No Ɓeydooje AI Football Men Gollirta

1X2.TV ina huutora artificial intelligence e machine learning ɓurɗe moƴƴude ngam ƴeewtaade pottital football e hokkude ɓeydooje e nder ligues 100+ e nder winndere ndee. Ndee page ina firi methodology ngam ɓeydooje men — gila e keɓgol keɓe e feature engineering haa e modeluuji machine learning ɗi ngoni e nder ɗiɗi men.

Keɓgol Keɓe & Sources

Masin min ngam hiisaade fuɗɗortoo ko e mooftugol keɓe timmungal. Min mottina ko njeñtudi pottital ɓennundi, limtooji fedde, darnde lig, e jadwal pottal gila e ɗowtiyankooje laaɓtuɗe e nder winndere ndee fow. Ngam kala pottal, sistem min ƴeewata: njeñtudi sahaa timmungal e darnde lig hannde, njeñtudi pottal 5 e 10 cakkitiingol ngam kala fedde (e galle e yaasi), ɗowdi hakkunde fedde ɗiɗi, limoore golle waɗaaɗe e golle ɗe ɓeydaa, ɓeydugol galle keeriiɗo e nokku kala, e jikkuuji arbi so tawii ina woodi. Keɓe ɗee ina ɓeydoo sahaa kala, ngam masin min gollora ko keɓe ɓurɗe hesɗude.

Masin Jannugol Masiin

Min kuutoroo laawol dental, hawrude e algoritm jannugol masiin keewɗi ngam heɓde hiisaaji tiiɗɗi. Masin min mawɗi ina njeyaa heen: Gure Keɓe Ɓeydugol (huutoraade Microsoft ML.NET) ngam feccude njeñtudi pottal, model Poisson Regression ngam hiisaade limoore golle ɗe kala fedde waɗata, sistem darnde ELO ngam ɗowde semmbe fedde sahaa kala e nder sahaa, e algoritm genetik ngam ɓeydude parametre model e teddungal sifaaji. Hawrude e njeñtudi masin ɗii ceertuɗi, min ustata risk bias kala model e hiisaaji men. Laawol dental ina ɓuri model gooto e nder jarribooji men.

Waɗde Sifaaji

Waɗde sifaaji — laawol suɓaade e waylude keɓe ɓurɗe laaɓde ngam waɗde ɗe naatgol masin men — ina himmi e moƴƴugol hiisa. Sifaaji mawɗi ina njeyaa heen: Darnde Fedde Hannde (hakkundejo teddungal njeñtudi cakkitiindi, pottal cakkitiingol ina ɓeyda teddungal), Limoore Golle Waɗaaɗe e Limoore Golle Ɓeydaaɗe (e galle e yaasi), Njeñtudi Hakkunde-Fedde (Win/Draw/Loss) e sahaa cakkitiingo, Darnde Lig Hannde (so fedde ina ɓeyda walla ina lesɗa e lig), Ɓeydugol Galle (hiisaaɗo e nokku kala, sabu nokkuuji goɗɗi ina ɓeyda semmbe galle), Balɗe Dartaade (fedde ɗe dartaaki ko ɓuri heewde ina mbaawi lesɗude), e Sifaaji Sahaa (fedde goɗɗi ina ɓuri waɗde e lebbi keeriiɗi). Sifaaji ɗii ina ɓeydoo sahaa kala e dow njeñtudi hiisa.

Firo Gilaaji Hiisa

Gila e miijo mum e nder ɓeydugol golle, AI men ina heɓa suudu tati e nder kala pottital: 1X2 (Njeñtudi Pottital) — Winndude Galle (1), Potal (X) walla Winndude Yeeso (2); Golle Ɓeydiiɗe — golle ɓurɗe heewde e nder njeñtudi; e Golle Fof — limoore golle nde golle ɗee hollata (miijo 2-1 ina firti ko golle 2.5 ɓuri, miijo 0-0 ina firti ko golle 0.5 les). Sabu ɗe tati fof ummii ko e miijo gooto, ɗe njokkondiri kisa. Tiggirɓe Premium e nder app ina njiyata ɗe e kala pottital, ɓadii njeñtudiiji ɗi hollata no miijoiji ɗee mbayri.

Laaɓal & Ƴeewndo

Min ƴettata laaɓal miijoiji e nder hakkille, min ɗaɓɓita ɗum e nder yeeso. Modelaaji ɗii ƴeewtetee ko e pottitaliji ɓennuɗi ɗi kuutoraaka e jaŋngude (ƴeewndo out-of-sample), ngam haɓaade overfitting e heddoraade limoore laaɓal men ina ɓadii golle goonga. Site oo ina hollira taariika golle 30 balɗe ɓennuɗe — hol laabi keewɗi miijo njeñtudi, golle fof e golle ɓeydiiɗe ɗee laaɓi. Modelaaji ɗii mbaylirtee so laaɓal lesii ko ɓuri miijude, e geɗe kese walla keɓe kese ɓeydetee ko so ɗe ɓeydii laaɓal miijoiji ɗii.

Humpito Balɗe & Otomasiyoŋ

Ɗowgol miijoiji fof ina golla otomatik kala balɗe. Subaka kala, sistem oo ina moofta njeñtudiiji kese, ina ɓeyda limoore kuuɓe, ina jaŋnga modelaaji e keɓe ɓurɗe hesɗude, ina waɗa miijoiji e kala pottital ɓennungal e nder liguuji 100+, ina yaltina ɗi e site oo e ender appuuji 1X2.TV, e ina neldi cuɓe balɗe ɗee e kanaluuji Telegram men. Alaa golle neɗɗo, kisa miijoiji ɗii ina tuugii e keɓe ɓurɗe hesɗude.

Keerol & Sifaa

Hay so modelaaji AI men ina keɓa laaɓal moƴƴal, ina himmi anndude keerol mum en. Football ina jogii waylo-waylo — gaañi, karte boɗe, ngonka weeyo, cuɓe arbitre, e geɗe goɗɗe ina mbaawi waylude njeñtudiiji pottital e laawol ngol hay modelaaji mbaawaa yiyde. Miijoiji men ko ɗaɓɓitooje probability tuugiiɗe e taariika, wonaa garanti. Min ɓeydii humpito: ƴettu miijoiji ko geɗal gootal e nder keɓe keewɗe, hoto ɓeydu kaalis mo mbaawaa majjude, heddoo e miijo laaɓal goonga, e kala sahaa jogii gamble moƴƴo. Hay sistem miijo gooto — neɗɗo walla AI — waawaa heddoraade njeñtudiiji football e laaɓal.