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:

Neurotransmitters

Chemical substances in the brain that transmit signals from one neuron to another across synapses, influencing mental processes and behavior.

Schizophrenia

A chronic mental disorder characterized by delusions, hallucinations, disorganized speech, and impaired cognitive ability.

Dopamine

A neurotransmitter important for feeling pleasure, motivation, and reward, playing a crucial role in the brain's reward system.

Serotonin

A neurotransmitter believed to play a key role in maintaining mood balance.