Topics from: Error explosion; floating point arithmetic; systems of linear and non-linear equations interpolation; numerical differentiation; ordinary differential equations; boundary value problems; Partial differential equations; non-linear equations; non-standard computations. Emphasis: On applications not theory; on adapting mathematical algorithms; on error control; on programming solutions, Python, Matlab, Java, Perl.