book-of-models
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Reorg
The following only covers reorganization, not outright trimming
PART I
- [x] Move all the shap and related discussion to model exploration
- [x] Move model list in LM chapter to last chapter, but leave a bit of a preview to 'other models' (this acutally wasn't that much content and was exclusively 'linear models', so left). Reminder to add others added to misc_models.
- [x] Should assumptions stay in LM or be moved to knowing? (leaving for now)
- [x] Move interactions to 'extensions' chapter, which might be renamed something to reflect nonlinear nature of the models covered there
- [x] move metrics table and other discussion from ML to model explore
- [x] in the knowing chap, talk about feature importance for other models with brief demo in model exploration (e.g. can demo RF/boost), but leave bulk of discussion to ML coverage
- [x] Update the knowing chapter to handle all the new content and rename from model_criticism.qmd
PART II
- [x] Trim content that appears to get too deep, duplicates content elsewhere, or otherwise just isn't necessary
- [x] Preface
- [x] Intro
- [x] Linear Models
- [x] Knowing
- [x] Estimation
- [x] GLM
- [x] Nonlin
- [x] ML concepts
- [x] ML models
- [x] ML more
PART III
- [x] Data
- [x] Causal
- [ ] Danger Zone
- [ ] Finish last chapter (currently 'misc models')
Other Parts
- [x] Update Preface
- [ ] Update Appendix
More stuff
- [x] Put exercises for appropriate chaps
- [ ] update glm per #59
- [ ] Recheck text where gaps are left and text is added so that it makes sense.
- [ ] lm chapter
- [ ] ml intro
- [ ] model exploration
- [ ] final chap
- [ ] Glossary of Models