A Case For Explainable AI & Machine Learning

Readers are encouraged to share their own examples in the comments.We divide this set of use cases in to three sections:[1] Holy Grail of AI for Enterprise — Explainable AI, Saurabh Kaushik; KDnuggets, October 2018; https://www.kdnuggets.com/2018/10/enterprise-explainable-ai.html [2] Gender Shades: Intersectional Accuracy Disparities in Commercial Gender Classification; Joy Buolamwini, MIT Media Lab & Timnit Gebru, Microsoft Research; Proceedings of Machine Learning Research Conference on Fairness, Accountability, and Transparency, January 2018 [3] How I am Fighting Bias in Algorithms; Joy Buolamwini Ted Talk, November 2016 https://www.ted.com/talks/joy_buolamwini_how_i_m_fighting_bias_in_algorithms?utm_campaign=tedspread&utm_medium=referral&utm_source=tedcomshare [4] The Perpetual Line-Up – Unregulated Police Face Recognition In America; Center on Privacy & Technology at Georgetown Law; October 2016 [5] Amazon scraps secret AI recruiting tool that showed bias against women, Jeffrey Dastin; Reuters, Oct 2018; https://www.reuters.com/article/us-amazon-com-jobs-automation-insight/amazon scraps-secret-ai-recruiting-tool-that-showed-bias-against-women-idUSKCN1MK08G [6] Algorithms can’t Fix Societal Problems […],Dave Gershgorn; Quartz, October, 2018; https://qz.com/1427159/algorithms-cant-fix-societal-problems-and-often-amplify-them/ [7] Auditing Algorithms for Bias; Rumman Chowdhury & Narendra Mulani, Harvard Business Review, October 2018; https://hbr.org/2018/10/auditing-algorithms-for-bias [8] Facial Recognition Is Accurate, if you are a White Guy; Steve Lohr, NY Times, Feb 2018 https://nyti.ms/2BNurVq [9] This past April, the Council of Europe adopted European Ethical Charter on the use of artificial intelligence in judicial systems https://www.coe.int/en/web/human-rights-rule-of-law/-/council-of-europe-adopts-first-european-ethical-charter-on-the-use-of-artificial-intelligence-in-judicial-systemsResources:Related: var disqus_shortname = kdnuggets; (function() { var dsq = document.createElement(script); dsq.type = text/javascript; dsq.async = true; dsq.src = https://kdnuggets.disqus.com/embed.js; (document.getElementsByTagName(head)[0] || document.getElementsByTagName(body)[0]).appendChild(dsq); })();. More details

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