mle#

  • Series: lecture-python-intro

  • File: lectures/mle.md

  • Audit date: 2026-05-28

  • Categories audited: writing, math, code, figures, references, links, admonitions (JAX out of scope)

  • Overall score: 8.7 / 10

  • Priority: NONE

Score breakdown#

Category

Score

One-line note

Writing

9/10

Title Case H1, sentence-case H2/H3; one-sentence paragraphs.

Math

9/10

Lowercase f for density (M10); IID written correctly; clean equations.

Code

9/10

Standard Anaconda imports only; unicode Greek (μ, σ) used (qe-code-002 OK).

JAX

out of scope

—

Figures

8/10

No figsize= / ax.set_title violations; no {figure} directives.

References

N/A

no {cite} citations

Links

N/A

no cross-series links

Admonitions

9/10

{prf:example} used (qe-admon-004 OK); 2 solutions gated, dropdown, exercise-linked.

Issues#

Critical#

None found.

High severity#

None found.

Medium severity#

None found.

Low severity#

  • W1 — Occasional two-sentence paragraphs (e.g. lines 117–118, 153–154).

  • [qe-fig-005] — No figures use {figure} directive with :name: for cross-referencing.

Strengths#

  • Correct “IID” usage (line 195).

  • Density f, distribution names plain.

  • Equation labels and {eq} references.

  • Bold/italic used appropriately.

  • Clean sentence-case section headings.

  • Unicode Greek in code.

  • No matplotlib figure violations.

  • {prf:example} directive (qe-admon-004 OK).

  • Solutions all gated, dropdown, linked.