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Title: GitHub - josalkeld/Tutorials: Code for the Actuarial Data Science Tutorials published at https://actuarialdatascience.org.

Open Graph Title: GitHub - josalkeld/Tutorials: Code for the Actuarial Data Science Tutorials published at https://actuarialdatascience.org.

X Title: GitHub - josalkeld/Tutorials: Code for the Actuarial Data Science Tutorials published at https://actuarialdatascience.org.

Description: Code for the Actuarial Data Science Tutorials published at https://actuarialdatascience.org. - josalkeld/Tutorials

Open Graph Description: Code for the Actuarial Data Science Tutorials published at https://actuarialdatascience.org. - josalkeld/Tutorials

X Description: Code for the Actuarial Data Science Tutorials published at https://actuarialdatascience.org. - josalkeld/Tutorials

Opengraph URL: https://github.com/josalkeld/Tutorials

X: @github

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1 - French Motor Third-Party Liability Claimshttps://patch-diff.githubusercontent.com/josalkeld/Tutorials/tree/master/1%20-%20French%20Motor%20Third-Party%20Liability%20Claims
1 - French Motor Third-Party Liability Claimshttps://patch-diff.githubusercontent.com/josalkeld/Tutorials/tree/master/1%20-%20French%20Motor%20Third-Party%20Liability%20Claims
10 - LocalGLMnethttps://patch-diff.githubusercontent.com/josalkeld/Tutorials/tree/master/10%20-%20LocalGLMnet
10 - LocalGLMnethttps://patch-diff.githubusercontent.com/josalkeld/Tutorials/tree/master/10%20-%20LocalGLMnet
11 - Model Comparison and Calibration Assessmenthttps://patch-diff.githubusercontent.com/josalkeld/Tutorials/tree/master/11%20-%20Model%20Comparison%20and%20Calibration%20Assessment
11 - Model Comparison and Calibration Assessmenthttps://patch-diff.githubusercontent.com/josalkeld/Tutorials/tree/master/11%20-%20Model%20Comparison%20and%20Calibration%20Assessment
12 - NLP Using Transformershttps://patch-diff.githubusercontent.com/josalkeld/Tutorials/tree/master/12%20-%20NLP%20Using%20Transformers
12 - NLP Using Transformershttps://patch-diff.githubusercontent.com/josalkeld/Tutorials/tree/master/12%20-%20NLP%20Using%20Transformers
13 - Gini Indexhttps://patch-diff.githubusercontent.com/josalkeld/Tutorials/tree/master/13%20-%20Gini%20Index
13 - Gini Indexhttps://patch-diff.githubusercontent.com/josalkeld/Tutorials/tree/master/13%20-%20Gini%20Index
14 - SHAPhttps://patch-diff.githubusercontent.com/josalkeld/Tutorials/tree/master/14%20-%20SHAP
14 - SHAPhttps://patch-diff.githubusercontent.com/josalkeld/Tutorials/tree/master/14%20-%20SHAP
15 - Privacy-preserving machine learninghttps://patch-diff.githubusercontent.com/josalkeld/Tutorials/tree/master/15%20-%20Privacy-preserving%20machine%20learning
15 - Privacy-preserving machine learninghttps://patch-diff.githubusercontent.com/josalkeld/Tutorials/tree/master/15%20-%20Privacy-preserving%20machine%20learning
2 - Insights from Inside Neural Networkshttps://patch-diff.githubusercontent.com/josalkeld/Tutorials/tree/master/2%20-%20Insights%20from%20Inside%20Neural%20Networks
2 - Insights from Inside Neural Networkshttps://patch-diff.githubusercontent.com/josalkeld/Tutorials/tree/master/2%20-%20Insights%20from%20Inside%20Neural%20Networks
3 - Nesting Classical Actuarial Models into Neural Networkshttps://patch-diff.githubusercontent.com/josalkeld/Tutorials/tree/master/3%20-%20Nesting%20Classical%20Actuarial%20Models%20into%20Neural%20Networks
3 - Nesting Classical Actuarial Models into Neural Networkshttps://patch-diff.githubusercontent.com/josalkeld/Tutorials/tree/master/3%20-%20Nesting%20Classical%20Actuarial%20Models%20into%20Neural%20Networks
4 - On Boosting Theory and Applicationshttps://patch-diff.githubusercontent.com/josalkeld/Tutorials/tree/master/4%20-%20On%20Boosting%20Theory%20and%20Applications
4 - On Boosting Theory and Applicationshttps://patch-diff.githubusercontent.com/josalkeld/Tutorials/tree/master/4%20-%20On%20Boosting%20Theory%20and%20Applications
5 - Unsupervised Learning What is a Sports Carhttps://patch-diff.githubusercontent.com/josalkeld/Tutorials/tree/master/5%20-%20Unsupervised%20Learning%20What%20is%20a%20Sports%20Car
5 - Unsupervised Learning What is a Sports Carhttps://patch-diff.githubusercontent.com/josalkeld/Tutorials/tree/master/5%20-%20Unsupervised%20Learning%20What%20is%20a%20Sports%20Car
6 - Lee and Carter go Machine Learning Recurrent Neural Networkshttps://patch-diff.githubusercontent.com/josalkeld/Tutorials/tree/master/6%20-%20Lee%20and%20Carter%20go%20Machine%20Learning%20Recurrent%20Neural%20Networks
6 - Lee and Carter go Machine Learning Recurrent Neural Networkshttps://patch-diff.githubusercontent.com/josalkeld/Tutorials/tree/master/6%20-%20Lee%20and%20Carter%20go%20Machine%20Learning%20Recurrent%20Neural%20Networks
7 - The Art of Natural Language Processinghttps://patch-diff.githubusercontent.com/josalkeld/Tutorials/tree/master/7%20-%20The%20Art%20of%20Natural%20Language%20Processing
7 - The Art of Natural Language Processinghttps://patch-diff.githubusercontent.com/josalkeld/Tutorials/tree/master/7%20-%20The%20Art%20of%20Natural%20Language%20Processing
8 - Peeking into the Black Boxhttps://patch-diff.githubusercontent.com/josalkeld/Tutorials/tree/master/8%20-%20Peeking%20into%20the%20Black%20Box
8 - Peeking into the Black Boxhttps://patch-diff.githubusercontent.com/josalkeld/Tutorials/tree/master/8%20-%20Peeking%20into%20the%20Black%20Box
9 - Convolutional neural network case studieshttps://patch-diff.githubusercontent.com/josalkeld/Tutorials/tree/master/9%20-%20Convolutional%20neural%20network%20case%20studies
9 - Convolutional neural network case studieshttps://patch-diff.githubusercontent.com/josalkeld/Tutorials/tree/master/9%20-%20Convolutional%20neural%20network%20case%20studies
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https://patch-diff.githubusercontent.com/josalkeld/Tutorials#actuarial-data-science
https://actuarialdatascience.orghttps://actuarialdatascience.org
https://patch-diff.githubusercontent.com/josalkeld/Tutorials#1---french-motor-third-party-liability-claims
https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3164764https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3164764
https://patch-diff.githubusercontent.com/josalkeld/Tutorials#2---inisghts-from-inside-neural-networks
https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3226852https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3226852
https://patch-diff.githubusercontent.com/josalkeld/Tutorials#3---nesting-classical-actuarial-models-into-neural-networks
https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3320525https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3320525
https://patch-diff.githubusercontent.com/josalkeld/Tutorials#4---on-boosting-theory-and-applications
https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3402687https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3402687
https://patch-diff.githubusercontent.com/josalkeld/Tutorials#5---unsupervised-learning-what-is-a-sports-car
https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3439358https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3439358
https://patch-diff.githubusercontent.com/josalkeld/Tutorials#6---lee-and-carter-go-machine-learning-recurrent-neural-networks
https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3441030https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3441030
https://patch-diff.githubusercontent.com/josalkeld/Tutorials#7---the-art-of-natural-language-processing
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https://patch-diff.githubusercontent.com/josalkeld/Tutorials#8---peeking-into-the-black-box
https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3595944https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3595944
https://patch-diff.githubusercontent.com/josalkeld/Tutorials#9---convolutional-neural-network-case-studies
https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3656210https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3656210
https://patch-diff.githubusercontent.com/josalkeld/Tutorials#10---localglmnet
https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3900350https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3900350
https://patch-diff.githubusercontent.com/josalkeld/Tutorials#11---model-comparison-and-calibration-assessment
https://arxiv.org/abs/2202.12780https://arxiv.org/abs/2202.12780
https://patch-diff.githubusercontent.com/josalkeld/Tutorials#12---actuarial-applications-of-natural-language-processing-using-transformers
https://arxiv.org/abs/2206.02014https://arxiv.org/abs/2206.02014
https://patch-diff.githubusercontent.com/josalkeld/Tutorials#13---gini-index-and-friends
https://papers.ssrn.com/sol3/papers.cfm?abstract_id=4248143https://papers.ssrn.com/sol3/papers.cfm?abstract_id=4248143
https://patch-diff.githubusercontent.com/josalkeld/Tutorials#14---shap
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https://patch-diff.githubusercontent.com/josalkeld/Tutorials#15---privacy-preserving-machine-learning
https://papers.ssrn.com/sol3/papers.cfm?abstract_id=4595287https://papers.ssrn.com/sol3/papers.cfm?abstract_id=4595287
https://actuarialdatascience.orghttps://actuarialdatascience.org
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