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Dealing with imbalanced categorical data for machine learning predictions

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@amin1 wrote:

My question regards the use of techniques to improve imbalanced data for machine learning prediction. Wouldn’t techniques like random over-sampling,… bring unreal information to the problem?
Isn’t it just synthetic and artificial data making? I am worried about the correctness of the predictions of my data. Thanks

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