UiPath Document Understanding ML Activities

The UiPath Document Understanding ML Activities pack contains activities that integrate ML models for Document Understanding workflows.

Overview of the UiPath Document Understanding ML Activities Pack

The UiPath Document Understanding ML Activities pack comprises specialized activities designed to seamlessly integrate machine learning models into Document Understanding workflows. These activities are intended to enhance the efficiency and precision of automation tasks, specifically in the realm of document data extraction.

Activities in the UiPath Document Understanding ML Activities Pack

The UiPath Document Understanding ML Activities pack contains activities that integrate ML models for Document Understanding workflows, as follows:

• The Machine Learning Extractor activity which enables the usage of UiPath provided machine learning models to perform data extraction from documents. The activity is capable of consuming ML models in the context of document understanding, thus enabling RPA workflows to use such models for data extraction from documents.
• The Machine Learning Extractor Trainer activity which collects the human feedback for you, in a directory of your choice.
• The Machine Learning Classifier activity which allows users to perform document classification, enabling the use of extraction techniques matching the document type. This activity consumes classification ML models, generated in the context of Document Understanding, from AI Center.
• The Machine Learning Classifier Trainer activity which allows the collection of human feedback data in AI Center datasets for creating and updating document classification models on AI.

IMPORTANT: Installing this package version requires upgrading all the other Document Understanding packages to their latest version. (in case any are installed).

This includes the following packages: IntelligentOCR (>= 6.10.0), DocumentUnderstanding.ML (>= 1.22.0), PDF (>= 3.15.0), AmazonTextract (>= 1.0.0), OCR.Activities (>= 3.9.0) and OmniPage (>= 1.11.0). On lower versions, some functionality may be missing or unexpected errors might occur.

Features and Applications of the UiPath Document Understanding ML Activities Pack

Incorporating the UiPath Document Understanding ML Activities pack into your workflow not only elevates the precision of data extraction but also provides a comprehensive solution for document classification, backed by machine learning capabilities. It can be utilized in a variety of scenarios like:

• Invoice Processing
• Expense Report Automation
• Legal Document Analysis
• Healthcare Document Processing