[x] All chapters should have key ideas, why this matters, good to know, where to go, wrapping up sections (and exercises if appropriate); reference per chapter to be determined (#17)
[ ] All chapters/sections (at least level 2) need to be linkable and linked throughout the text (#17)
[x] Add content to preface/acknowledgments/misc models
[x] #19
[ ] Spelling/typo checks
Data
[ ] Data needs to be linked. Possibly early on like even in preface.
[ ] There should be only one version of a single data source being used (e.g. not one with and without some features)
Potential Content Trimming
[x] Merge overlapping content
[x] LM and model exploration chapter
[x] Data, and ML other models chap, and misc models chap
[x] ML concepts gets pretty deep, could trim a lot there
[x] Could remove what amounts to a demo chapter in the intro
[ ] Could remove some appendix content (matrix, nix simulation, bayes)
[x] Drop some deeper code examples (e.g. estimation beyond the estimation chapter may need to be nixed for length. Just comment out.
[X] LM Part needs consistency update
Code
[ ] code needs to be cleaned/made consistent between SB and MC
R:
[ ] No <- assignment for R code
[x] 4 space indent?
Py:
[ ] uglify to Pep standards
[ ] Other?
General:
[ ] No more than 80 char for pdf
[ ] !! Make sure the printed code runs as is !!
Tables & Figures
[ ] Make sure all figures and tables are linkable/cross-referenceable
[ ] Make sure no labels have underscores (latex can't handle it)
[x] Make sure no gt tables use color (latex can't handle it)
Other that needs to be done
[ ] Add simulation demo/discussion if space permits
[x] Chapter title/section casing (use css if possible)
[ ] Dataset descriptions
[x] bold should be key words, italics just for emphasis
[ ] Save out figures as separate files if not already. Preferably svg.
[ ] Move programming discussion in ML to a general one in Part 3 or appendix. Trim discussion in intro?
Bigger changes
Data
Potential Content Trimming
Code
Tables & Figures
Other that needs to be done
Lesser issues
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