awesome-machine-learning-interpretability 
A curated, but probably biased and incomplete, list of awesome machine learning interpretability resources.
If you want to contribute to this list (and please do!) read over the contribution guidelines, send a pull request, or contact me @jpatrickhall.
An incomplete, imperfect blueprint for a more human-centered, lower-risk machine learning. The resources in this repository can be used to do many of these things today. The resources in this repository should not be considered legal compliance advice.
Image credit: H2O.ai Machine Learning Interpretability team, https://github.com/h2oai/mli-resources.
Table of Contents
- Comprehensive Software Examples and Tutorials
- Explainability- or Fairness-Enhancing Software Packages
- Machine learning environment management tools
- Free Books
- Government and Regulatory Documents
- Other Interpretability and Fairness Resources and Lists
- Review and General Papers
- Classes
- Interpretable ("Whitebox") or Fair Modeling Packages
- AI Incident Tracker
Comprehensive Software Examples and Tutorials
- COMPAS Analysis Using Aequitas
- Explaining Quantitative Measures of Fairness (with SHAP)
- Getting a Window into your Black Box Model
- From GLM to GBM Part 1
- From GLM to GBM Part 2
- IML
- Interpretable Machine Learning with Python
- Interpreting Machine Learning Models with the iml Package
- Interpretable Machine Learning using Counterfactuals
- Machine Learning Explainability by Kaggle Learn
- Model Interpretability with DALEX
- Model Interpretation series by Dipanjan (DJ) Sarkar:
- Partial Dependence Plots in R
- Saliency Maps for Deep Learning
- Visualizing ML Models with LIME
- Visualizing and debugging deep convolutional networks
- What does a CNN see?
Explainability- or Fairness-Enhancing Software Packages
Browser
Python
- acd
- aequitas
- AI Fairness 360
- AI Explainability 360
- ALEPython
- Aletheia
- allennlp
- algofairness
- Alibi
- anchor
- BlackBoxAuditing
- casme
- Causal Discovery Toolbox
- captum
- causalml
- cdt15
- checklist
- contextual-AI
- ContrastiveExplanation (Foil Trees)
- counterfit
- dalex
- debiaswe
- DeepExplain
- deeplift
- deepvis
- DiCE
- DoWhy
- ecco
- eli5
- explainerdashboard
- fairml
- fairlearn
- fairness-comparison
- fairness_measures_code
- foolbox
- Grad-CAM (GitHub topic)
- gplearn
- hate-functional-tests
- imodels
- iNNvestigate neural nets
- Integrated-Gradients
- interpret
- interpret_with_rules
- imodels
- Keras-vis
- keract
- L2X
- lime
- LiFT
- lit
- lofo-importance
- lrp_toolbox
- MindsDB
- MLextend
- ml-fairness-gym
- ml_privacy_meter
- OptBinning
- parity-fairness
- PDPbox
- pyBreakDown
- PyCEbox
- pyGAM
- pymc3
- pytorch-innvestigate
- rationale
- responsibly
- revise-tool
- robustness
- RISE
- sage
- SALib
- scikit-fairness
- shap
- shapley
- Skater
- tensorfow/cleverhans
- tensorflow/lucid
- tensorflow/fairness-indicators
- tensorflow/model-analysis
- tensorflow/model-card-toolkit
- tensorflow/model-remediation
- tensorflow/privacy
- tensorflow/tcav
- tensorfuzz
- TensorWatch
- TextFooler
- tf-explain
- Themis
- themis-ml
- treeinterpreter
- woe
- xai
- xdeep
- yellowbrick
R
- aif360
- ALEPlot
- DrWhyAI
- DALEX
- DALEXtra
- EloML
- ExplainPrediction
- fastshap
- fairness
- fairmodels
- featureImportance
- flashlight
- forestmodel
- fscaret
- iBreakDown
- ICEbox
- iml
- ingredients
- intepret
- lightgbmExplainer
- lime
- live
- mcr
- modelDown
- modelOriented
- modelStudio
- pdp
- shapFlex
- shapleyR
- shapper
- smbinning
- vip
- xgboostExplainer
Machine learning environment management tools
Free Books
- An Introduction to Machine Learning Interpretability
- Explanatory Model Analysis
- Fairness and Machine Learning
- Interpretable Machine Learning
- Responsible Machine Learning (requires email for now)
Government and Regulatory Documents
- 12 CFR Part 1002 - Equal Credit Opportunity Act (Regulation B)
- A Regulatory Framework for AI: Recommendations for PIPEDA Reform
- AI Principles: Recommendations on the Ethical Use of Artificial Intelligence by the Department of Defense
- THE AIM INITIATIVE
- Aiming for truth, fairness, and equity in your companyâs use of AI
- Algorithmic Accountability Act of 2019
- ALGORITHM CHARTER FOR AOTEAROA NEW ZEALAND
- Artificial Intelligence (AI) in the Securities Industry
- Article 22 EU GDPR
- Assessment List for Trustworthy Artificial Intelligence (ALTAI) for self-assessment - Shaping Europeâs digital future - European Commission
- Audit of Governance and Protection of Department of Defense Artificial Intelligence Data and Technology
- A Primer on Artificial Intelligence in Securities Markets
- Biometric Information Privacy Act
- Booker Wyden Health Care Letters
- California Consumer Privacy Act (CCPA)
- California Privacy Rights Act (CPRA)
- Consultation on the OPCâs Proposals for ensuring appropriate regulation of artificial intelligence
- Civil liability regime for artificial intelligence
- Data Ethics Framework
- DEVELOPING FINANCIAL SECTOR RESILIENCE IN A DIGITAL WORLD: SELECTED THEMES IN TECHNOLOGY AND RELATED RISKS
- Directive on Automated Decision Making
- Executive Order on Promoting the Use of Trustworthy Artificial Intelligence in the Federal Government
- EEOC Letter (from U.S. senators re: hiring software)
- Facial Recognition and Biometric Technology Moratorium Act of 2020
- Four Principles of Explainable Artificial Intelligence
- General principles for the use of Artificial Intelligence in the financial sector
- Gouvernance des algorithmes dâintelligence artificielle dans le secteur financier (French)
- Innovation spotlight: Providing adverse action notices when using AI/ML models
- Office of Management and Budget Guidance for Regulation of Artificial Intelligence Applications (Finalized Nov. 2020)
- On Artificial Intelligence - A European approach to excellence and trust
- Opinion of the German Data Ethics Commission
- Principles of Artificial Intelligence Ethics for the Intelligence Community
- Proposal for a Regulation laying down harmonised rules on artificial intelligence (Artificial Intelligence Act)
- Psychological Foundations of Explainability and Interpretability in Artificial Intelligence
- Questions and Answers to Clarify and Provide a Common Interpretation of the Uniform Guidelines on Employee Selection Procedures
- Questions from the Commission on Protecting Privacy and Preventing Discrimination
- RE: Use of External Consumer Data and Information Sources in Underwriting for Life Insurance
- Singapore Personal Data Protection Commission (PDPC) Model Artificial Intelligence Governance Framework
- SUPERVISORY GUIDANCE ON MODEL RISK MANAGEMENT
- U.K. Information Commissioner's Office (ICO) AI Audting Framework (overview series)
- Artificial Intelligence/Machine Learning (AI/ML)-Based: Software as a Medical Device (SaMD) Action Plan (Updated Jan. 2021)
- U.S. House of Representatives Resolution on AI Strategy
- Using Artificial Intelligence and Algorithms
Other Interpretability and Fairness Resources and Lists
- 8 Principles of Responsible ML
- ACM FAT* 2019 Youtube Playlist
- Adversarial ML Threat Matrix
- AI Tools and Platforms
- AI Ethics Guidelines Global Inventory
- AI Incident Database
- AllenNLP Interpret: A Framework for Explaining Predictions of NLP Models
- Algorithms and prejudice
- Awesome interpretable machine learning ;)
- Awesome machine learning operations
- Awful AI
- algoaware
- BIML Interactive Machine Learning Risk Framework
- Beyond Explainability: A Practical Guide to Managing Risk in Machine Learning Models
- criticalML
- Data Feminism
- Dealing with Bias and Fairness in AI/ML/Data Science Systems
- Debugging Machine Learning Models (ICLR workshop proceedings)
- Decision Points in AI Governance
- De-identification Tools
- Deep Insights into Explainability and Interpretability of Machine Learning Algorithms and Applications to Risk Management
- Distill
- Faces in the Wild Benchmark Data
- Fairness, Accountability, and Transparency in Machine Learning (FAT/ML) Scholarship
- From Principles to Practice: An interdisciplinary framework to operationalise AI ethics
- How will the GDPR impact machine learning?
- Machine Learning Ethics References
- Machine Learning Interpretability Resources
- Machine Learning: Considerations for fairly and transparently expanding access to credit
- MIT AI Ethics Reading Group
- On the Responsibility of Technologists: A Prologue and Primer
- private-ai-resources
- Problems with Shapley-value-based explanations as feature importance measures
- Real-World Model Debugging Strategies
- ResponsibleAI
- Robust ML
- Safe and Reliable Machine Learning
- Sample AI Incident Response Checklist
- Ten Questions on AI Risk
- Testing and Debugging in Machine Learning
- Troubleshooting Deep Neural Networks
- Warning Signs: The Future of Privacy and Security in an Age of Machine Learning
- When Not to Trust Your Explanations
- XAI Resources
- You Created A Machine Learning Application Now Make Sure It's Secure
Review and General Papers
- 50 Years of Test (Un)fairness: Lessons for Machine Learning
- A Comparative Study of Fairness-Enhancing Interventions in Machine Learning
- A Survey Of Methods For Explaining Black Box Models
- A Marauderâs Map of Security and Privacy in Machine Learning
- Challenges for Transparency
- Closing the AI Accountability Gap
- Explaining by Removing: A Unified Framework for Model Explanation
- Explaining Explanations: An Overview of Interpretability of Machine Learning
- Explanation in Human-AI Systems: A Literature Meta-Review, Synopsis of Key Ideas and Publications, and Bibliography for Explainable AI
- Interpretable Machine Learning: Definitions, Methods, and Applications
- Limitations of Interpretable Machine Learning
- Machine Learning Explainability in Finance
- On the Art and Science of Machine Learning Explanations
- Please Stop Explaining Black Box Models for High-Stakes Decisions
- Software Engineering for Machine Learning: A Case Study
- The Mythos of Model Interpretability
- Towards A Rigorous Science of Interpretable Machine Learning
- Toward Trustworthy AI Development: Mechanisms for Supporting Verifiable Claims
- The Security of Machine Learning
- Techniques for Interpretable Machine Learning
- Trends and Trajectories for Explainable, Accountable and Intelligible Systems: An HCI Research Agenda
- Underspecification Presents Challenges for Credibility in Modern Machine Learning
Classes
- An Introduction to Data Ethics
- Certified Ethical Emerging Technologist
- Fairness in Machine Learning
- Fast.ai Data Ethics course
- Human-Center Machine Learning
- Introduction to Responsible Machine Learning
- Trustworthy Deep Learning
Interpretable ("Whitebox") or Fair Modeling Packages
C/C++
Python
- Bayesian Case Model
- Bayesian Ors-Of-Ands
- Bayesian Rule List (BRL)
- Explainable Boosting Machine (EBM)/GA2M
- fair-classification
- Falling Rule List (FRL)
- H2O-3
- learning-fair-representations
- Optimal Sparse Decision Trees
- Monotonic XGBoost
- Multilayer Logical Perceptron (MLLP)
- pyGAM
- pySS3
- Risk-SLIM
- Scikit-learn
- sklearn-expertsys
- skope-rules
- Super-sparse Linear Integer models (SLIMs)
- tensorflow/lattice
- This Looks Like That
R
- arules
- Causal SVM
- elasticnet
- Explainable Boosting Machine (EBM)/GA2M
- gam
- glm2
- glmnet
- H2O-3
- Monotonic XGBoost
- quantreg
- rpart
- RuleFit
- Scalable Bayesian Rule Lists (SBRL)
AI Incident Tracker
- Mar 1988 - A blot on the profession
- Jan 2010 - Are Face-Detection Cameras Racist?
- Jul 2015 - Google says sorry for racist auto-tag in photo app
- Mar 2016 - Here Are the Microsoft Twitter Botâs Craziest Racist Rants
- Jun 2016 - Google faulted for racial bias in image search results for black teenagers
- Oct 2016 - 'Rogue' Algorithm Blamed for Historic Crash of the British Pound
- Oct 2016 - Crime-prediction tool PredPol amplifies racially biased policing, study shows
- May 2017 - Houston Schools Must Face Teacher Evaluation Lawsuit
- Jun 2017 - When a Computer Program Keeps You in Jail
- Jun 2017 - Antitrust: Commission fines Google âŹ2.42 billion for abusing dominance as search engine by giving illegal advantage to own comparison shopping service
- Jul 2017 - âBalls have zero to me to meâ: What happened when Facebookâs AI chatbots Bob & Alice created their own language
- Jul 2017 - YouTube: Boston Dynamics' Atlas Falls Over After Demo at the Congress of Future Scientists and Technologists
- Jul 2017 - Royal Free - Google DeepMind trial failed to comply with data protection law
- Nov 2017 - Hackers Say They've Broken Face ID a Week After iPhone X Release
- Nov 2017 - Indiaâs Friendly Robot Mitra Not Only Greets VIPs On The Stage, But Also Parties Like A Rockstar (Mitra trips over Ivanka Trump/PM Modi introduction)
- Jan 2018 - YouTube: CES 2018: Robot refuses to co-operate with LG chief - BBC News
- Feb 2018 - Study finds gender and skin-type bias in commercial artificial-intelligence systems
- Mar 2018 - Self-Driving Uber Car Kills Pedestrian in Arizona, Where Robots Roam
- Mar 2018 - AI-Assisted Fake Porn Is Here and We're All F***ed
- Jun 2018 - Facebook sent a doctor on a secret mission to ask hospitals to share patient data
- Jul 2018 - Amazonâs Face Recognition Falsely Matched 28 Members of Congress With Mugshots
- Jul 2018 - IBMâs Watson supercomputer recommended âunsafe and incorrectâ cancer treatments, internal documents show
- Oct 2018 - Amazon scraps 'sexist AI' recruiting tool that showed bias against women
- Nov 2018 - Facial recognition system in China mistakes bus ad for jaywalker
- Dec 2018 - AI start-up that scanned babysitters halts launch following Post Report
- Jan 2019 - Cambridge Analyticaâs parent pleads guilty to breaking UK data law
- Apr 2019 - Facebook Executive Testifies on AI Failure to Detect the Christchurch Mosque Shooting Video
- May 2019 - Investor Sues After an AIâs Automated Trades Cost Him $20 Million
- May 2019 - Millions of people uploaded photos to the Ever app. Then the company used them to develop facial recognition tools.
- Jun 2019 - Google and the University of Chicago Are Sued Over Data Sharing
- Aug 2019 - LGBTQ+ creators file lawsuit against YouTube for discrimination
- Sep 2019 - The viral selfie app ImageNet Roulette seemed fun â until it called me a racist slur
- Sep 2019 - Scammer Successfully Deepfaked CEO's Voice To Fool Underling Into Transferring $243,000
- Oct 2019 - Oh dear... AI models used to flag hate speech online are, er, racist against black people
- Oct 2019 - Dissecting racial bias in an algorithm used to manage the health of populations
- Nov 2019 - NY regulator investigating Apple Card for possible gender bias
- Nov 2019 - Chinese-style facial recognition technology is trialled in Australian schools to register pupils - sparking major privacy concerns
- Dec 2019 - Tenants sounded the alarm on facial recognition in their buildings. Lawmakers are listening
- Dec 2019 - Researchers bypass airport and payment facial recognition systems using masks
- Jan 2020 - Atlantic Plaza Towers tenants won a halt to facial recognition in their building: Now theyâre calling on a moratorium on all residential use
- Jan 2020 - Trivago misled consumers about hotel room rates
- Feb 2020 - An Indian politician is using deepfake technology to win new voters
- Feb 2020 - Suckers List: How Allstateâs Secret Auto Insurance Algorithm Squeezes Big Spenders
- Feb 2020 - Tesla Autopilot gets tricked into accelerating from 35 to 85 mph with modified speed limit sign
- Mar 2020 - Netherlands: Court Prohibits Governmentâs Use of AI Software to Detect Welfare Fraud
- Mar 2020 - The End of Starsky Robotics
- Apr 2020 - Google apologizes after its Vision AI produced racist results
- Apr 2020 - Googleâs medical AI was super accurate in a lab. Real life was a different story.
- May 2020 - Researchers find major demographic differences in speech recognition accuracy
- May 2020 - Access Denied: Faulty Automated Background Checks Freeze Out Renters
- May 2020 - A.C.L.U. Accuses Clearview AI of Privacy âNightmare Scenarioâ
- May 2020 - Walmart Employees Are Out to Show Its Anti-Theft AI Doesn't Work
- May 2020 - Robodebt removed humans from Human Services, and the Government is facing the consequences
- May 2020 - The Most Devastating Software Mistake Of All Time. Why Is the Imperial Model Under Criticism?
- Jun 2020 - Governmentâs Use of Algorithm Serves Up False Fraud Charges
- Jun 2020 - Microsoft's robot editor confuses mixed-race Little Mix singers
- Jun 2020 - Tweet: "This algorithm probably made this mistake ..." (President Obama de-blurred into white male)
- Jun 2020 - Detroit Police Chief: Facial Recognition Software Misidentifies 96% of the Time
- Jun 2020 - Wrongfully Accused by an Algorithm
- Jun 2020 - An Algorithm that "Predicts" Criminality Based on a Face Sparks a Furor
- Jun 2020 - PwC facial recognition tool criticised for home working privacy invasion
- Jun 2020 - Santa Cruz becomes the first U.S. city to ban predictive policing
- Jun 2020 - YouTube Sued for Race Discrimination, Profiting from Hate Speech
- Jul 2020 - ISIS 'still evading detection on Facebook', report says
- Jul 2020 - Meet the Secret Algorithm That's Keeping Students Out of College
- Jul 2020 - Rite Aid deployed facial recognition systems in hundreds of U.S. stores
- Jul 2020 - Tweet: "Oh, dear ..." (GPT-3 anti-semitism)
- Jul 2020 - Google Ad Portal Equated âBlack Girlsâ with Porn
- Jul 2020 - Facial biometrics training dataset leads to BIPA lawsuits against Amazon, Alphabet and Microsoft
- Jul 2020 - POLICE SURVEILLED GEORGE FLOYD PROTESTS WITH HELP FROM TWITTER-AFFILIATED STARTUP DATAMINR
- Jul 2020 - AI-Powered âGenderifyâ Platform Shut Down After Bias-Based Backlash
- Aug 2020 - Police use of facial recognition unlawfully breached privacy rights, says Court of Appeal ruling
- Aug 2020 - There is nothing 'fair' about judging A-levels by algorithm
- Aug 2020 - When algorithms define kids by postcode: UK exam results chaos reveal too much reliance on data analytics
- Aug 2020 - Macyâs hit with privacy lawsuit over alleged use of controversial facial recognition software
- Aug 2020 - Googleâs Advertising Platform Is Blocking Articles About Racism
- Aug 2020 - Home Office drops 'racist' algorithm from visa decisions
- Aug 2020 - De Blasio Will Reassess NYPD's Use Of Facial Recognition Tech After Protester Arrest
- Aug 2020 - Facebook algorithm recommending Holocaust denial and fascist content, report finds
- Aug 2020 - Report: AI Company Leaks Over 2.5M Medical Records
- Aug 2020 - Watchdog investigates Barclays for spying on staff
- Aug 2020 - PopIDâs face-based payments pose privacy and security risks
- Aug 2020 - Tinder charges older people more
- Aug 2020 - Uber and Lyft pricing algorithms charge more in non-white areas
- Sep 2020 - Pascoâs sheriff uses data to guess who will commit crime. Then deputies âhunt downâ and harass them
- Sep 2020 - The Met Police didnât check if facial recognition tech was racist before trialling it
- Sep 2020 - These students figured out their tests were graded by AI â and the easy way to cheat
- Sep 2020 - Google says Street View maps algorithm error blurred out Hong Kong protest graffiti aimed at Xi Jinping
- Sep 2020 - AI attempts to ease fear of robots, blurts out it canât âavoid destroying humankindâ
- Sep 2020 - Ola is facing a driversâ legal challenge over data access rights and algorithmic management
- Sep 2020 - Instagram apologizes for removing images of Black British model
- Sep 2020 - Tesla owner in Canada charged with âsleepingâ while driving over 90 mph
- Sep 2020 - Female historians and male nurses do not exist, Google Translate tells its European users
- Sep 2020 - Twitter is looking into why its photo preview appears to favor white faces over Black faces
- Sep 2020 - Facebook Liveâs New Music Terms of Service Unfairly Impact Artists
- Sep 2020 - CoreLogicâs screening algorithm may have discriminated against renters: lawsuit
- Sep 2020 - Gradient Photo Editing App Criticized Over 'Racist' AI Face Feature
- Sep 2020 - ExamSoftâs remote bar exam sparks privacy and facial recognition concerns
- Sep 2020 - "Trustworthiness" Study Is Basically Phrenology, Annoying Scientists, Historians, Just About Everyone
- Sep 2020 - IBM faces another age-discrimination lawsuit in Austin
- Sep 2020 - Your favorite A.I. language tool is toxic
- Sep 2020 - Catching Amazon in a lie
- Sep 2020 - Tweet: "A faculty member has been asking how to stop Zoom from removing his head ..." (Zoom erasing darker-skinned professor's head)
- Sep 2020 - Whistleblowers charge CEO of NJ firm with inflating AI capability, calling employees âdirty Indiansâ
- Oct 2020 - Jewish Baby Stroller Image Algorithm
- Oct 2020 - Instagram blames GDPR for failure to tackle rampant self-harm and eating-disorder images
- Oct 2020 - UK passport photo checker shows bias against dark-skinned women
- Oct 2020 - States Say the Online Bar Exam Was a Success. The Test-Taker Who Peed in His Seat Disagrees
- Oct 2020 - Tiny Changes Let False Claims About COVID-19, Voting Evade Facebook Fact Checks
- Oct 2020 - Leaving Cert: Why the Government deserves an F for algorithms
- Oct 2020 - Lawsuit alleges biometric privacy violations from face recognition algorithm training
- Oct 2020 - Youâre being watched: The dangers of ProctorU
- Oct 2020 - Fake naked photos of thousands of women shared online
- Oct 2020 - Researchers find evidence of racial, gender, and socioeconomic bias in chest X-ray classifiers
- Oct 2020 - Uber sued by drivers over âautomated robo-firing'
- Oct 2020 - How an Algorithm Blocked Kidney Transplants to Black Patients
- Oct 2020 - Australian researchers have shown how you could become invisible to security cameras
- Oct 2020 - EPIC files lawsuit to force release of ICE facial recognition documents
- Oct 2020 - Researchers take a stand on algorithm design for job centers: Landing a job isn't always the right goal
- Oct 2020 - Facebook under fire for boosting right-wing news sources and throttling progressive alternatives
- Oct 2020 - AI Camera Ruins Soccer Game For Fans After Mistaking Referee's Bald Head For Ball
- Oct 2020 - Researchers made an OpenAI GPT-3 medical chatbot as an experiment. It told a mock patient to kill themselves
- Oct 2020 - Top doctors slam Google for not backing up incredible claims of super-human cancer-spotting AI
- Nov 2020 - Researchers show that computer vision algorithms pretrained on ImageNet exhibit multiple, distressing biases
- Nov 2020 - Trivago loses appeal over misleading website algorithm ruling
- Nov 2020 - Research finds gender bias within state funding model
- Nov 2020 - Split-Second 'Phantom' Images Can Fool Tesla's Autopilot
- Nov 2020 - Boris executes U-turn over controversial house building algorithm
- Nov 2020 - Top intel official warns of bias in military algorithms
- Nov 2020 - Opinion: Artificial 'Intelligence': Unemployment system denied legitimate COVID-19 claims
- Nov 2020 - LAPD ban facial recognition following alleged unauthorised use
- Nov 2020 - Instagram removed 80 PER CENT less graphic content about suicide during the first three months of lockdown after 'most of its moderators were sent home due to Covid rules'
- Nov 2020 - Facebook's AI Mistakenly Bans Ads for Struggling Businesses
- Nov 2020 - A Bot Made Frank Sinatra Cover Britney Spears. YouTube Removed It Over Copyright Claims.
- Nov 2020 - Net exposure "94-year-old man was picked up for facial recognition" The bank involved apologized
- Nov 2020 - Walmart Scraps Plan to Have Robots Scan Shelves
- Dec 2020 - Concern over potential gender bias in job recruitment algorithms
- Dec 2020 - Facial Recognition Company Lied to School District About its Racist Tech
- Dec 2020 - Chinaâs Huawei tested A.I. software that could identify Uighur Muslims and alert police, report says
- Dec 2020 - Weâve Known Brand Safety Tech Was BadâHereâs How Bad
- Dec 2020 - Hey Alexa, what's my PIN?
- Dec 2020 - Waze sent commuters toward California wildfires, drivers say
- Dec 2020 - The Death and Life of an Admissions Algorithm
- Dec 2020 - Algorithms searching for child abuse could be banned under new EU privacy rules
- Dec 2020 - Alibaba âdismayedâ by its cloud unitâs ethnicity detection algorithm
- Dec 2020 - Congress wants answers from Google about Timnit Gebruâs firing
- Dec 2020 - California Bar Exam Flagged A THIRD Of Applicants As Cheating
- Dec 2020 - TikTok videos that promote anorexia are misspelling common hashtags to beat the 'pro-ana' ban
- Dec 2020 - Facial Recognition Blamed For False Arrest And Jail Time
- Dec 2020 - Girl, 12, is suing social media giant TikTok for alleged misuse of personal information and breaches of data protection laws
- Dec 2020 - TikTok Deleted My Account Because Iâm a Latina Trans Woman
- Dec 2020 - Shopping mall robot fell off the escalator and knocked down passengers
- Dec 2020 - Stanford apologizes for coronavirus vaccine plan that left out many front-line doctors
- Dec 2020 - The Christchurch Shooter and YouTubeâs Radicalization Trap
- Jan 2021 - Italian court rules against âdiscriminatoryâ Deliveroo rider-ranking algorithm
- Jan 2021 - A business owner who spent nearly $46 million on Facebook advertising says he's been booted from the platform without explanation
- Jan 2021 - FTC Orders Photo App to Delete Algorithms Built on Personal Data
- Jan 2021 - South Korean AI chatbot pulled from Facebook after hate speech towards minorities
- Jan 2021 - Google Hit With $2B Antitrust Suit Over 'Rigging' Its Algorithm
- Jan 2021 - Judge Orders NJ Education Department To Turn Over S2 Algorithm
- Jan 2021 - When an Israeli Farmer Declared War on an Algorithm
- Jan 2021 - Job Screening Service Halts Facial Analysis of Applicants
- Jan 2021 - Use of facial recognition tech sparks privacy fears
- Jan 2021 - South Korea has used AI to bring a dead superstar's voice back to the stage, but ethical concerns abound
- Jan 2021 - SEC Orders BlueCrest to Pay $170 Million to Harmed Fund Investors
- Jan 2021 - University of Illinois to Discontinue Remote-Testing Software After Students Complain of Privacy Violation
- Jan 2021 - Amazon algorithms boost vaccine misinformation, says study
- Jan 2021 - Patent applications listing AI as an inventor run into legal problems
- Jan 2021 - BIPOC students face disadvantages with exam monitoring software at the University of Toronto
- Jan 2021 - âfor Some Reason Iâm Covered in Bloodâ: Gpt-3 Contains Disturbing Bias Against Muslims
- Feb 2021 - Utah audit of Banjo deal highlights concerns with AI, government contracts
- Feb 2021 - Lingerie company Adore Me calls out TikTok for removing videos of Black, plus-size models
- Feb 2021 - âOrwellianâ AI lie detector project challenged in EU court
- Feb 2021 - Clearview AIâs facial recognition technology violated federal and regional laws â RCI
- Feb 2021 - Beverly Hills cops try to weaponize Instagramâs algorithms in failed attempt to thwart live streamers
- Feb 2021 - AI displays bias and inflexibility in civility detection, study finds
- Feb 2021 - Why Is Facebook Rejecting These Fashion Ads?
- Feb 2021 - Swedenâs data watchdog slaps police for unlawful use of Clearview AI
- Feb 2021 - AI-Wielding Hackers are Here
- Feb 2021 - How Google Scholar Sidelines Research in NonâEnglish Languages
- Feb 2021 - DWP uses excessive surveillance on suspected fraudsters, report finds
- Feb 2021 - Canada Rules Clearviewâs AI Scraping is Unlawful
- Feb 2021 - INVESTIGATION: Facebook, Twitter Struggling in Fight against Balkan Content Violations
- Feb 2021 - Google slapped in France over misleading hotel star ratings
- Feb 2021 - Colleagues of mine analyzed A.I.-based job interviews ... (Tweet)
- Feb 2021 - YouTuber blocked for discussing 'black versus white' chess strategy
- Feb 2021 - Teaneck just banned facial recognition technology for police. Here's why
- Feb 2021 - TikTok agrees to pay $92 million to settle teen privacy class-action lawsuit
- Feb 2021 - Google fires top ethical AI expert Margaret Mitchell
- Mar 2021 - UP Uses Facial Recognition Technology to Mete Out Discriminatory Treatment
- Mar 2021 - Chatbots that resurrect the dead: legal experts weigh in on âdisturbingâ technology
- Mar 2021 - âItâs all the real thing,â Tom Cruise insists, looking into the camera ...
- Mar 2021 - OpenAIâs state-of-the-art machine vision AI is fooled by handwritten notes
- Mar 2021 - Major Universities are Using Race as a âHigh Impact Predictorâ of Student Success â The Markup
- Mar 2021 - Instagram Suggested Posts To Users. It Served Up COVID-19 Falsehoods, Study Finds
- Mar 2021 - Tenant screening software faces national reckoning
- Mar 2021 - Instagram algorithm recommends far-right parties and Covid conspiracy theories to users
- Mar 2021 - Google image search cements national stereotypes of 'racy' women
- Mar 2021 - Time-Out for Google
- Mar 2021 - Apple Censors URLs Containing âAsianâ with Adult Filters
- Mar 2021 - Underpaid Workers Are Being Forced to Train Biased AI on Mechanical Turk
- Mar 2021 - New Study Reveals Coded Language Used to Fuel Anti-Semitism Online
- Mar 2021 - Judge tells state to deliver records
- Mar 2021 - Pennsylvania Woman Accused of Using Deepfake Technology to Harass Cheerleaders
- Mar 2021 - Fears of 'digital dictatorship' as Myanmar deploys artificial intelligence
- Mar 2021 - Amazon driver quits, saying the final straw was the company's new AI-powered truck cameras that can sense when workers yawn or don't use a seatbelt
- Mar 2021 - INSTA-KID Fury over Facebook plot to make NEW Instagram for under 13s â as parents brand it âdangerousâ
- Mar 2021 - How AI lets bigots and trolls flourish while censoring LGBTQ+ voices
- Mar 2021 - Music recommendation algorithms are unfair to female artists, but we can change that
- Mar 2021 - Couriers say Uberâs âracistâ facial identification tech got them fired
- Mar 2021 - Major flaws found in machine learning for COVID-19 diagnosis
- Mar 2021 - How a Stabbing in Israel Echoes Through the Fight Over Online Speech
- Apr 2021 - Researchers have found that even the best Speech recognition systems are actually biased
- Apr 2021 - Research says Facebook's ad algorithm perpetuates gender bias (see also Research Outputs from Auditing for Discrimination in Job Ad Delivery on the USC Information Sciences Institute web site)
- Apr 2021 - Google AI chief Samy Bengio resigns over colleagues' firing and racial discrimination
- Apr 2021 - How medicine discriminates against non-white people and women
- Apr 2021 - In scramble to respond to Covid-19, hospitals turned to models with high risk of bias
- Apr 2021 - Home Office algorithm to detect sham marriages may contain built-in discrimination
- Apr 2021 - Google translation AI botches legal terms 'enjoin,' 'garnish' -research
- Apr 2021 - Some FDA-approved AI medical devices are not âadequatelyâ evaluated, Stanford study says
- Apr 2021 - Instagram apologises for mistake which targeted users with harmful diet content
- Apr 2021 - Facebook, Princeton Must Face AI Data Theft Claims
- Apr 2021 - Facebook sued for failing to remove anti-Muslim hate speech
- Apr 2021 - Post Office scandal: What the Horizon saga is all about
- Apr 2021 - Facebook, Twitter, YouTube are pressed on âpoisonousâ algorithms
- Apr 2021 - BLACK MAN USES PASSPORT PHOTO AS EVIDENCE AI IS âRACISTâ IN VIRAL TIKTOK
- Apr 2021 - Twitter allows âUncle Timâ to trend for hours after Sen. Tim Scottâs rebuttal, and then took action
- Apr 2021 - Suicide Risk Prediction Models Could Perpetuate Racial Disparities
- May 2021 - Amsterdam Court orders reinstatement of Uber drivers dismissed by algorithm
- May 2021 - This facial recognition website can turn anyone into a cop â or a stalker
- May 2021 - Why you should be very wary of AI that âprocessesâ college video applications
- May 2021 - Airbnb pricing algorithm led to increased racial disparities, study finds
- May 2021 - Uber commits crime using algorithms.
- May 2021 - Deepfake detectors and datasets exhibit racial and gender bias, USC study shows
- May 2021 - TikTokâs recommendation algorithm is promoting homophobia and anti-trans violence
- May 2021 - âGrassrootsâ bot campaigns are coming. Governments donât have a plan to stop them
- May 2021 - Workplace and algorithm bias kill Palestine content on Facebook and Twitter
- May 2021 - Suit seeks to limit anti-Muslim speech on Facebook but roots of Islamophobia run far deeper
- May 2021 - AI emotion-detection software tested on Uyghurs
- May 2021 - An Insurance Startup Bragged It Uses AI to Detect Fraud. It Didnât Go Well
- May 2021 - Google's new AI skincare tool may not work on patients with darker skin tones
- May 2021 - Minn. Police Use of Facial Recognition Leads to Concerns
- May 2021 - Facial recognition: Legal complaints lodged against Clearview AI in five countries
- Jun 2021 - A Military Drone With A Mind Of Its Own Was Used In Combat, U.N. Says
- Jun 2021 - Senate Democrats Urge Google To Investigate Racial Bias In Its Tools And The Company
- Jun 2021 - McDonaldâs Taking Voiceprints at Drive-Throughs Illinois BIPA Class Action
- Jun 2021 - Legal notice to Hyderabad Police Commissioner highlights lack of lawfulness of facial recognition measures
- Jun 2021 - ATER ALERT: The Klein Law Firm Announces a Lead Plaintiff Deadline of July 12, 2021 in the Class Action Filed on Behalf of Aterian, Inc. Limited Shareholders
- Jun 2021 - Have Googleâs Algorithm Updates Broken the Web?
- Jun 2021 - How Airbnb failed its own anti-discrimination teamâand let racial disparities slip through the cracks
- Jun 2021 - Facial Recognition Failures Are Locking People Out of Unemployment Systems