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databricks CERTIFIED_MACHINE_LEARNING_PROFESSIONAL

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Exam contains 60 questions

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Question 1 🔥

A machine learning engineer is monitoring categorical input variables for a production machine learning application. The engineer believes that missing values are becoming more prevalent in more recent data for a particular value in one of the categorical input variables.Which of the following tools can the machine learning engineer use to assess their theory?

Which database solution meets these requirements?
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Question 2 🔥

A data scientist is using MLflow to track their machine learning experiment. As a part of each MLflow run, they are performing hyperparameter tuning. The data scientist would like to have one parent run for the tuning process with a child run for each unique combination of hyperparameter values.They are using the following code block:The code block is not nesting the runs in MLflow as they expected.Which of the following changes does the data scientist need to make to the above code block so that it successfully nests the child runs under the parent run in MLflow?

Which database solution meets these requirements?
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Question 3 🔥

A machine learning engineer wants to log feature importance data from a CSV file at path importance_path with an MLflow run for model model.Which of the following code blocks will accomplish this task inside of an existing MLflow run block?

Which database solution meets these requirements?
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Question 4 🔥

Which of the following is a simple, low-cost method of monitoring numeric feature drift?

Which database solution meets these requirements?
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Question 5 🔥

A data scientist has developed a model to predict ice cream sales using the expected temperature and expected number of hours of sun in the day. However, the expected temperature is dropping beneath the range of the input variable on which the model was trained.Which of the following types of drift is present in the above scenario?

Which database solution meets these requirements?
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Question 6 🔥

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?

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