How can i train a custom machine learning model for document understanding using the AI center ? Or is there a way we can directly import existing models
Hi @Naveen_Chowdary ,
- Access the AI Center from the UiPath Orchestrator.
- Create a new project and select the “Document Understanding” template.
- Upload your training dataset, which should include labeled documents with the relevant information you want to extract.
- Configure the training settings, such as the number of training iterations and learning rate.
- Train the model using the training dataset.
- After the training is complete, deploy the trained model to use it in your Document Understanding automation projects.
Regards
Happy Automation!!!
Use the UiPath Document Understanding labeling interface to manually label training data. This means annotating documents to identify the data you want to extract, such as fields, tables, or values.
Train machine learning models within the UiPath Document Understanding framework. You can use pre-built extractors or create custom extractors using Regex, ML (machine learning), or Form-based extraction. Fine-tuning these extractors is a critical step to improve accuracy.
Use the Validation Station to validate the results and make corrections if necessary. Regular testing and validation are essential to ensure the model’s accuracy.
Once you are satisfied with the model’s performance, you can deploy it as a UiPath workflow to automate the extraction of data from your documents.
Cheers…!
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