Incorporate observations from EPP lecture

[janosg]

• Add numba to pip requirements
• Need a code snippet that shows how to use criterion_plot and params_plot with a results dictionary
• Document the use of n_gridpoints in slice_plot
• Make sure the minimum scipy version is high enough to suport sobol sampling. This is version 1.7 from June 2021
  • conda (will be done as part of the release)
  • pip
• Add bounds support to scipy neldermead (possible since scipy 1.7)

[janosg]

@timmens we get a simoptlib error. Can you look at it? Probably related to this new release

[codecov]

Codecov Report

Merging #416 (416a91f) into main (60e05f9) will not change coverage.
The diff coverage is n/a.

@@           Coverage Diff           @@
##             main     #416   +/-   ##
=======================================
  Coverage   92.88%   92.88%           
=======================================
  Files         222      222           
  Lines       17420    17420           
=======================================
  Hits        16181    16181           
  Misses       1239     1239           

Impacted Files	Coverage Δ
src/estimagic/optimization/scipy_optimizers.py	99.04% <ø> (ø)

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