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Databricks Certified Machine Learning Professional Sample Questions (Q89-Q94):

NEW QUESTION # 89
A machine learning engineer needs to deliver predictions of a machine learning model in real-time. However, the feature values needed for computing the predictions are available one week before the query time.
Which of the following is a benefit of using a batch serving deployment in this scenario rather than a real-time serving deployment where predictions are computed at query time?

A. There is no advantage to using batch serving deployments over real-time serving deployments
B. Testing is not possible in real-time serving deployments
C. Batch serving has built-in capabilities in Databricks Machine Learning
D. Querying stored predictions can be faster than computing predictions in real-time
E. Computing predictions in real-time provides more up-to-date results

Answer: C

NEW QUESTION # 90
Which of the following operations in Feature Store Client fs can be used to return a Spark DataFrame of a data set associated with a Feature Store table?

A. fs.read_table
B. There is no way to accomplish this task with fs
C. fs.write_table
D. fs.get_table
E. fs.create_table

Answer: E

NEW QUESTION # 91
A machine learning engineer has deployed a model recommender using MLflow Model Serving.
They now want to query the version of that model that is in the Production stage of the MLflow Model Registry. Which of the following model URIs can be used to query the described model version?

A. https://<databricks-instance>/model/recommender/Production/invocations
B. The version number of the model version in Production is necessary to complete this task.
C. https://<databricks-instance>/model/recommender/stage-production/invocations
D. https://<databricks-instance>/model-serving/recommender/Production/invocations
E. https://<databricks-instance>/model-serving/recommender/stage-production/invocations

Answer: B

NEW QUESTION # 92
Which MLflow operation can be used to log a plot that was generated during an MLflow run?

A. mlflow.log_metric
B. mlflow.log_visualization
C. mlflow.log_figure
D. None of these operations can accomplish the task.

Answer: C

Explanation:
The mlflow.log_figure() operation is used to log plots or figures generated during an MLflow run. It takes a Matplotlib, Plotly, or similar figure object and saves it as an artifact in the MLflow tracking server, enabling visualization and later retrieval from the MLflow UI.

NEW QUESTION # 93
Which MLflow function logs files like plots or datasets?

A. mlflow.log_param()
B. mlflow.log_artifact()
C. mlflow.save_model()
D. mlflow.log_metric()

Answer: B

Explanation:
Artifacts include:
charts
model files
datasets.

NEW QUESTION # 94
......

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