Convergence bounds for empirical nonlinear least-squares Martin Eigel, Reinhold Schneider and Philipp Trunschke ESAIM: M2AN, 56 1 (2022) 79-104 Published online: 07 February 2022 DOI: 10.1051/m2an/2021070