Schedule of What actuaries should know about tree-based machine learning models
| On Tuesday 24 November: | |
| 16:00 - 18:00 | What actuaries should know about tree-based machine learning models By MAHY Samuël, MARECHAL Xavier |
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From 16:00 to 18:00
What actuaries should know about tree-based machine learning models
By MAHY Samuël, MARECHAL Xavier- What is artificial intelligence and statistical machine learning?
- Model performance, over fitting and cross-validation
- Classification and regression trees
- A dummy example
- Regression tree algorithm
- Pruning and parameter tuning
- Bagging, random forest and boosting
- An example in R