Knowing Machines - Critical Dataset Studies Reading List

Linking pages

GitHub - erikgahner/awesome-statistics: A curated collection of links to statistics material https://github.com/erikgahner/awesome-statistics 0 comments
GitHub - SOM-Research/DescribeML: DescribeML is a Visual Studio Code language plug-in to describe machine-learning datasets in a standard format. Build better data describing the composition, provenance and social concerns of your dataset. https://github.com/SOM-Research/DescribeML 0 comments

Linked pages

Facial recognition's 'dirty little secret': Millions of online photos scraped without consent https://www.nbcnews.com/tech/internet/facial-recognition-s-dirty-little-secret-millions-online-photos-scraped-n981921 163 comments
https://dl.acm.org/doi/pdf/10.1145/3442188.3445922 122 comments
Millions of people uploaded photos to the Ever app. Then the company used them to develop facial recognition tools. https://www.nbcnews.com/tech/security/millions-people-uploaded-photos-ever-app-then-company-used-them-n1003371 51 comments
Dataset Search https://datasetsearch.research.google.com/ 45 comments
Find Open Datasets and Machine Learning Projects | Kaggle https://www.kaggle.com/datasets 36 comments
https://archive.ics.uci.edu/ml/datasets.html 23 comments
Exploring the Role of Grammar and Word Choice in Bias Toward African American English (AAE) in Hate Speech Classification | 2022 ACM Conference on Fairness, Accountability, and Transparency https://dl.acm.org/doi/10.1145/3531146.3533144 15 comments
[2108.02922] Mitigating Dataset Harms Requires Stewardship: Lessons from 1000 Papers https://arxiv.org/abs/2108.02922 7 comments
[2105.05241] Addressing "Documentation Debt" in Machine Learning Research: A Retrospective Datasheet for BookCorpus https://arxiv.org/abs/2105.05241 3 comments
Excavating AI https://excavating.ai 2 comments
Health care AI has the same racial and gender biases as its trainers https://qz.com/1367177/if-ai-is-going-to-be-the-worlds-doctor-it-needs-better-textbooks/ 1 comment
Refugees help power machine learning advances at Microsoft, Facebook, and Amazon - Rest of World https://restofworld.org/2021/refugees-machine-learning-big-tech/ 1 comment
[1607.06520] Man is to Computer Programmer as Woman is to Homemaker? Debiasing Word Embeddings https://arxiv.org/abs/1607.06520 0 comments
It’s All Training Data: Using Lessons from Machine Learning to Retrain Your Mind https://thegradient.pub/its-all-training-data/ 0 comments
Training self-driving cars for $1 an hour - Rest of World https://restofworld.org/2021/self-driving-cars-outsourcing/ 0 comments
On Lacework: watching an entire machine-learning dataset | u n t h i n k i n g . p h o t o g r a p h y https://unthinking.photography/articles/on-lacework 0 comments
Machine Learning Datasets | Papers With Code https://www.paperswithcode.com/datasets 0 comments
[1803.09010] Datasheets for Datasets https://arxiv.org/abs/1803.09010 0 comments
[2109.13228] PASS: An ImageNet replacement for self-supervised pretraining without humans https://arxiv.org/abs/2109.13228 0 comments
CRITICAL QUESTIONS FOR BIG DATA: Provocations for a cultural, technological, and scholarly phenomenon: Information, Communication & Society: Vol 15, No 5 http://www.tandfonline.com/doi/full/10.1080/1369118X.2012.678878 0 comments