Ko e Founga Ngāue ʻa e Fakatātā Sivi AI

ʻOku ngāueʻaki ʻe he 1X2.TV ʻa e tekinoloji fakamuimui taha ʻo e AI mo e ako meʻataki ke fakamatala ʻa e ngaahi sivi pea toʻo ha fakatātā ʻi he līki ʻe 100+ ʻi māmani. Ko e peesi ni ʻoku fakamatala ʻaki ʻa e founga ʻo e fakatātā — mei he fakakātoa fakamatala mo e ngaue ki he founga, ki he ngaahi mōtini ako meʻataki ʻoku fakahoko ʻaki ʻa e fakatātā.

Fakakātoa Fakamatala mo e Ngaahi Puna

ʻE kamata ʻa e ʻinisi fefoaki ʻo 1X2.TV ʻi he fakakātoa fakakomipiuteni ʻo e fakamatala. ʻOku tau fakatahaʻi ʻa e ola ʻo e ngaahi fakaʻata ʻi he kahaʻu, ʻa e fakamatala fakatātā, tuʻunga ʻi he lisi, mo e kalapu ʻo e ngaahi fakaʻata mei he ngaahi punaʻa falalaʻanga ʻi he fakakātoa ʻo e fakatātā fakamāmani. Ki he fakaʻata taki taha, ʻoku ʻa e sisitemi ʻoku ne ʻaʻahi ki: ola ʻo e taʻu kakato mo e tuʻunga lolotonga ʻi he lisi, ola ʻo e fakaʻata 5 mo e 10 kuo hili ki he timu taki taha (ʻi he ʻapi mo e tuʻa), hisitōlia ʻo e fakatahaʻi ʻa e timu ʻe ua, ngaahi ʻiʻo naʻe lomi mo maʻu, ngaahi fakakaukau ki he monūʻia ʻo e ʻapi ki he feituʻu taki taha, mo e ngaahi anga fakatātā ʻo e referee kapau ʻoku ʻi ai. ʻOku fakafoki fakalahi ʻa e fakamatala ni, ke ʻaʻahi fakalahi ʻa e ngaahi mōteli ki he fakamatala foʻou taha.

Ngaahi Mōteli Ako Fakakomipiuteni

ʻOku tau ngāueʻaki ha founga fakataha, ʻo fakatahaʻaki ʻa e ngaahi alokilitimi ako fakakomipiuteni ke fakahā ha ngaahi fefoaki malohi. ʻOku kau ki he ngaahi mōteli tefito: Gradient-Boosted Decision Trees (ʻoku ngāueʻaki ʻa e Microsoft ML.NET) ki he fakamātoato ʻo e ola ʻo e fakaʻata, ngaahi mōteli Poisson Regression ki he fefoaki ki he lau ʻo e ngaahi golau ʻe lomi ʻe he timu taki taha, ngaahi sisitemi fakatātā ELO ʻoku ne tukuʻi fakalahi ʻa e mālohi ʻo e timu ʻi he taʻu, mo e ngaahi alokilitimi je-netiki ʻoku ne fakaleleiʻi ʻa e ngaahi paaramita mo e ngaahi kiʻi fakamātoato ʻo e mōteli. ʻOku fakasiʻisiʻi ʻe he fakatahaʻi ʻo e ngaahi ola ʻo e ngaahi mōteli kehekehe, ʻa e tuʻunga ki he bias ʻo ha mōteli ʻe taha ki he ngaahi fefoaki. ʻOku fakalahi ʻe he founga fakataha ʻa e ola ʻi he ngaahi mōteli ʻe taha ʻi he ngaahi sivi kahaʻu.

Fakaleleiʻi Fakamātoato

Ko e fakaleleiʻi fakamātoato — ko e founga ʻo e fili mo e liliu ʻa e fakamatala toʻomataʻu ki he ngaahi kiʻi fakamātoato mahuʻinga ki he ngaahi mōteli — ʻoku mahuʻinga ki he lelei ʻo e fefoaki. Ko e ngaahi fakamātoato tefito: Tuhinga Fakatātā Timu (fakatahaʻi fakalahi ʻo e ola kuo hili, ʻoku lahi ange ʻa e kiʻi fakamātoato ki he ngaahi fakaʻata kuo hili fakalahi), Lau Golau mo e Lau Maʻu (ʻi he ʻapi mo e tuʻa), Ngaahi Sio ʻIlo/Fakataha/Toʻa mei he ngaahi taʻu kuo hili, Tuʻunga Fakalahi ʻi he Lisi (kapau ʻoku tupulaki pe holo ʻa e timu ʻi he lisi), Fakakaukau Monūʻia ʻo e ʻApi (fakakalkule ki he feituʻu taki taha, he ko e ngaahi stadium ʻe niʻihi ʻoku lahi ange hono monūʻia ʻi he ʻapi), Ngaahi ʻAho Mālōlō (ʻe lava ke siʻisiʻi ʻa e ola ʻo e timu kapau ʻoku siʻisiʻi hono mālōlō), mo e Ngaahi Anga Fakataʻu (ʻoku lelei ange ʻa e ngaahi timu ʻe niʻihi ʻi he ngaahi māhina ʻe niʻihi). ʻOku fakaleleiʻi fakalahi ʻa e ngaahi fakamātoato ni fakatatau ki he fakamatala ki he totonu ʻo e fefoaki.

Fakamatala ki he Ngaahi Māketi Fefoaki

Mei hee ngaahi fakatātā ʻo e skoa fakaʻosi, ʻoku ʻomi ʻe hee AI ʻa e ngaahi maketi fakapōlo fōsi e tolu ki hea fakafoʻou: 1X2 (Hā ʻo e Fēfē) — Ikuna ʻa e Fale (1), Tōtaha (X) pe Ikuna ʻa e ʻAʻahi (2); Skoa Totonu — ko e skoa fakaʻosi ʻoku ʻikai ke toe ʻi ai ha meʻa kehe; mo e Lau Kātoa ʻo e Ngaahi Taki — ko e lahi ʻo e ngaahi taki ʻoku fakatātā mei he skoa ko ia (ko e fakatātā 2-1 ʻoku ʻuhinga ki he lahi ange ʻi he 2.5 taki, ko e fakatātā 0-0 ʻoku ʻuhinga ki he siʻi ange ʻi he 0.5). Koeʻuhi ʻoku aʻu mai ʻa e tolu mei he fakatātā taha, ʻoku nau toe fakatahaʻi fakapapauʻi. ʻOku nau hā ki he ngaahi memipa Premium mo e kau tohi lea ʻi he app ki he fēfē kotoa, ʻi he tafaʻaki ʻo e ngaahi hā fakaʻosi ʻoku fakahā ʻa e founga naʻe hokohoko atu ai ʻa e fakatātā kotoa.

Toʻomālie mo e Fehokaki

ʻOku mau tukuʻi mālohi ʻa e toʻomālie ʻo e fakatātā pea ʻoku mau fua ia ʻi he ʻaʻahi. ʻOku siviʻi ʻa e ngaahi model ki he ngaahi fēfē kuo ʻosi ʻi he kuohili naʻe ʻikai ngāueʻaki ʻi he ako (validation out-of-sample), ʻa ia ʻoku maluʻi mei he overfitting pea ʻoku ne tauhi ke toʻomālie ʻa e ngaahi fua ʻo e toʻomālie ke tatau mo e ngāue ʻi he moʻoni. ʻOku fakahā ʻe he site ʻa e toʻomālie ʻo e 30 ʻaho kuo ʻosi — ko e lahi ʻo e taimi naʻe totonu ai ʻa e hā naʻe fakatātā, ʻa e lahi ʻo e ngaahi taki, mo e skoa totonu. ʻOku fakaleleiʻi ʻa e ngaahi model kapau ʻoku holo ʻa e toʻomālie mei he tuʻunga naʻe ʻamanaki ki ai, pea ʻoku fakalahi ʻa e ngaahi founga foʻou pe ngaahi punaʻa fakamatala foʻou kapau pē ʻoku nau fakalahi ʻa e fakatātā.

Ngaahi Fakaleleiʻi ʻi he ʻAho mo e Aotomatiki

ʻOku ngāue aotomatiki ʻa e founga fakatātā kotoa ʻi he ʻaho kotoa. ʻI he pongipongi kotoa, ʻoku tānaki ʻe he sisitemi ʻa e ngaahi hā fakaʻosi, fakaleleiʻi ʻa e ngaahi fika ʻo e timu, akoʻi foʻou ʻa e ngaahi model ki he fakamatala fakafoʻou, fakatātā ki he fēfē kotoa ʻe hoko mai ʻi he 100+ liga, fakatupu ia ki he website mo e ngaahi app 1X2.TV, pea ʻomi ʻa e ngaahi fili ʻo e ʻaho ki he ngaahi chennel Telegram. ʻOku ʻikai ha sitepu nimaʻi, ko ia ʻoku fakatātā ai pē ki he fakamatala fakafoʻou taha.

Ngaahi Ngataʻanga mo e Fakapapauʻi

Neongo ʻa e toʻomālie fakakompetisi ʻo e ngaahi model AI, ʻoku mahuʻinga ke ʻiloʻi ʻa e ngaahi ngataʻanga. ʻOku ʻikai ke lava ke fakatātā fakapapauʻi ʻa e fōsi — ko e ngaahi mafao, kaati motuʻa, tuʻunga ʻo e ʻea, fakapapauʻi ʻa e referee, mo e ngaahi meʻa kehe kehe ʻe lava ke fakasiʻisiʻi ʻa e hā ʻo e fēfē ʻi he founga ʻe lava ke ʻikai ke fakatātā ʻe ha model. ʻOku fakahā ʻe he ngaahi fakatātā ʻa e ngaahi fakatātā fakapapauʻi mei he ngaahi founga kuo ʻosi, ʻikai ko e ngaahi fakapapauʻi. ʻOku mau ʻoatu fakamālohi ki he kau ngāue ke: fakatātā ki he fakatātā ko ha meʻa ʻe taha mei he ngaahi punaʻa fakamatala, ʻoua naʻa fakatatauʻi ʻa e paʻanga ʻe lava ke ʻikai ke fakaʻaongaʻi, tauhi ke totonu ʻa e fakatātā ki he toʻomālie, pea fakatatauʻi fakapapauʻi ʻa e gambling. ʻOku ʻikai ha founga fakatātā — ko e tangata pe AI — ʻe lava ke fakatātā fakapapauʻi ki he hā ʻo e fōsi.