1 Purpose of this paper
2 Model interpretability: a major challenge
2.1 Defining interpretability
2.2 The criteria of an interpretable model
2.3 The two main types of interpretability
3 Overview on some interpretation methods post-hoc
3.1 Global methods
3.2 Local analysis
4 An application of interpretation methods to automobile insurance pricing to show how interpretation tools can help model users according to the audience
Conclusion