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Fix typos and text errors in example notebooks#106

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tcz wants to merge 1 commit intotimaeus-research:mainfrom
tcz:comment-fixes
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Fix typos and text errors in example notebooks#106
tcz wants to merge 1 commit intotimaeus-research:mainfrom
tcz:comment-fixes

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@tcz tcz commented Feb 19, 2026

I found a few typos and inconsistencies when I looked through the example notebooks in this repo. Here I fixed what I found.

  • introduction: fix "have have", "explaination", "use use", "a targeted benchmarks", and update chain/draw counts to match code (3/100)
  • grokking: fix "We'll starting off", "So let's a point", duplicated "change in LLC" phrase, and epsilon value (0.03 -> 0.003) to match code
  • dlns: fix "does not show actually reproduce"
  • epsilon_beta: fix "master thesis" -> "master's thesis"
  • mnist: fix "emtpy_func" typo in function name
  • sgld_calibration: fix LaTeX notation (1e^{-n} -> 10^{-n}), fix section numbering (was skipping 4)

- introduction: fix "have have", "explaination", "use use", "a targeted
  benchmarks", and update chain/draw counts to match code (3/100)
- grokking: fix "We'll starting off", "So let's a point", duplicated
  "change in LLC" phrase, and epsilon value (0.03 -> 0.003) to match code
- dlns: fix "does not show actually reproduce"
- epsilon_beta: fix "master thesis" -> "master's thesis"
- mnist: fix "emtpy_func" typo in function name
- sgld_calibration: fix LaTeX notation (1e^{-n} -> 10^{-n}), fix
  section numbering (was skipping 4)
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