Tsvaga Essential Evaluation Metrics
Munyika ine simba yeKudzidza kweMichina, kunyatsoongorora mashandiro emodhi kwakakosha. Iyi dzidziso inokuzivisa iwe kune akakosha ekuongorora metrics. Chinhu chakakosha kutonga kushanda kweML modhi. Iwe unozotungamirwa kuburikidza nemanuances eakasiyana metrics, senge chaiyo, senitivity, uye hunhu, izvo zvinotora basa rakakosha mukuona kunaka kwemuenzaniso.
Sezvo iwe uchifambira mberi, iwe unozodzidza kududzira zvine hungwaru aya metrics, zvichikugonesa iwe kuita ruzivo uye rwakaringana ongororo. Unyanzvi uhwu hunonyanya kukosha muchikamu chehunyanzvi, uko sarudzo dzinobva pane yakavimbika data dzinogona kuita zvakakosha pakubudirira kwebhizinesi.
Pamusoro pezvo, kudzidziswa uku kunosimbisa kukosha kwekuchinjisa-kusimbisa, nzira inobatsira kuona kuti modhi yako yakasimba uye inokwanisa kuzadza kune data nyowani. Iwe zvakare unozounzwa kune nzira dzekubata neasina kuenzana dataset, dambudziko rinowanzoitika mumunda wekudzidza muchina.
Kudzika Kwekusimbisa Techniques
Iwe zvakare unonyura zvakadzika mune yepamusoro Machine Kudzidza modhi yekusimbisa matekiniki. Kunyanya kusimbiswa kunoiswa pamuchinjikwa-kusimbisa, nzira inoongorora kugona kwemuenzaniso kuumba zvakazara, uchishandisa zvikamu zvakasiyana zve data pakudzidziswa nekuyedzwa. Iyi tekinoroji yakakosha kudzivirira kuwandisa uye kuve nechokwadi chekuti modhi yako yakasimba uye yakavimbika.
Iwe zvakare unozounzwa kune pfungwa dzakadai seROC curve uye nzvimbo iri pasi pe curve (AUC), maturusi akakosha ekuongorora mashandiro emhando dzemhando. Aya mazano anozokubatsira kuti unzwisise zvakadzama maitiro ekuongorora kunaka uye kuvimbika kwemuenzaniso, uchipa ongororo ine nuanced yekuita modhi.
Pamusoro pezvo, kudzidziswa kunotungamira iwe kuburikidza nematanho anoshanda ekushandisa aya maitiro ekuongorora, achikupa iwe chaiwo-yehupenyu mienzaniso uye nyaya dzenyaya kuratidza pfungwa dzedzidziso. Iyi maoko-on maitiro ichakubatsira iwe kuwana chivimbo uye hunyanzvi mukuongorora mhando dzeML.
Kuiisa muKudzidzira: Kuongorora uye Dudziro Yemibairo
Simbiso inoiswa pakushandisa zivo yawakawana. Iwe unozodzidza kuongorora uye kududzira mhedzisiro yeMuchina Kudzidza modhi ongororo, hunyanzvi hwakakosha kune chero nyanzvi inoshuvira kuita zvakanaka mundima iyi.
Iwe uchatungamirirwa kuburikidza nemaitiro ekuongorora zvigumisiro, kudzidza kuziva simba uye kushaya simba kwemuenzaniso. Kuongorora kwakakosha uku kuchakubvumidza iwe kuita kurudziro ine ruzivo rwekuvandudza modhi, ichibatsira kukwenenzvera kuita uye kuzadzisa zvinangwa zvesangano rako.
Iwe unozodzidza nzira yekupa zvaunowana nenzira yakajeka uye inomanikidza, uchifambisa humbowo-hwakavakirwa kuita sarudzo mukati mesangano rako.
Nekugona hunyanzvi uhu, iwe unozokwanisa kuita mupiro wakakura kumunda weKudzidza kweMichina, kubatsira masangano kukwirisa mamodheru avo uye kuzadzisa zvishuvo zvavo munyika inogara ichichinja tekinoroji.
