Theoretical example of a SVM in the square [0, 1]² obtained with scikit-learn. The left panel is linear, the right panel is radial. The labels are represented by different colours, red and blue. The cyan curve represents the separation between regions associated to different labels. The yellow and purple curves represent the limits of the specified margins around the boundary.