lq_inventories#

  • Series: lecture-python.myst

  • File: lectures/lq_inventories.md

  • Audit date: 2026-05-28

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

  • Overall score: 9.2 / 10

  • Priority: NONE

Score breakdown#

Category

Score

One-line note

Writing

9/10

Section headings use Title Case rather than sentence case.

Math

8/10

Transpose denoted ' (prime) or ^T instead of \top.

Code

8.5/10

Spelled-out Greek (alpha/beta/etc.) used predominantly in code; mixed with unicode forms…

JAX

out of scope

not a JAX lecture

Figures

10/10

figsize= set in 1 place(s).

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-002] — Transpose denoted ' (prime) or ^T instead of \top. Examples: line 131. Count: 4 occurrences.

  • [qe-writing-006] — Section headings use Title Case rather than sentence case. Examples: line 417 Inventories Not Useful, line 448 Inventories Useful but are Hardwired to be Zero Al. Count: 2.

  • [qe-code-002] — Spelled-out Greek (alpha/beta/etc.) used predominantly in code; mixed with unicode forms (word=5, uni=3).

Low severity#

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

Strengths#

  • Uses “IID” or no IID terminology.

  • No bold vectors/matrices.

  • Normal distribution written as plain N.

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

  • Solutions use :class: dropdown consistently.