Lab 1: Introduction to working environment, basics of data manipulation and visualization
Resouurces
Google Colab Notebook:
Colab
Datasets:
Adult Dataset:
adult.zip
Jigsaw dataset
jigsaw-snapshot-data.zip
Additional reading:
Google Deveoper ML course: Fairness
A Framework for Understanding Sources of Harm throughout the Machine Learning Life Cycle
Measurement and Mitigation of Bias in Artificial Intelligence: A Narrative Literature Review for Regulatory Science
A Survey on Bias and Fairness in Machine Learning
Tools
Holistic AI Framework for bias mitigation
IBM framework for bias measuring and removal