Kediska Bilowga Miisaanka

Jawaabaha iyo sharraxaadaha waxay soo baxayaan markaad qaadanayso kediska.

1. Waa maxay sababta dhammaan miisaanka oo dhan eber loogu dhigay khalad dilaa ah?
   • Dhammaan dareemayaasha dareemayaasha waxay helayaan jaangooyooyin isku mid ah oo weligood ma kala soocaan (symmetry ma jabna)
   • Waxay ka dhigtaa tababarka mid degdeg ah
   • Waxay keentaa in khasaaruhu noqdo mid xun
   • Waxay isticmaashaa xusuusta aad u badan
2. He (Kaiming) bilawga si gaar ah ayaa loogu talagalay shaqada hawlgelinta?
   • Sigmoid
   • ReLU
   • Tanh
   • Softmax
3. Waa maxay hadafka ugu weyn ee qorshayaasha bilowga miisaanka mabda'a leh?
   • Si aad miisaanka oo dhan u siman yihiin
   • Si loo dhigo miisaan kasta hal
   • Si aad u ilaaliso kala duwanaanshiyaha hawlgelinta iyo jaangooyooyinka qiyaas ahaan joogto ah ee lakabyada
   • Si meesha looga saaro baahida xogta
4. Xavier (Glorot) bilawga ugu fiican ayaa ku habboon shabakadaha isticmaalaya firfircoonidee?
   • ReLU iyo kala duwanaanshaheeda
   • Dhaqdhaqaaq toos ah oo kaliya
   • Wax hawlgelin ah haba yaraatee
   • Tanh iyo sigmoid
5. Waa maxay sababta uu bilaabista u isticmaalo kala duwanaanshiyaha 2 / fan_in halkii uu ka isticmaali lahaa 1 / fan_in?
   • Si loo magdhabo dejinta ReLU ku dhawaad kala badh ka mid ah agabkeeda ilaa eber
   • Si miisaanku u weynaado sabab la'aan
   • Si loo yareeyo tirada xuduudaha
   • Si loo waafajiyo cabbirka dufcadda
6. Sidee eexda caadi ahaan loo bilaabaa marka miisaanka si aan kala sooc lahayn loo bilaabo?
   • Si aad u qiimayso togan
   • Si eber ah, maadaama summeeyaha uu horeba u jabiyay miisaannada aan tooska ahayn
   • Si la mid ah heerka waxbarashada
   • Si loo qiimeeyo bakhtiyaanasiibka ka weyn miisaanka
7. Under Xavier initialization, which quantities determine the weight variance in the guide’s formula?
   • The number of training epochs and batch size
   • The output class count alone
   • Fan-in and fan-out
   • The activation’s test accuracy
8. For a ReLU layer with fan-in 64, what variance does the He formula 2/fan_in specify?
   • 1/64
   • 1/16
   • 2/64 squared
   • 1/32