Kedis ku xidhan hagaha · Dhexdhexaad Heerka

Shabakadda Waddooyinka oo ka bood Kediska Xiriirinta

Tijaabi dariiqyada gaaban ee daboolan iyo haraaga, xadka socodka qulqulka, LSTM dhiirigelinta, is beddelka iyo isticmaalka U-Net, iyo habdhaqanka albaabka eber-ka-horjeedka-hal.

Wadooyinka haga ee la xidhiidhaShabakadaha Jidadka Wayn Oo Ka Gudbi Isku-xidhka
Su'aal 1 ee 8

A very deep network struggles with optimization. What can a skip path provide?

Horudhac su'aal kasta8 su'aalo

Jawaabaha iyo sharraxaadaha waxay soo baxayaan markaad qaadanayso kediska.

  1. A very deep network struggles with optimization. What can a skip path provide?
    • A guarantee of perfect gradients at every depth
    • A more direct signal and gradient route that can ease training
    • A proof that more layers always improve accuracy
    • A replacement for the loss function
  2. Muxuu xisaabiyaa block-ka haraaga aasaasiga ah?
    • wax soo saarka = F(x) lagu dhufto x
    • wax soo saarka = x waxaa loo qaybiyay F(x)
    • wax soo saarka = ugu badnaan F(x) iyo x
    • wax soo saarka = F(x) lagu daray x, halka x ay tahay habka gaabsan
  3. Maxaa dhiirigeliyay habka albaabbada ee shabakadaha waddooyinka?
    • Albaabada LSTM ee shabakadaha soo noqnoqda
    • Isku-dubarid kacaan ah
    • Dufcaddii caadiga ahayd
    • Ka saarida
  4. Shabakadda waddo-weyn, muxuu koontaroolayaa albaabka T(x) beddelka?
    • Heerka wax-barashada ee hagaajinta
    • Cabbirka sawirka wax soo saarka
    • Intee in le'eg oo ka mid ah gelinta ayaa loo beddelay si toos ah loo dhex maro
    • Tirada lakabyada shabakada
  5. Qaab dhismeedka casriga ah keebaa ku tiirsan isku xirka hadhaaga ee ku wareegsan sahayayaasheeda?
    • K-macnaheedu waa kooxaysi
    • Geedka go'aanka
    • Dib u noqoshada toosan
    • Transformer-ka
  6. Sidee U-Net u booddaa isku xirka si gaar ah ayey u caawisaa kala qaybinta?
    • Waxay tirtiraan cod-bixiyaha gabi ahaanba
    • Waxay u gudbiyaan tafaasiisha goobta wanaagsan ee cod-bixiyaha una gudbiya codeeyaha
    • Waxay u rogaan sawirka qoraal
    • Waxay yareeyaan tirada fasallada wax-soo-saarka hal
  7. In y = F(x)T(x) + x(1-T(x)), what remains when T(x)=0?
    • Only F(x)
    • The sum 2x
    • The carried input x
    • A mandatory zero output
  8. For the same coupled-gate highway form, what remains when T(x)=1?
    • The transformed value F(x)
    • Only the original x
    • F(x) plus x
    • An automatically normalized x