Guhanura
Guhanura guhuza kuzenguruka icyitegererezo icyo aricyo cyose kugirango gisohoke cyangwa intera yizewe ikubiyemo igisubizo nyacyo hamwe nibishoboka byatoranijwe, nka 90%.
Incamake
It turns a single guess into a trustworthy range with a mathematical coverage promise.
Kwibira cyane
Moderi nyinshi iguha amanota yo guhanura cyangwa amanota ya softmax asa nkicyizere ariko akenshi sibyo. Guhanura guhuza bikosora ibi. Ufata icyitegererezo cyahuguwe, utange amanota y '' ibidasanzwe 'buri rugero rukoresha igipimo kidahuye (urugero, ikosa cyangwa imwe ukuyemo amahirwe yahanuwe), hanyuma ubare ayo manota kumurongo wafashwe. Kugirango uhanure ingingo nshya, ushizemo buri kirango amanota adahuye neza ntabwo arutwa hafi 90% kwijana ryamanota. Igisubizo ni ubuhanuzi bwashyizweho, birashoboka ibirango byinshi byo gutondekanya cyangwa intera yo gusubira inyuma. Umutwe wishingiwe ntagabanywa-mugihe: mugihe amakuru yawe ashobora guhanahana amakuru, igiteranyo gikubiyemo agaciro nyako ku gipimo cyatoranijwe, ntakibazo cyaba cyarakoreshejwe.
Ubushishozi
Amayeri yibanze ni uguhana wongeyeho na quantile. Hamwe n amanota ya kalibrasi, inzitizi ni igisenge cya (n + 1) (1-alpha) / n ingano yaya manota. Kuberako amanota mashya afite amahirwe menshi yo kugwa kumurongo uwariwo wose mumanota ya kalibrasi, amahirwe arenze urwego ni kuri alfa nyinshi. Izo mpaka ntizikeneye gutekereza kubijyanye nicyitegererezo cyangwa ikwirakwizwa ryamakuru, gusa ko ingingo zishobora guhinduka murutonde.
Ingaruka z'Ingamba
Igiciro na bije
Ibyemezo byubwubatsi bitwara imikorere nigiciro cyimikorere kumyaka.
Ibyemezo bisobanutse
Ubuhanga bwa tekinike bufasha amakipe guhitamo umurongo ukwiye, ntabwo ari shyashya gusa.
Kugenzura ubuziranenge
Guhitamo neza bya injeniyeri bigabanya ibintu byizewe mubikorwa.
Igihe kizaza cyo guhanura
Ubushakashatsi burimo gusunika ibintu bisabwa kugirango habeho igihe cyo gukurikiranya no guhinduranya kugabura, ukoresheje uburyo bwo guhuza n'imiterere iremereye ihindura imipaka kuri interineti. Gukwirakwiza ibintu, byemeza igipimo gifata kuri buri tsinda aho kuba ku kigereranyo gusa, ni imipaka ifunguye. Tegereza ibice bisa byoherezwa imbere mumiyoboro ya LLM, ibikoresho byubuvuzi, hamwe na sisitemu yigenga nkuko abagenzuzi basaba cyane kalibrasi, igenzurwa neza aho gushishoza aho guhanura ubusa.
Gushyira mu bikorwa Isi
Uruhu-lesion classifier isubiza set {melanoma, nevus} mugihe idashidikanywaho, bigatuma isuzuma rya dermatologue risubirwamo aho kuba ikirango kimwe kirenze icyizere.
Icyitegererezo cyibiciro byinzu gisohora $ 310k- $ 365k intera yemejwe ko ikubiyemo igiciro cyo kugurisha 90% yigihe cyo kuganira kubaguzi.
Sisitemu yo gusubiza ibibazo LLM ifata umukandida muto wibisubizo hamwe ningwate yo gukwirakwiza, yerekana ibice binini nkibibazo bikeneye gusubirwamo.
Umuyoboro wo gusuzuma ibiyobyabwenge-uburozi utanga intera yo guhanura kugirango abahanga mu bya shimi bamenye ibice bifite igereranyo ryagereranijwe ugereranije n’ibidashidikanywaho.
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.
Ibipimo byerekana umutwaro ufatika hamwe namakuru yimiterere.
Gukurikirana ibikoresho kubikosa, drift, ningaruka zabakoresha.
Tegura inzira yo gusubiza ibyabaye mbere yo gupima.
Komeza Ubushakashatsi
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Ubuyobozi bukurikira
Gutondeka gutemba no guhanura byinshi
Ibibazo bikunze kubazwa
What is Conformal Prediction?
Guhanura guhuza kuzenguruka icyitegererezo icyo aricyo cyose kugirango gisohoke cyangwa intera yizewe ikubiyemo igisubizo nyacyo hamwe nibishoboka byatoranijwe, nka 90%. Ihindura igitekerezo kimwe muburyo bwizewe hamwe nisezerano ryimibare.
Ni ubuhe buryo bwo guhanura uburyo busohoka busohoka aho kuba ikirango kimwe?
Guhanura guhuza gusubiza ibyiciro (gutondekanya) cyangwa intera (regression) yagenewe kubamo agaciro nyako ku gipimo cyatoranijwe nka 90%.
Ni ikihe gitekerezo gishimangira ingwate isanzwe yo gukwirakwiza?
Ingwate ishingiye ku guhanahana amakuru, bivuze ko kugabana guhuriweho bidahindutse muguhindura ingingo. Ntabwo ikeneye gutekereza kubyerekeye icyitegererezo.
Ni uruhe ruhare rwa kalibrasi yashyizweho?
Amanota adahuye abarwa kuri gahunda yo gufata kalibrasi, kandi ingano yabo igena ibirango byo gushyiramo ingingo nshya.
Niba washyizeho alpha = 0.1, ni ubuhe buryo bwo gukwirakwiza?
Igipfukisho kingana na alfa 1, alfa = 0.1 igamije 90% gukwirakwiza agaciro nyako.
Niki mubisanzwe bibaho kubihanuzi byashyizweho mugihe icyitegererezo kidashidikanywaho kubyerekeye kwinjiza?
Inyongeramusaruro zikomeye zitanga ibirango byinshi amanota yaguye munsi yumuryango, bityo amaseti manini yerekana ibimenyetso byinshi bidashidikanywaho.