Kediska Barashada Manhajka

Jawaabaha iyo sharraxaadaha waxay soo baxayaan markaad qaadanayso kediska.

1. What ordering does a common curriculum-learning strategy use?
   • Present examples from easier to harder according to a chosen schedule
   • Always present the most difficult example first
   • Sort examples alphabetically and never change the order
   • Use only examples that already have perfect predictions
2. Yaa ku soo bandhigay ereyga 'waxbarasho manhaj' warqad caan ah 2009?
   • Geoffrey Hinton
   • Yoshua Bengio iyo asxaabtiisa
   • Andrew Ng
   • Yann LeCun
3. Barashada is-xakamaynta, yaa go'aaminaya tusaalooyinka lagu tiriyo inay 'fudud' tahay in lagu tababaro goor hore?
   • Sharaxeeyaha bini'aadamka ayaa gacan ku calaamadiyay dhibka
   • Jadwalka qalabka
   • Qaabka laftiisa, oo ku saleysan tusaalooyinka ay leeyihiin khasaaro yar
   • Kala soocida dhibka horay loo tababaray oo gooni ah oo kaliya
4. Maxay tahay sababta barashada manhajku u caawin karto tayaynta?
   • Waxay si toos ah u kordhisaa heerka waxbarashada
   • Waxay dammaanad qaadaysaa khaladka eber
   • Waxay meesha ka saartaa baahida shaqo lumis
   • Waxay hagaajisaa ujeedooyinka hore, ka caawinta ka fogaanshaha liidata deegaanka
5. How should a team test whether an easy-to-hard curriculum helps a model?
   • Compare against a suitable baseline with the same data and compute budget
   • Assume it helps whenever the schedule has more stages
   • Measure training loss once and skip held-out evaluation
   • Compare runs that use different data and different compute
6. Waa maxay barashada 'ka-hortagga manhajka'?
   • Tababar aan wax tusaale ah lahayn haba yaraatee
   • Soo bandhigida tusaalooyin adag ka hor kuwa fudud
   • Isticmaalka kaliya xogta ansaxinta
   • Deminta faafinta dhabarka
7. Which four tasks did the 2010 self-paced learning paper report in its experiments?
   • Speech translation, protein folding, weather prediction, and music synthesis
   • Image captioning, game playing, robotics, and medical diagnosis
   • Object localization, noun-phrase coreference, motif finding, and handwritten-digit recognition
   • Clustering, sentiment analysis, machine translation, and speech diarization
8. How can a curriculum be defined reproducibly?
   • Use the word “easy” without a criterion
   • Change the test set after each epoch
   • Select only examples the model already predicts correctly
   • Specify the example difficulty measure, ordering or schedule, and comparison baseline