back_prop#

  • Series: lecture-python.myst

  • File: lectures/back_prop.md

  • Audit date: 2026-05-28

  • Categories audited: writing, math, code, figures, references, links, admonitions (JAX out of scope)

  • Overall score: 9.5 / 10

  • Priority: NONE

Score breakdown#

Category

Score

One-line note

Writing

8/10

Many section headings use Title Case rather than sentence case.

Math

10/10

No math issues.

Code

10/10

Unicode Greek used consistently.

JAX

out of scope

JAX lecture — JAX rules not audited per scope.

Figures

9/10

Plotly figures used but no {only} latex directive present for PDF compatibility.

References

N/A

No citations.

Links

10/10

Link style follows conventions.

Admonitions

10/10

Exercise/solution structure clean.

Issues#

Critical#

None found.

High severity#

  • [qe-writing-006] — Many section headings use Title Case rather than sentence case. Examples: line 72, line 153, line 211. Count: 5.

  • [qe-fig-010] — Plotly figures used but no {only} latex directive present for PDF compatibility.

Medium severity#

None found.

Low severity#

None found.

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.