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UiPath Certified Professional Specialized AI Professional v1.0 Question and Answers

UiPath Certified Professional Specialized AI Professional v1.0

Last Update Oct 2, 2025
Total Questions : 211

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Questions 1

Which technology enables UiPath Communications Mining to analyze and enable action on messages?

Options:

A.  

Natural Language Processing (NLP)

B.  

Virtual Reality.

C.  

Cloud Computing.

D.  

Robotic Process Automation

Discussion 0
Questions 2

Which validation checks are performed for ML packages uploaded with the Enable Training option inactive?

Options:

A.  

Existence of a non-empty root folder, requirements.txt file, and train.py file in the root folder which implements a class Main. The class is further validated to implement an__init_function.

B.  

Existence of a non-empty root folder, requlrements.txt file, and main.py file in the root folder which implements a class Main. The class is further validated to implement an__init and a predict function.

C.  

Existence of a non-empty root folder, main.py file in the root folder which implements a dass Main. The class is further validated to implement an__init__and a predict function.

D.  

Existence of a requirements.txt file, and main.py file which implements a class Main. The class is further validated lo implement an__init__and a predict function.

Discussion 0
Questions 3

Which of the following is a best practice when choosing a UiPath ML (Machine Learning) Extractor?

Options:

A.  

The popularity of the ML Extractor among other UiPath users should be the primary factor when choosing a UiPath ML Extractor.

Opt for the ML Extractor that has the highest number of downloads or positive reviews.

B.  

Consider the document types, language, and data quality when choosing an ML Extractor.

It is important to select one that is specifically trained or optimized for the document types being processed.

It is also important to take into account the quality and diversity of the training data used to train the ML Extractor to ensure accurate and reliable extraction results.

C.  

The cost of the ML Extractor should be the main consideration when choosing an ML Extractor.

Select the ML Extractor that offers the lowest price, regardless of its performance or suitability for the specific document understanding needs.

D.  

The size of the ML Extractor is the most important factor to consider when choosing an ML Extractor.

Bigger models always perform better and provide more accurate extraction results because the development team invested time and effort into creating the algorithm, which in turn will result in better performance for the trained model.

Discussion 0
Questions 4

Which of the following options contains the correct list of Default actions that can be found in Workflow Analyzer Settings?

Options:

A.  

Error, Critical, Info, Warning, Verbose

B.  

Exception, Info, Warning, Verbose

C.  

Error, Info, Warning, Verbose

D.  

Fatal, Error, Warning, Info, Trace

Discussion 0
Questions 5

Which role is responsible for building and uploading ML (Machine Learning) models lo Al Center?

Options:

A.  

RPA Developer.

B.  

Process Controller.

C.  

Administrator.

D.  

Data Scientist.

Discussion 0
Questions 6

For what type of documents is it recommended to use the Form Extractor?

Options:

A.  

For use cases in which non-variable format documents need to be processed.

B.  

For structured or semi-structured documents where the extraction method is based on a set of FlexiCapture definition files.

C.  

For structured or semi-structured documents where for certain fields, data is always found in a strict, predictable format and context.

D.  

For structured or semi-structured documents in which layouts of different document providers vary greatly.

Discussion 0
Questions 7

How can you build custom models supported by AI Center?

Options:

A.  

Using the Al Center IDE (Integrated Development Environment).

B.  

Using the Al Center model builder.

C.  

Using a Python IDE (Integrated Development Environment) or an AutoML platform.

D.  

Using a C/C++ IDE (Integrated Development Environment), then upload the code to Al Center IDE.

Discussion 0
Questions 8

What additional information can be included in the exported data, apart from the extraction results?

Options:

A.  

The number of occurrences and the extraction confidence.

B.  

The page number from which the field was extracted and the exact position on the page.

C.  

The extraction confidence and the digitization confidence.

D.  

The position on the page.

Discussion 0
Questions 9

What is DOM in the context of Document Understanding?

Options:

A.  

Digitized Object Model is an XML object containing information such as page data, content, and coordinates for every image identified in the file.

B.  

Data Object Model is a YAML object containing information such as name, content type, text length, and the number of pages.

C.  

Document Object Model is a JSON object containing information such as name, content type, text length, and the number of pages.

D.  

Digitize Object Module is an XML object containing information such as mandatory field names, types, and values

Discussion 0
Questions 10

What components are part of the Document Understanding Process template?

Options:

A.  

Load Taxonomy, Digitization, Categorization, Data Validation, and Export

B.  

Load Document, Categorization, Data Extraction, and Validation

C.  

Load Taxonomy, Digitization, Classification, Data Extraction, and Data Validation Export

D.  

Import, Classification, Text Extractor, and Data Validation

Discussion 0
Questions 11

What is the main purpose of the Document Understanding Process template in UiPath Studio?

Options:

A.  

To integrate with other connected automations seamlessly.

B.  

To offer a fully functional document processing tool that is easy to use and execute.

C.  

To create custom workflows from scratch.

D.  

To eliminate the need for exception handling in workflows.

Discussion 0
Questions 12

What is the correct order of recommended steps when introducing new labels into a mature taxonomy?

Instructions: Drag the steps found on the "Left" and drop them on the "Right" in the correct order.

Options:

Discussion 0
Questions 13

What will be displayed in the Output panel after running the workflow below?

Options:

A.  

Status not valid.

B.  

Status is Unknown.

C.  

Status is Pending.

D.  

Status is New.

Discussion 0
Questions 14

How does UiPath Document Understanding handle structured documents with fixed formats?

Options:

A.  

It requires manual data entry, as structured documents cannot be processed automatically.

B.  

It relies on AI models for natural language processing.

C.  

It uses optical character recognition (OCR) to extract text from the documents.

D.  

It leverages predefined templates for accurate data extraction.

Discussion 0
Questions 15

What is the default visibility of an ML skill?

Options:

A.  

An ML skill is by default public and can be made private.

B.  

An ML skill is by default private and can be made public.

C.  

An ML skill is by default public and can't be made private.

D.  

An ML skill is by default private and can't be made public.

Discussion 0
Questions 16

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

Options:

A.  

Use them as a template to create other tests.

B.  

Simply run the existing tests

C.  

Based on the use case developed, create test data to test existing and new tests.

D.  

Based on the use case developed, create test data to test existing tests.

Discussion 0
Questions 17

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

Options:

A.  

When the custom document types are very similar and file splitting is not necessary.

B.  

When the custom document types are not similar and file splitting is not necessary.

C.  

When the custom document types are not similar and file splitting is necessary.

D.  

When the custom document types are very similar and file splitting is necessary.

Discussion 0
Questions 18

What are the available options for Scoring in Document Manager, that apply to string fields only?

Options:

A.  

Exact match and Auto.

B.  

Exact match and First span.

C.  

Exact match and Native string search.

D.  

Exact match and Levenshtein.

Discussion 0
Questions 19

What does Data Extraction do?

Options:

A.  

Identifies and extracts specific information that should be processed.

B.  

Applies rules for validating that the information extracted from a document is correct.

C.  

Digitizes the document that should be processed.

D.  

Identifies words and their coordinates from images and PDFs.

Discussion 0
Questions 20

What is one best practice when designing a UiPath Communications Mining label taxonomy?

Options:

A.  

Each label should be identifiable from the text of the individual verbatim (not thread) to which it will be applied.

B.  

Each label should include customer experience/sentiment analysis in its coverage.

C.  

Each parent label should have at least 3 children labels to ensure specificity.

D.  

Each label should overlap sliqhtlv with a few distinct others so we ensure 100% coveraqe.

Discussion 0
Questions 21

In the UiPath Implementation Methodology, which phase involves building the SDD (Solution Design Document)?

Options:

A.  

Kick-off phase

B.  

Solution Design phase

C.  

Process Design phase

D.  

User Acceptance Testing phase

Discussion 0
Questions 22

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

Options:

A.  

Train models using unsupervised learning.

B.  

View, save, and modify dataset model versions.

C.  

Access detailed, queryable charts, statistics, and customizable dashboards.

D.  

Monitor model performance and receive recommendations.

Discussion 0
Questions 23

What information is required when creating a data labeling session?

Options:

A.  

Data labeling session name and dataset.

B.  

Data labeling name, dataset. and Al Center project.

C.  

Dataset and Al Center project.

D.  

Data labeling name, language, and number of documents.

Discussion 0
Questions 24

Which are the the minimum required inputs in order to configure the Classification Station as an attended activity?

Options:

A.  

Taxonomy, Document Object Model, Automatic Extraction Results, Document Directory.

B.  

Taxonomy, Document Path, Document Object Model, Document Text, Automatic Classification Results.

C.  

Taxonomy, Document Path, Document Directory, Document Text, Automatic Extraction Results.

D.  

Taxonomy, Document Path, Document Object Model, Document Text.

Discussion 0
Questions 25

What function in the train.py file is responsible for persisting the trained model?

Options:

A.  

evaluate(self, evaluation_directory)

B.  

save(self)

C.  

train(setf. trainmg_directory}

D.  

__init_(self)

Discussion 0
Questions 26

Which scenario would be best accomplished using unattended automation?

Options:

A.  

Running reports and sending them via email to stakeholders overnight.

B.  

Generating invoices that require manual approval before issuing.

C.  

Providing on-demand assistance to users for specific activities.

D.  

Resolving customer queries with real-time input from support agents.

Discussion 0
Questions 27

What is the definition of a UiPath Communications Mining data source?

Options:

A.  

A collection of raw unlabeled communications data of a similar type, that can be associated with up to 10 datasets.

B.  

The model that we create when training the platform to understand the data in those sources.

C.  

A permissioned storage area within the platform which contains communications and labels.

D.  

A user-permissioned project containing a taxonomy with labels and entities.

Discussion 0
Questions 28

What happens when multiple users try to label the same document concurrently?

Options:

A.  

The changes made by one user override the changes made by others.

B.  

The changes made by all users are saved successfully.

C.  

Concurrent labeling is not allowed.

D.  

A warning message is displayed to the other user(s) indicating unsuccessful changes.

Discussion 0
Questions 29

Given the following scenario:

• You have a trained version of the Document Understanding Model with 1000 pages called v22.10.0.1.

• You have an evaluation dataset of 100 pages that gave a score of 0.72 for v22.10.0.1.

• The business team labeled 800 pages and they ask for an increment of the Model that would contain all 1000+800 pages.

What is the first recommended pipeline run configuration to create the new version?

Options:

A.  

Pipeline type: Full

Package Major Version: 23.10.4.0 Package Minor Version: 1 Input Dataset: 800 pages Evaluation Dataset: 100 pages

B.  

Pipeline type: Evaluate

Package Major Version: 23.10.4.0 Package Minor Version: 0 Input Dataset: 1000+800 pages Evaluation Dataset: 100 pages

C.  

Pipeline type: Full Package Major Version: 23.10.4.0 Package Minor Version: 0 Input Dataset: 1000+800 pages Evaluation Dataset: 100 pages

D.  

Pipeline type: Training Package Major Version: 23.10.4.0 Package Minor Version: 1 Input Dataset: 1000+800 Evaluation Dataset: N/A

Discussion 0
Questions 30

What are the two main data extraction methodologies used in document understanding processes?

Options:

A.  

Hybrid and manual data extraction.

B.  

Rule-based and model-based data extraction.

C.  

Rule-based and hybrid data extraction.

D.  

Manual and model-based data extraction.

Discussion 0
Questions 31

Considering the Process Design phase, what should be Taken into consideration as a best practice when creating the scope for the automation?

Options:

A.  

Document Types. Taxonomy. Languages. Success Criteria. OCR, ML Model.

B.  

Document Types. Taxonomy. Templates. Languages. Scans/Digital docs, Success Criteria. Technical Criteria.

C.  

Document Types. Technical Criteria, Templates. Languages, Scans/Digital docs, OCR quality.

D.  

Document Types. Templates. Technical Criteria. Languages. Scans/Digital docs. Success Criteria. OCR engines.

Discussion 0
Questions 32

What additional information can be included in the exported data, apart from the extraction results?

Options:

A.  

The extraction confidence and the digitization confidence.

B.  

The number of occurrences and the extraction confidence.

C.  

The position on the page.

D.  

The page number from which the field was extracted and the exact position on the page.

Discussion 0
Questions 33

Which role consumes ML Skills within customized workflows in Studio using the ML Skill activity from the UiPath.MLServices.Activities package?

Options:

A.  

Data Scientist.

B.  

Administrator.

C.  

RPA Developer.

D Process Controller

Discussion 0
Questions 34

What should a UiPath Communications Mining taxonomy contain when it is being imported?

Options:

A.  

Label predictions.

B.  

Entity descriptions.

C.  

Entity predictions.

D.  

Label descriptions.

Discussion 0
Questions 35

What are the out-of-the-box packages types available in Al Center?

Options:

A.  

Pre-trained. fine-tunable, and reviewed.

B.  

Pre-trained. custom training, and fine-tunable.

C.  

Custom training, fine-tunable, and reviewed.

D.  

Pre-trained, custom training, and reviewed.

Discussion 0
Questions 36

What is the role of the Taxonomy Manager?

Options:

A.  

To select which extractors are trained for each document type and field.

B.  

To present a document processing specific user interface for validating and correcting automatic classification outputs.

C.  

To create and edit a Taxonomy file specific to the current automation project.

D.  

To select the type of ML that can be used in the project.

Discussion 0
Questions 37

What does a UiPath Communications Mining taxonomy include?

Options:

A.  

General fields and datasets.

B.  

Labels and sources.

C.  

Messages, labels, and general fields.

D.  

Labels and general fields.

Discussion 0
Questions 38

Which of the following is a characteristic of a poorly-performing model in UiPath Communications Mining?

Options:

A.  

The model makes correct predictions across the majority of the dataset.

B.  

All of the labels in the dataset have at least 25 training examples.

C.  

Many of the labels in the taxonomy have amber or red performance warnings.

D.  

2% of the dataset has been reviewed by a model trainer.

Discussion 0
Questions 39

Having the taxonomy in a file, shared and updated across multiple projects, what is the most convenient way to load it in a UiPath Studio project?

Options:

A.  

Using Read Taxonomy activity.

B.  

Using DeserializeTaxonomy activity.

C.  

Using Load Taxonomy activity.

D.  

Using DocumentTaxonomy.Deserialize method inside an Assign activity.

Discussion 0
Questions 40

When a parent label is deleted in UiPath Communications Mining, what happens to the training data tor that label?

Options:

A.  

The parent label and any child labels to that parent label are removed from any reviewed messages, any messages with updated annotations are flagged for review.

B.  

The parent label and any child labels to that parent label are removed from any reviewed messages.

C.  

The parent label is removed from any reviewed messages but the child labels to that parent label remain.

D.  

The parent label is removed from any reviewed messages, messages with any child labels to that parent label are flagged for review.

Discussion 0
Questions 41

What is the correct order to Configure Extractor Wizard?

Instructions: Drag the Description found on the left and drop on the correct Step found on the right.

Options:

Discussion 0
Questions 42

A Document Understanding Process is in production. According to best practices, what are the locations recommended for exporting the result files?

Options:

A.  

Network Attached Storage and Orchestrator Bucket.

B.  

Locally, Temp Folder, Network Attached Storage, and Orchestrator Bucket.

C.  

Orchestrator Bucket and Queue Item.

D.  

On a VM, Orchestrator Bucket, and Network Attached Storage.

Discussion 0
Questions 43

Which UiPath Studio activity creates a Data Labeling Action in UiPath Action Center?

Options:

A.  

Create Document Labeling Action activity

B.  

Create Labeling Task activity

C.  

Create Labeling Action activity

D.  

Create External Task activity

Discussion 0
Questions 44

What is the minimum number of pinned examples users should provide per label in UiPath Communications Mining?

Options:

A.  

15

B.  

20

C.  

25

D.  

30

Discussion 0
Questions 45

Why is having high coverage important for an automation-focused use case in UiPath Communications Mining?

Options:

A.  

The higher the coverage, the lower the model's recall, resulting in greater throughput of automatable processes.

B.  

High coverage ensures that the software consumes less computational resources, resulting in cost savings for the organization implementing the automation.

C.  

High coverage on the model means that fewer communications will be sent for manual review and that fewer automatable processes are missed.

D.  

With high coverage, you can increase the amount of data provided downstream via Streams.

Discussion 0
Questions 46

What does adding missed labels help improve in UiPath Communications Mining?

Options:

A.  

Label bias warnings.

B.  

Increases data security.

C.  

Increases the taxonomy coverage.

D.  

Label precision and recall.

Discussion 0
Questions 47

What are all the types of ML (Machine Learning) models supported by Al Center?

Options:

A.  

Out-of-the-box models from UiPath and UiPath technology partners.

B.  

Out-of-the-box models from UiPath technology partners and custom models.

C.  

Out-of-the-box models from UiPath, UiPath technology partners, open-source models from the community, and custom models.

D.  

Out-of-the-box models from UiPath technology partners, and open-source models from the community.

Discussion 0
Questions 48

What are the options available in the Export Now tab of the Export Files dialog box in Document Manager?

Options:

A.  

Download to Excel. Download, and Export to Al Center.

B.  

Download to Excel. Export to Al Center, and Export All.

C.  

Download to Excel and Export All.

D.  

Export to Al Center, Export All. and Download.

Discussion 0
Questions 49

What fields are available when creating an Al Center project?

Options:

A.  

Name, description, and labels.

B.  

Name, description, and permissions.

C.  

Name and description.

D.  

Name and labels.

Discussion 0
Questions 50

What does the darker shading of a label prediction represent in Explore in UiPath Communications Mining?

Options:

A.  

An incorrect prediction.

B.  

A lower confidence score.

C.  

Multiple label predictions.

D.  

A higher confidence score.

Discussion 0
Questions 51

Which features in Generative Annotation are automatically enabled on datasets in Communication Mining technology?

Options:

A.  

Taxonomy Uploading

B.  

Assisted Labelling

C.  

Preview Mode

D.  

Sentiment Analysis

Discussion 0
Questions 52

In the general fields training, what actions does the Communications Mining Train feature guide you through?

Options:

A.  

It guides you through the completion of model training before starling entity training.

B.  

It guides you to focus solely on model refinement.

C.  

It guides you right from the moment you create a dataset with the next best action to take to advance your general fields training.

D.  

It guides you to start entity training without a dataset.

Discussion 0
Questions 53

What is the purpose of the generative classifier?

Options:

A.  

To classify documents using AI Center out-of-the-box generative models.

B.  

To classify documents using generative OCR.

C.  

To classify documents using generative models.

D.  

To classify documents using a combination of generative and specialized models.

Discussion 0
Questions 54

How do you use the Generative Classifier within UiPath Document Understanding Cloud APIs to classify a document as either an "Invoice" or a "Receipt"?

Options:

A.  

By sending a GET request to /api/framework/projects/{projectld}/classifiers/generative_classifier/classification with a body containing prompts that specify the 'Invoice' and 'Receipt' names and descriptions.

B.  

By sending a POST request to yapi/framework/projectsy{projectld}/ctassifiers/generative_classifier/classification with a body containing prompts that specify the 'Invoice' and 'Receipt' names and descriptions.

C.  

By sending a PUT request to /api/framework/proiects/{projectld}/classifiers/generative_classifier/classification without any specific classification details in the body of the request.

D.  

By sending a POST request to /api/framework/projects/{projectld}/classifiers/generative_classifier/dassification with a body containing prompts that specify the 'Invoice' and 'Receipt' names and a description for their fields.

Discussion 0
Questions 55

Which UiPath product is most suitable for processing invoices?

Options:

A.  

UiPath Communications Mining.

B.  

UiPath Task Mining.

C.  

UiPath Process Mining.

D.  

UiPath Document Understanding.

Discussion 0
Questions 56

Which activity should be used for classification validation in attended mode?

Options:

A.  

Create Document Classification Action.

B.  

Train Classifiers Scope.

C.  

Wait for Document Classification and Resume.

D.  

Present Classification Station.

Discussion 0
Questions 57

What do entity predictions refer to within UiPath Communications Mining?

Options:

A.  

The understanding of the parent-label relationship when assigning label predictions.

B.  

The difference between label suggestions and label predictions in a training process.

C.  

The identification of a specific span of text as a value for a particular entity type.

D.  

The model's confidence that a specific concept exists within a communication.

Discussion 0
Questions 58

Exhibit:

When a developer is examining a suspended state upon reaching a breakpoint, which activity will the Executor be directed to if Step Out is selected from the Debug section in UiPath Studio’s ribbon interface?

Options:

A.  

S2

B.  

S3

C.  

A1

D.  

S4

Discussion 0
Questions 59

What information should be provided when adding a classification label for the OOB (Out Of the Box) labeling template?

Options:

A.  

Name, Classification type. Input to be labeled. Attribute name. Shortcut, and Color.

B.  

Name, Input to be labeled. Attribute name, and Shortcut.

C.  

Name, Classification type, Attribute name, and Shortcut.

D.  

Name, Classification Type. Attribute name. Color, and Shortcut.

Discussion 0
Questions 60

What is the recommended number of documents per vendor to train the initial dataset?

Options:

A.  

5

B.  

10

C.  

15

D.  

20

Discussion 0
Questions 61

Which log level in UiPath provides the most detailed information about the execution of activities?

Options:

A.  

Verbose

B.  

Warning

C.  

Information

D.  

Error

Discussion 0
Questions 62

For an analytics use case, what are the recommended minimum model performance requirements in UiPath Communications Mining?

Options:

A.  

Model Ratings of "Good" or better and individual performance factors rated as "Good" or better.

B.  

Model Ratings of "Good" and individual performance factors rated as "Excellent".

C.  

Model Ratings of "Excellent" and individual performance factors rated as "Good" or better.

D.  

Model Ratings of "Excellent" and individual performance factors rated as "Excellent".

Discussion 0
Questions 63

What is the purpose of UiPath Communications Mining?

Options:

A.  

Process unstructured communication data using NLP.

B.  

Analyze financial data.

C.  

Design user interfaces.

D.  

Generate code for automation processes.

Discussion 0