Document Understanding
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- Overview
- Document Understanding - ML Package
- DocumentClassifier - ML Package
- ML Packages With OCR Capabilities
- 1040 - ML Package
- 4506T - ML Package
- - ML Package - Preview
- ACORD125 - ML Package
- ACORD126 - ML Package
- ACORD131 - ML Package
- ACORD140 - ML Package
- ACORD25 - ML Package
- Bank Statements - ML Package
- BillsOfLading - ML Package
- Certificate of Incorporation - ML Package
- Certificate of Origin - ML Package
- Checks - ML Package
- Children Product Certificate - ML Package
- CMS 1500 - ML Package
- EU Declaration of Conformity - ML Package
- Financial Statements - ML Package
- FM1003 - ML Package - Preview
- I9 - ML Package
- ID Cards - ML Package
- Invoices - ML Package
- InvoicesAustralia - ML Package
- InvoicesChina - ML Package
- InvoicesIndia - ML Package
- InvoicesJapan - ML Package
- Invoices Shipping - ML Package
- Packing Lists - ML Package
- Payslips - ML Package
- Passports - ML Package
- Processed Document Types
- Purchase Orders - ML Package
- Receipts - ML Package
- RemittanceAdvices - ML Package
- Utility Bills - ML Package
- Vehicle Titles - ML Package
- W2 - ML Package
- W9 - ML Package
- Other Out-of-the-box ML Packages
- Public Endpoints
- Traffic limitations
- OCR Configuration
- Hardware Requirements
- UiPath.Abbyy.Activities
- UiPath.AbbyyEmbedded.Activities
- UiPath.DocumentProcessing.Contracts
- UiPath.DocumentUnderstanding.ML.Activities
- UiPath.DocumentUnderstanding.OCR.LocalServer.Activities
- UiPath.IntelligentOCR.Activities
- UiPath.OCR.Activities
- UiPath.OCR.Contracts
- UiPath.OmniPage.Activities
- UiPath.PDF.Activities
Document Understanding
Last updated Nov 20, 2023
Overview
About ML Packages
Using a Document Understanding ML Package involves these steps:
- Collecting document samples and the requirements of the data points that need to be extracted.
- Labeling documents using Document Manager.
- Downloading or exporting labeled documents as a Training dataset and uploading the exported folder to AI Center Storage.
- Running a Training Pipeline on AI Center.
- Deploying the trained model as an ML Skill in AI Center.
- Querying the ML Skill from an RPA workflow using
the UiPath.DocumentUnderstanding.ML activity package.
Note: Remember that using Document Understanding ML Packages requires that the machine on which AI Center is installed can access https://du-metering.uipath.com.Important: When creating a UiPath.DocumentUnderstanding.ML.Activities Package in AI Center, the package name should not be any python reserved keyword, such as
class
,break
,from
,finally
,global
,None
, etc. Note that this list is not exhaustive since the package name is used forclass <pkg-name>
andimport <pkg-name>
.
These are out-of-the-box Machine Learning Models to classify and extract any commonly occurring data points from semi-structured or unstructured documents, including regular fields, table columns, and classification fields, in a template-less approach.
Note:
Out-of-the-box Machine Learning Packages that are delivered by UiPath have version 0 and are already available on your tenant, meaning that there is no need to download them.
Download is available only for versions 1 or higher, that were already trained by you.
Types of ML Packages
Document Understanding contains multiple ML Packages split into five main categories: