Your Data Science Team Needs to Rapidly Experiment with Various

question 20

Multiple Choice

Your data science team needs to rapidly experiment with various features, model architectures, and hyperparameters. They need to track the accuracy metrics for various experiments and use an API to query the metrics over time. What should they use to track and report their experiments while minimizing manual effort?

• A) Use Kubeflow Pipelines to execute the experiments. Export the metrics file, and query the results using the Kubeflow Pipelines API.
• B) Use AI Platform Training to execute the experiments. Write the accuracy metrics to BigQuery, and query the results using the BigQuery API.
• C) Use AI Platform Training to execute the experiments. Write the accuracy metrics to Cloud Monitoring, and query the results using the Monitoring API.
• D) Use AI Platform Notebooks to execute the experiments. Collect the results in a shared Google Sheets file, and query the results using the Google Sheets API.

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Definitions:

Defensiveness

A psychological reaction that occurs when an individual feels threatened or anticipates a threat, leading to behaviors to protect oneself from perceived criticism or harm.

Self-Disclosure

The act of revealing personal information about oneself to others, which can help in the development of trust and intimacy in interpersonal relationships.

Defense Mechanism

Psychological strategies used unconsciously by individuals to protect themselves from anxiety and to cope with reality or maintain self-image.

Aggressive Feelings

Emotions characterized by anger or hostility that may result in aggressive behavior towards others or oneself.