ifp_opi#

  • Series: lecture-python.myst

  • File: lectures/ifp_opi.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

8/10

Many section headings use Title Case rather than sentence case.

Math

10/10

No math issues.

Code

9.5/10

Mixed Greek conventions in code (word=4, uni=11).

JAX

out of scope

JAX lecture — JAX rules not audited per scope.

Figures

9/10

figsize= set in 1 place(s).

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#

  • [qe-writing-006] — Many section headings use Title Case rather than sentence case. Examples: line 56, line 107, line 219. Count: 5.

Medium severity#

None found.

Low severity#

  • [qe-code-002] — Mixed Greek conventions in code (word=4, uni=11).

  • [qe-fig-001] — figsize= set in 1 place(s).

  • [qe-fig-003] — ax.set_title() used once outside exercise blocks (line 408).

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.

  • Solutions use :class: dropdown consistently.

  • Axis labels lowercase.

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