PROMINENT FEATURES OF {UIPATH} UIPATH UIPATH-SAIV1 EXAM QUESTIONS

Prominent Features of {UiPath} UiPath UiPath-SAIv1 Exam Questions

Prominent Features of {UiPath} UiPath UiPath-SAIv1 Exam Questions

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UiPath Certified Professional Specialized AI Professional v1.0 Sample Questions (Q164-Q169):

NEW QUESTION # 164
What are the languages supported by the generic Document Understanding ML Package?

  • A. Languages using the Latin alphabet (like Italian, French. Portuguese. Spanish, and Romanian), and the Greek left-to-right alphabet.
  • B. Languages using the Greek left-to-right alphabet. Japanese, and Chinese.
  • C. Languages using the Latin alphabet, the Cyrillic alphabet, the Greek left-to-right alphabet. Japanese, and Chinese.
  • D. Languages using the Cyrillic alphabet, the Greek left-to-right alphabet, and Chinese.

Answer: C

Explanation:
According to the UiPath documentation1, the generic Document Understanding ML Package supports data extraction from any type of structured or semi-structured documents, building an ML model from scratch. The supported languages for this package are Latin-based languages, Cyrillic languages, Greek left-to-right, and Japanese (Preview). Additionally, the documentation23 also mentions that the package can support Chinese with the use of an OCR that supports that language. Therefore, the correct answer is D.
References: Document Understanding - Supported Languages, Document Understanding - ML Packages, Document Understanding - ML Packages.


NEW QUESTION # 165
When creating a training dataset, what is the recommended number of samples for the Classification fields?

  • A. 20-50 document samples from each class.
  • B. 10-20 document samples from each class.
  • C. 50-200 document samples from each class.
  • D. 5-10 document samples from each class.

Answer: A

Explanation:
According to the UiPath documentation, the recommended number of samples for the classification fields depends on the number of document types and layouts that you want to classify. The more document types and layouts you have, the more samples you need to cover the diversity of your data. However, a general guideline is to have at least 20-50 document samples from each class, as this would provide enough data for the classifiers to learn from12. A large number of samples per layout is not mandatory, as the classifiers can generalize from other layouts as well3.
References: 1: Document Classification Training Overview 2: Document Classification Training Related Activities 3: Training High Performing Models


NEW QUESTION # 166
What is the purpose of the generative classifier?

  • A. To classify documents using generative models.
  • B. To classify documents using a combination of generative and specialized models.
  • C. To classify documents using generative OCR.
  • D. To classify documents using AI Center out-of-the-box generative models.

Answer: A


NEW QUESTION # 167
What does the Train stage of the Document Understanding Framework do?

  • A. Improves the extractor accuracy by learning from the classification result.
  • B. Allows the extractor to improve its prediction over time by using better OCR (Optical Character Recognition) engines.
  • C. Allows the model to learn from human-validated data.
  • D. Allows a human to validate and correct the extracted data.

Answer: C

Explanation:
In the UiPath Document Understanding Framework, the Train stage enables models to learn from human- validated data. This process involves feeding the corrections made by humans during the validation phase back into the model, allowing it to refine its predictions and improve accuracy over time.
UiPath Documentation
The training component is crucial for classifiers and extractors capable of learning from human feedback. By incorporating validated data, these components can adjust their algorithms to better handle similar documents in the future, enhancing the overall efficiency and effectiveness of the automation process.
Other options are incorrect because:
* B. Allows the extractor to improve its prediction over time by using better OCR engines: While better OCR engines can enhance data extraction, this is not the function of the Train stage.
* C. Allows a human to validate and correct the extracted data: This describes the Validation stage, not the Train stage.
* D. Improves the extractor accuracy by learning from the classification result: Training focuses on learning from human-validated extraction results, not just classification outcomes.
Therefore, the primary purpose of the Train stage is to allow the model to learn from human-validated data, thereby improving its future performance.


NEW QUESTION # 168
What is the default visibility of an ML skill?

  • 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.

Answer: B


NEW QUESTION # 169
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