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
Article: https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3164764
2 - Inisghts from Inside Neural Networks
Article: https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3226852
3 - Nesting Classical Actuarial Models into Neural Networks
Article: https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3320525
4 - On Boosting: Theory and Applications
Article: https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3402687
5 - Unsupervised Learning: What is a Sports Car
Article: https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3439358
6 - Lee and Carter go Machine Learning: Recurrent Neural Networks
Article: https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3441030
7 - The Art of Natural Language Processing
Article: https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3547887
8 - Peeking into the Black Box
Article: https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3595944
9 - Convolutional neural network case studies
Article: https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3656210
10 - LocalGLMnet
Article: https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3900350