Uko Ibitekerezo Byacu By’Ubwenge Bw’Ikoranabuhanga By’Umupira W’amaguru Bikora

1X2.TV ikoresha ubwenge bw’ikoranabuhanga bugezweho n’ubushakashatsi bw’imashini mu gusesengura imikino y’umupira w’amaguru no gutanga ibitekerezo mu marushanwa arenga 100 ku isi hose. Iyi paji isobanura uburyo bukoreshwa mu gutanga ibitekerezo byacu — guhera ku gukusanya amakuru no gutegura ibipimo kugeza ku bikoresho by’ubushakashatsi bw’imashini bitanga ibitekerezo byacu.

Gukusanya Amakuru N’Isoko Yayo

Injini yacu y’iteganyabikorwa itangirira ku gukusanya amakuru yuzuye. Dukusanya ibisubizo by’imikino yashize, imibare y’amakipe, imyanya muri shampiyona, n’iminsi y’imikino biva mu isoko ry’umupira w’amaguru ku isi hose. Ku mukino wose, sisitemu yacu ireba: ibisubizo by’umwaka wose n’imyanya y’ubu muri shampiyona, 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 zo gukina mu rugo zihariye kuri buri stade, n’imiterere y’abacirabucira iyo iboneka. Aya makuru avugururwa buri gihe, bigatuma imodèli zacu zikoresha amakuru aheruka.

Imodèli z’Ikwiga ry’Imashini

Dukoresha uburyo bw’itsinda, duhuza imodèli nyinshi z’ikwiga ry’imashini kugira ngo dutange ibiteganyabikorwa bikomeye. Imodèli zacu nyamukuru zirimo: Igiti cy’Icyemezo Gikurura (Gradient-Boosted Decision Trees) (hakoreshejwe Microsoft ML.NET) mu gutandukanya ibisubizo by’imikino, imodèli za Poisson Regression mu guteganya umubare w’ibitego buri kipe izatsinda, sisitemu z’imyanya zishingiye kuri ELO zikurikirana ubushobozi bw’amakipe mu gihe cy’umwaka, na aligoritimu z’ingirakamaro zinoza imibare n’uburemere bw’ibimenyetso by’imodèli. Duhurije ibisubizo by’izi modèli zitandukanye, tugabanya ibyago by’uko imodèli imwe yaba ifite amakosa yayo mu biteganyabikorwa byacu. Ubu buryo bw’itsinda bukunze kurusha imodèli imwe mu bigenzura byacu.

Gutegura Ibimenyetso

Gutegura ibimenyetso — ni ukuvuga gutoranya no guhindura amakuru atabanje kugira ngo abe ibinjiza bifite akamaro mu modèli zacu — bifite akamaro kanaka mu ireme ry’ibiteganyabikorwa. Ibimenyetso nyamukuru birimo: Igipimo cy’Imiterere y’Ikipe (impuzandengo ifite uburemere y’ibisubizo bya vuba, aho imikino iheruka ifite uburemere bunini), Umuvuduko wo Gusinza no Kwakira Ibitego (mu rugo no hanze), Impuzandengo yo gutsinda/gutsindwa/kunganya mu myaka iheruka, Ihame ry’Imyanya muri Shampiyona (niba ikipe izamuka cyangwa imanuka mu myanya), Ihame ryo Guhagarara Mu Rugo (ribarwa kuri buri stade, kuko zimwe zitanga inyungu nini zo gukina mu rugo kurusha izindi), Iminsi yo Kuruhuka (amakipe afite igihe gito cyo kuruhuka hagati y’imikino ashobora kutagira imikorwa myiza), n’Imiterere y’Imyaka (zimwe mu makipe zikunze kugira imikorwa myiza mu mezi runaka). Ibi bimenyetso bikomeza kunozwa hashingiwe ku bisubizo by’ukuri kw’ibiteganyabikorwa.

Isoko ry’Ibiteganyabikorwa Risobanurwa

Kuva ku muco w'amanota ya nyuma, AI yacu ikuramo amahitamo atatu ya siporo kuri buri mukino: 1X2 (Igisubizo cy'Umukino) — Intsinzi y'Inzu (1), Inganya (X) cyangwa Intsinzi y'Icyerekezo (2); Amanota Nyayo — amanota ya nyuma ashoboka cyane; n'Amanota Yose — umubare w'amanota wagenwe n'ayo manota (2-1 bivuze hejuru ya 2.5, 0-0 bivuze munsi ya 0.5). Kubera ko byose biva ku muco umwe, bihora bihuye. Abanyamuryango ba Premium n'abakoresha porogaramu babibona kuri buri mukino, hafi y'ibisubizo bya nyuma byerekana uko buri muco wagenze.

Ikinyuranyo n'Isuzuma Rishaje

Dufata neza neza ukuri kw'imico yacu kandi tukapima mu buryo bweruye. Imico isuzumwa hakoreshejwe imikino yashize itakoreshejwe mu kwigisha (isuzuma ryo hanze), ibi bikarinda gusobanukirwa birenze urugero kandi bigatuma imibare yacu y'ukuri igera hafi y'uko bikora mu buzima busanzwe. Urubuga rwerekana amateka y'amezi 30 ashize — inshuro igisubizo cyagenwe, amanota yose n'amanota nyayo byari byo. Imico ivugururwa iyo ukuri kugeze munsi y'urwego rwitezwe, kandi ibintu bishya cyangwa amakuru mashya binjizwa gusa iyo byongera neza imico.

Ivugurura Rya Buri Munsi n'Ikoranabuhanga

Umurongo wose w'imico ukora buri munsi mu buryo bwikora. Buri gitondo sisitemu ikusanya ibisubizo bishya, igahindura imibare y'amakipe, igasubirisha imico ku makuru mashya, igakora imico y'imikino yose izaza mu marushanwa arenga 100, igayashyira ku rubuga no muri porogaramu za 1X2.TV, kandi igatanga amahitamo y'uwo munsi ku miyoboro ya Telegram. Nta gikorwa cy'abantu gikenewe, bityo imico igahora ishingiye ku makuru mashya ahari.

Inzitizi n'Ibisobanuro

Nubwo imico yacu ya AI igera ku kigero cyiza cy'ukuri, ni ngombwa kumenya inzitizi zayo. Siporo ifite impinduka zidasanzwe — imvune, amakarita atukura, imiterere y'ikirere, imyanzuro y'abaciririti, n'ibindi bintu bitunguranye bishobora guhindura ibisubizo by'imikino mu buryo nta muco ushobora kumenya. Imico yacu ni imibare ishingiye ku mateka, si ubwemeza. Turasaba abakoresha: gufata imico nk'isoko imwe mu zindi, kutajya baha amafaranga batabasha gutakaza, kugira ibyiringiro bifite ishingiro ku kigero cy'ukuri, no guhora bakina siporo mu buryo bufite inshingano. Nta sisitemu y'imico — yaba iy'abantu cyangwa iy'AI — ishobora guhora itanga ibisubizo bya siporo n'ukuri kwihariye.