Explanatory Model Analysis Book Club
Welcome
1 Introduction
2 Model Development
3 Do-it-yourself
- SLIDE 1
- Meeting Videos
  - Cohort 1
4 Datasets and Models
- SLIDE 1
- Meeting Videos
  - Cohort 1
5 Introduction to Instance-level Exploration
6 Break-down Plots for Additive Attributions
7 Break-down Plots for Interactions
8 Shapley Additive Explanations (SHAP) for Average Attributions
9 Local Interpretable Model-agnostic Explanations (LIME)
10 Ceteris-paribus Profiles
11 Ceteris-paribus Oscillations
12 Local-diagnostics Plots
13 Summary of Instance-level Exploration
- SLIDE 1
- Meeting Videos
  - Cohort 1
14 Introduction to Dataset-level Exploration
- 14.1 Part III - Contents
- Meeting Videos
  - Cohort 1
15 Model-performance Measures
16 Variable-importance Measures
- SLIDE 1
- Meeting Videos
  - Cohort 1
17 Partial-dependence Profiles
18 Local-dependence and Accumulated-local Profiles
19 Residual-Diagnostics Plots
20 Summary of Dataset-level Exploration
- SLIDE 1
- Meeting Videos
  - Cohort 1
21 FIFA 19
22 Reproducibility
- SLIDE 1
- Meeting Videos
  - Cohort 1
Published with bookdown

Explanatory Model Analysis Book Club

Creating LD plot

plot(ld_rf) +
  ggplot2::ggtitle("Local-dependence profiles for no. of rooms and surface", "")