UiPath Communication Mining Help

I am working on a use case where we are having 5 types of document and we need to extract the same fields from these documents.
We are planning to use AI Center and DU. We can achieve it for these 5 types of documents.
However there is a scenario where other documents type can also come but we don’t have any samples. Those are totally dynamic. Can we use communication mining to extract those same fields from those new dynamic documents?

@Ritaman_Baral Communication mining is not used to extracting data from files please look into this

you can use Document Understanding with Machine Learning

@Ritaman_Baral

in both scenarios there is a ML only working to extract

you can feed in files…but this use case does not fit

instead based on how dynamic it is try to create a skill from already existing models and check

if that does not work then may be you can use openai connectors to send the data and ask to extract fields

cheers

We can’t use openai since this is a bank !!

@Ritaman_Baral

Then try to train a model with as many samples as possible …then you should atleast get 90% accuracy that does the job

Cheers

Then I would create 6 document types?
5 for the ones which I have documents and the other for the dynamic ones right ?

@Ritaman_Baral

Yes…if the new ones dall into any bucket they would be extracted and remaining would go into new bucket and you can uplod those new ones also and retrain the model if you want to increase by retrining

Cheers

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