I started my career at Hughes Aircraft in 1972 while working on my Ph.D. at the University of California, Los Angeles (UCLA). After designing airborne computers for four years, I graduated and then taught and did systems research at UC Berkeley for the next 40. Since 2016, I’ve helped Google with hardware that accelerates artificial intelligence (AI). At the end of my technical talks, I often shar
We live in an age of amazing new visual art created with artificial intelligence (AI) technology. The recent wave began with neural stylization apps and the trippy, evocative DeepDream. Many fine artists now work with neural network algorithms, creating high-profile works appearing in major venues.1 Together with these new developments comes the hype: technologists who claim that their algorithms
CACM Web Account Membership in ACM includes a subscription to Communications of the ACM (CACM), the computing industry's most trusted source for staying connected to the world of advanced computing. Sign In Sign Up When I joined Amazon in 1998, the company had a single U.S.-based website selling only books and running a monolithic C application on five servers, a handful of Berkeley DBs for key/va
Key InsightsData was considered a material object, tied to bits, with no semantics per se. Knowledge was traditionally conceived as the immaterial object, living only in people’s minds and language. The destinies of data and knowledge became bound together, becoming almost inseparable, by the emergence of digital computing in the mid-20th century.Knowledge Graphs can be considered the coming of ag
A community of practice (CoP) is usually a group of people with similar skills and interests who share knowledge, make joint decisions, solve problems together, and improve a practice.12 Communities of practice are cultivated for their potential to influence the knowledge culture5,6,7 and bring value for individuals, teams, projects, and organization as the whole. Knowledge exchange in CoPs is ena
December 15, 2015 Volume 13, issue 9 PDF Schema.org: Evolution of Structured Data on the Web Big data makes common schemas even more necessary. R.V. Guha, Google Dan Brickley, Google Steve Macbeth, Microsoft Separation between content and presentation has always been one of the important design aspects of the Web. Historically, however, even though most Web sites were driven off structured databas
Early Google employees decided to work with a shared codebase managed through a centralized source control system. This approach has served Google well for more than 16 years, and today the vast majority of Google’s software assets continues to be stored in a single, shared repository. Meanwhile, the number of Google software developers has steadily increased, and the size of the Google codebase h
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Serverless computing lets businesses and application developers focus on the program they need to run, without worrying about the machine on which it runs, or the resources it requires. People long ago got used to the concept of cloud computing; they would turn over their computational needs to a service provider—an Amazon or Microsoft—and no longer have to deal with the expense of buying and main
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