ross_recovery#

  • Series: lecture-python.myst

  • File: lectures/ross_recovery.md

  • Audit date: 2026-05-28

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

  • Overall score: 9.4 / 10

  • Priority: NONE

Score breakdown#

Category

Score

One-line note

Writing

10/10

No writing issues.

Math

8/10

Matrices use pmatrix rather than bmatrix.

Code

9.5/10

Mixed Greek conventions in code (word=8, uni=16).

JAX

out of scope

not a JAX lecture

Figures

9/10

figsize= set in 5 places — usually unnecessary.

References

9/10

Citation style follows conventions.

Links

10/10

Link style follows conventions.

Admonitions

10/10

Exercise/solution structure clean.

Issues#

Critical#

None found.

High severity#

None found.

Medium severity#

  • [qe-math-003] — Matrices use pmatrix rather than bmatrix. Example: line 1179. Count: 2 lines.

Low severity#

  • [qe-math-011 (proposed)] — Normal distribution as \mathcal{N} rather than N. Example: line 561.

  • [qe-math-010 (proposed)] — Bare E[...] or \Pr(...) used in place of \mathbb{E}/\mathbb{P}. Example: line 485.

  • [qe-code-002] — Mixed Greek conventions in code (word=8, uni=16).

  • [qe-fig-001] — figsize= set in 5 places — usually unnecessary.

  • [qe-fig-003] — ax.set_title() used once outside exercise blocks (line 1368).

Strengths#

  • Headings use sentence case consistently.

  • Uses “IID” or no IID terminology.

  • Transpose notation uses \top consistently (no prime/^T).

  • No bold vectors/matrices.

  • aligned (not align) used in $$ math.

  • Solutions use :class: dropdown consistently.

  • Axis labels lowercase.