An improved hybrid adaptive controller is proposed for a class of nonaffine nonlinear systems based on sliding mode control (SMC) and support vector machine (SVM) in this paper. The sliding mode controller ensures the robustness of the closed loop system while the support vector machine is used to adaptive tracking. Moreover, the Lyapunov stability theory is employed to grantee the global stability. The simulation results have shown the effectiveness of the proposed method.