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Exam NCA-AIIO Topic 2 Question 28 Discussion

Actual exam question for NVIDIA's NCA-AIIO exam
Question #: 28
Topic #: 2
Which two software components are directly involved in the life cycle of AI development and deployment, particularly in model training and model serving? (Select two)

Suggested Answer: B,E Vote an answer

MLflow (B) and Kubeflow (E) are directly involved in the AI development and deployment life cycle, particularly for model training and serving. MLflow is an open-source platform for managing the ML lifecycle, including experiment tracking, model training, and deployment, often used with NVIDIA GPUs.
Kubeflow is a Kubernetes-native toolkit for orchestrating AI workflows, supporting training (e.g., via TFJob) and serving (e.g., with Triton), as noted in NVIDIA's "DeepOps" and "AI Infrastructure and Operations Fundamentals." Prometheus (A) is for monitoring, not AI lifecycle tasks. Airflow (C) manages workflows but isn't AI- specific. Apache Spark (D) processes data but isn't focused on model serving. NVIDIA's ecosystem integrates MLflow and Kubeflow for AI workflows.

by Abraham at Feb 06, 2026, 09:35 AM

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