Saadaasha waafaqsan
Saadaasha iswaafajinta ah waxay duubtaa nooc kasta si ay u soo saarto go'an ama dhexda taas oo la dammaanad qaaday inay ka kooban tahay jawaabta runta ah oo leh ixtimaalka la doortay, sida 90%.
Dulmar
It turns a single guess into a trustworthy range with a mathematical coverage promise.
quusid qoto dheer
Moodooyinka badankoodu waxay ku siinayaan saadaalin dhibic ama dhibco softmax oo u eg kalsooni laakiin inta badan maaha. Saadaasha ku haboon ayaa hagaajinaysa tan. Waxaad qaadataa moodal tababaran, waxaad dhalisaa sida 'qaiib' tusaale kastaa u isticmaalayo cabbir aan waafaqsanayn (tusaale, khaladka ama hal laga jaray ixtimaalka la saadaaliyay), oo ku xisaabi buundooyinkaas jaangooyooyin la qabtay. Si aad u saadaaliso dhibco cusub, waxaad ku dartaa calaamad kasta oo dhibcaheeda aan waafaqsanayn ay ka xun tahay qiyaastii boqolkiiba 90 ee buundooyinka isbarbardhigga. Natiijadu waa saadaasha go'an, laga yaabee dhowr calaamadood oo kala soocida ama u dhexeeya dib u noqoshada. Damaanad qaadka ciwaanka waa lacag la'aan qaybin: ilaa inta xogtaadu tahay mid la isweydaarsan karo, setku wuxuu daboolayaa qiimaha dhabta ah ee heerka la doortay, iyada oo aan loo eegin nooca hoose ee aad isticmaashay.
Aragtida Farsamada
Khiyaamada xudunta u ah waa isdhaafsiga iyo tirada. Marka la eego buundooyinka cabbirka, heerku waa saqafka (n+1)(1-alpha)/n tirada buundooyinkaas. Sababtoo ah buundada cusub waxay si isku mid ah ugu dhowdahay inay ku degto darajo kasta oo ka mid ah buundooyinka isbarbardhigga, itimaalka ay ka badan tahay heerka ugu badnaan alfa. Dooddaasi uma baahna malo-awaal ku saabsan qaabka ama qaybinta xogta, kaliya in qodobbada la isku beddelo sida ay u kala horreeyaan.
Saamaynta Istiraatijiyadeed
Qiimaha iyo miisaaniyada
Go'aamada qaab-dhismeedku waxay horseedaan waxqabadka iyo kharashka hawlgalka sannadaha.
Go'aamo cad
Waxbarashada farsamada waxay ka caawisaa kooxaha inay doortaan xidhmo sax ah, ma aha oo kaliya kan ugu cusub.
Xakamaynta tayada
Doorashooyinka injineernimada ee wanaagsan waxay yareeyaan shilalka la isku halleyn karo ee wax soo saarka.
Mustaqbalka Saadaasha waafaqsan
Cilmi-baadhistu waxay dhaaftay shuruudii wax-is-weydaarsiga ee taxanaha-waqtiga iyo beddelka qaybinta, iyadoo la adeegsanayo hababka la-qabsiga iyo miisaanka leh ee habeeya heerarka internetka. Daboolida shuruuda ah, dammaanad qaadida heerka ay haystaan koox-hoosaad kasta halkii ay ka ahaan lahaayeen celcelis ahaan, waa soohdin weyn oo furan. Filo lakabyo waafaqsan in lagu soo raro gudaha dhuumaha LLM, aaladaha kala soocida caafimaadka, iyo nidaamyada ismaamulka iyadoo nidaamiyayaashu ay si isa soo taraysa u dalbanayaan hubanti la'aan la hubin karo halkii ay ka ahaan lahaayeen saadaasha qaawan.
Dhaqangelinta Adduunka-dhabta ah
Kala soocida dhaawaca maqaarka ayaa soo celisa {melanoma, nevus} marka aan la hubin, taasoo keeneysa dib u eegis dhakhtarka maqaarka halkii laga heli lahaa hal calaamad oo kalsooni badan.
Qaabka qiimaha gurigu waxa uu soo saaraa $310k-$365k dhexda u dhexaysa oo dammaanad qaadaysa in uu ka koobnaado qiimaha iibka 90% wakhtiga gorgortanka iibsadaha.
Nidaamka su'aalaha-jawaab-celinta LLM waxa uu ku lifaaqaa musharrax yar oo jawaabo ah oo wata dammaanad caymis ah, isaga oo calaamadinaya qaybo waaweyn sida kiisas u baahan dib u eegis aadanaha.
Dhuumaha baaritaanka sunta-daroogadu waxay soo saaraan saadaasha muddooyin kala duwan si ay farmashiistaha u ogaadaan xeryahooda leh qiyaaso cidhiidhi ah oo la isku halleyn karo iyo kuwa aan la hubin.
Khatarta & Dariiqyada Ilaalada
Hagaajinta hal bartilmaameed waxay qarin kartaa daciifnimada nidaamka ballaaran.
Kaabayaasha dhaqaalaha iyo dayactirka inta badan waa la dhayalsadaa.
Nabadgelyada iyo daldaloolada u fiirsashada ayaa kori kara marka nidaamyadu noqdaan kuwo aad u adag.
Qorshe Hawleedka Dhaqangelinta
Qeex daahida, tayada, iyo bartilmaameedyada qiimaha ka hor inta aan la hirgelin.
Benchmark marka la eego culeyska dhabta ah iyo xaaladaha xogta.
La socodka qalabka khaladaadka, leexashada, iyo saamaynta isticmaalaha.
U diyaari dib-u-noqoshada iyo dariiqyada jawaab-celinta dhacdada ka hor inta aanad miisaan.
Sii wad Sahaminta
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Hagaha xiga
Qulqulka mala awaalka ah iyo Saadaasha Token-badan
Su'aalaha soo noqnoqda
What is Conformal Prediction?
Saadaasha iswaafajinta ah waxay duubtaa nooc kasta si ay u soo saarto go'an ama dhexda taas oo la dammaanad qaaday inay ka kooban tahay jawaabta runta ah oo leh ixtimaalka la doortay, sida 90%. Waxa ay hal malo-awaal u beddeshaa tiro la aamini karo oo leh ballan dabooli xisaabeed.
Maxaa soo saaraya habka saadaasha waafaqsan halkii hal summad?
Saadaasha ku habboon waxay soo celisaa go'an (kala-saar) ama dhex-dhexaad (dib u noqosho) loogu talagalay inay ku jirto qiimaha dhabta ah ee la doortay sida 90%.
Male-awaalkee ayaa xoojinaya dammaanadda caymiska caadiga ah?
Dammaanad qaadku wuxuu ku tiirsan yahay is-weydaarsiga, taasoo la micno ah qaybinta wadajirka ah ee aan isbeddelin iyadoo dib loo habeynayo dhibcaha. Uma baahnid wax male ah oo ku saabsan qaabka.
Waa maxay doorka jaangooynta?
Dhibcaha aan ku habboonayn waxaa lagu xisaabiyaa jaangooyooyinka la qabtay, iyo tirooyinkooda ayaa go'aamiya calaamadaha lagu dari karo dhibcaha cusub.
Haddii aad dejiso alfa = 0.1, caymiskee ayaad beegsanaysaa?
Daboolashadu waxay la mid tahay 1 alfa laga jaray, markaa alfa = 0.1 waxay beegsanaysaa 90% daboolida qiimaha runta ah.
Maxaa caadi ahaan ku dhacaya saadaasha la dejiyay marka moodelku aanu aad u hubin wax gelinta?
Wax gelinta adag waxay soo saartaa calaamado badan oo dhibcohoodu hoos yimaadaan heerka ugu hooseeya, sidaas darteed jaangooyooyinka waaweyni waxay muujinayaan hubanti la'aan weyn.