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1. The data scientists report that their Kubernetes-based data preparation jobs are failing. The pods are stuck in a 'Pending' state.
An MLOps engineer runs 'kubectl describe pvc data-prep-pvc-01' and sees the following event:
Type Reason Age From Message
- - - -
Warning ProvisioningFailed 2m15s trident-orchestrator-7b... failed to provision volume with StorageClass "bronze-tier": backend unavailable: no healthy backend with satisfying attributes for storage class "bronze-tier" The engineer checks the Trident backend configurations and finds no backend associated with the "bronze-tier" StorageClass.
What is the root cause of the failure?
A) The data preparation pods do not have the correct security permissions.
B) The PersistentVolumeClaim is referencing a StorageClass that has no configured or healthy Trident backend to provision storage from.
C) The Kubernetes scheduler is unable to find a node with enough resources for the pods.
D) The StorageGRID data lake is offline, preventing the creation of new volumes.
2. A data scientist needs to test a new data normalization technique. To do this, they require an isolated, writable copy of a 50 TB curated simulation dataset that resides on the NetApp ASA system. The operation must be completed as quickly as possible and consume minimal additional storage space. Which NetApp technology is the most appropriate solution for this requirement?
A) NetApp SnapMirror
B) NetApp XCP
C) NetApp FlexClone
D) NetApp FabricPool
3. A robotics company is developing a control system for an autonomous warehouse drone. The drone must learn to navigate complex environments to pick up packages. The development team has created a physics-based simulation where the drone can attempt the task millions of times.
The drone receives a positive reward for successfully retrieving a package and a negative penalty for collisions. Which type of machine learning algorithm is being used in this scenario?
A) Generative learning
B) Unsupervised learning
C) Reinforcement learning
D) Supervised learning
4. An AI architect is planning the resource allocation for a new project. The primary task is to process millions of unlabeled customer reviews to identify naturally occurring groups or themes without any prior guidance.
The project requirements are summarized below:
Task: Discover hidden patterns in text data
Input_Data: 10 million unlabeled text reviews
Output: Clustered groups of related reviews
Supervision: None
Which type of machine learning algorithm is required for this task?
A) Unsupervised learning
B) Reinforcement learning
C) Supervised learning
D) Predictive learning
5. Due to the success of the "Advisor Assistant," the number of concurrent users is expected to double in the next quarter. The existing Kubernetes cluster is running at 80% of its GPU capacity during peak hours. The architect must propose a plan to scale the compute infrastructure to handle the increased load.
Which two strategies represent the most effective and scalable solutions? (Choose 2.)
A) Configure the Kubernetes Cluster Autoscaler to automatically add new nodes to the cluster from a predefined node pool when GPU demand exceeds current capacity.
B) Horizontally scale the cluster by adding new GPU-equipped nodes.
C) Replace all existing GPUs with the next-generation model to increase the performance of each node.
D) Vertically scale the existing nodes by adding more RAM and CPU cores to each one.
E) Manually deploy all new application replicas to a single, new, very large "super-node".
Solutions:
| Question # 1 Answer: B | Question # 2 Answer: C | Question # 3 Answer: C | Question # 4 Answer: A | Question # 5 Answer: A,B |
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