Hasashen Ka'ida
Hasashen daidaitacce yana kunshe kowane samfuri don fitar da saiti ko tazara wanda aka ba da tabbacin ya ƙunshi amsar gaskiya tare da zaɓin yuwuwar, kamar 90%.
Dubawa
It turns a single guess into a trustworthy range with a mathematical coverage promise.
Zurfafa nutsewa
Yawancin samfura suna ba ku hasashen tsinkaya ko maki softmax wanda yayi kama da amincewa amma galibi ba haka bane. Hasashen daidaitacce yana gyara wannan. Kuna ɗaukar samfurin da aka horar, ƙira yadda 'baƙi' kowane misali ke amfani da ma'aunin rashin daidaituwa (misali, kuskure ko ɗayan yuwuwar da aka annabta), sannan ku lissafta waɗannan maki akan saitin daidaitawa. Don yin tsinkaya ga sabon batu, kun haɗa kowane lakabin wanda ƙimar rashin daidaituwa ba ta da muni fiye da kusan kashi 90 na makin daidaitawa. Sakamakon saitin tsinkaya, mai yiyuwa ne alamu da yawa don rarrabuwa ko tazara don koma baya. Garantin kanun labarai ba shi da rarrabuwa: muddin ana iya musayar bayanan ku, saitin ya ƙunshi ƙimar gaskiya a ƙimar da aka zaɓa, komai ƙirar ƙirar da kuka yi amfani da ita.
Fahimtar Fasaha
Babban abin zamba shine musanya tare da adadi mai yawa. Tare da makin daidaitawa, bakin kofa shine rufin (n+1)(1-alpha)/n adadin wadancan maki. Saboda sabon maki daidai yake yana iya sauka a kowane matsayi a cikin ma'aunin daidaitawa, yuwuwar da ya wuce madaidaicin shine a mafi yawan alpha. Wannan hujja ba ta buƙatar zato game da samfuri ko rarraba bayanai, kawai cewa maki suna musanyawa cikin tsari.
Dabarun Tasiri
Kudin da kasafin kuɗi
Hukunce-hukuncen gine-gine suna haifar da aiki da tsadar aiki na shekaru.
Shawarwari masu haske
Ilimin fasaha yana taimaka wa ƙungiyoyi su zaɓi tari mai kyau, ba kawai sabon abu ba.
Kula da inganci
Zaɓuɓɓukan injiniya mafi kyau suna rage abin dogaro a cikin samarwa.
Makomar Hasashen Daidaitawa
Bincike yana ƙetare buƙatun musayar musayar zuwa jeri-lokaci da rarraba rarrabawa, ta amfani da hanyoyin daidaitawa da ma'auni masu nauyi waɗanda ke daidaita ƙofofin kan layi. Matsakaicin ɗaukar hoto, bada garantin ƙimar ƙimar ga kowane rukuni maimakon matsakaita kawai, babbar iyaka ce ta buɗe. Yi tsammanin yadudduka masu dacewa don jigilar kaya a cikin bututun LLM, kayan aikin rarrabuwa na likitanci, da kuma tsarin masu cin gashin kansu kamar yadda masu mulki ke ƙara buƙatar daidaitawa, rashin tabbas maimakon tsinkaya.
Aiwatar da Gaskiyar Duniya
Rarraba ciwon fata yana mayar da saitin {melanoma, nevus} lokacin da ba a tabbatar da shi ba, yana haifar da bitar likitan fata maimakon lakabin gaba ɗaya.
Samfurin farashin gida yana fitar da tazarar $310k-$365k wanda aka tabbatar ya ƙunshi farashin siyarwar kashi 90% na lokacin tattaunawar mai siye.
Tsarin amsa tambayoyi na LLM yana haɗa ƙaramin ɗan takara saitin amsoshi tare da garantin ɗaukar hoto, yana nuna manyan jeri azaman shari'o'in da ke buƙatar bitar ɗan adam.
Bututun gwajin dafin miyagun ƙwayoyi yana fitar da tazara na tsinkaya don haka masana kimiyya su san waɗanne mahadi ke da ƙayyadaddun ƙididdiga masu ƙarfi da waɗanda ba su da tabbas.
Hatsari & Tsare-tsare
Haɓaka ma'auni ɗaya na iya ɓoye manyan raunin tsarin.
Sau da yawa ana raina kayan more rayuwa da kuma kuɗin kulawa.
Tsaro da gibin lura na iya girma yayin da tsarin ke ƙara haɓaka.
Taswirar Hanya
Ƙayyade latency, inganci, da maƙasudin farashi kafin aiwatarwa.
Alamar ma'auni a ƙarƙashin ainihin kaya da yanayin bayanai.
Kula da kayan aiki don kurakurai, ɗigo, da tasirin mai amfani.
Shirya bijirowa da hanyoyin mayar da martani kafin sikeli.
Ci gaba da Bincike
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Jagora na gaba
Hasashen Yawo da Hasashen Multi-Token
Tambayoyin da ake yawan yi
What is Conformal Prediction?
Hasashen daidaitacce yana kunshe kowane samfuri don fitar da saiti ko tazara wanda aka ba da tabbacin ya ƙunshi amsar gaskiya tare da zaɓin yuwuwar, kamar 90%. Yana juya zato guda ɗaya zuwa amintaccen kewayon tare da alƙawarin ɗaukar hoto na lissafi.
Menene hanyar tsinkayar ka'ida ke fitarwa maimakon lakabi ɗaya?
Hasashen daidaitacce yana dawo da saiti (rarrabuwa) ko tazara (sakewa) da aka ƙera don ƙunsar ƙimar gaskiya a ƙimar da aka zaɓa kamar 90%.
Wane zato ne ke tabbatar da daidaitaccen garantin ɗaukar hoto?
Garanti ya dogara da musayar musayar, ma'ana rabon haɗin gwiwa ba ya canzawa ta sake tsara maki. Ba ya buƙatar zato game da samfurin.
Menene aikin saitin daidaitawa?
Ana ƙididdige ƙididdige ƙididdiga marasa daidaituwa akan saitin daidaitawa da aka gudanar, kuma adadinsu yana ƙayyadaddun alamun da za a haɗa don sabbin maki.
Idan kun saita alpha = 0.1, wane ɗaukar hoto kuke nufi?
Rufewa yayi daidai da 1 debe alpha, don haka alpha = 0.1 yana hari 90% ɗaukar hoto na gaskiya.
Menene yawanci ke faruwa da saitin hasashen lokacin da samfurin bai da tabbas game da shigarwa?
Abubuwan da ke da ƙarfi suna haifar da ƙarin takubba waɗanda makinsu suka faɗi ƙarƙashin kofa, don haka saiti mafi girma suna nuna rashin tabbas.