Svm classifier implementation in python with scikit-learn Support vector machine classifier is one of the most popular machine learning classification algorithm. Svm classifier mostly used in addressing multi-classification problems. If you are not aware of the multi-classification problem below are examples of multi-classification problems. Multi-Classification Problem Examples: Given fruit features like color, size, taste, weight, shape.