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Exam Code: Databricks-Certified-Professional-Data-Scientist Vendor: Databricks Name: Databricks Certified Professional Data Scientist Exam 138 Q&A with Explanation Last Update: Jul 14, 2026
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Databricks Certified Professional Data Scientist Exam Questions and Answers

Questions 1

You are designing a recommendation engine for a website where the ability to generate more personalized recommendations by analyzing information from the past activity of a specific user, or the history of other users deemed to be of similar taste to a given user. These resources are used as user profiling and helps the site recommend content on a user-by-user basis. The more a given user makes use of the system, the better the recommendations become, as the system gains data to improve its model of that user. What kind of this recommendation engine is ?

Options:

A.

Naive Bayes classifier

B.

Collaborative filtering

C.

Logistic Regression

D.

Content-based filtering

Questions 2

Refer to the Exhibit.

In the Exhibit, the table shows the values for the input Boolean attributes "A", "B", and "C". It also shows the values for the output attribute "class". Which decision tree is valid for the data?

Options:

A.

Tree A

B.

Tree B

C.

Tree C

D.

Tree D

Questions 3

In which of the following scenario you should apply the Bay's Theorem

Options:

A.

The sample space is partitioned into a set of mutually exclusive events {A1, A2, . .., An }.

B.

Within the sample space, there exists an event B, for which P(B) > 0.

C.

The analytical goal is to compute a conditional probability of the form: P(Ak | B ).

D.

In all above cases