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IBM Watson Data Scientist v1 Sample Questions (Q46-Q51):

NEW QUESTION # 46
What is a critical consideration when selecting the right model class for a given problem?

A. The theoretical complexity of the model, with more complex models always being preferred.
B. The nature of the problem (e.g., classification, regression) and the characteristics of the data.
C. The model's ability to produce results quickly, regardless of accuracy.
D. The availability of high-performance computing resources.

Answer: B

NEW QUESTION # 47
Which of the following is a common issue identified during the preprocessing of data?

A. Excessively large file names
B. Overly detailed documentation
C. Aesthetically unpleasing charts
D. Presence of missing values

Answer: D

NEW QUESTION # 48
In the context of model selection, explainability refers to:

A. The model's ability to operate without any data.
B. The complexity of the algorithm used to build the model.
C. How colorful and visually appealing the model's output is.
D. The ease with which humans can understand how the model makes decisions.

Answer: D

NEW QUESTION # 49
F1-score is particularly useful when:

A. Only the model's accuracy matters.
B. The dataset size is extremely large.
C. The data is completely balanced.
D. You need a balance between precision and recall.

Answer: D

NEW QUESTION # 50
Which metric is commonly used to evaluate the performance of a regression model?

A. Recall
B. Precision
C. Mean Squared Error (MSE)
D. Accuracy

Answer: C

NEW QUESTION # 51
......

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