This paper considers the stability and stabilization problems of continuous-time singularly perturbed Markov jump linear systems. LMI-based sufficient conditions for the system to be stochastically stable are given, and using LMI approaches, two methods for designing state feedback stabilizing controllers are also derived. Numerical examples are worked out to illustrate the usefulness of the proposed results.