What does the UiPath.DocumentUnderstandingML.Activities package enable?

The UiPath.DocumentUnderstandingML.Activities package is specifically designed to leverage machine learning extractors, which play a critical role in the Document Understanding framework. This package allows users to utilize pre-built machine learning models for extracting structured data from documents. One of the key features is the ability to retrain these models on custom datasets, making it possible to improve their accuracy and performance based on specific user needs or document types.

By employing machine learning extractors, users can automate the extraction of data from various document types effectively while reducing manual intervention. This functionality is particularly essential for organizations that deal with diverse document formats and require a solution that can adapt to new data patterns over time. Retraining models ensures that the extraction process remains robust and accurate, thus enhancing the overall efficiency of document processing.

This package does not primarily focus on image processing, basic data extraction, or the creation of forms for user input, which are different functionalities offered by other components within the UiPath ecosystem.