opt_transport#

  • Series: lecture-python.myst

  • File: lectures/opt_transport.md

  • Audit date: 2026-05-28

  • Categories audited: writing, math, code, figures, references, links, admonitions

  • Overall score: 8.6 / 10

  • Priority: NONE

Score breakdown#

Category

Score

One-line note

Writing

7/10

Many section headings use Title Case rather than sentence case.

Math

5/10

Vectors/matrices typeset with \mathbf or \boldsymbol (style guide says no bold for vectors).

Code

9.5/10

Greek letters spelled out in code; consider unicode forms.

JAX

out of scope

not a JAX lecture

Figures

10/10

figsize= set in 1 place(s).

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#

  • [qe-math-004] — Vectors/matrices typeset with \mathbf or \boldsymbol (style guide says no bold for vectors). Examples: line 206, line 213. Count: 10 occurrences across 10 lines.

  • [qe-writing-006] — Many section headings use Title Case rather than sentence case. Examples: line 60, line 131, line 137. Count: 9.

Medium severity#

  • [qe-math-008] — Ones vector typeset with \mathbf{1} rather than \mathbb{1}. Examples: line 154. Count: 16 occurrences.

Low severity#

  • [qe-math-002] — Single transpose using prime or ^T rather than \top. Example: line 200.

  • [qe-code-002] — Greek letters spelled out in code; consider unicode forms. Count: 3.

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

Strengths#

  • Uses “IID” or no IID terminology.

  • Normal distribution written as plain N.

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

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