Incamake
Calibration isobanura icyitegererezo cyerekana ko gihuye nukuri: iyo kivuga 70%, ibyabaye bigomba kubaho hafi 70% yigihe. Nibyingenzi kuko ikizere nyacyo gitera ibyemezo byiza mubuvuzi, imari, hamwe na AI itita kubibazo.
Calibration ishoboka ni inyubako ya tekiniki yubaka igira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa mubipimo.
Kwibira cyane
Icyitegererezo kirashobora kuba cyukuri ariko kigahinduka nabi. Imiyoboro yimbitse igezweho izwiho kwigirira icyizere cyinshi, itanga 99% kubihanuzi bikwiriye cyane cyane. Calibration igenzura ibi mukubona ibyateganijwe mukwizera no kugenzura inshuro zagaragaye muri buri ndobo. Igishushanyo mbonera cyizewe cyahanuwe nukuri; icyitegererezo cyiza cyane cyicaye kuri diagonal. Ikosa ryitezwe rya Calibration Ikosa (ECE) ryerekana incamake nkimpuzandengo iremereye kuri bin. Gukosora biza muburyo bubiri: uburyo bwa nyuma ya hoc nko gupima Platt (guhuza impinduka ya logistique), gupima ubushyuhe (kugabanya logi na scalar yize T), no gusubira inyuma kwa isotonic (intambwe ya monotonic ikwiye); nuburyo bwamahugurwa-igihe nka label yoroshye cyangwa igihombo gikwiye. Calibration nukuri ni intego zitandukanye, kandi kunoza kimwe ntigikeneye kunoza indi.
Ubushishozi
Ubushyuhe bwo gupima ni urugo rwakazi kuri net net: kugabanya ibice byabanjirije softmax hamwe nubushyuhe bumwe bwize T, hanyuma wongere woroshye. T> 1 yoroshya gukwirakwiza birenze urugero, T <1 irakaze. By'umwihariko T ikwiranye namakuru yo kwemeza kugirango igabanye log-bishoboka kandi ntizigera ihindura icyiciro cyatsinze, kubwibyo rero ukuri ntigukoraho mugihe amahirwe aba inyangamugayo. Ikintu kimwe cyonyine gituma amakuru akora neza kandi bisa nkibidashoboka kurenza urugero.
Kumenya Ibishoboka
Calibration isobanura icyitegererezo cyerekana ko gihuye nukuri: iyo kivuga 70%, ibyabaye bigomba kubaho hafi 70% yigihe. Nibyingenzi kuko ikizere nyacyo gitera ibyemezo byiza mubuvuzi, imari, hamwe na AI itita kubibazo. Calibration ishoboka ni inyubako ya tekiniki yubaka igira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa mubipimo. Kugirango wubake byimbitse, fata Calibration ya Calibration nkicyitegererezo gikora, ntabwo ari ikintu kimwe: gusobanura ibyagezweho, gusobanura ibitekerezo, no gutandukanya ibyo sisitemu ishobora gukora byizewe nibisaba guca imanza zinzobere.
Mubimenyerezo, amatsinda akomeye akoresha Calibration ya Calibration ahindura imyubakire, amakuru, hamwe nibikorwa remezo birwanya kwizerwa nigiciro. Bandika ibipimo ngenderwaho byerekana intsinzi, bagerageza kurwanya amakuru afatika hamwe nakazi keza, kandi bagasubiramo bashingiye kubikorwa byagaragaye ko batsinzwe aho gutsinda inshuro imwe. Aha niho imyumvire yubumenyi ihinduka mubushobozi burambye kubicuruzwa, politiki, nibikorwa.
Ibyemezo byubwubatsi bitwara imikorere nigiciro cyimikorere kumyaka. Mugihe kimwe, Guhindura igipimo kimwe gishobora guhisha intege nke za sisitemu. Uburyo bukomeye cyane ni uguhuza umuvuduko wikigereranyo hamwe na disipuline yimiyoborere: kuyobora abaderevu, gufata ibimenyetso, gutangaza ibyemezo byicyemezo, no gukomeza kuvugurura uburyo bwo kwirinda nkimyitwarire yicyitegererezo, ibyo abakoresha bategereje, nibisabwa n'amategeko bigenda bihinduka.
Ingaruka z'Ingamba
Ibyemezo byubwubatsi bitwara imikorere nigiciro cyimikorere kumyaka.
Ibyemezo byubwubatsi bitwara imikorere nigiciro cyimikorere kumyaka. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Ubuhanga bwa tekinike bufasha amakipe guhitamo umurongo ukwiye, ntabwo ari shyashya gusa.
Ubuhanga bwa tekinike bufasha amakipe guhitamo umurongo ukwiye, ntabwo ari shyashya gusa. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Guhitamo neza bya injeniyeri bigabanya ibintu byizewe mubikorwa.
Guhitamo neza bya injeniyeri bigabanya ibintu byizewe mubikorwa. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Gushyira mu bikorwa Isi
Serivisi ishinzwe ikirere yemeza ko iminsi iteganya imvura 30% mubyukuri imvura igera kuri 30% yigihe, intego yo guhitamo igitabo.
Inguzanyo-idasubirwaho icyitegererezo ni ubushyuhe-buke kuburyo byavuzwe 5% byingaruka zidahuye nukuri bihuye na 5% byamateka atishyuye kubiciro byinguzanyo.
Umuyoboro wo gusuzuma ubuvuzi wongeye guhindurwa no gusubira inyuma kwa isotonic bityo 'amahirwe menshi yo kwandura indwara' agaragaza indwara nyayo mbere yuko abaganga bakora.
Ubwikorezi bwo gutwara ibinyabiziga buhindura ibintu-gutahura icyizere kuburyo amanota 90% yabanyamaguru yizewe muburyo bukwiye na module yo gutegura.
Uburyo bwo Gushyira mu bikorwa
Ihinduka rya Calibration mubikorwa
Serivisi ishinzwe ikirere yemeza ko iminsi iteganya imvura 30% mubyukuri imvura igera kuri 30% yigihe, intego yo guhitamo igitabo.
Serivisi ishinzwe ikirere iremeza ko iminsi iteganya imvura 30% mubyukuri ibona imvura igera kuri 30% yigihe, intego yo guhitamo igitabo Amakipe akunze kubona ibisubizo byiza mugihe asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
Ihinduka rya Calibration mubikorwa
Inguzanyo-idasubirwaho icyitegererezo ni ubushyuhe-buke kuburyo byavuzwe 5% byingaruka zidahuye nukuri bihuye na 5% byamateka atishyuye kubiciro byinguzanyo.
Inguzanyo-idahwitse ni urugero rwubushyuhe kuburyo ibipimo byavuzwe 5% byanze bikunze bihuye nigipimo cya 5% cyamateka ntarengwa yo kuguriza kugiciro cyamakipe Amakipe akunze kubona umusaruro ushimishije mugihe asobanura ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimbere, kandi agakurikirana inyungu zibyara umusaruro nibiciro byigihe.
Ihinduka rya Calibration mubikorwa
Umuyoboro wo gusuzuma ubuvuzi wongeye guhindurwa no gusubira inyuma kwa isotonic bityo 'amahirwe menshi yo kwandura indwara' agaragaza indwara nyayo mbere yuko abaganga bakora.
Umuyoboro wo gusuzuma ubuvuzi wongeye guhindurwa no gusubira inyuma kwa isotonic bityo 'amahirwe menshi yo kwandura indwara' agaragaza indwara nyayo mbere yuko abaganga bakora Amakipe ubusanzwe abona ibisubizo byiza iyo basobanuye ibipimo ngenderwaho byimbere, bagakomeza inzira yo kuzamura abantu kubibazo byanduye, kandi bagakurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
Ihinduka rya Calibration mubikorwa
Ubwikorezi bwo gutwara ibinyabiziga buhindura ibintu-gutahura icyizere kuburyo amanota 90% yabanyamaguru yizewe muburyo bukwiye na module yo gutegura.
Ubwikorezi bwo gutwara ibinyabiziga buhindura ibyiringiro-gutahura bityo amanota 90% yabanyamaguru yizewe muburyo bukwiye na module yo gutegura Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
Ingaruka & Kurinda
Gutezimbere igipimo kimwe gishobora guhisha intege nke za sisitemu.
Ibikorwa Remezo no kubungabunga akenshi usanga bidahabwa agaciro.
Icyuho cyumutekano no kwitegereza birashobora kwiyongera uko sisitemu igenda igorana.
Igishushanyo mbonera
Sobanura ubukererwe, ubuziranenge, nigiciro cyibiciro mbere yo kubishyira mubikorwa.
Sobanura ubukererwe, ubuziranenge, nigiciro cyibiciro mbere yo kubishyira mubikorwa. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Ibipimo byerekana umutwaro ufatika hamwe namakuru yimiterere.
Ibipimo byerekana umutwaro ufatika hamwe namakuru yimiterere. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Gukurikirana ibikoresho kubikosa, drift, ningaruka zabakoresha.
Gukurikirana ibikoresho kubikosa, drift, ningaruka zabakoresha. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Tegura inzira yo gusubiza ibyabaye mbere yo gupima.
Tegura inzira yo gusubiza ibyabaye mbere yo gupima. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.