markov_jump_lq#

  • Series: lecture-python-advanced.myst

  • File: lectures/markov_jump_lq.md

  • Audit date: 2026-05-28

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

  • Overall score: 5.7 / 10

  • Priority: MEDIUM

Score breakdown#

Category

Score

One-line note

Writing

7.5/10

Title in Title Case; sentence-case headings; some bolded labels.

Math

3.5/10

Primes used systematically as transpose; bare E; “iid” usage.

Code

6/10

Spelled Greek mixed with unicode (12 vs 6); install cell with hide-output.

JAX

N/A

not a JAX lecture

Figures

4/10

6 ax.set_title calls (systemic); no figsize=; no :name: fields.

References

7/10

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

Links

8/10

3 {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] — Prime ' used as transpose throughout. Example: lectures/markov_jump_lq.md:81, :94, :108, :114, :115, :122, :128. Count: ~25 occurrences.

  • [qe-fig-003] — ax.set_title used in 6 cells — systemic. Count: 6 occurrences.

Medium severity#

  • [qe-math-010 (proposed)] — Bare E for expectation. Example: lectures/markov_jump_lq.md:94. Count: 1 occurrence.

  • [qe-math-011 (proposed)] — \mathcal N for Normal distribution. Count: 1 occurrence.

  • [qe-writing-009 (proposed)] — “iid” used in narrative. Count: 1 occurrence.

Low severity#

  • [qe-writing-005] — Heavy decorative bolding (e.g. **linear quadratic dynamic programming problem**).

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

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

Strengths#

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

  • Subheadings sentence case (qe-writing-006).

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

  • Sequences in curly brackets (qe-math-005).

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