Engineer friends often ask me: Graph Deep Learning sounds great, but are there any big commercial success stories? Is it being deployed in practical applications? Besides the obvious ones–recommendation systems at Pinterest, Alibaba and Twitter–a slightly nuanced success story is the Transformer architecture, which has taken the NLP industry by storm. Through this post, I want to establish links between Graph Neural Networks (GNNs) and Transformers. I’ll talk about the intuitions behind model architectures in the NLP and GNN communities, make connections using equations and figures, and discuss how we could work together to drive progress.
Das Coronavirus breitet sich auf der Welt aus. Täglich steigt die Zahl der Infektionen – weltweit, in Europa und in den Bundesländern in Deutschland. Schauen Sie sich hier die Echtzeit-Karte an.
I use Emacs a lot. Not only do I do I use it as my development tool for nearly all my programming work, but I also use it as my task management tool, my calendar and my email client. As I've added more and more tips and guides for using Emacs, I thought I'd collect them in one place.
Games have been used for decades as an important way to test and evaluate the performance of artificial intelligence systems. As capabilities have increased, the research community has sought games with increasing complexity that capture different elements of intelligence required to solve scientific and real-world problems. In recent years, StarCraft, considered to be one of the most challenging Real-Time Strategy (RTS) games and one of the longest-played esports of all time, has emerged by consensus as a “grand challenge” for AI research.
Vossian antonomasia is a stylistic device which attributes a certain property to a person by naming another (more well-known, more popular) person as a reference point. For instance, when Jim Koch is described as “the Steve Jobs of Beer”, certain qualities of Steve Jobs, be it entrepreneurship or persuasiveness, are assigned to Jim Koch, co-founder and chairman of the Boston Beer Company. VAs consist of three parts: a source (in our example “Steve Jobs”) serves as paragon to elevate the target (“Jim Koch”) by applying a modifier (“of Beer”) that provides the corresponding context. VA is named after Gerardus Vossius (1577– 1649), the Dutch classical scholar and author of rhetorical textbooks, who first distinguished and described VA as a separate phenomenon.
Gather is a video-calling space that lets multiple people hold separate conversations in parallel and walk in, out and around those conversations just as easily as they would in real life.