How to Deal With Imbalanced Classification and Regression Data

Data imbalance is predominant and inherent in the real world. Data often demonstrates skewed distributions with a long tail. However, most of the machine learning algorithms currently in use were designed around the assumption of a uniform distribution over each target category (classification).  On the other hand, we must not forget that many tasks involve […]

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