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Low volume training sample (little data)

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Posted on by Community Power Pla... Microsoft Employee

I am trying to train a model that should automatically classify into specific categories some free text, but I have a low volume of data to start with. I have tried to give more context adding an header to each text piece and it worked, but now I am stuck again.

Do you have any suggestion to overcome the issue of a small training sample on AI Builder?

Thanks. 

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AI Builder
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  • CedrickB Profile Picture
    CedrickB Microsoft Employee on at

    Unfortunatelly, training data is required to get a good quality model.

    What you can do is to build a model with the data you have so far.

    Then put your model in production with a manual review process.

    Then use the user's edits, when the model didn't predicted properly, to increase you training set size and train a new version that you will deploy and iterate again on same principles.

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