Valid Databricks - Exam Databricks-Machine-Learning-Professional Exercise
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Databricks Certified Machine Learning Professional Sample Questions (Q30-Q35):
NEW QUESTION # 30
Which of the following machine learning model deployment paradigms is the most common for machine learning projects?
- A. Streaming
- B. Batch
- C. On-device
- D. None of these deployments
- E. Real-time
Answer: A
NEW QUESTION # 31
A machine learning engineer is monitoring label values for a production machine learning classification model. The engineer believes that the relative prevalence of the classes is becoming changing in more recent data. Which tool can the machine learning engineer use to assess their theory?
- A. Two-way Chi-squared Test
- B. Kolmogorov-Smirnov (KS) test
- C. Jenson-Shannon distance
- D. One-way Chi-squared Test
Answer: D
Explanation:
A One-way Chi-squared Test is used to compare observed class distributions with expected distributions to determine if there has been a significant shift. This makes it suitable for detecting label drift in classification tasks, where the relative prevalence of classes may be changing over time.
NEW QUESTION # 32
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. Computing predictions in real-time provides more up-to-date results
- B. Testing is not possible in real-time serving deployments
- C. Querying stored predictions can be faster than computing predictions in real-time
- D. There is no advantage to using batch serving deployments over real-time serving deployments
- E. Batch serving has built-in capabilities in Databricks Machine Learning
Answer: E
NEW QUESTION # 33
Which evaluator is used for binary classification?
- A. MulticlassEvaluator
- B. BinaryClassificationEvaluator
- C. ClusteringEvaluator
- D. RegressionEvaluator
Answer: B
Explanation:
BinaryClassificationEvaluator computes metrics like:
AUC
areaUnderPR.
NEW QUESTION # 34
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 type of drift is present in the above scenario?
- A. Label drift
- B. Feature drift
- C. Prediction drift
- D. None of these
- E. Concept drift
Answer: B
NEW QUESTION # 35
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