calvo_machine_learn#

  • Series: lecture-python-advanced.myst

  • File: lectures/calvo_machine_learn.md

  • Audit date: 2026-05-28

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

  • Overall score: 6.0 / 10

  • Priority: HIGH

Score breakdown#

Category

Score

One-line note

Writing

8/10

Sentence-case headings; mostly one-sentence paragraphs.

Math

2/10

Systemic ^T for transpose; bold \mathbf{I} for identity.

Code

8/10

Strong unicode Greek use (46 occurrences); 3 install cells with hide-output.

JAX

N/A

Imports jax but is out-of-scope per instructions.

Figures

8/10

No figsize=; no ax.set_title; many figures present.

References

8/10

8 {cite} used; never {cite:t}.

Links

9/10

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

Admonitions

N/A

no exercises, solutions, or proof-family directives.

Issues#

Critical#

None found.

High severity#

  • [qe-math-002] — ^T used systematically as transpose. Example: lectures/calvo_machine_learn.md:860, :862, :865, :867, :870, :879-881. Count: ~23 occurrences.

  • [qe-math-004] — Bold \mathbf{I} used for the identity matrix. Example: lectures/calvo_machine_learn.md:865, :867, :870, :872. Count: 4 occurrences.

Medium severity#

None found.

Low severity#

  • [qe-writing-005] — **machine learning**, **Ramsey** bold-as-keyword use is borderline definitional.

  • [qe-fig-005] — Figures lack :name: fig-... fields.

Strengths#

  • Title in Title Case (qe-writing-006); sentence-case headings (qe-writing-006).

  • \begin{bmatrix} used (qe-math-003).

  • Clean equation labels.

  • Heavy unicode Greek usage in code (qe-code-002) — exemplary.

  • Heavy {doc} use for cross-series references (qe-link-002).

  • Install cells at top with hide-output (qe-code-003).