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PROFESSIONAL-MACHINE-LEARNING-ENGINEER · Question #129
You are building a TensorFlow model for a financial institution that predicts the impact of consumer spending on inflation globally. Due to the size and nature of the data, your model is long-running
The correct answer is D. A Vertex AI Workbench user-managed notebooks instance running on an n1-standard-16 with a. You have built frequent checkpointing into the training process / minimize cost -> preemptible.
Submitted by anjalisingh· Apr 18, 2026ML pipeline operationalization
Question
You are building a TensorFlow model for a financial institution that predicts the impact of consumer spending on inflation globally. Due to the size and nature of the data, your model is long-running across all types of hardware, and you have built frequent checkpointing into the training process. Your organization has asked you to minimize cost. What hardware should you choose?
Options
- AA Vertex AI Workbench user-managed notebooks instance running on an n1-standard-16 with 4
- BA Vertex AI Workbench user-managed notebooks instance running on an n1-standard-16 with an
- CA Vertex AI Workbench user-managed notebooks instance running on an n1-standard-16 with a
- DA Vertex AI Workbench user-managed notebooks instance running on an n1-standard-16 with a
How the community answered
(56 responses)- A14% (8)
- B4% (2)
- C5% (3)
- D77% (43)
Explanation
You have built frequent checkpointing into the training process / minimize cost -> preemptible.
Topics
#ML hardware selection#Cost optimization#TensorFlow training#Vertex AI Workbench
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