Introduction to Document Understanding and Document Understanding Framework (Overview)

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  • āđ€āļœāļĒāđāļžāļĢāđˆāđ€āļĄāļ·āđˆāļ­ 24 āļ•.āļ„. 2023
  • In this session, we will cover the introduction on UiPath Document Understanding as well as an Overview on the Document Understanding Framework.
    Document Understanding is a comprehensive document processing solution offered by UiPath, a leading robotic process automation (RPA) software provider. This technology is designed to help organizations efficiently and accurately extract, classify, and process data from various types of documents, such as invoices, purchase orders, receipts, contracts, and more while 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.
    👉Some key take-aways of the session would be the following:
    Be able to position UiPath Document Understanding
    Be familiar with the various stages of Document Understanding
    This session was live on October 24, 2023 in UiPath Community Melbourne Chapter. Join the chapter here to be updated about upcoming events. community.uipath.com/melbourne/

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  • @johnsharpe7578
    @johnsharpe7578 3 āļŦāļĨāļēāļĒāđ€āļ”āļ·āļ­āļ™āļāđˆāļ­āļ™

    00:00 Introduction to Document Understanding and Framework
    00:06 Introduction to Document Understanding and Document Understanding Framework
    02:57 Overview of UAT Business Automation Platform
    08:01 Document processing automation can improve efficiency, productivity, and data security.
    10:55 Automating document processing with AI for accuracy and efficiency
    16:08 Document understanding involves structured, semi-structured, and unstructured documents.
    18:36 Document Understanding Framework involves text extraction, classification, validation, and retraining.
    22:50 Document Understanding framework runs processes at the backend to digitize, classify, and validate documents.
    25:03 Different approaches in document understanding: rules-based, AI-based, and hybrid
    29:51 Document understanding framework allows creation of POC and demos for customers.
    32:13 Document Understanding Framework enables understanding and processing of various document types.
    36:55 Initialization process involves loading configuration file and initializing workflow
    38:58 Document Understanding Framework involves setting API keys and classifying document types.
    43:18 Document Understanding solution uses UIPath Document Understanding service with ML skills instead of endpoints
    45:45 Robot sends data for validation and can perform additional actions while waiting for human input.
    50:24 Using Document Understanding to assign tasks and classify documents for processing by the robot.
    52:48 Humans play a crucial role in validating document understanding results.
    57:12 Training a machine learning model for document understanding

  • @rxbritto
    @rxbritto 8 āļŦāļĨāļēāļĒāđ€āļ”āļ·āļ­āļ™āļāđˆāļ­āļ™

    Good one !! How to get access to Ai center for practicing ???

    • @johnsharpe7578
      @johnsharpe7578 3 āļŦāļĨāļēāļĒāđ€āļ”āļ·āļ­āļ™āļāđˆāļ­āļ™

      Do an Enterprise Trial