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.
On the Under the Knife show, Dr Lindsey Fitzharris elucidates the weird history of "anthropodermic bibliopegy," the weird practice of binding books in human skin, including the doctor who bound case histories in the skins of his dead patients, and the murderer who asked to have his biography bound in his skin and presented to […]
One of the smartest, most interesting people I ever knew once told me about a time when he got really interested in the problem of calculating the orbits of the planets based on the idea tha the Earth was stationary and everything was moving relative to it (this being one of the corollaries of the […]
Jan Hakon Erichsen is a Norwegian artist whose Destruction Diaries series chronicles his creation of a series of bizarre, whimsical and delightful machines for popping balloons and undertaking other acts of minor mayhem.
Accidents happen. And when they do, you’re going to want a dash cam for a second pair of eyes. At the minimum, a decent dash cam can save you vast sums of time and money in case of an accident. But a really good dash cam can do a whole lot more. Here are six […]
The field of data analytics is growing as fast as the internet itself. Self-driving cars, airline pricing, and huge marketing campaigns are all driven by the insights that data scientists can distill out of vast sums of information. Even with the help of powerful software like Python, it’s a highly skilled position. But those skills […]
If you’re marketing on the web, your Google-fu needs to be strong – and up to date. Without a firm grasp on what drives traffic, you’ll never be able to take the wheel. That’s why even if you know where to put your keywords, a little extra effort goes a long way on any marketer’s […]