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	Passports ID Cards Utility Bills 4506T
Insurance	ACORD125 ACORD131 ACORD126 ACORD140
Lending	FM1003 W2 4506T
HR	Passports ID Cards W9 I9
Shipping	Invoices Bills of Lading (includes Sea Waybills and Air Waybills)
AP	Invoices Utility Bills
AR	Purchase Orders Remittance Advices
Expenses	Receipts