Originally published in Meta AI, Nov 9, 2021. Addressing content that violates our Community Standards and Guidelines is one of the top priorities at Meta AI. Over the past five years, AI has become one of the most effective tools for reducing the prevalence of violating content, or the amount of violating content that people
Originally published in Wired, Dec 8, 2021. The “Few-Shot Learner” system doesn’t need to see as many examples to identify troublesome posts, and it works in more than 100 languages. A recent trove of documents leaked from Facebook demonstrated how...
Originally published in South China Morning Post, June 2, 2021. The WuDao 2.0 natural language processing model had 1.75 trillion parameters, topping the 1.6 trillion that Google unveiled in a similar model in January. China has been...
Originally published in Monte Carlo Data, Dec 16, 2021. Bob Muglia, former CEO of Snowflake, discusses what’s next for the tooling and technologies powering data analytics and engineering. A few weeks ago, I had the opportunity to...
Originally published in Scientific American, June 17, 2021. A prediction system undergoes testing as the U.S. West braces for another potentially devastating wildfire season. During his eight years as community alert and warning manager in Sonoma County,...
Originally published in Google AI Blog, Dec 7, 2021. Transformer models consistently obtain state-of-the-art results in computer vision tasks, including object detection and video classification. In contrast to standard convolutional approaches that process images pixel-by-pixel, the Vision Transformers (ViT) treat an image as a sequence...
How Airbnb is powering automated support to enhance the host and guest experience. Customer Support (CS) can make or break a guest’s travel experience. To support Airbnb’s community of guests and Hosts, we have been investing heavily...
Originally published in DeepMind, Oct 4, 2021. Based on Transformers, our new Enformer architecture advances genetic research by improving the ability to predict how DNA sequence influences gene expression. When the Human Genome Project succeeded in mapping the DNA...
Originally published in Benn.Substack, Nov 19, 2021. There’s a treadmill at the mountain top. Among the data leaders I know, many of their stories are the same. After rising up the ranks of their organizations, from junior...
Originally published in Insight, Nov 17, 2021. User engagement is one of many crucial elements to study and understand deeply for both well-established companies and nascent startups throughout the development of a product. A product’s health can...