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| Topic | Details |
|---|
| Topic 1 | - 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 2 | - Describe model serving deploys and endpoint for every stage
- Identify scenarios in which feature drift and
- or label drift are likely to occur
|
| Topic 3 | - Identify JIT feature values as a need for real-time deployment
- Describe how to list all webhooks and how to delete a webhook
|
| Topic 4 | - 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 5 | - Identify live serving benefits of querying precomputed batch predictions
- Describe Structured Streaming as a common processing tool for ETL pipelines
|
| Topic 6 | - Identify which code block will trigger a shown webhook
- Describe the basic purpose and user interactions with Model Registry
|
| Topic 7 | - Describe concept drift and its impact on model efficacy
- Describe summary statistic monitoring as a simple solution for numeric feature drift
|
| Topic 8 | - 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 9 | - 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 10 | - Identify the requirements for tracking nested runs
- Describe an MLflow flavor and the benefits of using MLflow flavors
|
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Databricks Certified Machine Learning Professional Sample Questions (Q140-Q145):
NEW QUESTION # 140
A machine learning engineer is in the process of implementing a concept drift monitoring solution. They are planning to use the following steps:
1. Deploy a model to production and compute predicted values
2. Obtain the observed (actual) label values
3. _____
4. Run a statistical test to determine if there are changes over time
Which of the following should be completed as Step #3?
- A. None of these should be completed as Step #3
- B. Retrain the model
- C. Measure the latency of the prediction time
- D. Obtain the observed values (actual) feature values
- E. Compute the evaluation metric using the observed and predicted values
Answer: A
NEW QUESTION # 141
A machine learning engineer is migrating a machine learning pipeline to use Databricks Machine Learning. The pipeline needs to automatically refresh its model each time it runs. The project is attached to the existing model model_name in the MLflow Model Registry.
They are using the following code block as part of their solution:

Which statement describes the impact of the registered_model_name=model_name parameter and argument given that model_name already exists in the MLflow Model Registry?
- A. It identifies the name of the logged model in the MLflow Experiment.
- B. It avoids the need to specify the model name in the subsequent required call to mflow.register_model.
- C. It registers the new version of the model_name model in the MLflow Model Registry.
- D. It registers a new model called model_name in the MLflow Model Registry.
Answer: C
Explanation:
When using registered_model_name=model_name in mlflow.spark.log_model(), MLflow automatically registers the logged model under the specified model name. If that model name already exists in the MLflow Model Registry, MLflow creates a new version of that existing registered model rather than a new model entry. This enables automatic versioning and continuous model refresh with each pipeline run.
NEW QUESTION # 142
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: A
NEW QUESTION # 143
A machine learning engineer is manually refreshing a model in an existing machine learning pipeline. The pipeline uses the MLflow Model Registry model "project". The machine learning engineer would like to add a new version of the model to "project". Which MLflow operation can the machine learning engineer use to accomplish this task?
- A. MlflowClient.get_model_version
- B. mlflow.add_model_version
- C. The machine learning engineer needs to create an entirely new MLflow Model Registry model
- D. mlflow.register_model
- E. MlflowClient.update_registered_model
Answer: E
NEW QUESTION # 144
A machine learning engineer is using the following code block as part of a batch deployment pipeline:

Which of the following changes needs to be made so this code block will work when the inference table is a stream source?
- A. Replace formatfdelta") with format("stream")
- B. Replace "inference" with the path to the location of the Delta table
- C. Replace schema(schema) with option("maxFilesPerTriqqer", 1}
- D. Replace spark.read with spark.readStream
- E. Replace predict with a stream-friendly prediction function
Answer: C
NEW QUESTION # 145
......
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