MI2DataLab / ResponsibleML-UseR2021

Materials for ,,Introduction to Responsible ML at UseR!2021''

Introduction to Responsible ML

Notes for the tutorial given at UseR!2021. The video is available on YouTube.

Short link

Short link to this page: https://tinyurl.com/RML2021

Materials

• Intro, pdf
• Part 1: Models+XAI, pdf, html, Rmd
• Part 2: Fairness, pdf, R
• Part 3: modelStudio+Arena, modelStudio html, modelStudio Rmd, Arena R

Data

Please, note that these are artificial datasets generated to mimic relations present in the real data.

• covid_spring.csv
• covid_summer.csv

Other workshops

• eRum 2020: https://github.com/pbiecek/XAIatERUM2020
• BioColl 2021: https://github.com/pbiecek/BioColl2021
• Open-Forest-Training 2021: https://github.com/pbiecek/Open-Forest-Training-2021/