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chelseatroy/Machine-Learning-Ethics-References
References about Machine Learning and Data Science discrimination, bias, ethics.
Machine Learning Ethics References
References about Machine Learning and Data Science discrimination, bias, ethics.
Discussion
- AI Ethics on Reddit
- (HN) Attacking discrimination with smarter machine learning
- (HN) Cathy O’Neil on Weapons of Math Destruction
- (HN) on Neural Net Trained on Mugshots Predicts Criminals
- (HN) Justice.exe: Bias in Algorithmic sentencing
Podcast
Videos
- Ethics of Artificial Intelligence conference NYU 2016
- A Story of Discrimination and Unfairness - Aylin Caliskan 33c3 2016
- AI Now 2017 Symposium
Papers
- Bias in Computer Systems
- Equality of Opportunity in Supervised Learning
- Using sensitive personal data may be necessary for avoiding discrimination in data-driven decision models
- The Ethics of Artificial Intelligence
- Automated Inference on Criminality using Face Images
- Semantics derived automatically from language corpora contain human-like biases
- European Union regulations on algorithmic decision-making and a "right to explanation"
- Men Also Like Shopping: Reducing Gender Bias Amplification using Corpus-level Constraints
- Man is to Computer Programmer as Woman is to Homemaker? Debiasing Word Embeddings
Books
Articles
- Algorithms: AI’s creepy control must be open to inspection
- AI watchdog needed to regulate automated decision-making, say experts
- Scholars Delve Deeper Into The Ethics Of Artificial Intelligence
- ProPublica series on Machine Bias
- Artificial Intelligence’s White Guy Problem
- Neural Net Trained on Mugshots Predicts Criminals
- Attacking discrimination with smarter machine learning
- The Ethical Data Scientis
- Machine Bias
- Machine Bias - How We Analyzed the COMPAS Recidivism Algorithm
- ProPublica Responds to Company’s Critique of Machine Bias Story
- Are Machines Biased, or Are We Biased Against Machines?
- Artificial Intelligence’s White Guy Problem
- Buyer Beware: A hard look at police ‘threat scores.’
- Computer and Information Ethics
- Social Networking and Ethics
- Internet Research Ethics
- Search Engines and Ethics
- How a Machine Learns Prejudice
- Courts Are Using AI to Sentence Criminals. That Must Stop Now
- Sent to Prison by a Software Program’s Secret Algorithms
- Even artificial intelligence can acquire biases against race and gender
- Inspecting Algorithms for Bias
- If you’re not a white male, artificial intelligence’s use in healthcare could be dangerous
- Biased Algorithms Are Everywhere, and No One Seems to Care
- Turns Out Algorithms Are Racist
- Machines Taught by Photos Learn a Sexist View of Women
- How Tech Giants Are Devising Real Ethics for Artificial Intelligence
Others
- Machine ethics: The robot’s dilemma
- Morals and the machine
- Robotics: Ethics of artificial intelligence
- Do no harm, don't discriminate: official guidance issued on robot ethics
- "RoboCop” assignment Columbia University NYPD’s “Stop, Question and Frisk” records
- Professor Satyen Kale Responds to ‘RoboCop’ Machine Learning Assignment
- White House document: Preparing for the Future of Artificial Intelligence
- Justice.exe - Educative Game
- mathwashing
- ConceptNet Numberbatch 17.04: better, less-stereotyped word vectors
Reports
Conferences, Workshops, Symposiums
- Workshop on Fairness, Accountability, and Transparency in Machine Learning
- AI Now
- Ethics of Artificial Intelligence
Classes
People and Organizations
On this page
Contributors
Created September 13, 2017
Updated April 22, 2025