Insurance Data Science: Use and Value of Unusual Data

Jean-Philippe Boucher, Université du Québec À Montréal (🐦 @J_P_Boucher)

Arthur Charpentier, Université du Québec À Montréal (🐦 @freakonometrics)

Ewen Gallic, Aix-Marseille Université (🐦 @3wen)

1 Day 1: Introduction (A. Charpentier)

• Slides

2 Days 1 and 2: Telematics (J.-P. Boucher)

• Slides

• Hands-on materials: models

  • Web page of the first tutorial (corresponding R codes)
  • Exercises, (Solutions)
  • Zip file with all the materials

• Hands-on materials: data handling

  • Web page of the second tutorial (corresponding R codes)
  • Zip file with all the materials

• Dictionnary of variables

3 Day 3: Pictures (A. Charpentier)

• Slides (Extra slides)
• Web page of the tutorial (corresponding R codes)
• Zip file with all the materials

4 Day 4: Text (A. Charpentier)

• Slides
• Web page of the tutorial (corresponding R codes)
• Zip file with all the materials

5 Day 4: Network (A. Charpentier)

• Slides

6 Packages to install

# Monday (Telematics)
install.packages("animation")
install.packages("data.table")
install.packages("devtools")
devtools::install_github(repo="skranz/dplyrExtras")
install.packages("fastDummies")
install.packages("ggridges")
install.packages("knitr")
install.packages("lubridate")
install.packages("magrittr")
install.packages("mgcv")
install.packages("memisc")
install.packages("pbapply")
install.packages("qwraps2")
install.packages("rmdformats")
install.packages("sp")
install.packages("stringr")
install.packages("tidyverse")
devtools::install_github("hadley/emo")

# Tuesday ( Telematics)
install.packages("sf") # Can be difficult to install
install.packages("parallel")
install.packages("gganimate")
install.packages("leaflet")
install.packages("rgeos")
install.packages("rgdal")

# Thursday (Pictures)
install.packages("factoextra")
install.packages("nnet")
install.packages("OpenImageR")
install.packages("raster")
install.packages("RStoolbox")
install.packages("cowplot")

# Thurdsday (Text)
install.packages("caret")
install.packages("rnaturalearth")
install.packages("SnowballC")
install.packages("tm")
install.packages("wordcloud")