The problem of estimating parameters of non-linear regression models can be solved by different methods according to the characteristics of the model. We propose a software, called nls2, which includes a wide variety of capabilities. It is implemented as an extension of the statistical system S-PLUS (STATISTICAL SCIENCES, INC., 1991).