C_AIG_2412 · Question #22
How do resource groups in SAP AI Core improve the management of machine learning workloads? Note: There are 2 correct answers to this question.
The correct answer is A. They ensure workload separation for different tenants or departments. D. They provide isolation for datasets and Al artifacts. Resource groups in SAP AI Core act as logical partitions within a tenant, serving two key purposes that make A and D correct: they separate workloads between different teams, departments, or customers (A), and they isolate the datasets, models, and AI artifacts associated with…
Question
How do resource groups in SAP AI Core improve the management of machine learning workloads? Note: There are 2 correct answers to this question.
Options
- AThey ensure workload separation for different tenants or departments.
- BThey enhance pipeline execution speeds through workload distribution.
- CThey enable simultaneous orchestration of Kubernetes clusters.
- DThey provide isolation for datasets and Al artifacts.
How the community answered
(49 responses)- A73% (36)
- B8% (4)
- C18% (9)
Explanation
Resource groups in SAP AI Core act as logical partitions within a tenant, serving two key purposes that make A and D correct: they separate workloads between different teams, departments, or customers (A), and they isolate the datasets, models, and AI artifacts associated with those workloads so they don't interfere with each other (D). Together, these two functions address both the compute and data sides of multi-tenant ML management.
Why B is wrong: Resource groups don't accelerate pipeline execution or distribute load for performance gains - they're an organizational/isolation construct, not a scheduling or load-balancing mechanism.
Why C is wrong: SAP AI Core manages a single underlying Kubernetes infrastructure; resource groups don't enable orchestration of multiple Kubernetes clusters simultaneously - that conflates resource groups with a different infrastructure concept.
Memory tip: Think of resource groups like apartments in a building - each tenant gets their own space (isolation = D) and can't walk into a neighbor's unit (separation = A). Speed and multi-cluster management are landlord-level concerns, not apartment features.
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