• Training Set: $D=\{(x^{(n)},y^{(n)}){\}}_{n=1^N}$
  • $x^{(n)}\in {ℝ}^D$
  • $y^{(n)}\in ℝ$

Find the mapping relationship between x and y:

$$y=f(x;\theta )$$