You Are Training a Resnet Model on AI Platform Using

question 9

Multiple Choice

You are training a Resnet model on AI Platform using TPUs to visually categorize types of defects in automobile engines. You capture the training profile using the Cloud TPU profiler plugin and observe that it is highly input-bound. You want to reduce the bottleneck and speed up your model training process. Which modifications should you make to the tf.data dataset? (Choose two.)

• A) Use the interleave option for reading data.
• B) Reduce the value of the repeat parameter.
• C) Increase the buffer size for the shuttle option.
• D) Set the prefetch option equal to the training batch size.
• E) Decrease the batch size argument in your transformation.

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Definitions:

Check Boxes

Tools used in forms and questionnaires, allowing individuals to select one or more options from a list of choices.

Sampling Unit

The basic unit containing the elements of the population to be sampled, such as individual participants or geographical areas.

Sample Size

The number of observations or individuals included in a study, crucial for determining the study's generalizability and statistical power.

Budget

An estimate of income and expenditure for a set period of time, often used for planning financial operations.