ar1_bayes#

  • Series: lecture-python.myst

  • File: lectures/ar1_bayes.md

  • Audit date: 2026-05-28

  • Categories audited: writing, math, code, figures, references, links, admonitions (JAX out of scope)

  • Overall score: 9.4 / 10

  • Priority: NONE

Score breakdown#

Category

Score

One-line note

Writing

8.5/10

Section headings use Title Case rather than sentence case.

Math

10/10

No math issues.

Code

8.5/10

Greek letters spelled out in code; spec prefers unicode (α, β).

JAX

out of scope

JAX lecture — JAX rules not audited per scope.

Figures

9.5/10

figsize= set in 3 places — usually unnecessary.

References

9/10

Citation style follows conventions.

Links

10/10

Link style follows conventions.

Admonitions

10/10

Exercise/solution structure clean.

Issues#

Critical#

None found.

High severity#

None found.

Medium severity#

  • [qe-writing-006] — Section headings use Title Case rather than sentence case. Examples: line 181 PyMC Implementation, line 295 Numpyro Implementation. Count: 2.

  • [qe-code-002] — Greek letters spelled out in code; spec prefers unicode (α, β). Count: 21.

Low severity#

  • [qe-writing-009 (proposed)] — Uses “i.i.d.” or “iid” in text rather than “IID”. Example: line 72.

  • [qe-fig-001] — figsize= set in 3 places — usually unnecessary.

Strengths#

  • Transpose notation uses \top consistently (no prime/^T).

  • No bold vectors/matrices.

  • Normal distribution written as plain N.

  • aligned (not align) used in $$ math.

  • No ax.set_title() in main figures.

  • Axis labels lowercase.