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IBM Watson Data Scientist v1 Sample Questions (Q51-Q56):

NEW QUESTION # 51
When managing data with Cloud Pak for Data Services, what is a common task?

A. Avoiding the automation of data processing tasks
B. Ignoring data security and compliance requirements
C. Using the same data management approach for all types of data, regardless of size or format
D. Reading data from and writing data to Watson Studio

Answer: D

NEW QUESTION # 52
When would you use AutoAI to select algorithms for your model?

A. When you have a deep understanding of all available algorithms and want to manually tune hyperparameters.
B. When the model requirements are extremely specific and no standard algorithm fits.
C. Only when working with small datasets due to processing limitations.
D. When you want to automatically explore multiple algorithms and hyperparameters to find the best model.

Answer: D

NEW QUESTION # 53
Which statement describes bagging?

A. Building models with artificial neural networks based on the sharedweight architecture of the convolution kernels or filters.
B. Building models sequentially and evaluating the success of earlier models. It combines a set of weak learners into a strong learner.
C. Building models and using their output as features into a final model.
D. Building models in parallel and aggregating their predictions to select the final prediction.

Answer: D

NEW QUESTION # 54
An essential aspect of the ETL (Extract, Transform, Load) process is:

A. Extracting the least amount of data for simplicity
B. Transforming data exclusively in cloud environments
C. Loading data into a single, centralized database for analysis
D. Ensuring data quality and consistency throughout the process

Answer: D

NEW QUESTION # 55
What is the primary purpose of hyperparameter tuning in machine learning models?

A. To ensure the model uses all available computational resources
B. To reduce the training time of the model to an absolute minimum
C. To increase the number of features in the dataset automatically
D. To adjust the model's complexity to improve its performance on unseen data

Answer: D

NEW QUESTION # 56
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