Sign up for our daily briefing

Make your busy days simpler with Axios AM/PM. Catch up on what's new and why it matters in just 5 minutes.

Please enter a valid email.

Please enter a valid email.

Subscription failed
Thank you for subscribing!

Catch up on the day's biggest business stories

Subscribe to Axios Closer for insights into the day’s business news and trends and why they matter

Please enter a valid email.

Please enter a valid email.

Subscription failed
Thank you for subscribing!

Stay on top of the latest market trends

Subscribe to Axios Markets for the latest market trends and economic insights. Sign up for free.

Please enter a valid email.

Please enter a valid email.

Subscription failed
Thank you for subscribing!

Sports news worthy of your time

Binge on the stats and stories that drive the sports world with Axios Sports. Sign up for free.

Please enter a valid email.

Please enter a valid email.

Subscription failed
Thank you for subscribing!

Tech news worthy of your time

Get our smart take on technology from the Valley and D.C. with Axios Login. Sign up for free.

Please enter a valid email.

Please enter a valid email.

Subscription failed
Thank you for subscribing!

Get the inside stories

Get an insider's guide to the new White House with Axios Sneak Peek. Sign up for free.

Please enter a valid email.

Please enter a valid email.

Subscription failed
Thank you for subscribing!

Catch up on coronavirus stories and special reports, curated by Mike Allen everyday

Catch up on coronavirus stories and special reports, curated by Mike Allen everyday

Please enter a valid email.

Please enter a valid email.

Subscription failed
Thank you for subscribing!

Want a daily digest of the top Denver news?

Get a daily digest of the most important stories affecting your hometown with Axios Denver

Please enter a valid email.

Please enter a valid email.

Subscription failed
Thank you for subscribing!

Want a daily digest of the top Des Moines news?

Get a daily digest of the most important stories affecting your hometown with Axios Des Moines

Please enter a valid email.

Please enter a valid email.

Subscription failed
Thank you for subscribing!

Want a daily digest of the top Twin Cities news?

Get a daily digest of the most important stories affecting your hometown with Axios Twin Cities

Please enter a valid email.

Please enter a valid email.

Subscription failed
Thank you for subscribing!

Want a daily digest of the top Tampa Bay news?

Get a daily digest of the most important stories affecting your hometown with Axios Tampa Bay

Please enter a valid email.

Please enter a valid email.

Subscription failed
Thank you for subscribing!

Want a daily digest of the top Charlotte news?

Get a daily digest of the most important stories affecting your hometown with Axios Charlotte

Please enter a valid email.

Please enter a valid email.

Subscription failed
Thank you for subscribing!

Want a daily digest of the top Nashville news?

Get a daily digest of the most important stories affecting your hometown with the Axios Nashville newsletter.

Please enter a valid email.

Please enter a valid email.

Subscription failed
Thank you for subscribing!

Want a daily digest of the top Columbus news?

Get a daily digest of the most important stories affecting your hometown with the Axios Columbus newsletter.

Please enter a valid email.

Please enter a valid email.

Subscription failed
Thank you for subscribing!

Want a daily digest of the top Dallas news?

Get a daily digest of the most important stories affecting your hometown with the Axios Dallas newsletter.

Please enter a valid email.

Please enter a valid email.

Subscription failed
Thank you for subscribing!

Sign up for Axios NW Arkansas

Stay up-to-date on the most important and interesting stories affecting NW Arkansas, authored by local reporters

Please enter a valid email.

Please enter a valid email.

Subscription failed
Thank you for subscribing!

Please enter a valid email.

Please enter a valid email.

Subscription failed
Thank you for subscribing!

How ImageNet sees me. On the left: "beard" / On the right: "Bedouin, Beduin"

Maybe you've seen images like these floating around social media this week: photos of people with lime-green boxes around their heads and funny, odd or in some cases super-offensive labels applied.

What's happening: They're from an interactive art project about AI image recognition that doubles as a commentary about the social and political baggage built into AI systems.

Why it matters: This experiment — which will only be accessible for another week — shows one way that AI systems can end up delivering biased or racist results, which is a recurring problem in the field.

  • It scans uploaded photos for faces and sends them to an AI object-recognition program that uses ImageNet, the gold-standard dataset for training such programs.
  • The program matches the face with the closest label from WordNet, a project that started in the 1980s to map out word relationships throughout the English language, and applies it to the image.

Some people got generic results, like "woman" or "person." Others received hyper-specific labels, like "microeconomist." And many got some pretty racist stuff.

"The point of the project is to show how a lot of things in machine learning that are conceived of as technical operations or mathematical models are actually deeply social and deeply political," says Trevor Paglen, the MacArthur-winning artist who co-developed the project with Kate Crawford of the AI Now Institute.

  • The experiment and accompanying essay reveal the assumptions that go into building AI systems.
  • Here, the system depends on judgment calls from the people who originally labeled the images — some straightforward, like "chair"; others completely unknowable from the outside, like "bisexual."
  • From those image–label pairs, AI systems can learn to label new photos that they've never seen before.

But, but, but: This is an art project, not an academic takedown of ImageNet, which is mostly intended to detect objects rather than people. Some AI experts have criticized the demonstration for giving a false impression of the dataset.

This week ImageNet responded to the project, which Paglen says is currently being accessed more than 1 million times per day.

  • The ImageNet team says it's making changes to person-related image labels, in part by removing 600,000 potentially sensitive or offensive images — more than half of the images of people in the dataset.

Bonus: When Axios' Erica Pandey uploaded a photo of herself, the ImageNet experiment classified her as a "flibbertigibbet," which is disrespectful but a great word.

Go deeper

Ina Fried, author of Login
50 mins ago - Technology

Intel CEO wants to compete against Apple

Intel CEO Pat Gelsinger hasn't given up on the idea of the Mac once again using Intel chips, but he acknowledges it will probably be years before he gets that chance.

  • In the meantime, he is focused on powering Windows machines that give Apple CEO Tim Cook a run for his money.

Why it matters: In getting pushed out of the Mac, Intel not only lost a customer, but picked up a new rival.

55 mins ago - Health

Education secretary reveals limits to Biden’s mask push on states

U.S. Education Secretary Miguel Cardona, in an "Axios on HBO" interview, said he's reluctant to withhold federal funding from states that won't enforce school mask mandates because he doesn't want to hurt students.

Why it matters: Cardona's comments suggest there are limits to how far the Biden administration will go in pressuring states to adopt universal masking — or vaccine mandates.

Mike Allen, author of AM
1 hour ago - Axios on HBO

GOP senator smacks Trump

Sen. Bill Cassidy (R-La.) told “Axios on HBO” he’s not sure former President Donald Trump would win the Republican nomination if he ran in 2024 — a rare voice of criticism from within the party.

  • When I raised the conventional wisdom that Trump would be expected to win the nomination, Cassidy jumped in.“
  • I don't know that,” the senator said during our interview in Chalmette, La.