Machine-Learning-Ethics-References

List of references about Machine Learning bias and ethics

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Machine Learning Ethics References / Discussion
Cathy O’Neil Twitter Discussion 'Algorithms are a threat to society and so far, academia is asleep at the wheel.'
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

Machine Learning Ethics References / Podcast
EconTalk Episode with Cathy O'Neil
Machine Ethic Podcasts

Machine Learning Ethics References / Videos
Ethics of Artificial Intelligence conference NYU 2016
A Story of Discrimination and Unfairness - Aylin Caliskan 33c3 2016
AI Now 2017 Symposium
The Trouble with Bias - NIPS 2017 Keynote
Eyeo 2018 - Meredith Whittaker - DATA GENESIS: AI'S PRIMORDIAL SOUP
"Privacy: the Last Stand for Fair Algorithms" by Katharine Jarmul

Machine Learning Ethics References / 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
Deep neural networks are more accurate than humans at detecting sexual orientation from facial images.
Delayed Impact of Fair Machine Learning
Bias detectives: the researchers striving to make algorithms fair
No Classification without Representation: Assessing Geodiversity Issues in Open Data Sets for the Developing World

Machine Learning Ethics References / Books
Weapons of Math Destruction: How Big Data Increases Inequality and Threatens Democracy
Interpretable Machine Learning A Guide for Making Black Box Models Explainable.
Fairness and machine learning book

Machine Learning Ethics References / 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
New AI can guess whether you're gay or straight from a photograph
Something is wrong on the internet, on youtube automated videos by James Bridle
Trump’s “extreme-vetting” software will discriminate against immigrants “under a veneer of objectivity,” say experts
ACLU calls out Amazon, Washington Co. sheriff's office for facial recognition tech
This startup’s racial-profiling algorithm shows AI can be dangerous way before any robot apocalypse
Facial recognition software is not ready for use by law enforcement
Prescription: AI - Quartz series
Amazon scraps secret AI recruiting tool that showed bias against women
A skeptic’s guide to thinking about AI - on AI Now 2018

Machine Learning Ethics References / 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
Research on Algorithmic Fairness, haverford
NORMAN World's first psychopath AI
AI can be sexist and racist — it’s time to make it fair

Machine Learning Ethics References / Reports
ARTIFICIAL INTELLIGENCE AND LIFE IN 2030 - 2016 Report
AI Now Report 2018.pdf
AI Now 2019 Discriminating Systems: Gender, Race, and Power in AI

Machine Learning Ethics References / Conferences, Workshops, Symposiums
Workshop on Fairness, Accountability, and Transparency in Machine Learning
AI Now
Ethics of Artificial Intelligence
Black in AI
Algorithms and Explanations
Machine Learning and the Law
Ethics in Mathematics - Cambridge University
AI Now 2018 Symposium - video
AI Now 2019 Symposium - video

Machine Learning Ethics References / Classes
Fairness in Machine Learning
INFO 4270: ETHICS AND POLICY IN DATA SCIENCE
CS109: Ethical Foundations of Computer Science
An Introduction to Data Ethics
Machine Learning Fairness by Google

Machine Learning Ethics References / Lists
A critical reading list for engineers, designers, and policy makers 367 over 5 years ago
Awesome-Machine-Learning-Interpretability 3,619 2 days ago
Fast AI Ethics Resources

Machine Learning Ethics References / People and Organizations
Kate Crawford
Meredith Whittaker
Kate Darling
Cathy O'Neil
Alan Winfield
AI Now
Algorithm Watch
Moritz Hardt
Solon Barocas
Institute for Ethics and Emerging Technologies
The Center for Technology, Society & Policy Berkley
Zeynep Tufekci
Data & Society
PERVADE: Pervasive Data Ethics
DataEthics

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