Question 255 of 280
Single answerYou are developing a model to predict whether a failure will occur in a critical machine part. You have a dataset consisting of a multivariate time series and labels indicating whether the machine part failed. You recently started experimenting with a few different preprocessing and modeling approaches in a Vertex AI Workbench notebook. You want to log data and track artifacts from each run. How should you set up your experiments?
A1. Use the Vertex AI SDK to create an experiment and set up Vertex ML Metadata.
2. Use the log_time_series_metrics function to track the preprocessed data, and use the log_merrics function to log loss values.
2. Use the log_time_series_metrics function to track the preprocessed data, and use the log_merrics function to log loss values.
✓B1. Use the Vertex AI SDK to create an experiment and set up Vertex ML Metadata.
2. Use the log_time_series_metrics function to track the preprocessed data, and use the log_metrics function to log loss values.
2. Use the log_time_series_metrics function to track the preprocessed data, and use the log_metrics function to log loss values.
C1. Create a Vertex AI TensorBoard instance and use the Vertex AI SDK to create an experiment and associate the TensorBoard instance.
2. Use the assign_input_artifact method to track the preprocessed data and use the log_time_series_metrics function to log loss values.
2. Use the assign_input_artifact method to track the preprocessed data and use the log_time_series_metrics function to log loss values.
D1. Create a Vertex AI TensorBoard instance, and use the Vertex AI SDK to create an experiment and associate the TensorBoard instance.
2. Use the log_time_series_metrics function to track the preprocessed data, and use the log_metrics function to log loss values.
2. Use the log_time_series_metrics function to track the preprocessed data, and use the log_metrics function to log loss values.
✓
Correct Answer: B
1. Use the Vertex AI SDK to create an experiment and set up Vertex ML Metadata.<br> 2. Use the log_time_series_metrics function to track the preprocessed data, and use the log_metrics function to log loss values.
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Explanation
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