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IBM Cloud Pak for Data v4.7 Architect Sample Questions (Q73-Q78):

NEW QUESTION # 73
Which of the following is watsonx.data most similar to?

A. A data lake only
B. A transactional database
C. A combination of data warehouse and data lake
D. A data warehouse only

Answer: C

Explanation:
watsonx.data is an open hybrid data lakehouse platform, combining the strengths of a data lake (flexibility and cost efficiency for unstructured data) with the structured query and performance features of a data warehouse. It is designed to handle both analytics and large-scale data storage, making it a hybrid solution rather than exclusively a data lake or data warehouse.

NEW QUESTION # 74
What does Watson OpenScale require to generate statistics?

A. Access to Pipeline
B. Complete test data set
C. Training data
D. Test data subset (10%)

Answer: C

Explanation:
* Training Data Statistics:Watson OpenScale needs to understand the characteristics of the data the model was trained on. This includes things like the distribution of features, sensitive attributes (for fairness monitoring), and how the model performed on this initial data. These "training data statistics" are crucial for:
* Fairness Configuration:Recommending fairness attributes, reference, and monitored groups.
* Bias Detection:Calculating fairness metrics (like disparate impact) by comparing runtime behavior to the learned training data distribution.
* Explainability:Generating explanations by understanding the distribution of values in the training data to create meaningful perturbations.
* Drift Detection:Building a drift detection model that compares runtime data to the training data to identify shifts.
While Watson OpenScale also consumespayload data(the data sent to the deployed model for predictions) at runtime to calculate various metrics and perform monitoring, the initial setup and the ability to generate meaningfulstatisticsfor things like fairness and drift fundamentally rely on understanding thetraining data

NEW QUESTION # 75
How can IBM Cloud Pak for Data facilitate the management of data compliance and privacy?

A. All of the above
B. By automating data masking processes
C. By providing a comprehensive data catalog
D. By enabling fine-grained access control

Answer: A

NEW QUESTION # 76
What is a key feature of Data Replication on Cloud Pak for Data?

A. Lack of integration with platform security
B. Requires complex agent-based architectures
C. Difficult to use interface
D. Agentless architecture

Answer: D

NEW QUESTION # 77
In Data Stage, why is the choice of storage class important?

A. Influences data processing capabilities and speed
B. Determines the storage class name length only
C. Storage class choice is purely cosmetic
D. It affects only the color scheme of the visualizations

Answer: A

NEW QUESTION # 78
......

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