Overview
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.
Conformal Prediction inyanzvi yekuvaka inobata mhando yemhando, mutengo wezvivakwa, latency, uye kuvimbika pachiyero.
Deep Dive
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.
Technical Insight
Chinhu chikuru chekunyengera ndechekuchinjana pamwe nequantile. Ne n calibration zvibodzwa, chikumbaridzo ndicho sirin'i ye(n+1)(1-alpha)/n quantile yezvibodzwa izvozvo. Nekuti zvibodzwa zvepoinzi nyowani zvinokwanisika kumhara pane chero chinzvimbo pakati pezvibodzwa zvekuyeresa, mukana wainodarika chikumbaridzo uri paalpha zhinji. Iyo nharo haidi fungidziro nezve modhi kana kugovera data, chete kuti mapoinzi anochinjika mukurongeka.
Kubata 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. Conformal Prediction inyanzvi yekuvaka inobata mhando yemhando, mutengo wezvivakwa, latency, uye kuvimbika pachiyero. Kuvaka kunzwisisa kwakadzama, bata Conformal Prediction semuenzaniso wekushandisa, kwete chinhu chimwe chete: tsanangura zvaunoda, tsanangura fungidziro, uye patsanura izvo zvingaitwe nehurongwa nekuvimbika kubva kune zvichiri kuda kutonga kwenyanzvi.
Mukuita, zvikwata zvakasimba zvinoshandisa Conformal Prediction inogadzirisa zvivakwa, data, uye sarudzo dzezvivakwa zvinopesana nekuvimbika uye mutengo. Ivo vanonyora zvakajeka maitiro ebudiriro, bvunzo vachipokana ne data rechokwadi uye mafambiro ebasa, uye iterate zvichibva pane zvakacherechedzwa maitiro ekutadza kwete kuhwina-nguva imwe chete yebhenji. Apa ndipo apo kunzwisisa kwe theoretical kunoshanduka kuve kugona kwakasimba pane chigadzirwa, mutemo, uye mashandiro.
Zvisarudzo zvezvivakwa zvinotyaira kuita uye mutengo wekushandisa kwemakore. Panguva imwecheteyo, Kukwirisa imwe bhenji kunogona kuvanza yakafara system kushaya simba. Nzira yakatsiga ndeyekubatanidza kukurumidza kuyedza nekutonga: mhanyisa vatyairi vendege, tora humbowo, buritsa matanda esarudzo, uye urambe uchivandudza chengetedzo semaitiro emuenzaniso, zvinotarisirwa nemushandisi, uye zvinodikanwa zvekutonga.
Strategic Impact
Zvisarudzo zvezvivakwa zvinotyaira kuita uye mutengo wekushandisa kwemakore.
Zvisarudzo zvezvivakwa zvinotyaira kuita uye mutengo wekushandisa kwemakore. Mukutumirwa kwemhando yepamusoro, izvi zvinoshandurirwa kuita mitemo inoyerwa yekushanda, miganhu yevaridzi, uye tsika dzekudzokorora dzinodzokororwa kuitira kuti zvikwata zvikwire kuvimba pane kukwidza kusajeka.
Dzidzo yehunyanzvi inobatsira zvikwata kusarudza murwi wakakodzera, kwete iwo mutsva chete.
Dzidzo yehunyanzvi inobatsira zvikwata kusarudza murwi wakakodzera, kwete iwo mutsva chete. Mukutumirwa kwemhando yepamusoro, izvi zvinoshandurirwa kuita mitemo inoyerwa yekushanda, miganhu yevaridzi, uye tsika dzekudzokorora dzinodzokororwa kuitira kuti zvikwata zvikwire kuvimba pane kukwidza kusajeka.
Sarudzo dzeinjiniya dziri nani dzinoderedza zviitiko zvekuvimbika mukugadzira.
Sarudzo dzeinjiniya dziri nani dzinoderedza zviitiko zvekuvimbika mukugadzira. Mukutumirwa kwemhando yepamusoro, izvi zvinoshandurirwa kuita mitemo inoyerwa yekushanda, miganhu yevaridzi, uye tsika dzekudzokorora dzinodzokororwa kuitira kuti zvikwata zvikwire kuvimba pane kukwidza kusajeka.
Real-World Implementation
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.
Maitiro Ekuita
Conformal Prediction mukuita
A ganda-lesion classifier anodzosa seti {melanoma, nevus} kana usina chokwadi, zvokurudzira dermatologist wongororo panzvimbo peimwe chete yakanyanyisa kuvimbika label.
Mudzidzi weganda-ganda anodzosa seti {melanoma, nevus} kana usina chokwadi, zvichikurudzira dermatologist wongororo panzvimbo peimwe chete yakanyanyisa kuvimbika label Matimu anowanzo kuwana mibairo iri nani kana achinge atsanangura emhando yepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi emupendero, uye kuteedzera zvese zvakawanikwa pakubereka uye mutengo wekukanganisa nekufamba kwenguva.
Conformal Prediction mukuita
Modhi yemutengo weimba inoburitsa $310k- $365k nguva yakavimbiswa kuve nemutengo wekutengesa 90% yenguva yenhaurirano dzevatengi.
Modhi yemutengo weimba inoburitsa $310k- $365k yakavimbiswa kuve nemutengo wekutengesa 90% yenguva yekukurukurirana kwevatengi Matimu anowanzo kuwana mhedzisiro iri nani kana achinge atsanangura hunhu hwepamberi, chengetedza nzira yekukwira kwevanhu yemakesi ekumucheto, uye kuteedzera zvese zvakawanikwa zvechigadzirwa uye kukanganisa mutengo nekufamba kwenguva.
Conformal Prediction mukuita
Iyo LLM yekupindura-mubvunzo sisitimu inosungira mudiki seti yemhinduro ine vimbiso yekuvhara, inomira seti hombe senyaya dzinoda kuongororwa nevanhu.
Iyo LLM yekupindura-mubvunzo sisitimu inosungira mudiki seti yemhinduro dzine vimbiso yekuvhara, inomira seti hombe senyaya dzinoda kuongororwa kwevanhu Matimu anowanzo kuwana mhedzisiro iri nani kana achinge atsanangura zvikumbaridzo zvemhando yepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi emupendero, uye kuteedzera zvese zvakawanikwa zvechigadzirwa uye kukanganisa mutengo nekufamba kwenguva.
Conformal Prediction mukuita
Pombi yekuongorora mushonga-chepfu inoburitsa nguva dzekufungidzira kuitira kuti vemakemikari vazive kuti ndeapi makomisheni ane fungidziro nhete maringe neasina chokwadi.
Pombi yekuongorora mushonga-chepfu inoburitsa nguva yekufungidzira kuitira kuti vemakemikari vazive kuti ndeapi makomisheni ane fungidziro yakatetepa maringe neasina chokwadi Matimu anowanzo kuwana mhedzisiro iri nani kana achinge atsanangura hunhu hwepamberi, chengetedza nzira yekukwira kwevanhu yemakesi emupendero, uye kuteedzera zvese zvakawanikwa zvechigadzirwa nemitengo yekukanganisa nekufamba kwenguva.
Njodzi & Guardrails
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.
Implementation Roadmap
Tsanangura latency, mhando, uye mutengo zvinangwa usati waitwa.
Tsanangura latency, mhando, uye mutengo zvinangwa usati waitwa. Bata nhanho yega yega segedhi rehumbowo: kana maitiro asina kusangana, imbomira kuburitsa, vhara gaka, uye wobva wawedzera kushandiswa.
Benchmark pasi pechokwadi mutoro uye data mamiriro.
Benchmark pasi pechokwadi mutoro uye data mamiriro. Bata nhanho yega yega segedhi rehumbowo: kana maitiro asina kusangana, imbomira kuburitsa, vhara gaka, uye wobva wawedzera kushandiswa.
Chishandiso chekutarisa zvikanganiso, kudonha, uye mushandisi maitiro.
Chishandiso chekutarisa zvikanganiso, kudonha, uye mushandisi maitiro. Bata nhanho yega yega segedhi rehumbowo: kana maitiro asina kusangana, imbomira kuburitsa, vhara gaka, uye wobva wawedzera kushandiswa.
Gadzirira nzira dzekudzosera kumashure uye dzezviitiko usati wawedzera.
Gadzirira nzira dzekudzosera kumashure uye dzezviitiko usati wawedzera. Bata nhanho yega yega segedhi rehumbowo: kana maitiro asina kusangana, imbomira kuburitsa, vhara gaka, uye wobva wawedzera kushandiswa.