I'm eschewing kernels entirely and just sticking to linear models for reasons around interpretability (need to convert the model's coefficients+intercept to an

I'm eschewing kernels entirely and just sticking to linear models for reasons around interpretability (need to convert the model's coefficients+intercept to an explicit Boolean statement). But you're right that kernel methods are more flexible (maybe too flexible).