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Answer: To communicate insights and patterns in the data to stakeholders in a compliant and scalable manner, To ensure compliance with data privacy laws by encrypting data before storage
Correct Option: D. To communicate insights and patterns in the data to stakeholders in a compliant and scalable manner Explanation: In this scenario, data visualization serves to communicate complex data insights in an understandable format to stakeholders, which is crucial for decision-making in a financial services context. It must do so in a manner that complies with data privacy laws and is scalable across regions. While encryption (Option A) is important for data privacy, it is not the primary role of data visualization. Option B relates to model deployment, not visualization. Option C, while data cleaning is important, visualization primarily aids in identifying issues rather than cleaning them directly. Option E is incorrect because, although both A and D are important, the primary role of data visualization is communication, not encryption.
Author: LeetQuiz Editorial Team
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In the context of developing a machine learning model for a financial services company, the team is tasked with identifying the most effective way to utilize data visualization. The project has strict constraints on data privacy and requires the solution to be scalable across multiple regions. Given these constraints, what is the primary role of data visualization in this scenario? Choose the best option.
A
To ensure compliance with data privacy laws by encrypting data before storage
B
To facilitate the deployment of machine learning models across different cloud regions
C
To identify and clean outliers in the dataset before model training
D
To communicate insights and patterns in the data to stakeholders in a compliant and scalable manner
E
Both A and D
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