Update to fast sampling notebook#794

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fonnesbeck wants to merge 4 commits intopymc-devs:mainfrom

fonnesbeck:fast_sampling_update

Commits on May 25, 2025

Draft revision of jax/numba notebook
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Commits on May 26, 2025

Updated watermark, improved text
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Commits on May 29, 2025

Added timing summary and ESS
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Commits on Jun 16, 2025

Updates to fast sampling notebook
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