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Databricks Databricks-Machine-Learning-Professional 考試大綱:
| 主題 | 簡介 |
|---|
| 主題 1 | - 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
|
| 主題 2 | - Describe concept drift and its impact on model efficacy
- Describe summary statistic monitoring as a simple solution for numeric feature drift
|
| 主題 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
|
| 主題 4 | - 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
|
| 主題 5 | - Identify JIT feature values as a need for real-time deployment
- Describe how to list all webhooks and how to delete a webhook
|
| 主題 6 | - 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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最新的 ML Data Scientist Databricks-Machine-Learning-Professional 免費考試真題 (Q63-Q68):
問題 #63
A Machine Learning Engineer has automated a model retraining job in Databricks. Each scheduled run trains multiple candidate models with new sales data and logs all runs with MLflow.
The goal is to select and register the best-performing model at the end of each cycle to ensure optimal forecast accuracy. Which approach will meet this goal?
- A. Register the best model based on the primary evaluation metric.
- B. Register all models from the run since all of them are trained on newer data and hence will be more accurate.
- C. Register the model with the lowest training loss regardless of validation metrics.
- D. Register the first model that has an evaluation metric better than the previously deployed model.
答案:A
解題說明:
Selecting and registering the model that performs best on the primary evaluation metric ensures that only the highest-quality model is promoted at each retraining cycle. This approach aligns with MLOps best practices by basing promotion decisions on objective performance criteria rather than training order or assumptions about data freshness.
問題 #64
A machine learning engineer has developed a model and registered it using the FeatureStoreClient fs. The model has model URI model_uri. The engineer now needs to perform batch inference on customer-level Spark DataFrame spark_df, but it is missing a few of the static features that were used when training the model. The customer_id column is the primary key of spark_df and the training set used when training and logging the model.
Which of the following code blocks can be used to compute predictions for spark_df when the missing feature values can be found in the Feature Store by searching for features by customer_id?
- A. df = fs.get_missing_features(spark_df, model_uri)
fs.score_batch(model_uri, df) - B. df = fs.get_missing_features(spark_df, model_uri)
fs.score_model(model_uri, df) - C. fs.score_model(model_uri, spark_df)
- D. fs.score_batch(model_uri, spark_df)
- E. df = fs.get_missing_features(spark_df)
fs.score_batch(model_uri, df)
答案:D
問題 #65
Which MLflow component is used to log parameters, metrics, and artifacts during model training?
- A. Model Registry
- B. MLflow Tracking
- C. MLflow Models
- D. MLflow Projects
答案:B
解題說明:
MLflow Tracking records experiment runs including:
parameters
metrics
artifacts (models, plots, etc.)
問題 #66
A data scientist set up a machine learning pipeline to automatically log a data visualization with each run. They now want to view the visualizations in Databricks.
Which of the following locations in Databricks will show these data visualizations?
- A. The MLflow Model Registry Model paqe
- B. Logged data visualizations cannot be viewed in Databricks
- C. The Artifacts section of the MLflow Run page
- D. The Artifacts section of the MLflow Experiment page
- E. The Figures section of the MLflow Run page
答案:E
問題 #67
Which of the following MLflow operations can be used to automatically calculate and log a Shapley feature importance plot?
- A. mlflow.shap.log_explanation
- B. mlflow.log_figure
- C. mlflow.shap
- D. None of these operations can accomplish the task.
- E. client.log_artifact
答案:C
問題 #68
......
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