I am interested in improving estimation methods based on moment conditions when the number of conditions is large or infinite. In particular, I focus on the generalized empirical likelihood method when the number of conditions requires the Lagrange multiplier to be regularized. This approach allows us to use the information contained in the moment conditions efficiently and without having to do an arbitrary selection.