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| Topic | Details |
|---|
| Topic 1 | - Identify JIT feature values as a need for real-time deployment
- Describe how to list all webhooks and how to delete a webhook
|
| Topic 2 | - Describe concept drift and its impact on model efficacy
- Describe summary statistic monitoring as a simple solution for numeric feature drift
|
| Topic 3 | - Create, overwrite, merge, and read Feature Store tables in machine learning workflows
- View Delta table history and load a previous version of a Delta table
|
| Topic 4 | - Describe model serving deploys and endpoint for every stage
- Identify scenarios in which feature drift and
- or label drift are likely to occur
|
| Topic 5 | - Test whether the updated model performs better on the more recent data
- Identify when retraining and deploying an updated model is a probable solution to drift
|
| Topic 6 | - Identify the requirements for tracking nested runs
- Describe an MLflow flavor and the benefits of using MLflow flavors
|
| Topic 7 | - Identify that data can arrive out-of-order with structured streaming
- Identify how model serving uses one all-purpose cluster for a model deployment
|
| Topic 8 | - Identify which code block will trigger a shown webhook
- Describe the basic purpose and user interactions with Model Registry
|
| Topic 9 | - Describe the advantages of using the pyfunc MLflow flavor
- Manually log parameters, models, and evaluation metrics using MLflow
|
| Topic 10 | - Identify a use case for HTTP webhooks and where the Webhook URL needs to come
- Identify advantages of using Job clusters over all-purpose clusters
|
| Topic 11 | - Identify less performant data storage as a solution for other use cases
- Describe why complex business logic must be handled in streaming deployments
|
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Databricks Certified Machine Learning Professional Sample Questions (Q45-Q50):
NEW QUESTION # 45
A machine learning engineering team wants to build a continuous pipeline for data preparation of a machine learning application. The team would like the data to be fully processed and made ready for inference in a series of equal-sized batches.
Which of the following tools can be used to provide this type of continuous processing?
- A. AutoML
- B. Spark UDFs
- C. MLflow
D Delta Lake - D. [Structured Streaming
Answer: B
NEW QUESTION # 46
Which of the following is a reason for using Jensen-Shannon (JS) distance over a Kolmogorov-Smirnov (KS) test for numeric feature drift detection?
- A. All of these reasons
- B. JS is not normalized or smoothed
- C. None of these reasons
- D. JS does not require any manual threshold or cutoff determinations
- E. JS is more robust when working with large datasets
Answer: E
NEW QUESTION # 47
A machine learning engineer has developed a machine learning pipeline that produces a scikit- learn model model and computes the RMSE rmse. MAE mae, and R-squared r2 values for the test set. They now want to log these values with the MLflow run. These values are stored in the dictionary metrics.
They run the following code block:

The code block produces an error.
Which changes to the code block will successfully complete the task?
- A. Replace log_metric with log_metrics
- B. Replace mlflow.log_metric with mlflow.sklearn.log_metric
- C. Replace metrics with model
- D. Replace metrics with rmse, mae, r2
Answer: A
Explanation:
The method mlflow.log_metric() logs a single metric, while mlflow.log_metrics() is used to log multiple metrics at once from a dictionary. Since metrics is a dictionary containing rmse, mae, and r2, the correct function is mlflow.log_metrics(metrics).
NEW QUESTION # 48
A machine learning engineer has found drift in a production machine learning application. The engineer has determined that retraining and deploying a new model is necessary. Which statement must be true prior to deploying the new model?
- A. The now model must perform better than the original model on all of the available data
- B. The new model must perform better than the original model on a random subset of the available data
- C. The new model must perform better than the original model on the most recently available data
- D. All of these statements must be true prior to deploying the new model
Answer: C
Explanation:
When drift is detected, it indicates that the data distribution has changed. Therefore, the new model must perform better than the original model on the most recently available data, as that data reflects current conditions. This ensures the new model is well-adapted to the current environment and will deliver more reliable predictions.
NEW QUESTION # 49
A data scientist wants to examine the data in the Feature Store table table from the database dev as a Spark DataFrame. They have access to Feature Store Client fs. Which line of code can be used to gel the data from table as a Spark DataFrame?
- A. fs.read_table("dev.table")
- B. fs.get_table("table)
- C. fs.get_table("dev.table")
- D. fs.create_table("dev.table")
Answer: A
Explanation:
To read data from a Feature Store table as a Spark DataFrame, the correct method is fs.read_table("dev.table"). This retrieves the contents of the table in the dev database using the Feature Store Client (fs) and returns it as a Spark DataFrame.
NEW QUESTION # 50
......
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