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UiPath Certified Professional Specialized AI Professional v1.0 Sample Questions (Q39-Q44):

NEW QUESTION # 39
Which of these statements is true about precision and recall statistics for specific labels in UiPath Communications Mining precision?

A. The label precision and recall statistics are determined by the mean average precision (MAP).
B. The label precision and recall statistics are determined by the model's rating.
C. The label precision and recall statistics are determined by the confidence threshold.
D. The label precision and recall statistics are determined by the model's coverage.

Answer: C

Explanation:
In UiPath Communications Mining, the precision and recall statistics for specific labels are primarily determined by the confidence threshold set for the model. This threshold represents the level of certainty the model needs before it assigns a label to a message. By adjusting this threshold, you can trade off between precision (fewer false positives) and recall (fewer false negatives). For instance, a higher threshold will increase precision but may reduce recall, and vice versa

NEW QUESTION # 40
In which of the following scenarios, the ML Classifier is the only recommended classifier to be used, according to best practice?

A. When the custom document types are not similar and file splitting is not necessary.
B. When the custom document types are not similar and file splitting is necessary.
C. When the custom document types are very similar and file splitting is not necessary.
D. When the custom document types are very similar and file splitting is necessary.

Answer: C

NEW QUESTION # 41
What is the purpose of the "Explore" phase in UiPath Communications Mining?

A. To review the clusters of similar communications from a data set that unsupervised learning automatically found.
B. To use the bulk label functionality, a helpful tool to quickly train the model when searching for specific terms.
C. To provide each label/entity in a taxonomy with enough training examples so the model can make accurate predictions at scale.
D. To fully review and correctly tag the model version, regardless if it's "Live" or "Staging".

Answer: C

NEW QUESTION # 42
What can be done in the Reports section of the dataset navigation bar in UiPath Communication Mining?

A. Train models using unsupervised learning.
B. View, save, and modify dataset model versions.
C. Monitor model performance and receive recommendations.
D. Access detailed, quervable charts, statistics, and customizable dashboards.

Answer: D

NEW QUESTION # 43
How can the code be tested in a development or testing environment in the context of the Document Understanding Process?

A. Use them as a template to create other tests.
B. Based on the use case developed, create test data to test existing tests.
C. Simply run the existing tests
D. Based on the use case developed, create test data to test existing and new tests.

Answer: D

Explanation:
According to the UiPath Document Understanding Process template, the best way to test the code in a development or testing environment is to create test data based on the use case developed, and use it to test both the existing and the new tests. The test data should include different document types, formats, and scenarios that reflect the real-world data that the process will handle in production. The existing tests are provided by the template and cover the main functionalities and components of the Document Understanding Process, such as digitization, classification, data extraction, validation, and export. The new tests are created by the developer to test the customizations and integrations that are specific to the use case, such as custom extractors, classifiers, or data consumption methods. The test data and the test cases should be updated and maintained throughout the development lifecycle to ensure the quality and reliability of the code.
References:
* Document Understanding Process: Studio Template
* Document Understanding Process: User Guide

NEW QUESTION # 44
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