Which optimization package should I use?

Have you seen the various related discussions here on Discourse. For example:

This discussion also contains a reference to a paper by Guvenen et al. that benchmarks optimizers for a number of problems, including economic models.

Also of interest: the comment here

that argues against Nelder Mead for the local.

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