Msika wamakampani opanga makina a karaoke mu 2021 umakhazikitsidwa ndi kuchuluka kwa kafukufuku woyamba ndikuwunika momwe zidziwitso zikuyendera mafakitale akulu (kuphatikiza kutulutsa ndi kutulutsa kwazinthu zomwe mukufuna kapena makampani munthawi yake, ndi zina zambiri, kutengera anthu, anthu’zosowa, kugawa zaka, ndi dera Timapatsa makasitomala misika yodalirika komanso magawo amisika yamsika ndi ziweruzo kudzera pakudzikulitsa kokhako pamsika ndi mitundu yazoganiza zachitukuko, ndikuthandizira makasitomala kuweruza kukula kwa msika ndi ziyembekezo Zachitukuko kuti zitheke kudalirika ndi kupitiriza kuthandizira deta pakukula pamsika komanso kuyerekezera kwamisika.

　　Kukula kwa msika sikumangogulitsa kokha msika wama karaoke pamakina ena, komanso kuchuluka kwa ogwiritsa ntchito kapena malonda. Tikuyerekeza msika wapano potengera malo omwe makina a karaoke amayang'aniridwa, gawo lachitukuko, ndi kuchuluka kwa ogwiritsa ntchito; Kachiwiri, timayerekezera msika wamtsogolo potengera omwe atha kugwiritsa ntchito ndikuwongolera makina amakaraoke. Pomaliza, misika yonse yazogulitsa makina a karaoke imatha kudziwika.

　　Powerengera kukula kwa makina amakara a karaoke, timagwiritsa ntchito njira zotsatirazi

　　 Chimodzi, magwero a inference algorithm

　　 ikutsata msika womwe wagulitsidwowu udabwereranso kuzinthu zomwe zidabweretsa ntchitoyi, ndipo imapeza zidziwitso zamakampani opanga makina a karaoke kudzera mukutanthauzira kwa zomwe zidagulitsidwa.

　　 Chachiwiri, kulumikizana kwamphamvu kwa chidziwitso cha data

　　Zomwe zimatchedwa kulumikizana kwamphamvu kumatha kumveka ngati ubale wolimba pakati pazogulitsa zazogulitsa m'makampani awiriwa. Kusanthula kwamakampani olumikizana mwamphamvu ndi makina opanga makina a karaoke kumatsimikizira kulondola kwa zidziwitso pamsika.

　　 Zitatu, kufunikira kofananira

　　 ndiyeso pamsika wamsika wotsata kutengera zosowa za makasitomala amakasitomala a makina a karaoke.

　　 Chachinayi, njira zowunikira zitsanzo

　　ndikujambula zitsanzo kuchokera kwa anthu potengera zitsanzo, kenako ndikupereka zomwe zatengera chitsanzocho. Njira zowerengera makamaka zimaphatikizapo: zitsanzo zosasinthika, zitsanzo zosanja, zitsanzo zonse, kusanja mwadongosolo komanso zitsanzo za snowball.

　　 Zisanu, njira zomwe zimachotsedweratu

　　Kutengera kafukufuku wa gulu lofufuzalo pamalonda ndi gawo lamsika lazinthu zilizonse (makamaka zotsogola), kukula kwa msika wonse kumasinthidwa.