A good data scientist needs to understand the ethical issues surrounding the data they obtain and use, the algorithms they employ, and its impact on people. This module gives an overview of several ethical issues, including privacy and informed consent, ownership and intellectual property, bias in algorithms, and fairness. The material is presented at a basic level.
- ETHICS-Ethics-Privacy-Fairness-basic slides.
- ETHICS-Ethics-Privacy-Fairness-basic-part1 video.
- ETHICS-Ethics-Privacy-Fairness-basic-part2 video.
- ETHICS-Ethics-Privacy-Fairness-basic-part3 video.
- AI-TRUST-Explainability-Aix360-intermediate slides.
- AI-TRUST-Explainability-Explainability-Breast-Cancer-intermediate Jupyter notebook.
- AI-TRUST-Explainability-Explainability-Image-Classification-intermediate Jupyter notebook.
- AI-TRUST-Explainability-Aix360-intermediate-part1 video.
- AI-TRUST-Explainability-Aix360-intermediate-part2 video.
- AI-TRUST-Fairness-Aif360-intermediate slides
- AI-TRUST-Fairness-BiasMitigation-DisparateImpactRemover-intermediate Jupyter Notebook
- AI-TRUST-Fairness-Aif360-intermediate-part1.mp4 video
- AI-TRUST-Fairness-Aif360-intermediate-part2.mp4 video
- ETHICS-Trust-Data-Algorithms-Ai-basic slides
- Initial release, Susan Davidson and Zachary Ives, University of Pennsylvania, February 2020.
- AI Trust, focussing on explainability and the Aix360 toolkit, Kanan Bakirli & Robert Baldoni & Bhargav Shetgaonkar & Maria Williams, Duke University, April 2022.
- AI Fairness, focussing on bias mitigation and the Aif360 toolkit, Monikuntala Saikia & Vaishnavi Shankar & Nithisha Katasani & Kiran Tejaswi Alluru (Teja Alluru) & Shephali Jain & Harsha Chetty & Akshay Anand, University of Washington Tacoma, April 2022.
- Videos on AI trust and explainability with the Aix360 toolkit, Rahul Singh, Columbia University, November 2022.
- Videos on ethics, privacy and fairness, Abhishek Sinha & Varalika Mahajan, Columbia University, November 2022 & February 2023.
- Module on ethics for data and AI, Rachel Amity Brown, IBM, February 2023.
- Videos on AI trust and fairness with the Aif360 toolkit, Rahul Singh, Columbia University, February 2023.