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The Responsible Technology Toolkit

Embrace transparency and accountability with Data Sheets

Lesson 02

Resources: Data Sheets

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Upgrade Your Newsfeeds: Data Sheets

Video: Embrace transparency and accountability with Data Sheets

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Video: Embrace transparency and accountability with Data Sheets

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These resources were shared during the video lesson.

Go deeper into Algorithmic Justice

Gender Shades

Classic piece of research from 2018, exploring how well IBM, Microsoft, and Face++ AI services guess the gender of a face.

The Algorithmic Justice League

A non-profit advocacy group founded by Joy Buolamwini, with the goal of advocating for more equitable and accountable AI.

This documentary investigates the bias in algorithms after Joy Buolamwini uncovered flaws in facial recognition technology.

Go deeper with Datasheets

Electronics Weekly: Electronic Component Search Engine

One way to explore data sheets from the electronics industry. This type of documentation was the original inspiration for ‘Datasheets for Datasets’

‘Understanding Machine Learning Practitioners’ Data Documentation Perceptions, Needs, Challenges, and Desiderata’

This study is based on interviews with ML practitioners working in a big tech company. By asking them about their practice and some prompts based on ‘Datasheets for datasets’, they were able to discover new practitioner needs that informed the Aether Data Documentation Template

Case studies mentioned in the video

‘Toxicity in ChatGPT: Analyzing Persona-assigned Language Models’

An academic paper that analyses toxicity in ChatGPT, discovering ‘inherent discriminatory biases in the model’ on the basis of characteristics such as race.

‘We Checked 250 iPhone Apps—This Is How They’re Tracking You’

Exploration of tracking across some of the most popular iPhone apps

’Your Weather App Is Spying on You, Here's What to Do’

A guide to how weather apps spy on users, and some practical steps to take to protect your own privacy

‘World's Biggest Data Breaches & Hacks’

Explore some of the most significant data breaches since 2004

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