Apache Airflow ngir ML

Sooy def quiz bi, tontu yi ak leeral yi dañuy feeñ.

1. Ci Apache Airflow, lan mooy abstraksioŋ bu mag bi ñuy jëfandikoo ngir fësal ab def-liggéey?
   • Manifest YAML
   • ab gis-gis SQL
   • DAG (Graaf asiklik buñ teg) ñu bind ko ci Python
   • Kaye Jupyter
2. Ban cër la Airflow gëna bari luñu koy def ci gasoduc ML?
   • Dafay orkestre ak waajal liggéey yiy dox ci yeneen sistem
   • Dafay tàggat ay xeetu jàng yu xóot ci kaw GPU yi
   • Dafay denc vecteur yu am solo ci mémoire bi
   • Dafay joxe xeetu xam-xam ci kaw HTTP
3. Ban construct Airflow lañuy jëfandikoo ngir xaar ab anam bu bawoo ci biti, lu melni fichier buy yegsi ci dencukaay bi?
   • ab variable
   • Pool lëkkaloo
   • Makro
   • ab kaptër
4. Lan lay may nga def ci Airflow?
   • efaase DAG yu yàgg yi ba fàww
   • Doxal ab DAG ci ay bis yu weesu ngir defaraat ay done yu njëkk
   • Encrypter base de done
   • Desactivate scheduler bi ci diir bu gàtt
5. Which Airflow component determines when eligible task instances should be scheduled?
   • Organisatër bi
   • The graph view in the web UI
   • A model’s feature encoder
   • The artifact file itself
6. Luy 'programming bu xam done' biñ dugal ci Airflow yu bees yi?
   • Encrypter bépp done bu jaar ci diggante liggéey yi
   • Etiketu done tàggat yaram ci saasi
   • Wàññi limu GPU yi ci liggéey bu nekk
   • Dekki DAGs suñu yeesal ab done moo gën ñu koy yeesal ci ab montuer bu takku
7. An Airflow cleanup task must run after upstream tasks finish even if one fails. Which setting controls this behavior?
   • The number of model layers
   • The cleanup task’s trigger rule
   • The feature normalization method
   • The UI theme selected for the DAG
8. A team backfills three months of ML feature data in Airflow. What makes repeating an interrupted task safer?
   • Appending duplicate outputs each time it retries
   • Ignoring the run’s historical date
   • An idempotent operation with the correct historical inputs
   • Changing the training labels on every retry