Shape Reconstruction from Moments and applications Abstract: In this talk, we describe methods for constructing 2D bodies from data. In particular we describe several algorithms for fitting ellipses to data. And we show that several obvious algorithms do not work well in practice. Several numeral examples will be given. In addition, we shall discuss the reconstruction of polygons in the complex domain from a finite set of moments, using the theory of quadrature. These techniques can be used in tomographic applications. The numerical computations involved in the algorithm can be very ill-conditioned. We have managed to improve the algorithms used, and to recognize when the problem will be ill-conditioned. Some numerical results will be given. The methods we describe are heavily dependent upon the tools of numerical linear algebra.