Indlela eSebenza Ngayo Iqikelelo Lethu Lwebholi le-AI

I-1X2.TV isebenzisa ubuchwepheshe obuphambili be-artificial intelligence kunye ne-machine learning ukuhlalutya imidlalo yebholi ize iphumeze uqikelelo kwiiligi ezingaphezulu kwe-100 kwihlabathi liphela. Eli phepha lichaza indlela esebenza ngayo emva kweqikelelo lethu — ukusuka ekuqokelelweni kwedatha nakwi-feature engineering ukuya kwiimodeli ze-machine learning ezisekela uqikelelo lwethu.

Ukuqokelelwa Kwedatha Nemithombo

Njini yethu yokuqikelela iqala ngokuqokelelwa kwedatha ebanzi. Sidibanisa iziphumo zomdlalo zangaphambili, iistatistiki zeqela, amanqaku e-ligi, kunye nexesha lemidlalo ukusuka kumthombo othembekileyo kwihlabathi liphela. Kumdlalo ngamnye, inkqubo yethu ijonga: iziphumo zexesha elipheleleyo kunye nendawo ekhoyo kwi-ligi, iziphumo zemidlalo emi-5 kunye ne-10 yokugqibela yeqela ngalinye (ekhaya nakwamanye amaqela), imbali yokudibana phakathi kwamaqela omabini, iipatheni zokufaka nokwamkela amagowuli, izinto ezinceda iqela lasekhaya kwindawo nganye, kunye neendlela zomgwebi apho zifumaneka khona. Le datha ihlaziywa rhoqo, ukuqinisekisa ukuba iimodeli zethu zisebenza ngolwazi lwamva nje.

Iimodeli zoKhuseleko lweMashini

Sisebenzisa indlela ye-ensemble, edibanisa iialgorithms ezininzi zokufunda kwe-mashini ukuvelisa uqikelelo oluqinileyo. Iimodeli zethu eziphambili ziquka: iiGradient-Boosted Decision Trees (isebenzisa iMicrosoft ML.NET) ukwahlula iziphumo zomdlalo, iimodeli zePoisson Regression zokuqikelela inani elilindelekileyo lamagowuli aqela ngalinye eliza kuwafaka, iinkqubo ze-ELO rating ezilandela amandla eqela ngokuhamba kwexesha kwixesha, kunye ne-genetic algorithms eziphucula iiparamitha zeemodeli kunye nobunzima beempawu. Ngokudibanisa iziphumo zezi modeli zahlukileyo, sinciphisa umngcipheko wokuba iinkcukacha zemodeli enye zichaphazele uqikelelo lwethu. Indlela ye-ensemble iphumelela rhoqo kuneemodeli ezizodwa ekuvavanyeni kwethu.

Uyilo lweempawu

Uyilo lweempawu — inkqubo yokukhetha nokuguqula idatha engasetyenziswanga ibe ziingeno ezinomtsalane kwiimodeli zethu — ibalulekile kumgangatho woqikelelo. Iimpawu eziphambili ziquka: Isalathisi seFomu leQela (umyinge onobunzima weziphumo zamva nje apho imidlalo yamva nje inobunzima obuphezulu), Izinga lokufaka Amagowuli kunye neZinga lokwamkela Amagowuli (ekhaya nakwamanye amaqela), Amalinganiselo okuPhumelela/Ukulingana/Ukulahleka kweHead-to-Head kwiminyaka emi-5 edlulileyo, Intshukumo yeNdawo kwiLigi (ukuba iqela liyanyuka okanye liyehla kumanqaku), Isiqhelo soNcedo lweKhaya (ibalwa ngokwendawo nganye, njengoko ezinye izibalo zinika uncedo olukhulu lwekhaya kunenye), Iintsuku zokuPhumla (amaqela anamaxesha amafutshane okuphumla phakathi kwemidlalo anokungaphumeleli kakuhle), kunye neePatheni zeXesha (amanye amaqela aphumelela ngcono kwiinyanga ezithile). Ezi mpawu zihlaziywa rhoqo ngokusekelwe kwingxelo yokuchaneka koqikelelo.

Imarike yoQikelelo ichazwe

Ukusuka kwinguqu yamanqaku okugqibela, i-AI yethu ifumana iimarike ezintathu zebhola yebhola kumdlalo ngamnye: yi-1X2 (Isiphumo somdlalo) — Ukuphumelela kweKhaya (1), Ukulingana (X) okanye Ukuphumelela kweNgaphandle (2); Amanqaku achanekileyo — amanqaku okugqibela anokwenzeka kakhulu; kunye neNgqondo yeNgqondo — umgca wamanqaku ochazwa ngelo nqaku (ukubikezela kwe-2-1 kuthetha ngaphezu kwe-2.5 amanqaku, ukubikezela kwe-0-0 ngaphantsi kwe-0.5). Kuba zonke ezi zintathu zisuka kwinguqu enye, zihlala zihambelana. Amalungu ePremium nababhalisi be-app bayabona kumdlalo ngamnye, ecaleni kweziphumo zokugqibela ezibonisa indlela inguqu nganye eyaphumelela ngayo.

Uchaneko & Uvavanyo olubuyisayo

Sithatha ukuchaneka kweqikelelo ngokungqongqo size sililinganise ngokubonakalayo. Iimodeli zivavanywa ngokuchaseneyo nemidlalo yangaphambili engazange isetyenziswe ekufundiseni (uqinisekiso lwangaphandle kwesampulu), okukhusela ngokuchasene nokugqithisa kwaye kugcina amanani ethu okuchaneka asondele ekusebenzeni kwihlabathi lokwenyani. Indawo ibonisa imbali ephilayo yeenyanga ezi-30 zokugqibela — ukuba rhoqo kangakanani isiphumo esiqikelelweyo, inani lilonke lamagowuli kunye nesikori esichanekileyo zazichanekile. Iimodeli zihlaziywa xa ukuchaneka kuhla ngaphantsi komlinganiselo olindelekileyo, kwaye iimpawu ezintsha okanye imithombo yedatha yongezwa kuphela xa ziphucula ngokubonakalayo uqikelelo.

Uhlaziyo lwemihla ngemihla kunye nokuzenzekelayo

Inkqubo yonke yokuqikelela isebenza ngokuzenzekelayo mihla le. Kusasa nganye, inkqubo iqokelela iziphumo zamva nje ize ihlaziye iistatistiki zeqela, iphinde ifundise iimodeli ngedatha entsha, yenze uqikelelo lwemidlalo eza kubanjwa kwiligi ezingaphezu kwe-100, izipapase kwiwebhusayithi nakwiisicelo ze-1X2.TV, ize ithumele ukhetho lwemini kumajelo ethu eTelegram. Akukho nyathelo lomntu lifunekayo, ngoko ke uqikelelo luhlala luxhomekeke kwidatha yamva nje ekhoyo.

Imida kunye noXhaso

Nangona iimodeli zethu ze-AI zifikelela kumazinga ochaneko asekhatshayo, kubalulekile ukwamkela imida yazo. Ibhololo ayinakuqikelelwa ngokwendalo — ukwenzakala, amakhadi abomvu, iimeko zezulu, izigqibo zabagwebi, nezinye iziganeko ezingaqhelekanga zinokutshintsha iziphumo zemidlalo ngendlela engaqikelelwayo. Uqikelelo lwethu lumela uqikelelo lwamathuba olusekelwe kwipatheni yembali, hayi isiqinisekiso. Siyabakhuthaza abasebenzisi ukuba: bathathe uqikelelo njengenkcazelo enye phakathi kwezinye iimvelaphi zolwazi, bangeke bacinge imali abangenakukwazi ukuyilahlekelwa, bagcine iinkolelo zokwenyani malunga nochaneko loqikelelo, baze bahlale bephatha ukubheja ngokuxhaphakileyo. Akukho nkqubo yoqikelelo — nokuba yomntu okanye ye-AI — enokuhlala iqikelela iziphumo zebhololo ngokuqiniseka.