PROFESSIONAL-MACHINE-LEARNING-ENGINEER · Question #112
PROFESSIONAL-MACHINE-LEARNING-ENGINEER Question #112: Real Exam Question with Answer & Explanation
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Question
You are developing an ML model intended to classify whether X-ray images indicate bone fracture risk. You have trained a ResNet architecture on Vertex AI using a TPU as an accelerator, however you are unsatisfied with the training time and memory usage. You want to quickly iterate your training code but make minimal changes to the code. You also want to minimize impact on the model's accuracy. What should you do?
Options
- AReduce the number of layers in the model architecture.
- BReduce the global batch size from 1024 to 256.
- CReduce the dimensions of the images used in the model.
- DConfigure your model to use bfloat16 instead of float32.
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