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CompTIA DataAI v1 Exam (DY0-001) - CompTIA Actual Exam Questions

Last updated on April 15, 2026

97% Exam Compliance
85 Total Questions
1
Question

A data analyst is analyzing data and would like to build conceptual associations. Which of the following is the best way to accomplish this task?

Options
A

n-grams

B

NER

C

TF-IDF

D

POS

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2
Question

A movie production company would like to find the actors appearing in its top movies using data from the tables below. The resulting data must show all movies in Table 1, enriched with actors listed in Table 2. Which of the following query operations achieves the desired data set?

Question image
Options
A

Perform an INNER JOIN between Table 1 using column Movie, and Table 2 using column Acted_In.

B

Perform a UNION between Table 1 using column Movie, and Table 2 using column Acted_In.

C

Perform an INTERSECT between Table 1 using column Movie, and Table 2 using column Acted_In.

D

Perform a LEFT JOIN on Table 1 using column Movie, with Table 2 using column Acted_In.

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3
Question

A data scientist built several models that perform about the same but vary in the number of features. Which of the following models should the data scientist recommend for production according to Occam's razor?

Options
A

The model with the fewest features and highest performance

B

The model with the fewest features and the lowest performance

C

The model with the most features and the lowest performance

D

The model with the most features and the highest performance

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4
Question

Which of the following best describes the minimization of the residual term in a ridge linear regression?

Options
A

|e|

B

e

C

e2

D

0

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5
Question

A statistician notices gaps in data associated with age-related illnesses and wants to further aggregate these observations. Which of the following is the best technique to achieve this goal?

Options
A

Label encoding

B

Linearization

C

Binning

D

Imputing

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