bayes_nonconj#

  • Series: lecture-python.myst

  • File: lectures/bayes_nonconj.md

  • Audit date: 2026-05-28

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

  • Overall score: 9.5 / 10

  • Priority: NONE

Score breakdown#

Category

Score

One-line note

Writing

9/10

One section heading uses Title Case.

Math

10/10

No math issues.

Code

8.5/10

Spelled-out Greek (alpha/beta/etc.) used predominantly in code; mixed with unicode forms…

JAX

out of scope

JAX lecture — JAX rules not audited per scope.

Figures

9.5/10

lw=2 parameter missing from 3 .plot() calls.

References

N/A

No citations.

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-code-002] — Spelled-out Greek (alpha/beta/etc.) used predominantly in code; mixed with unicode forms (word=7, uni=3).

Low severity#

  • [qe-writing-006] — One section heading uses Title Case. Example: line 944 Markov chain Monte Carlo.

  • [qe-fig-008] — lw=2 parameter missing from 3 .plot() calls.

Strengths#

  • Uses “IID” or no IID terminology.

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

  • No bold vectors/matrices.

  • Normal distribution written as plain N.

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

  • Figures use default sizing.

  • No ax.set_title() in main figures.

  • Axis labels lowercase.

  • Figures use descriptive name: fields for cross-referencing.

  • Cross-series links use {doc} intersphinx form.