The old stats adage goes: "All models are wrong, but some models are useful." In this 35 minute presentation from the O"Reilly Open Data Science Conference, data ethicist Abe Gong from Aspire Health provides a nuanced, meaningful, accessible and eminently actionable overview of the ways that ethical considerations can be incorporated into the design of powerful algorithms.
Gong reiterates the important point that the problem is rarely with algorithms, but rather with training data -- machine learning just lets us hide our sampling bias behind a black box, providing a veneer of empiricism that overlays racism and discrimination.
But he goes beyond sampling bias and starts to delve into power relationships, asking not just why there is sampling bias in -- for example -- police arrest records, but whether correcting for bias is sufficient, and how to use an ethical lens to evaluate those questions.
He ends with a practical suggestion and methodology for conducting "ethics reviews" that live alongside code review.
Shardcore (previously) writes, "I took Godley & Creme's seminal 1985 video and sent it through a StyleGAN network."
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Robbo sez, "As is my wont, I post on social media at this time of year John Lennon & Yoko Ono's Happy Xmas (War Is Over) official YouTube video. It is an anthem for peace and the end of war. This year it has been labelled as "inappropriate content" and requires viewers to sign in […]
The latest iPhone cameras are undeniably impressive, but they’re still no match for a professional camera when it comes to taking clear, wide-angle shots. These six accessories will transform your iPhone into a pro-level camera in seconds, thanks to powerful and easy-to-attach lenses. 1. Lemuro 18MM iPhone Wide Lens MSRP: $100 | Sale Price: $80 […]
Few things in life are more universally dreaded than going to the gym, which is unfortunate since a new year usually means making new resolutions to get in shape. Thankfully, this BodyBoss 2.0: Portable Home Gym has everything you need to burn fat and build muscle in the comfort of your own home. With just […]
If one of your New Year’s resolutions is to travel more, you owe it to yourself to learn the language of the place you’re visiting. If you’re not sure where to start, give these resources a look. From mobile apps to online courses, these products can get you conversant in a new language before you […]