Mafelemu olimbikitsa ndi ena mwa njira zodziwika bwino zamasayansi masiku ano. Mutha kugwiritsa ntchito njira zolimbikitsira nthawi pomwe makasitomala ambiri amalumikizana ndi zinthu zambiri. Recommender frameworks amapereka zinthu kwa makasitomala, mwachitsanzo, mabuku, zithunzi zoyenda, zojambulira, zida zamagetsi, ndi zinthu zambiri zosiyanasiyana.

Chimodzi mwazolimbikitsa zomwe timafunikira njira yolimbikitsira chikhalidwe chamasiku ano ndikuti anthu ali ndi njira zambiri zogwiritsira ntchito chifukwa chakufalikira kwa intaneti. M'mbuyomu, anthu ankakonda kugula m'sitolo yeniyeni, momwe zinthu zofikira zinali zoletsedwa. Zodabwitsa ndizakuti, masiku ano, intaneti imalola anthu kupeza chuma chambiri pa intaneti. Netflix, mwachitsanzo, ili ndi mitundu yosiyanasiyana yamakanema. Ngakhale kuchuluka kwa deta yofikirako kudakulitsidwa, vuto lina lidabuka pomwe anthu amavutika kuti asankhe zinthu zomwe amafunikira kuziwona. Apa ndi pomwe dongosolo la recommender limabwera.

Recommender frameworks amatenga gawo lalikulu pamakampani abizinesi apaintaneti. Pafupifupi bungwe lililonse laukadaulo lagwiritsa ntchito njira zolimbikitsira pamapangidwe ena kapena ena. Amazon imagwiritsa ntchito kufunsira zinthu kwa makasitomala, YouTube imagwiritsa ntchito kusankha kanema wotsatira pa autoplay, ndipo Facebook imagwiritsa ntchito kulembera masamba omwe angakonde komanso anthu omwe akutsatira. Kwa mabungwe ena monga Netflix ndi Spotify, dongosolo la ntchito ndi kutukuka kwake zimazungulira mphamvu ya malingaliro awo. Kuti apange ndikusunga zomangira zotere, bungwe nthawi zambiri limafunikira kusonkhanitsa ofufuza amtengo wapatali, ndi opanga. Malingaliro ndi zida zofunikira komanso zofunikira pamabungwe monga Amazon ndi Netflix, omwe amadziwika kuti amakumana ndi kasitomala. Iliyonse mwa mabungwewa imasonkhanitsa ndikuwunika zambiri zamakasitomala ndikuziwonjezera kuzinthu zomwe zidagulidwa kale, kuwunika kwazinthu, ndi machitidwe a kasitomala. Zinthu zobisika izi zimagwiritsidwa ntchito kuwoneratu momwe makasitomala angayesere magulu azinthu zokhudzana, kapena momwe kasitomala angagulire chinthu china.

Mabungwe omwe amagwiritsa ntchito njira zolimbikitsira amayang'ana pakukulitsa mabizinesi chifukwa chopereka makonda komanso luso lamakasitomala. Malingaliro amafulumizitsa kusaka ndikupangitsa kuti makasitomala azitha kupeza zomwe akufuna ndikuwadabwitsa ndi zomwe sakanatha kuzipeza. Wofuna chithandizo amayamba kudzimva kuti ndi wodziwika komanso womvetsetsedwa ndipo amayenera kugula zinthu zowonjezera kapena kudya zinthu zambiri. Pomvetsetsa zomwe kasitomala amafunikira, bungwe limakhala lopambana ndipo ngozi yotaya kasitomala kwa wopikisana nayo imachepa. Kuphatikiza apo, imalola mabungwe kuti azidziyika okha patsogolo pa omwe amapikisana nawo ndipo pamapeto pake amawonjezera ndalama zawo.

Pali mitundu yosiyana ya machitidwe olimbikitsira, mwachitsanzo, okhudzana ndi zomwe zili, kulekanitsa anthu ammudzi, njira zolimbikitsira theka, gawo ndi malingaliro opangira mawu. Kuwerengera kosiyanasiyana kumagwiritsidwa ntchito ndi akatswiri osiyanasiyana pamalingaliro amtundu uliwonse. Ntchito yambiri yachitika pankhaniyi, komabe, ndi mfundo yokondedwa kwambiri pakati pa akatswiri ofufuza.

Chidziwitso ndiye chida chofunikira kwambiri popanga chimango cholimbikitsa. Kwenikweni, muyenera kudziwa zidziwitso zingapo zokhudzana ndi makasitomala anu ndi zinthu. Kukula kwa index ya data mu umwini wanu, m'pamenenso maziko anu azigwira ntchito bwino. Ndikwanzeru kukhala ndi dongosolo lofunikira lamakasitomala pang'ono, ndikuyika zothandizira m'njira zabwino kwambiri kasitomala akayamba.

Pomwe kuchuluka kwazinthu zomwe zikuchulukirachulukira pa intaneti, ma motors opangira ndizofunikira kuti bizinesi yapaintaneti ichitike. Osati kokha chifukwa chakuti amathandizira kuonjezera malonda ndi mauthenga a kasitomala, komanso chifukwa akupitiriza kuthandizira mabungwe kuchotsa katundu wawo kuti athe kupereka makasitomala zinthu zomwe amakonda.