kernel sigmoid kernel amongst others unfortunately choosing the correct kernel is a non-trivial task and may depend on specific task at hand no matter which kernel you choose you need to tune the kernel parameters to get good performance from a classifier a popular parameter tuning technique includes k-fold cross-validation you'll deal some of these parameters in our Python labs so the advantages of support vector machines are that they are effective in high dimensional spaces they are so effective in cases where a