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Randomized Kaczmarz algorithm was designed for solving linear equation systems.Inspired by the recent development of the analysis,we give the convergence of randomized Kaczmarz algorithm in Hilbert space.The analysis is then applied to online learning algorithms with kernels,and functional linear regression.