Cat sleeping
Letters

The Power of Sleep

I received a copy of Why We Sleep: Unlocking the Power of Sleep and Dreams as a Christmas gift — back in the pre-Covid era — and finished it last weekend. This book by Matthew Walker, director of UC Berkeley’s sleep and neuroimaging lab, is a useful reminder of the importance of sleep...
People holding a "No student ban, no deportations" sign
Letters

A Victory for International Education

Last week, I wrote about the U.S. Immigration and Customs Enforcement (ICE) policy that would have forced international students to leave the country if their university went fully online to manage the risk of Covid-19.
Andrew Ng's Certificate of Elegibility for Nonimmigrant (F-1) Student
Letters

Let International Students Study

I am appalled by the policy, announced on Monday by U.S. Immigrations and Customs Enforcement (ICE), that international students in the country on an F-1 visa must leave if their school goes fully online to cope with Covid-19.
The word "bias" with a forbidden sign over it
Letters

How “Unbiased” AI Can Lead to Biased Outcomes

We know that biased data leads to biased machine learning. But does the problem go beyond that? A few colleagues asked about this after a heated exchange on Twitter between Yann LeCun and Timnit Gebru (see “Image Resolution in Black and White” below).
US Notice of Action
Letters

Why We Need H1-B Visas

I was dismayed on Monday to read that the U.S. is suspending the H1-B visa program at least through the end of the year. This effort to discourage immigration can only bring distress to workers from other countries and harm to the U.S.
Speech bubble with binary code inside
Letters

Introducing the Natural Language Processing Specialization

I’m thrilled to announce our new Natural Language Processing Specialization! Courses 1 and 2 are available on Coursera. We expect to release Courses 3 and 4 soon. NLP is reshaping daily life.
Students and associates of AI4US
Letters

Toward Diversity in AI

Last week, I wrote about the diversity problem in AI and why we need to fix it. I asked you to tell us about your experiences as a Black person in AI or share the names of Black colleagues you admire. Thank you to everyone who responded.
Posters of George Floyd stuck on a glass door
Letters

Why Diversity is Vital to AI

Like many of you, I’m deeply saddened by the events of the past week. I’m horrified by the senseless violence perpetrated against Black communities and appalled by the persistent racial injustice of our society.
Photos of different Pie & AI events
Letters

Pie & AI Turns 100!

I’m proud to announce that we held the 100th Pie & AI last Friday. Pie & AI is our meetup series that brings together members of the AI community worldwide for education, conversation, and a slice of pie.
People's fingers forming a triangle
Letters

Staying Connected Amid the Pandemic

I recently received an email from one of you who lives far from the major AI hubs, saying, “I feel like I’m all alone.” I want to tell you all...
Men on either side of Blue Nile River in Ethiopia pull each other across the broken bridge by a rope
Letters

Covid-19 Transforms Industries

Inflection points in society create opportunities. The rise of online video was an inflection point that enabled scalable online education.
Two partial images of a retina
Letters

From Proof of Concept to Production

There has been a lot of excitement about the idea of using deep learning to diagnose diabetic retinopathy: That is by taking a photo of the retina and using AI to detect signs of disease.
The Great Wave off Kanagawa by Hokusai
Letters

Tips for Building Practical Machine learning systems

In an earlier letter, I wrote about the challenge of robustness: A learning algorithm that performs well on test data often doesn’t work well in a practical production environment because the real world turns out to be different than the test set.
Slide with info about school closures as of April 20, 2020
Letters

Covid-19 and the Shift to Online Learning

I spoke on Tuesday at Coursera’s annual conference. It was the company’s most well-attended conference yet, and the first to be held online. Higher education is in for turbulent times.
Neural network with the Caduceus sign
Letters

Medical Applications of AI

This week’s issue of The Batch is all about medical applications of AI. Amid the current pandemic, the marriage of AI and medicine is more urgent than ever. My father is a practicing doctor, and I grew up seeing firsthand how the right...

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