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How do you handle skewed classes in a classification problem?
Dealing with skewed classes when solving the context of a classification issue is a typical problem in machine learning because it can result in biased models that fail to perform well on the class of minorities. The term “skewed” refers to a situation where one group is significantly larger than the other(s) and causes that model inclined toward the majority of the population. This can impact the ability of the model to generalize and provide accurate predictions about minorities. To overcome this problem there are a variety of techniques that can be applied to enhance the performance of the model concerning the minority class. This article provides a thorough discussion of different methods for dealing with the skewed class in a classification challenge: Data Science Classes in Pune
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