Kedis-ka-barashada Wax-yar- Shot

Jawaabaha iyo sharraxaadaha waxay soo baxayaan markaad qaadanayso kediska.

1. In an N-way K-shot classification episode, what does K count?
   • The number of classes
   • Labeled support examples per class
   • All parameters in the model
   • The number of optimization epochs
2. Marka nooca luqadda weyn uu sameeyo wax-barasho-dhaqaale ah oo ku-meel-gaar ah, maxaa ku dhacaya miisaankiisa?
   • Wax yar ayaa si fiican loogu habeeyey tusaalooyinka degdega ah
   • Waxa dib loo dajiyay bar-koontarool oo hawl gaar ah
   • Iyagu isma beddelaan; Tusaalooyinka kaliya waxay sharxaan saadaasha
   • Waxaa la isku celceliyaa iyadoo la raacayo tusaale ahaan
3. Waa maxay faraqa u dhexeeya eber-shut iyo dar-dar-yar-yar?
   • Zero-shot ma bixiso tusaalooyin la shaqeeyay; dhowr-shot waxay bixisaa dhowr
   • Zero-shot waxay isticmaashaa moodel ka yar mid ka yar xabbad yar
   • Zero-shot had iyo jeer waxay u shaqeysaa si ka wanaagsan dhowr-shub
   • Eber-shot waxay u baahan tahay xogta tababarka sumadeysan halka dhowr-shubna aysan dhicin
4. How can prior learning contribute to a few-shot task?
   • It guarantees every arbitrary demonstration yields the intended rule
   • It requires copying each example as every final answer
   • It necessarily retrains all network weights during prompting
   • It can supply useful learned patterns or representations for interpreting the small support set
5. Kaas oo qeexaya habka mitirka-ku-saleysan ee dhowr-toos sida shabakad caan ah?
   • Waxay ku qortaa summadaha tusaale ahaan kaydka macluumaadka ee raadinta
   • Waxay soo saartaa tusaalooyin synthetic ilaa ay kumanaan ka yeelato
   • Waxay barbar dhigaysa muunad cusub iyo celceliska isku dhafka fasal kasta tusaalooyin yar oo ka mid ah kuwa ugu dhow
   • Waxay isticmaashaa barashada xoojinta ee jawaab celinta aadanaha
6. Dhaqtarku waxa uu ogaaday in si fudud dib u habaynta tusaalooyinka dhawr xabbadood oo degdeg ah ay beddesho saxnaanta. Maxay tani muujinaysaa?
   • Cilad hardware gudaha GPU
   • Wax qabadkaas dhawr-tooska ah waxa uu noqon karaa mid xasaasi u ah tusaale ahaan habaynta iyo qaabaynta
   • In moodelku uu ku habboon yahay habka tijaabada
   • Xabad eber ah waxay noqonaysaa mid aan macquul ahayn
7. A class has embedded support points (0,0) and (2,0). What arithmetic-mean prototype does the stated prototypical method form?
   • (2,0)
   • (0,2)
   • (2,2)
   • (1,0)
8. Which distinction defines support and query roles in the original prototypical-network episode?
   • Support labels construct class prototypes; separate query items evaluate classification
   • Query labels must be copied into every support prototype
   • Support items contain no labels by definition
   • The two sets must always contain exactly the same sampled examples