New numerical methods, obtained by the Author, are presented. They solve more easier and accurate than the classical methods, the algebraic, polynomial, linear difference and differential equations, as well as some types of algebraic recurrence equations. High order numerical automatic differentiation is also considered. Generally, these methods are based on discrete convolution and deconvolution. Solved examples are included.