 0-0 yana nufin ƙasa da 0.5). Tunda duk ukun sun fito ne daga hasashe ɗaya, koyaushe suna da daidaito da juna. Membobin Premium da masu biyan kuɗin app suna ganin su ga kowane wasa, kusa da sakamakon ƙarshe da ke nuna yadda kowane hasashe ya ƙare.
Daidaito da Gwaji
Muna ɗaukar daidaiton hasashe da halitta kuma muna auna shi a fili. Ana gwada samfuran da wasannin baya waɗanda ba a yi amfani da su a cikin horo ba (tabbatar da waje), wanda ke karewa daga overfitting kuma yana kiyaye lambobin daidaiton mu kusa da ainihin aiki. Gidan yanar gizon yana nuna rikodin raye-raye na kwanaki 30 da suka gabata — yawan lokutan da aka yi hasashen sakamakon, jimillar ƙwallaye da ainihin sakamakon suka yi daidai. Ana gyara samfuran lokacin da daidaito ya yi ƙasa da matakin da ake tsammani, kuma ana ƙara sabbin fasaloli ko tushen bayanai kawai idan suna inganta hasashen a hankali.
Sabuntawa ta Yau da Kullum da Aiki Na Kai Tsaye
Duk tsarin hasashen yana aiki kai tsaye kullum. Duk safiya, tsarin yana tattara sabbin sakamakon kuma yana sabunta ƙididdigar tawagar, yana sake horar da samfuran da sabbin bayanai, yana ƙirƙirar hasashe ga duk wasannin da ke zuwa a cikin ligi 100+, yana buga su a gidan yanar gizon da a cikin apps na 1X2.TV, kuma yana tura zaɓin rana zuwa tashoshin mu na Telegram. Babu wani mataki na hannu da aka yi, don haka hasashen koyaushe yana dogara ne akan sabbin bayanai da suke da su.
Iyakoki da Bayani
Yayin da samfuran mu na AI suke samun ƙimar daidaito mai gasa, yana da mahimmanci a gane iyakokinsu. Ƙwallon ƙafa ba ta da hasashe ta asali — raunuka, katin ja, yanayin yanayi, yanke shawarar alkali, da sauran abubuwan bazuwar na iya canza sakamakon wasa sosai ta hanyar da babu samfurin da zai iya hasashen. Hasashen mu yana wakiltar ƙiyasin yiwuwa bisa ga tsarin baya, ba tabbaci ba. Muna ba da shawarar masu amfani sosai su: ɗauki hasashe a matsayin shigar da bayanai ɗaya cikin da yawa, kada a sanya kuɗi da ba za su iya ɓata ba, a kiyaye tsammanin daidaito na hasashe, kuma koyaushe a yi caca da alhaki. Babu tsarin hasashe — ko na ɗan adam ko na AI — zai iya hasashen sakamakon ƙwallon ƙafa da tabbaci koyaushe.
