InoteveraGaidhi rinotevera
Kufungidzira Kutenderera uye Multi-Token Prediction
Tekinoroji
Nhungamiro yehunyanzvi
Conformal Prediction
Conformal kufanotaura kunoputira chero modhi kuti ibudise seti kana kupindirana kwakavimbiswa kuve nemhinduro yechokwadi ine mukana wakasarudzwa, se90%.
Teerera kugwaro iriAI-yakarondedzerwa · ~2 min
Pa peji ino2 min verenga
Pfupiso
It turns a single guess into a trustworthy range with a mathematical coverage promise.
Kudzika Kwakadzika
Mazhinji mamodheru anokupa fungidziro yepoindi kana softmax mamakisi inoita senge chivimbo asi kazhinji haisi. Conformal kufanotaura kunogadzirisa izvi. Unotora modhi yakadzidziswa, wonyora kuti 'zvinoshamisa' sei muenzaniso wega wega uri kushandisa chiyero chekusaenderana (semuenzaniso, kukanganisa kana imwe chete kubvisa mukana wakafanotaurwa), uye woverengera zvibodzwa izvozvo pane yakabatwa-yakatarwa seti. Kufanotaura nezvepoindi nyowani, unosanganisira yega label ine zvibodzwa zvisina kushata kupfuura zvingangoita makumi mapfumbamwe muzana ezvibodzwa zvecalibration. Mhedzisiro yacho ndeyekufanotaura seti, pamwe mazita akati wandei ekuronga kana nguva yekudzoreredza. Iyo vimbiso yemusoro ndeyekugovera-yemahara: chero data rako richichinjika, iyo seti inovhara kukosha kwechokwadi pachiyero chakasarudzwa, zvisinei kuti ndeipi yepasi modhi yawakashandisa.
Kuitwa muNyika yeChokwadi
A ganda-lesion classifier anodzosa seti {melanoma, nevus} kana usina chokwadi, zvokurudzira dermatologist wongororo panzvimbo peimwe chete yakanyanyisa kuvimbika label.
Modhi yemutengo weimba inoburitsa $310k- $365k nguva yakavimbiswa kuve nemutengo wekutengesa 90% yenguva yenhaurirano dzevatengi.
Iyo LLM yekupindura-mubvunzo sisitimu inosungira mudiki seti yemhinduro ine vimbiso yekuvhara, inomira seti hombe senyaya dzinoda kuongororwa nevanhu.
Pombi yekuongorora mushonga-chepfu inoburitsa nguva dzekufungidzira kuitira kuti vemakemikari vazive kuti ndeapi makomisheni ane fungidziro nhete maringe neasina chokwadi.
Ramangwana Rekufembera Kwakarongeka
Tsvagiridzo iri kusunda kupfuura iyo inodiwa yekutsinhana kune nguva-yakatevedzana uye inochinja-chinja kugovera, uchishandisa inochinja uye inorema conformal nzira dzinogadzirisa zvikumbaridzo pamhepo. Conditional coverage, kuvimbisa muyero unobata kuboka diki rega rega kwete kungori paavhareji, ndiwo muganho mukuru wakavhurika. Tarisira kuti akaturikidzana kuti atumire mukati meLLM mapaipi, maturusi ekuteya ekurapa, uye masisitimu anozvimiririra sezvo maregidzi ari kuwedzera kuda kurongeka, kusavimbika kunonzwisisika kwete kufanotaura.
Kuzvishandisa
Nei zvichikosha
- Mutengo uye bhajeti. Zvisarudzo zvezvivakwa zvinotyaira kuita uye mutengo wekushandisa kwemakore.
- Sarudzo dzakajeka. Dzidzo yehunyanzvi inobatsira zvikwata kusarudza murwi wakakodzera, kwete iwo mutsva chete.
- Kudzora kwemhando yepamusoro. Sarudzo dzeinjiniya dziri nani dzinoderedza zviitiko zvekuvimbika mukugadzira.
Chenjera
- Kugadzirisa imwe bhenji kunogona kuvanza yakafara system kushaya simba.
- Infrastructure uye mari yekugadzirisa inowanzotarisirwa pasi.
- Chengetedzo uye kucherechedzwa mapundu anogona kukura sezvo masisitimu anowedzera kuoma.
Matanho anotevera
- Tsanangura latency, mhando, uye mutengo zvinangwa usati waitwa.
- Benchmark pasi pechokwadi mutoro uye data mamiriro.
- Chishandiso chekutarisa zvikanganiso, kudonha, uye mushandisi maitiro.
- Gadzirira nzira dzekudzosera kumashure uye dzezviitiko usati wawedzera.
Ramba Uchiongorora
Tsamba yemahara
Tora iyo yemazuva ese AI pfupiso
Nhatu dzakasimbiswa dzeAI nyaya mangwanani ega ega pakati pevhiki, dzakanyorwa neChirungu chakajeka. Yemahara zvachose, hapana ads.
Imwe email zuva rega rega revhiki. Bvisa kunyoresa kamwe chete. Hatimbotengese kana kugovera kero yako.
Zviedze iwe pachako
Take the Conformal Prediction quiz
Mhinduro yepakarepo pamhinduro yega yega, uye chitupa chinogovaniswa chine ID inobatika kana wapedza kosi.
Tsigira dzidzo yemahara yeAI. AI Understanding ndeye 501(c)(3) isingabatsiri - hapana ads, hapana paywall, zvachose. Ita chipo
Mibvunzo inowanzo bvunzwa
What is Conformal Prediction?
Conformal kufanotaura kunoputira chero modhi kuti ibudise seti kana kupindirana kwakavimbiswa kuve nemhinduro yechokwadi ine mukana wakasarudzwa, se90%. Inoshandura fungidziro imwe chete kuita yakavimbika renji ine masvomhu yekuvhara vimbiso.
Chii chinoita conformal fungidziro nzira inobuda pane imwe label?
Conformal kufanotaura kunodzosa seti (classification) kana interval (regression) yakagadzirirwa kuve nehukoshi hwechokwadi pachiyero chakasarudzwa se90%.
Ndeipi fungidziro inotsigisa vimbiso yekuvharirwa yakajairwa?
Iyo garandi inotsamira pakuchinjana, zvichireva kuti kugovera kwakabatana hakuna kuchinjika nekugadzirisazve mapoinzi. Izvo hazvidi fungidziro nezve modhi.
Ndeipi basa reiyo calibration set?
Nonconformity zvibodzwa zvinoverengerwa pane yakabatwa-kunze calibration seti, uye quantile yavo inotaridza kuti ndeapi mavara ekubatanidza mapoinzi matsva.
Kana ukaseta alpha = 0.1, ndechipi chinyorwa chauri kunanga?
Coverage yakaenzana ne1 minus alpha, saka alpha = 0.1 inonongedza 90% kufukidzwa kweukoshi hwechokwadi.
Chii chinowanzoitika kune kufanotaura kwakaiswa kana modhi yacho isina chokwadi nezve yekuisa?
Kupinza kwakaoma kunopa mamwe mavara ane zvibodzwa zvinowira pasi pechikumbaridzo, saka maseti akakura anoratidza kusanyatsojeka.
Ramba uchidzidza
Mazano anoenderana
Mamwe madhairekitori akasarudzirwa nyaya iyi