AI/ML Cross-cutting challenges: Ethics, Explainability (XAI), Safety, Accountability, SDG (Green AI)
Collection by Thomas Telandro
brookfieldinstitute.ca
AI_BackgroundMaterials_ONLINE-1-1.pdf
· Shared by 5, including Thomas Telandro
cgarbin.github.io
Bias in data science and machine learning
6 min read · · Of all the problems that may crop up in the machine learning lifecycle (acquire data, train a model, test the model, deploy, and monitor), biased data is the one that worries me the most because it… · Shared by 5, including Thomas Telandro
The BMJ
Does “AI” stand for augmenting inequality in the era of covid-19 healthcare?
· Artificial intelligence can help tackle the covid-19 pandemic, but bias and discrimination in its design and deployment risk exacerbating existing health inequity argue David Leslie and colleagues… · Shared by 6, including Thomas Telandro
sciencedirect.com
Overcoming the pitfalls and perils of algorithms: A classification of machine learning biases and mitigation methods
· Shared by 5, including Thomas Telandro
pair.withgoogle.com
Datasets Have Worldviews
5 min read · · Every dataset communicates a different perspective. When you shift your perspective, your conclusions can shift, too. · Shared by 16, including Dr. Johnathan Flowers is also @shengokai@zirk.us, Adam Pearce, Thomas Telandro
desfontain.es
A list of real-world uses of differential privacy
9 min read · · A list of practical deployments of differential privacy, along with their privacy parameters. · Shared by 6, including Thomas Telandro
MIT Technology Review
Why Meta’s latest large language model only survived three days online
5 min read · · Galactica was supposed to help scientists. Instead, it mindlessly spat out biased and incorrect nonsense. · Shared by 223, including Kirk Borne, SUBSCRIBE TO MY SUBSTACK, @alex@dair-community.social, Chris Moran, @emilymbender@dair-community.social on Mastodon, Timnit Gebru is on Mastodon, mdy, Thomas Telandro, Jeff Jarvis
image-synthesis-style-studies.notion.site
About: Image Synthesis Style Studies
2 min read · · Last updated August 28, 2022 · Shared by 194, including Thomas Telandro, Nico Müller 🇺🇦
github.com
uclanlp/awesome-fairness-papers: Papers on fairness in NLP
· Papers on fairness in NLP. Contribute to uclanlp/awesome-fairness-papers development by creating an account on GitHub. · Shared by 5, including Thomas Telandro
fairlearn.org
Fairlearn
· An open source toolkit for assessing and improving fairness in AI · Shared by 5, including Thomas Telandro
interpretml.github.io
InterpretML
· An open source toolkit for analyzing models and explaining behavior · Shared by 11, including Jesús Torres 👩💻, Thomas Telandro
frontiersin.org
Considerations for a More Ethical Approach to Data in AI: On Data Representation and Infrastructure
20+ min read · · Data shapes the development of Artificial Intelligence (AI) as we currently know it, and for many years centralized networking infrastructures have dominated both the sourcing and subsequent use of… · Shared by 5, including Thomas Telandro
O'Reilly Media
Practicing Trustworthy Machine Learning
1 min read · · Chapter 3. Fairness and Bias A Note for Early Release Readers With Early Release ebooks, you get books in their earliest form—the authors’ raw and unedited content as they write—so … - Selection from… · Shared by 5, including Thomas Telandro
World Economic Forum
How Canada can be a global leader in ethical AI
5 min read · · Canada has made great strides in artificial intelligence, and now it has a chance to become a pioneer for ethical regulation. · Shared by 9, including Thomas Telandro
