Mibvunzo Yekudzidza Yekharikhulamu

Mhinduro uye tsananguro zvinoonekwa paunenge uchitora bvunzo.

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. Ndiani akasuma izwi rekuti 'curriculum learning' mubepa rinozivikanwa zvikuru ra2009?
   • Geoffrey Hinton
   • Yoshua Bengio nevamwe vaaishanda navo
   • Andrew Ng
   • Yann LeCun
3. Mukudzidza kwekuzvifambira, ndiani anosarudza kuti ndeipi mienzaniso inotariswa se 'iri nyore' zvakakwana kudzidzira kutanga?
   • Mutsananguri wevanhu anonyora kuoma neruoko
   • Iyo hardware scheduler
   • Iyo modhi pachayo, zvichibva pane iyo mienzaniso ine yakaderera kurasikirwa
   • Akaparadzana akafanodzidziswa kuomerwa classifier chete
4. Sei kudzidza kwekharikhulamu kungabatsira kukwenenzvera?
   • Inowedzera mwero wekudzidza otomatiki
   • Inovimbisa zero kudzidziswa kukanganisa
   • Inobvisa kudiwa kwebasa rekurasikirwa
   • Inopfavisa zvinangwa zvekutanga, zvichibatsira kudzivirira hurombo hwemunharaunda minima
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. Chii chinonzi 'anti-curriculum' kudzidza?
   • Kudzidzira pasina mienzaniso zvachose
   • Kupa mienzaniso yakaoma isati iri nyore
   • Kushandisa data yekusimbisa chete
   • Kudzivisa backpropagation
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