document-understanding
2023.4
false
- Overview
- Document Understanding Process
- Quickstart tutorials
- Framework components
- ML packages
- Overview
- Document Understanding - ML package
- DocumentClassifier - ML package
- ML packages with OCR capabilities
- 1040 - ML package
- 4506T - ML package
- 990 - ML Package - Preview
- ACORD125 - ML package
- ACORD126 - ML package
- ACORD131 - ML package
- ACORD140 - ML package
- ACORD25 - ML package
- Bank Statements - ML package
- Bills Of Lading - 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
- I9 - ML package
- ID Cards - ML package
- Invoices - ML package
- Invoices Australia - ML package
- Invoices China - ML package
- Invoices India - ML package
- Invoices Japan - ML package
- Invoices Shipping - ML package
- Packing Lists - ML package
- Passports - ML package
- Payslips - ML package
- Purchase Orders - ML package
- Receipts - ML Package
- Remittance Advices - 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
- Hardware requirements
- Pipelines
- Document Manager
- OCR services
- Deep Learning
- Document Understanding deployed in Automation Suite
- Document Understanding deployed in AI Center standalone
- Licensing
- Activities
- 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 User Guide
Last updated Oct 17, 2024
Out-of-the-box Pre-trained ML Packages
These are retrainable ML Packages that hold the knowledge of different Machine Learning Models.
They can be customized to extract additional fields or support additional languages using Pipeline runs. Using state-of-the-art transfer learning capabilities, this model can be retrained on additional labeled documents and tailored to specific use cases or expanded for additional Latin, Cyrillic or Greek language support.
The dataset used may have the same fields, a subset of the fields, or have additional fields. To benefit from the intelligence already contained in the pre-trained model, you need to use fields with the same names as in the out-of-the-box model itself.
These ML Packages are:
- 1040 - ML Package : The fields extracted out-of-the-box can be found here.
- 4506T - ML Package : The fields extracted out-of-the-box can be found here.
- 990 - ML Package
Preview: The fields extracted out-of-the-box can be found here. - ACORD25 - ML Package: The fields extracted out-of-the-box can be found here.
- ACORD125 - ML Package: The fields extracted out-of-the-box can be found here.
- ACORD126 - ML Package: The fields extracted out-of-the-box can be found here.
- ACORD131 - ML Package : The fields extracted out-of-the-box can be found here.
- ACORD140 - ML Package : The fields extracted out-of-the-box can be found here.
- Bank Statements - ML Package : The fields extracted out-of-the-box can be found here.
- BillsOfLading - ML Package: The fields extracted out-of-the-box can be found here.
- Certificate of Incorporation/Good Standing - ML Package: The fields extracted out-of-the-box can be found here.
- Certificate of Origin - ML Package: The fields extracted out-of-the-box can be found here.
- Checks - ML Package : The fields extracted out-of-the-box can be found here.
- Children Product Certificate - ML Package: The fields extracted out-of-the-box can be found here.
- CMS1500 - ML Package: The fields extracted out-of-the-box can be found here.
- EU Declaration of Conformity - ML Package: The fields extracted out-of-the-box can be found here.
- Financial statements - ML Package : The fields extracted out-of-the-box can be found here.
- FM1003 - ML Package
Preview: The fields extracted out-of-the-box can be found here. - I9 - ML Package: The fields extracted out-of-the-box can be found here.
- ID Cards - ML Package: The fields extracted out-of-the-box can be found here.
- Invoices - ML Package: The fields extracted out-of-the-box can be found here.
- InvoicesAustralia - ML Package: The fields extracted out-of-the-box can be found here. An upcoming deprecation is announced for this ML Package. Here you can find more details.
- InvoicesChina - ML Package : The fields extracted out-of-the-box can be found here.
- InvoicesIndia - ML Package: The fields extracted out-of-the-box can be found here.
- InvoicesJapan - ML Package : The fields extracted out-of-the-box can be found here.
- Invoices Shipping - ML Package: The fields extracted out-of-the-box can be found here.
- Packing Lists - ML Package: The fields extracted out-of-the-box can be found here.
- Passports - ML Package: The fields extracted out-of-the-box can be found here.
- Pay slips - ML Package: The fields extracted out-of-the-box can be found here.
- Purchase Orders - ML Package: The fields extracted out-of-the-box can be found here.
- Receipts - ML Package: The fields extracted out-of-the-box can be found here.
- RemittanceAdvices - ML Package: The fields extracted out-of-the-box can be found here.
- Utility Bills - ML Package: The fields extracted out-of-the-box can be found here.
- Vehicle Titles - ML Package: The fields extracted out-of-the-box can be found here.
- W2 - ML Package: The fields extracted out-of-the-box can be found here.
- W9 - ML Package: The fields extracted out-of-the-box can be found here.
These models are deep learning architectures built by UiPath. A GPU can be used both at serving time and training time but is not mandatory. A GPU delivers>10x improvement in speed for Training in particular.
The Out-of-the-box Pre-trained ML Packages can be split into document categories based on the intended use of each model:
|
Document Category |
ML Model |
|---|---|
|
KYC |
|
|
Insurance |
|
|
Lending |
|
|
HR |
|
|
Shipping |
|
|
AP |
|
|
AR |
|
|
Expenses |
|
