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

1X2.TV ikoresha ubwenge bw'ikoranabuhanga bugezweho n'ubwenge bw'imashini mu gusesengura imikino y'umupira w'amaguru no gutanga ibiteganyirizwa mu makipe arenga 100 ku isi. Iyi paji isobanura uburyo bukoreshwa mu biteganyirizwa byacu — guhera ku gukusanya amakuru no gutegura ibiranga kugeza ku modele z'ubwenge bw'imashini zifasha mu biteganyirizwa byacu.

Gukusanya Amakuru n'Isoko

Injini yacu y’ibitekerezo itangira n’ukusanya amakuru yuzuye. Dukusanya ibisubizo by’imikino y’ahashize, imibare y’amakipe, imyanya muri shampiyona, n’iminsi y’imikino biva mu masoko y’umupira w’amaguru ku isi hose. Ku mukino wose, sisitemu yacu ireba: ibisubizo by’umwaka wose n’imyanya iriho ubu, ibisubizo by’imikino 5 na 10 iheruka kuri buri kipe (mu rugo no hanze), amateka y’imikino hagati y’amakipe yombi, imiterere y’ibitego byatsinzwe n’ibyakiriwe, ingaruka z’inyungu zo gukina mu rugo zihariye kuri buri kibuga, n’imikurire y’abasifuzi iyo iboneka. Aya makuru arahindurwa buri gihe, kugira ngo imodèli z’ubwenge zikore buri gihe n’amakuru mashya kurusha ayandi.

Imodèli z’Ubwenge bw’Imashini

Dukoresha uburyo bw’itsinda, duhuza imibare myinshi y’ubwenge bw’imashini kugira ngo dutange ibitekerezo bikomeye. Imodèli zacu nyamukuru zirimo: Imiti y’Imyanya y’Imyitwarire (Gradient-Boosted Decision Trees) (ikoresha Microsoft ML.NET) mu gutandukanya ibisubizo by’imikino, imodèli za Poisson Regression mu kumenya umubare w’ibitego biteganyijwe kuri buri kipe, sisitemu z’imyanya za ELO zikurikirana ubushobozi bw’amakipe mu gihe cy’umwaka, n’imibare ya genetic ihindura imiterere y’imodèli n’uburemere bw’ibimenyetso. Duhuje ibisubizo by’izi modèli zitandukanye, tugabanya ibyago by’uko imodèli imwe yonyine igira ingaruka ku bitekerezo byacu. Ubu buryo bw’itsinda bukunze kurusha imodèli imwe mu bipimo byacu.

Gutegura Ibimenyetso

Gutegura ibimenyetso — ni ukuvuga guhitamo no guhindura amakuru atabanje gutunganywa kugira ngo abe ibinjira bifite akamaro mu modèli zacu — bifite akamaro kanini mu ireme ry’ibitekerezo. Ibimenyetso nyamukuru birimo: Impuzandengo y’Imikurire y’Ikipe (impuzandengo y’ibisubizo by’iheruka aho imikino iheruka ifite uburemere bunini), Umuvuduko wo Gusinza Ibitego n’Umuvuduko wo Kwakira Ibitego (mu rugo no hanze), Impuzandengo y’Intsinzi/Iringaniza/Igihombo mu mikino hagati y’amakipe mu myaka iheruka, Impinduka mu Myanya ya Shampiyona (niba ikipe izamuka cyangwa igwa mu myanya), Impuzandengo y’Inyungu zo Gukina mu Rugo (ibarwa kuri buri kibuga, kuko ibibuga bimwe bitanga inyungu nini zo gukina mu rugo kurusha ibindi), Iminsi yo Kuruhuka (amakipe afite iminsi mike yo kuruhuka hagati y’imikino ashobora kutagira imikurire myiza), n’Imiterere y’Imyaka (amakipe amwe akunze kugira imikurire myiza mu mezi runaka). Ibi bimenyetso bihindurwa buri gihe hashingiwe ku bisubizo by’ukuri kw’ibitekerezo.

Isoko ry’Ibitekerezo Risobanurwa

Mu guhanura amanota ya nyuma, AI yacu ikura amahitamo atatu yo mu mupira w'amaguru kuri buri mukino: Igisubizo cy'Umukino (1X2) — Intsinzi y'Abakiriya (1), Inganya (X) cyangwa Intsinzi y'Abashyitsi (2); Amanota Nyayo — amanota ya nyuma ashoboka kurusha ayandi; n'Amanota Yose — umubare w'amanota ugaragazwa n'ayo manota (guhanura 2-1 bivuze hejuru ya 2.5, guhanura 0-0 bivuze munsi ya 0.5). Kubera ko byose biva ku guhanura kimwe, bihora bihuye. Abanyamuryango ba Premium n'abakoresha porogaramu babibona kuri buri mukino, hafi y'ibisubizo bya nyuma bigaragaza uko buri guhanura byagenze.

Ukuri no Gusuzuma

Dufata neza ukuri bw'ibihurizo kandi tukabipima mu buryo bweruye. Imodeli isuzumwa ku mikino y'ahashize itakoreshejwe mu kwigisha (isuzuma ryo hanze), ibi bikarinda gusobanukirwa bidasanzwe kandi bikagumisha imibare yacu y'ukuri hafi y'uko bigenda mu buzima busanzwe. Urubuga rwerekana amateka y'amezi 30 ashize — inshuro igisubizo cyahanuwe, amanota yose n'amanota nyayo byari byo. Imodeli ziravugururwa iyo ukuri kumanutse munsi y'urwego rwitezwe, kandi ibintu bishya cyangwa amakuru mashya binyuzwamo gusa iyo byongera neza ibihurizo.

Amavugurura ya Buri Munsi n'Ikoranabuhanga

Uburyo bwose bwo guhanura bukora buri munsi mu buryo bwikora. Buri mu gitondo sisitemu ikusanya ibisubizo bishya igahindura imibare y'amakipe, igasubirisha imodeli ku makuru mashya, igakora ibihurizo by'imikino yose izaba mu makipe 100+, ikayashyira ku rubuga no muri porogaramu za 1X2.TV, kandi ikohereza ibihurizo by'uwo munsi ku bitangazamakuru byacu bya Telegram. Nta gikorwa cy'umuntu kibamo, bityo ibihurizo bihora bishingiye ku makuru aheruka aboneka.

Imbibi n'Inyandiko y'Uburangizi

Nubwo imodeli zacu za AI zigira ukuri kwiza, ni ngombwa kumenya imbibi zazo. Umupira w'amaguru ntushobora kumenyekanishwa neza — imvune, amakarita atukura, ibirere, imyanzuro y'abaciriritizi, n'ibindi bintu bitunguranye bishobora guhindura ibisubizo by'imikino mu buryo nta modeli ishobora kumenya. Ibihurizo byacu ni ibigereranyo bishingiye ku mateka, si inshingano. Turasaba abakoresha: gufata ibihurizo nk'isoko imwe mu zindi, kutagira amafaranga batakaza badashobora kwihanganira, kugira icyizere gifite ishingiro ku ukuri bw'ibihurizo, no guhora bakina mu buryo bufite inshingano. Nta sisitemu y'ibihurizo — yaba iy'umuntu cyangwa iy'AI — ishobora guhora ihana ibisubizo by'umupira w'amaguru n'ukuri.