Abstract Traditional supervised learning algorithms do not satisfactorily solve the classification problem on imbalanced data sets. since they tend to assign the majority class. to the detriment of the minority class classification. In this paper. https://allfixelectricales.shop/product-category/led-portable-floodlight/