From classical to modern central limit theorems

De Moivre (1733), investigating the limit distribution of the binomial distribution, was the first to discover the existence of the normal distribution and the central limit theorem. In this review article, we briefly recall the history of classical central limit theorem and martingale central limit theorem, and introduce a new direction of central limit theorem, namely nonlinear central limit theorem and nonlinear normal distribution.