Skip to content

actuarial-data-science/Tutorials

Folders and files

NameName
Last commit message
Last commit date

Latest commit

Nov 20, 2024
890298e · Nov 20, 2024
Dec 18, 2021
Dec 18, 2021
Feb 17, 2024
Oct 7, 2023
Oct 14, 2022
Aug 2, 2023
Nov 20, 2024
Dec 18, 2021
Dec 18, 2021
Oct 24, 2021
Apr 28, 2021
Oct 24, 2021
Oct 24, 2021
Apr 27, 2021
Oct 24, 2021
Aug 2, 2023
Oct 7, 2023

Repository files navigation

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

11 - Model Comparison and Calibration Assessment

Article: https://arxiv.org/abs/2202.12780

12 - Actuarial Applications of Natural Language Processing Using Transformers

Article: https://arxiv.org/abs/2206.02014

13 - Gini Index and Friends

Article: https://papers.ssrn.com/sol3/papers.cfm?abstract_id=4248143

14 - SHAP

Article: https://papers.ssrn.com/sol3/papers.cfm?abstract_id=4389797

15 - Privacy-preserving machine learning

Article: https://papers.ssrn.com/sol3/papers.cfm?abstract_id=4595287

Releases

No releases published

Packages

No packages published