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Frequently Asked Questions

What is balanced dataset?

Balanced Dataset: — Let’s take a simple example if in our data set we have positive values which are approximately same as negative values. Then we can say our dataset in balance Consider Orange color as a positive values and Blue color as a Negative value. We can say that the number of positive values and negative values in approximately same.

What is imbalance dataset?

Consider Orange color as a positive values and Blue color as a Negative value. We can say that the number of positive values and negative values in approximately same. Imbalanced Dataset: — If there is the very high different between the positive values and negative values. Then we can say our dataset in Imbalance Dataset.

Is it bad to have too much data imbalance?

Imbalanced data is not always a bad thing, and in real data sets, there is always some degree of imbalance. That said, there should not be any big impact on your model performance if the level of imbalance is relatively low.


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