amss3#

  • Series: lecture-dp

  • File: lectures/amss3.md

  • Audit date: 2026-05-28

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

  • Overall score: 8.5 / 10

  • Priority: LOW

Score breakdown#

Category

Score

One-line note

Writing

9/10

All H2/H3 headings sentence case.

Math

9/10

Clean math; aligned properly used inside $$.

Code

8/10

Unicode Greek; pip install at top; PEP8; figsize 2×.

JAX

out of scope

not a JAX lecture.

Figures

6/10

Three static PNG figures (amss3_g1.png, amss3_g2.png, amss3_g3.png); figsize 2×.

References

10/10

21 {cite} references, all parenthetical; no narrative-author misuse.

Links

9/10

12 {doc} references; no raw cross-series URLs.

Admonitions

N/A

No exercises.

Issues#

Critical#

None found.

High severity#

None found.

Medium severity#

  • [qe-fig-002] — Three static PNG figures used (amss3_g1.png, amss3_g2.png, amss3_g3.png). Lines: 212, 226, 259. Prefer code-generated figures where possible.

Low severity#

  • [qe-math-001] — \cr line separator used inside aligned block (lines 105-109); MyST convention is \\.

  • [qe-writing-001] — A couple of multi-sentence paragraphs.

Strengths#

  • Lecture title in correct Title Case.

  • All H2/H3 headings sentence case.

  • Definitions bolded.

  • Equation labels and {eq} references used cleanly.

  • “IID” used correctly.

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

  • pip install at top.

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

  • Excellent citation discipline.

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