Commit Graph

2 Commits

Author SHA1 Message Date
ThotDjehuty 49be6c7bf7 docs(diagrams): add 4 remaining SVG figures for §8 HMM + §10 geometry
- fig_hmm_regime: 3-state Bull/Neutral/Bear HMM state machine + emission table
- fig_viterbi_trellis: Viterbi trellis K=3 T=4 with MAP path highlighted
- fig_std_vs_nat_gradient: standard vs natural gradient property comparison panels
- fig_lie_group_hierarchy: GL/SL/O/SO/Sp/H Lie group tree with finance annotations

All 27 SVGs regenerated; mathematical_foundations.md now 0 remaining ASCII blocks.
_fix_diagrams3.py added for reproducibility.
2026-03-07 13:39:43 +01:00
ThotDjehuty 5d06f0ab57 docs: replace all ASCII/Unicode diagram blocks with matplotlib SVG figures
Replace 23 ASCII/Unicode text diagram code-blocks in mathematical_foundations.md
with professionally rendered matplotlib SVG figures.

Changes:
- Add docs/source/_gen_diagrams.py: Python script generating all 23 SVG figures
  with consistent styling (white bg, blue/orange/green/red palette, scipy/numpy/
  matplotlib Agg backend)
- Add docs/source/_static/diagrams/*.svg: 23 rendered SVG figures covering:
  §1 DE/random-walk/BM/GBM, §2 Ito/Picard/FP/EM/OU, §3 Poisson/Merton/Levy,
  §6 Kalman, §7 MCMC, §9 KL/Fisher, §10 curvatures/natural-gradient
- Update mathematical_foundations.md: all ASCII art code-blocks replaced with
  MyST {figure} directives pointing to the generated SVGs
- Sphinx build: clean success, all 23 SVGs copied to build, 1 pre-existing warning

Resolves: user request for professional publication-quality figures instead of
  ASCII/Unicode art (which was too low-level for publication)
2026-03-07 11:29:14 +01:00