Keywords: Artificial Intelligence, Casual Inference, Counterfactual Analysis, Error Analysis, Machine Learning, Unfairness Assessment, Unfairness Mitigation
Author: Mehrnoosh Sameki
Publisher: Microsoft
Publication Year: 2021
Summary: The following dashboard can be used to make sure data scientists ethically and responsibly take the correct approach towards artificial intelligence or machine learning. “A single pane of glass bringing together several mature responsible AI tools in the areas of machine learning interpretability, unfairness assessment and mitigation, error analysis, causal inference, and counterfactual analysis for a holistic assessment and debugging of models and making informed business decisions.”
