Some new development of nonlinear statistical analysis is reviewed in this paper with emphasis on using differential-geometry methods to the nonlinear statistical inference. Main topics are statistical analysis of curved exponential family, modern the- ory and methods of the nonlinear regression models and the nonlinear methods of statis- tical diagnostics. Some interesting problems worth further research are mentioned.