amss#

  • Series: lecture-dp

  • File: lectures/amss.md

  • Audit date: 2026-05-28

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

  • Overall score: 8.0 / 10

  • Priority: LOW

Score breakdown#

Category

Score

One-line note

Writing

8/10

H2/H3 sentence case throughout.

Math

7/10

pmatrix and \left(\begin{matrix}\right); \mathbb E braces inconsistent.

Code

8/10

Unicode Greek; pip install at top; PEP8; figsize used 3×.

JAX

out of scope

not a JAX lecture.

Figures

8/10

No matplotlib titles; lowercase labels; figsize 3×.

References

9/10

6 {cite} parenthetical; no narrative-author misuse.

Links

8/10

{doc} used 11 times; no raw cross-series URLs.

Admonitions

8/10

Two {exercise} directives with labels.

Issues#

Critical#

None found.

High severity#

None found.

Medium severity#

  • [qe-math-003] — Matrices use pmatrix (line 794) and \left(\begin{matrix}…\end{matrix}\right) (line 807) instead of bmatrix. Count: 2 matrix blocks.

  • [qe-math-010 (proposed)] — \mathbb E_0 written without braces in display equations (line 297). Style is \mathbb{E}_0.

Low severity#

  • [qe-writing-009 (proposed)] — Smart quotes ’ used in narrative (lines 165, 200, 247).

  • [qe-writing-001] — A few multi-sentence paragraphs (e.g. 121-127).

  • [qe-fig-001] — figsize= set 3 times.

Strengths#

  • Lecture title in correct Title Case.

  • H2/H3/H4 headings sentence case.

  • Definitions bolded (“natural debt limit”, “measurability constraints”).

  • Equation labels and {eq} references used cleanly.

  • “IID”/Greek-letter conventions consistent.

  • No transpose, no bold vectors, no \tag, no align-inside-$$ issues.

  • pip install at top; Unicode Greek in code.

  • {doc} used for cross-series; no raw URLs.

  • No matplotlib titles, no spine, no Title-Case labels.