Uko Ibiteganyo byacu bya AI by'Umupira w'Amaguru Bikora

1X2.TV ikoresha ubwenge bw'ikoranabuhanga bugezweho na machine learning kugira ngo isesengure imikino y'umupira w'amaguru itange ibiteganyo mu makipe arenga 100 ku isi yose. Iyi paji isobanura uburyo bukoreshwa mu biteganyo byacu — guhera ku gukusanya amakuru no gutegura imiterere kugeza kuri modele za machine learning zitanga ibiteganyo byacu.

Gukusanya Amakuru n'Isoko

Ekyuma kyaitu ky'okuteekahya kitangira n'okukubaganya amakuru gosi. Tukubaganya ebivaamu by'emizannyo ebyahitire, ebyabalo by'ebibira, ebitiiko by'olukalala, n'ebiseera by'emizannyo okuva mu bisoko by'ensi yosi. Ku buli muzannyo, ekyuma kyaitu kireba: ebivaamu by'ekiseera kyosi n'ekitiiko ky'omuzannyo ogw'omulembe, ebivaamu by'emizannyo 5 n'10 ebyahitire eri buli kibira (mu nju n'ebweru), ebyahitire by'okuhangana hagati y'ebibira bibiri, engeri gy'ebibira bisobora n'ebisoborwa, eby'obuyambi bw'omu nju eri buli ekifo, n'engeri abasirikiti bakyusa ebintu nga biriho. Aya makuru gakyusibwa buli kaseera, okuhakira nti ebyuma byaitu bikola n'amakuru agahya ag'omulembe.

Ebipimo by'Okwiga kw'Ekyuma

Tukohereza engeri y'okuhuriza hamwe, okuhuriza enkola nyingi z'obwenge bw'ekyuma kugira tuhe ebiganiro bikomeye. Ebyokuranga byacu bikuru bikwata: Gradient-Boosted Decision Trees (okukozesa Microsoft ML.NET) ku kugabanya ebiva mu mukino, Poisson Regression models ku kuganiro ekigero ky'ebigambo by'okutsinda buli kibiina, ELO-based rating systems ekurikirana amaani y'ekibiina mu gihe ky'omwaka, na genetic algorithms ekongera obwenge bwa model n'oburemere bw'ebikozesebwa. Okuhuriza ebiva mu bino bikozesebwa bitandukanye, tukanya obuzibu bw'ekibiina kimwe ky'okuhindura ebiganiro byacu. Engeri y'okuhuriza ihora iri nsi ku bikozesebwa by'ekibiina kimwe mu kigezo kyacu ky'okugezaho.

Okuhanga Ebyobukugu

Obuzo bw’ebikozesebwa — enkola y’okweronda n’okuhindura amakuru agatasobanukirwa mu bikozesebwa ebisobanukirwa eri emodeli yaffe — kikulu eri obuzo bw’ebitegererezo. Ebikozesebwa ebikulu bikwata: Index y’Enkola y’Ekibiina (omuwendo ogw’omutindo gw’ebivaamu eby’omabega n’ebivaamu eby’omabega bikozesebwa okusinga), Omuwendo gw’Obufumba bwa Goolu n’Omuwendo gw’Obufumba bwa Goolu (mu nju ne mu bwerere), Ebigerageranyizibwa by’Obuwanguzi/Obutagoboka/Obutagoboka mu myaka egitaakiri, Amahoro g’Ekifo ky’Ekibiina mu Bwengula (ekibiina kigenda mu maaso n’ekigwa mu bifo), Ekikozesebwa ky’Amahoro g’Enju (kibazibwa buli kifo, kubanga ebimbuga ebimu biha amahoro g’omu nju amasinga), Ennaku z’Okuwummula (ebibiina bifunye ennaku ntono z’okuwummula hagati y’ebikozesebwa bisobora kutakola bulungi), n’Emibereho gy’Omugango (ebibiina ebimu bikola bulungi mu myezi emimu). Ebikozesebwa bino bikyusibwa buli kaseera nga bikwatagana n’okukakasibwa kw’ebitegererezo.

Ebiragiro by'Obusobozi bw'Ebiseera

Okuva mu buhanuzi bw'ebigero by'omukino, AI yaffe ekora ebisolo by'ebisolo bisatu buli mukino: 1X2 (Ekyava mu mukino) — Okuwangula kwa Nyinawo (1), Okulingana (X) n'Okuwangula kwa Mugga (2); Ekigero Ekikulu — ekigero ekisinga okuba eky'obutuufu; n'Emibala Gyonna — omubala gw'emibala guli mu kigero ekyahanuzibwa (ekigero ekyahanuzibwa 2-1 kitegeeza emibala egirenga 2.5, ekigero ekyahanuzibwa 0-0 kitegeeza emibala egiri munsi ya 0.5). Kubera byonna bisatu bikomawo ku buhanuzi bumu, biringa biringa buli kigero. Abasabiriza ba Premium n'abakozesa app babona byonna buli mukino, ahaande y'ebiva mu mukino ebiraga engeri buhanuzi bwa buli kimu bw'bwakomawo.

Obutuufu n'Okugezesa

Tufata obutuufu bw'ebuhanuzi mu ngeri ey'obutuufu era tubupima mu ngeri ey'obutuufu. Modeli zigezesebwa ku mikino gy'edda egitakozesebwa mu kusoma (okugezesa okuva mu data y'okusoma), ekikuma okuba n'obutuufu obusinga obw'obutuufu bw'omukino. Esiti yerekana ebyava mu myezi 30 egiseese — engeri ekigero ekyahanuzibwa, emibala gyonna n'ekigero ekikulu by'byakomawo. Modeli zisimbibwa bupya obutuufu bupwa munsi y'ekigero ekyategesebwa, n'ebintu bishya n'ebikozesebwa by'ebikozesebwa bikozesebwa ahaande y'okuba n'obutuufu obusinga.

Okuzibwa kwa Buli Lunaku n'Okukola Okw'obw'obutuufu

Enkola yonna y'ebuhanuzi ikola buli lunaku. Buli makya sisitemu ekunganya ebiva mu mikino bisya n'okuzibwa kwa bupya by'ebikozesebwa by'ebikozesebwa, ekora modeli bupya ku data ensya, ekora ebihanuzi by'ebikozesebwa by'ebikozesebwa mu ligi 100+, ebikozesebwa mu website n'mu apps za 1X2.TV, n'ebikozesebwa mu Telegram channels. Tewali kikolwa ky'omuntu, ekikuma ebihanuzi biringa biringa bikomawo ku data ensya ennyingi.

Ebikoma n'Ekirangirizi

Nga modeli zaffe za AI zikola obutuufu obw'obutuufu, kikulu okumanya ebikoma byazo. Omukino gwa football guli n'ebintu ebisinga obutuufu — ebikoma, ebikoma by'omukino, ebikoma by'obutuufu, ebikoma by'omukino, n'ebikoma by'obutuufu bikoma ebiva mu mukino mu ngeri etakomawo. Ebihanuzi byaffe bikomawo ku bikomawo by'obutuufu by'edda, si bikomawo. Tugamba abakozesa: bafate ebihanuzi nga kimu mu bikomawo by'ebikozesebwa, batabe n'ebikoma by'ebikozesebwa ebisinga obutuufu, bafate ebikoma by'obutuufu by'obutuufu, n'okukola obutuufu bw'obutuufu. Tewali sisitemu y'ebihanuzi — nga omuntu n'obutuufu — ekomawo ebiva mu mukino mu ngeri ey'obutuufu.