Kubeflow ak ML

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

1. Ban platform la Kubeflow di doxalee ci jàngu masin?
   • Apache hadoop
   • Cluster Slurm bu amul wen
   • Kubernet
   • Benn masin virtuel
2. Ci Kubeflow Pipelines, naka lañuy faral di defaree jéego bu nekk ci def-liggéey bi?
   • Ni komposant buñ defaree conteneur buy daw ci biir benn pod
   • Ni doxalin buñ denc ci benn base de done
   • Ni fonction bu amul serwër ci CDN
   • Ni benn mbind bu monolitik
3. Ban jumtukaay la gasoduc Kubeflow di jëfandikoo ngir fësal njub ak dependence yi ci jéego yi?
   • Limu plat buñ def ci kaw ba ci suuf
   • ab bouclage d'événement circulaire
   • Xeetu lëkkaloo
   • Graaf asiklik buñ jubal (DAG)
4. Ban paccu Kubeflow mooñ jagleel ajustement hiperparametre otomatik?
   • KSerwiis
   • Katib
   • Minio
   • Argo
5. Ak KFP caching bi tàmbali, lu tax ñu mëna jëfandikoowaat ab resultaa komponent bu njëkk?
   • A matching eligible execution already has cached outputs
   • KFP never executes a component more than once
   • KFP ignores every input change
   • KFP randomly chooses which pods to skip
6. Ban lëf ci Kubeflow lañuy njëkka jëfandikoo ngir joxe model yuñ tàggat ngir jël ay doggal?
   • Katib
   • Serveur portable
   • CD Argo
   • KSerwiis
7. A team adopts KFP v2. What does the normal compiler output represent?
   • A trained model checkpoint
   • A PipelineSpec serialized as Intermediate Representation YAML
   • A universal Argo Workflows specification for every KFP version
   • A SQL query plan for the artifact database
8. A Kubeflow step reads a file overwritten at an unchanged URI. Why might its cache need to be disabled or the input version changed?
   • Kubernetes forbids external files
   • Every pipeline input is automatically content-hashed
   • The tracked input can stay the same while the file’s contents change
   • Caching always reruns components on every request