small changes to explanation files in documentation #531
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In addition to the minor changes which I already implemented:
explanation_of_numerical_optimizers.md
. However, it would be great if there was a way to manually click through the images such that the user can speed it up or revert to a previous figure. With the current implementation via gifs it takes quite a while to see the full cycle.