In this session, we will go deeper into what the document understanding framework is about. We will tackle each of the stages and the activities used in the framework and identify the best practices on how to develop the solution for the same.
UiPath's Document Understanding Framework is a component of UiPath's Robotic Process Automation (RPA) platform that focuses on automating document-centric processes. It is designed to help organizations extract and process data from various types of documents, such as invoices, receipts, contracts, and more. The framework uses a combination of technologies like Optical Character Recognition (OCR), Natural Language Processing (NLP), machine learning, and AI to automate the extraction of structured and unstructured data from documents.
👉At the end of the session, participants will have a deeper understanding on the key features and components of UiPath's Document Understanding Framework such as:
- Document Classification: The framework allows you to classify documents into different categories or types. For example, you can classify invoices, purchase orders, and bills.
- Data Extraction: Document Understanding helps extract relevant data from documents. This includes both structured data (e.g., dates, amounts, invoice numbers) and unstructured data (e.g., text from paragraphs).
- Validation: It provides validation mechanisms to ensure the accuracy of extracted data, reducing the need for manual intervention.
- Machine Learning: The framework uses machine learning models to continuously improve the accuracy of data extraction and document classification.
- Integration: UiPath's Document Understanding can be integrated with other RPA processes, allowing for end-to-end automation of document-centric workflows.
- Human-in-the-Loop: It supports scenarios where human validation or intervention is required, enabling a human-in-the-loop workflow.
- Scalability: The framework is designed to handle large volumes of documents, making it suitable for enterprises with high document processing needs.
- Analytics and Reporting: UiPath provides analytics and reporting capabilities to monitor and measure the performance of document processing workflows.