Kedis ku xidhan hagaha · Dhexdhexaad Heerka

Kediska Barashada Hawsha Badan

Wuxuu hubiyaa wadaagista hawl adag oo jilicsan, ujeedooyinka miisaanka leh, wareejinta taban iyo hababka loo maareeyo hawlo is khilaafaya.

Wadooyinka haga ee la xidhiidhaBarashada Hawsha Badan
Su'aal 1 ee 8

How is a multi-task learning model set up during training?

Horudhac su'aal kasta8 su'aalo

Jawaabaha iyo sharraxaadaha waxay soo baxayaan markaad qaadanayso kediska.

  1. How is a multi-task learning model set up during training?
    • Tababarka hal qaab oo ku saabsan dhowr hawlood oo la xidhiidha oo leh matalo la wadaago
    • Tababar nooc gaar ah hawl kasta
    • Isticmaalka kaliya xogta aan summadd lahayn ee hal hawl
    • Ka saarida dhammaan lakabyada qarsoon ee shabakada
  2. Shabakadda MTL ee wadaagga adag ee caadiga ah, maxaa la wadaagaa maxaase kala duwan?
    • Wax kastaa waa u kala gooni ah hawl kasta
    • Laf-dhabar la wadaago oo leh madax-wax-soo-saar shaqo-gaar ah
    • Kaliya shaqada khasaaraha ayaa la wadaagaa
    • Kaliya xogta gelinta, marna lakabyada
  3. Maxay tahay sababta barashada hawlo badan ay u hagaajin karto guud?
    • Waxay meesha ka saaraysaa baahida xog kasta
    • Waxay dammaanad qaadaysaa khaladka eber
    • Calaamadaha hawlaha la xidhiidha waxay habeeyaan matalaadda la wadaago waxayna yareeyaan ku-habboonaanta
    • Waxay meesha ka saaraysaa baahida loo qabo madax hawl gaar ah
  4. Waa maxay 'wareejinta taban' ee barashada hawlo badan?
    • Marka lagu daro hawlaha waxay dedejisaa tababarka
    • Marka moodalku leeyahay cabbirro aad u yar
    • Marka dhammaan hawluhu wadaagaan calaamado isku mid ah
    • Marka hal shaqo barashadiisu ay dhaawacdo waxqabadka mid kale iyadoo ay ugu wacan tahay calaamado iska soo horjeeda
  5. Sidee buu khasaaraha guud sida caadiga ah ku samaysma barashada hawlo badan?
    • Sida wadarta miisaanka leh ee khasaaraha hawsha shakhsi ahaaneed
    • Adigoo qaadanaya kaliya khasaaraha ugu weyn ee shaqada
    • Adigoo iska indha tiray dhammaan hal hawl mooyaane
    • Iyadoo la isku dhufto khasaaraha
  6. Waa maxay sababta moodooyinka luqadda waaweyn loogu tixgaliyo hawlo badan oo asal ahaan ah?
    • Waxay qaban karaan hal hawl oo go'an oo keliya
    • Shabakad keli ah ayaa gacanta ku haysa tarjumaada, soo koobida, codaynta, iyo Q&A
    • Waxay u isticmaalaan nooc ka duwan mid kasta oo degdeg ah
    • Weligood ma wadaagaan halbeegyada guud ahaan hawlaha
  7. In soft parameter sharing, how are task models usually related?
    • They use one identical model with no task-specific outputs
    • They share no information and cannot exchange features
    • They keep separate parameters but add a constraint or penalty encouraging similarity
    • They share only the training labels
  8. What does PCGrad do when two task gradients conflict?
    • It discards every task except the largest one
    • It changes the task labels
    • It replaces the shared backbone with separate datasets
    • It projects away conflicting gradient components before combining updates