info_projection#

  • Series: lecture-python-advanced.myst

  • File: lectures/info_projection.md

  • Audit date: 2026-05-28

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

  • Overall score: 7.7 / 10

  • Priority: LOW

Score breakdown#

Category

Score

One-line note

Writing

9/10

Title in Title Case; sentence-case headings; one-sentence paragraphs.

Math

6/10

14 bare E[/E(; no \mathcal{N}; no transpose violations.

Code

7/10

Mixed unicode (8) and spelled (7) Greek; no install cell (uses numpy/scipy — OK).

JAX

N/A

not a JAX lecture

Figures

8/10

Modern figure metadata with captions and names; 2 figsize=.

References

9/10

12 {cite} and 8 {cite:t} correctly distinguished.

Links

8/10

3 {doc} references (incl. intermediate:divergence_measures, intermediate:linear_models); no raw cross-series URLs.

Admonitions

8/10

4 gated exercises and 4 solutions with :class: dropdown.

Issues#

Critical#

None found.

High severity#

None found.

Medium severity#

  • [qe-math-010 (proposed)] — 14 bare E[/E( instead of \mathbb{E}. Count: 14 occurrences.

  • [qe-code-002] — Mixed spelled/unicode Greek in code.

Low severity#

  • [qe-fig-001] — 2 figsize= settings.

Strengths#

  • Title in Title Case (qe-writing-006).

  • Sentence-case headings (qe-writing-006).

  • One-sentence paragraph rule followed (qe-writing-001).

  • Heavy correct use of {cite:t} for narrative author refs (qe-ref-001).

  • Modern figure metadata with caption: and name: fig-... (qe-fig-005).

  • Exercises gated; solutions with :class: dropdown (qe-admon-001, qe-admon-002).

  • {doc}\intermediate:…`` for cross-series references (qe-link-002).