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/