Out-of-the-box Pre-trained ML Packages

Se trata de paquetes de ML reentrenables que contienen el conocimiento de diferentes modelos de aprendizaje automático.

Se pueden personalizar para extraer campos adicionales o admitir idiomas adicionales mediante ejecuciones de procesos. Gracias a las capacidades de aprendizaje de transferencia de última generación, este modelo puede volver a entrenarse con documentos etiquetados adicionales y adaptarse a casos de uso específicos o ampliarse para que admita más idiomas latinos, cirílicos o griegos.

El conjunto de datos usado puede tener los mismos campos, un subconjunto de campos o tener campos adicionales. Para beneficiarte de la inteligencia ya contenida en el modelo preentrenado, es necesario usar campos con los mismos nombres que en el propio modelo listo para usar.

Estos paquetes ML son:

• 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 PackagePreview: 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 PackagePreview: 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.

Estos modelos son arquitecturas de aprendizaje profundo diseñadas por UiPath. Una GPU puede usarse tanto en el tiempo de servicio como en el de entrenamiento, pero no es obligatoria. Una GPU ofrece una mejora de más de 10 veces en la velocidad para el entrenamiento en particular.

Los paquetes ML preentrenados listos para usar pueden dividirse en categorías de documentos en función del uso previsto de cada modelo:

Categoría de documento	Modelo de ML
KYC	Pasaportes Carnés de identidad Facturas de servicios públicos 4506T
Seguros	ACORD125 Acord131 Acord126 Acord140
Préstamos	FM1003 W2 4506T
Recursos humanos	Pasaportes Carnés de identidad W9 I9
Envíos	Facturas Conocimientos de embarque (incluye cartas de porte marítimo y aéreo)
AP	Facturas Facturas de servicios públicos
AR	Órdenes de compra Consejos de remisión
Gastos	Recibos