The key theorem and the bounds on the rate of uniform convergence of learning process play important roles in the statistical learning theory.At present,the researches about them mainly focus on probability measure and random samples.Based on the definition of fuzzy random variable provided by Liu and Peng,the key theorem of learning theory based on fuzzy random samples will be proposed and the bounds on the rate of uniform convergence of learning process will be discussed.