This paper deals with kernel-based collocation methods mainly for nonlinear parabolic partial differential equations, with a special emphasis on rigorous convergence issues. In doing so, the interpolation theory with condition-ally positive definite kernels is briefly reviewed, and a variant of Barles-Souganidis viscosity solution methods is discussed.