Awesome

Actuarial Data Science

This is the code repository for the Actuarial Data Science Tutorials published at https://actuarialdatascience.org. There are the following tutorials with available data and code:

1 - French Motor Third-Party Liability Claims

2 - Inisghts from Inside Neural Networks

3 - Nesting Classical Actuarial Models into Neural Networks

4 - On Boosting: Theory and Applications

5 - Unsupervised Learning: What is a Sports Car

6 - Lee and Carter go Machine Learning: Recurrent Neural Networks

7 - The Art of Natural Language Processing

8 - Peeking into the Black Box

9 - Convolutional neural network case studies

10 - LocalGLMnet

11 - Model Comparison and Calibration Assessment

12 - Actuarial Applications of Natural Language Processing Using Transformers

13 - Gini Index and Friends

14 - SHAP

15 - Privacy-preserving machine learning