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UiPath Certified Professional Specialized AI Professional v1.0 Sample Questions (Q84-Q89):

NEW QUESTION # 84
What is the recommended number of documents per vendor to train the initial dataset?

A. 0
B. 1
C. 2
D. 3

Answer: C

Explanation:
According to the UiPath documentation, the recommended number of documents per vendor to train the initial dataset is 10. This means that for each vendor that provides a specific type of document, such as invoices or receipts, you should have at least 10 samples of their documents in your training dataset. This helps to ensure that the dataset is balanced and representative of the real-world data, and that the machine learning model can learn from the variations and features of each vendor's documents. Having too few documents per vendor can lead to poor model performance and accuracy, while having too many documents from a single vendor can cause overfitting and bias1.
References: 1: Document Understanding - Training High Performing Models

NEW QUESTION # 85
What role do Triggers play in the UiPath Integration Service?

A. Manage connections between UiPath Studio and third-party applications.
B. Assist in the creation of automation projects by providing event-based activities.
C. Provide a mechanism for starting processes on a scheduled basis from Orchestrator.
D. Provide a mechanism for subscribing to specific events from third-party applications, automatically starting processes in Orchestrator.

Answer: D

NEW QUESTION # 86
What is the purpose of the End Process in the Document Understanding Process?

A. End Process is a feature in the Document Understanding Process that exports the extracted data into a readable document format.
B. The purpose of the End Process in the Document Understanding Process is to generate a summary report of the processing statistics and performance metrics.
C. End Process in the Document Understanding Process silently shuts down the Virtual Machine so that another robot can use it.
D. End Process sets the queue transaction status as Successful in case of no exception, and as Failed in case of an exception with their corresponding Business or System Exception, and the post processing/cleaning if required.

Answer: D

NEW QUESTION # 87
What information should be filled in when adding an entity label for the OOB (Out Of the Box) labeling template?

A. Name. Data Type. Attribute name, and Color.
B. Name, Shortcut, and Color.
C. Name, Data Type. Attribute name. Shortcut, and Color.
D. Name. Input to be labeled. Attribute name. Shortcut, and Color.

Answer: D

Explanation:
The OOB labeling template is a predefined template that you can use to label your text data for entity recognition models. The template comes with some preset labels and text components, but you can also add your own labels using the General UI or the Advanced Editor. When you add an entity label, you need to fill in the following information:
* Name: the name of the new label. This is how the label will appear in the labeling tool and in the exported data.
* Input to be labeled: the text component that you want to label. You can choose from the existing text components in the template, such as Date, From, To, CC, and Text, or you can add your own text components using the Advanced Editor. The text component determines the scope of the text that can be labeled with the entity label.
* Attribute name: the name of the attribute that you want to extract from the text. You can use this to create attributes such as customer name, city name, telephone number, and so on. You can add more than one attribute for the same label by clicking on + Add new.
* Shortcut: the hotkey that you want to assign to the label. You can use this to label the text faster by using the keyboard. Only single letters or digits are supported.
* Color: the color that you want to assign to the label. You can use this to distinguish the label from the others visually.
References: AI Center - Managing Data Labels, Data Labeling for Text - Public Preview

NEW QUESTION # 88
While training a UiPath Communications Mining model, the Search feature was used to pin a certain label on a few communications. After retraining, the new model version starts to predict the tagged label but infrequently and with low confidence.
According to best practices, what would be the correct next step to improve the model's predictions for the label, in the "Explore" phase of training?

A. Use the "Low confidence" training mode to pin the label to more communications.
B. Use the 'Teach" training mode to pin the label to more communications.
C. Use the "Search" feature to pin the label to more communications.
D. Use the "Rebalance" training mode to pin the label to more communications.

Answer: B

Explanation:
According to the UiPath documentation, the 'Teach' training mode is used to improve the model's predictions for a specific label by pinning it to more communications that match the label's criteria. This helps the model learn from more examples and increase its confidence and accuracy. The 'Teach' mode also allows you to unpin the label from communications that do not match it, which helps the model avoid false positives. The other training modes are not as effective for this purpose, as they either focus on different aspects of the model performance or do not provide enough feedback to the model.
References:
* Model training and labelling best practice
* Overview of the model training process
* Model Training FAQs

NEW QUESTION # 89
......

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