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Databricks Certified Machine Learning Professional Sample Questions (Q46-Q51):

NEW QUESTION # 46
A machine learning engineer has registered a sklearn model in the MLflow Model Registry using the sklearn model flavor with UI model_uri.
Which of the following operations can be used to load the model as an sklearn object for batch deployment?

* A. mlflow.sklearn.load_model(model_uri)
* B. mlflow.spark.load_model(model_uri)
* C. mlflow.pyfunc.load_model(model_uri)
* D. mlflow.pyfunc.read_model(model_uri)
* E. mlflow.sklearn.read_model(model_uri)
Answer: C

NEW QUESTION # 47
Which of the following tools can assist in real-time deployments by packaging software with its own application, tools, and libraries?

* A. Containers
* B. REST APIs
* C. Autoscaling clusters
* D. None of these tools
* E. Cloud-based compute
Answer: E

NEW QUESTION # 48
A machine learning engineer has developed a random forest model using scikit-learn, logged the model using MLflow as random_forest_model, and stored its run ID in the run_id Python variable. They now want to deploy that model by performing batch inference on a Spark DataFrame spark_df.
Which of the following code blocks can they use to create a function called predict that they can use to complete the task?

* A.
* B.
* C. It is not possible to deploy a scikit-learn model on a Spark DataFrame.
* D.
* E.
Answer: E

NEW QUESTION # 49
Which of the following describes label drift?

* A. Label drift is when there is a change in the relationship between input variables and target variables
* B. Label drift is when there is a change in the distribution of the predicted target given by the model
* C. Label drift is when there is a change in the distribution of a target variable
* D. Label drift is when there is a change in the distribution of an input variable
* E. None of these describe label drift
Answer: D

NEW QUESTION # 50
A data scientist has developed a scikit-learn model sklearn_model and they want to log the model using MLflow.
They write the following incomplete code block:

Which of the following lines of code can be used to fill in the blank so the code block can successfully complete the task?

* A. mlflow.sklearn.log_model(sklearn_model, "model")
* B. mlflow.sklearn.load_model("model")
* C. mlflow.spark.track_model(sklearn_model, "model")
* D. mlflow.sklearn.track_model(sklearn_model, "model")
* E. mlflow.spark.log_model(sklearn_model, "model")
Answer: C

NEW QUESTION # 51
......

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