Techniques for handling Class Imbalance in Datasets

What is Class Imbalance? While working on a classification problem where you don't control sampling or capture of the data, you are likely to run into a situation where your data is class-imbalanced. Typically you will encounter this type of data where one of the classes represents an event that occurs rarely, relative to the… Continue reading Techniques for handling Class Imbalance in Datasets

Comparison of Classifier Methods

Classification as an ability is often overlooked, as it is innate in our everyday experiences and it is difficult to identify a specific time when we have not used it. We start grouping objects, colors, letters, and numbers as infants, and this ability becomes more sophisticated, and discerning, as we age. The impact of classification… Continue reading Comparison of Classifier Methods