multi_hyper#

  • Series: lecture-python.myst

  • File: lectures/multi_hyper.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

8/10

Many section headings use Title Case rather than sentence case.

Math

9.5/10

Bare E[...] or \Pr(...) used in place of \mathbb{E}/\mathbb{P}.

Code

9.5/10

Mixed Greek conventions in code (word=3, uni=4).

JAX

out of scope

not a JAX lecture

Figures

10/10

figsize= set in 1 place(s).

References

N/A

No citations.

Links

10/10

Link style follows conventions.

Admonitions

N/A

No admonitions.

Issues#

Critical#

None found.

High severity#

  • [qe-writing-006] — Many section headings use Title Case rather than sentence case. Examples: line 38, line 65, line 109. Count: 5.

Medium severity#

None found.

Low severity#

  • [qe-math-010 (proposed)] — Bare E[...] or \Pr(...) used in place of \mathbb{E}/\mathbb{P}. Example: line 139.

  • [qe-code-002] — Mixed Greek conventions in code (word=3, uni=4).

  • [qe-fig-001] — figsize= set in 1 place(s).

Strengths#

  • Uses “IID” or no IID terminology.

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

  • No bold vectors/matrices.

  • Normal distribution written as plain N.

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