amss2#

  • Series: lecture-dp

  • File: lectures/amss2.md

  • Audit date: 2026-05-28

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

  • Overall score: 7.8 / 10

  • Priority: LOW

Score breakdown#

Category

Score

One-line note

Writing

9/10

H2/H3 sentence case throughout.

Math

8/10

Mostly clean; aligned blocks well used.

Code

8/10

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

JAX

out of scope

not a JAX lecture.

Figures

9/10

No embedded titles; lowercase labels; figsize 2×.

References

5/10

Five narrative-author {cite} patterns (e.g. “Lucas-Stokey {cite}…”, “AMSS {cite}…”).

Links

8/10

{doc} used 8×; no raw cross-series URLs.

Admonitions

N/A

No exercises.

Issues#

Critical#

None found.

High severity#

None found.

Medium severity#

  • [qe-ref-001] — Five narrative-author {cite} patterns (“Lucas-Stokey ” 5×, “AMSS ”). Should be {cite:t}.

Low severity#

  • [qe-writing-001] — A few multi-sentence paragraphs (lines 34-41, 57-79).

  • [qe-writing-009 (proposed)] — Smart quotes ’ used occasionally.

Strengths#

  • Lecture title in correct Title Case.

  • All H2/H3 headings sentence case.

  • Definitions bolded (“measurability constraints”, “weak”).

  • Equation labels and {eq} references used cleanly.

  • “IID”/Greek-letter conventions consistent.

  • aligned used inside $$.

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

  • pip install at top; Unicode Greek in code.

  • {doc} used for cross-series.

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