Xalaatal bu méngoo
Xalaatal bu méngoo dafay tënk bépp model ngir génne ab ensemble wala ab diggante buñu mëna wax ni dina am tontu bu dëggu bi ak ab probabilite buñu tann, lu melni 90%.
Résumé
It turns a single guess into a trustworthy range with a mathematical coverage promise.
Plongeur bu xóot
Modèle yu bari dañu lay jox poñ wala poñ softmax bu nuru wóolu sa bopp waaye du loolu. Xalaatal bu méngoo dafay saafara lii. Danga jël benn model buñu tàggat, nga joxe poñ ci ni misaal bu nekk 'doy waar' di jëfandikoo nattukaay bu jaarul yoon (ci misaal, njuumte bi wala benn dindi ci probabilite bi ñu séentu), nga xayma poñ yooyu ci benn ensemble etalonnage buñ tëye. Soo bëggee xam luy waaja am ci poñ bu bees, dangay boole ci bépp etiketu poñ bu amul benn poñ bu baaxul lu tollu ci 90eelu pursaa ci poñ yiñ etalonnage. Lépp soo ko boolee mu am ensemble prediction, mën nekk ay etiket yu bari ngir xaaj wala ab diggante ngir régression. Garantie headline bi du séddale: fu fekkee ni sa done mën nañu ko weccoo, ensemble bi dafay muur valeur dëgg ci njëg bi nga tànn, ak model bi nga jëfandikoo ak lumu mëna doon.
Gis-gis xarala
Li gëna am solo mooy weccoo ak kantiil. Ak n poñ ci etalonnage, buntu bi mooy plafond bu (n+1)(1-alpha)/n ci poñ yooyu. Ndax poñ yu bees yi mën nañu wàcci ci bépp rang ci poñ yiñ joxe ci etalonnage bi, probabilite bi muy romb threshold bi mooy alpha bi gëna bari. Argument boobu soxlawul ay xalaat ci model bi wala distribution done yi, ludul poñ yi mën nañu weccoo ci rang.
njeextalu pexe
Njëgg ak budget
Dogal yi architecture di jël dañuy indi njariñ ak njëgu liggéey bi ay at ci ginaaw.
dogal yu gëna leer
Njàngalem xarala yi dafay jàppale ekip yi ñu tànn li gën, te baña yam ci li gëna bees daal.
Xool kalite
Tanneef yu gëna baax ci wàllu ingeñër dina wàññi jafe-jafe yi ci wàllu wóor ci liggéey bi.
Ëlëgu xam-xam bu méngoo
Gëstu mingi push romb li ñuy laaj ci weccoo ci wàllu time-series ak distribution yuy soppiku, jëfandikoo pexe conformal yu méngoo ak pondéré yuy yamale threshold yi ci net bi. Couverture conditionnelle, di garanti taxawaayu subgroupe bu nekk te baña yam ci moyenne, nekk na frontière bu mag bu ubbeeku. Xaarandil ay couche conforme ngir yóbbu ci biir gasoduc LLM, jumtukaayi triage medikaal, ak sistem yuy demal seen bopp ginnàaw bi regulateurs yi di gëna bëgg kalibre, ñàkka wóor buñ mëna saytu moo gën ñuy wax luy waaja am.
Doxal ci àdduna dëgg
Benn xeetu lesion der dafay delloo {melanoma, nevus} sudee leerul, loolu mooy tax dermatologist bi xoolaat ko ci barabu benn etiket bu wóolu boppam lool.
Benn xeetu njëgu kër dafay génne diggante bu tollu ci diggante $310k ba $365k, ñu garanti ni dafay am njëgu jaay bi 90% ci diir bi jëndkat bi di waxtaan.
Sistemu tontub laaj bu LLM dafay takk ay tontu yu ndaw ci kàndidaa yi ak gaaraati coverage, di màndargaal ay tontu yu bari ni mbir yu soxla xoolaat nit.
Benn pipeline buy saytu toxisite drog dafay génne ay diggante yuñ mëna wax luy waaja am suko defee chimist yi xam ban composé moo am estimaasioŋ yu sew ak yu wóorul.
Risk yi ak balustrade yi
Optimize benn benchmark mën na nëbb ñakk kattan yu gëna yaatu ci sistem bi.
Njëg li ñuy fay ci infrastructure yi ak ci toppatoo dañuy faral di suufeel.
Bu sistem yi di gëna xawa jafee xam, jafe-jafe yi am ci wàllu kaaraange ak seetlu mën nañu gëna bari.
Roadmap ngir samp gi
Mandargal latency, kalite, ak njëg yi laata ngay jëfandikoo.
Benchmark ci biir sargal ak done yu dëggu.
Jumtukaay bi di saytu njuumte yi, derive bi ak njeextalu jëfandikukat bi.
Waajal rollback ak yooni tontu ci jafe-jafe yi laata ngay eskale.
Weyal di banneexu
Free newsletter
Get the daily AI briefing
Three verified AI stories every weekday morning, written in plain English. Free forever, no ads.
One email each weekday. Unsubscribe in one click. We never sell or share your address.
Test yourself
Take the Conformal Prediction quiz
Instant feedback on every answer, and a shareable certificate with a verifiable ID once you pass a course.
Support free AI education. AI Understanding is a 501(c)(3) nonprofit — no ads, no paywall, ever. Make a donation
Gis bi ci topp
Streaming buy xalaat ak wax luy am ci token yu bari
Laaj yi ñuy faral di laaj
What is Conformal Prediction?
Xalaatal bu méngoo dafay tënk bépp model ngir génne ab ensemble wala ab diggante buñu mëna wax ni dina am tontu bu dëggu bi ak ab probabilite buñu tann, lu melni 90%. Dafay soppi benn xalaat ci rang bu wóor bu am dige buy tënk ci math.
Lan mooy génne ab pexem wax luy waaja am ci barabu benn etiket?
Xalaatal bu méngoo dafay delloo ab ensemble (xaaj) wala ab diggante (régression) buñ defar ngir am valeur dëgg ci njëg buñu tann lu melni 90%.
Ban xalaat mooy gëna dooleel gaaraati couverture conforme buñ miin?
Garantie bi mingi aju ci mëna weccoo, loolu dafay tekki ni séddale bi ñu bokk du soppiku suñu delloo njukkal poñ yi. It needs no assumption about the model.
Lan mooy wareefu ensemble etalonnage bi?
Njortu yi amul méngoo ñu ngi leen di xayma ci ensemble etalonnage biñ tëye, ba noppi seen quantile mooy wane ban etiket lañu wara boole ci poñ yu bees yi.
Soo defee alpha = 0.1, ban coverage ngay wut?
Couverture bi mooy 1 dindi alpha, kon alpha = 0.1 dafay tekki 90% ci couverture bi ci valeur dëgg bi.
Lan mooy faral di dall ensemble prediction bi sudee model bi wóorul dara ci dugal gi?
Duggal yu gëna tar ñooy gëna joxe etiket yu poñ yi nekk ci suufu threshold bi, kon ensemble yu gëna mag dañuy wane ñàkka wóor gu gëna mag.