The DALEX package xrays predictive ML models and helps to explore and explain its behaviour, helps to understand how complex models are working.

Episode 1. Introduction to the Explanatory Model Analysis
Video
R track
Python track
Episode 2. DALEX for R
Video, Snippets

Episode 2. dalex for Python
Part I. Instance level explanations
Episode 3. Break Down method
Video, Snippets

Video, Snippets

Episode 4. Shapley values and Break Down with interactions
Video, Snippets

TBA
Episode 5. Ceteris Paribus profiles
Video, Snippets

TBA
Part II. Dataset level explanations
Episode 6. Model Performance
Snippets
TBA
Episode 7. Variable's Importance
TBA
TBA
Episode 8. Partial Dependence Profile
TBA
TBA
Episode 9. Residual Diagnostics
TBA
TBA