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  • Minor revision again of the autograd quickstart again according to Zongfu's feedback.

  • Ran a typo checker on all notebooks and found a good number of typos. Thus the giant number of changes in this PR. Probably should've done it earlier,

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@daquinteroflex could you double check this? specifically, i'm not sure which branches are relevant for linting in the notebooks repo

@yaugenst-flex
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@tomflexcompute currently quite a few lint rules failing. not sure if we should exclude some of those or just bite the bullet and change the notebooks?

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Let me try to resolve them as much as possible.

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So it turns out I only modified a few. Some errors are not super clear to me what they are referring to. Some don't seem necessary. Some notebooks (like the surrogate model) are too long to run so I don't want to rerun them. Maybe we can live with that for now.

Typos should be pretty much all fixed. I didn't bother to edit the adjoint ones since they are deprecating. Also a few suggested typos are not typos, e.g. author names from the cited paper.

@yaugenst-flex
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@tomflexcompute fyi everything is passing now, should we sqash and merge?

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Yes looks very good!

Fixed notebook lint errors

Fixed notebook typos

Update quick start notebook to simple gradient decent
@tomflexcompute tomflexcompute force-pushed the tom/minor_enhancement_autograd_quickstart branch from bcbdc67 to 08c6998 Compare April 15, 2025 13:26
@tomflexcompute tomflexcompute merged commit 65712a2 into develop Apr 15, 2025
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@tomflexcompute tomflexcompute deleted the tom/minor_enhancement_autograd_quickstart branch April 15, 2025 13:27
@yaugenst-flex yaugenst-flex linked an issue Apr 16, 2025 that may be closed by this pull request
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Notebook linting

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