If you've spent any time barking at your virtual assistant, you've no doubt had the conversation run aground a few times. "No, Siri, I said'Play Prince Purple Rain,' not'Belay price Urkle T-pain.'" But while Siri, Alexa, and Google may sometimes have a tough time understanding what you're asking even if you speak in a plain American accent, just imagine what it's like for somebody speaking English with a foreign accent. We put the three top assistants to the test. We asked friends of ours from Italy, Ireland, Scotland, England, Japan, Germany, and Australia to ask an iPhone with Siri, a Google Home, and an Amazon Echo various questions.
The field of probabilistic numerics (PN), loosely speaking, attempts to provide a statistical treatment of the errors and/or approximations that are made en route to the output of a deterministic numerical method, e.g. the approximation of an integral by quadrature, or the discretised solution of an ordinary or partial differential equation. This decade has seen a surge of activity in this field. In comparison with historical developments that can be traced back over more than a hundred years, the most recent developments are particularly interesting because they have been characterised by simultaneous input from multiple scientific disciplines: mathematics, statistics, machine learning, and computer science. The field has, therefore, advanced on a broad front, with contributions ranging from the building of overarching generaltheory to practical implementations in specific problems of interest. Over the same period of time, and because of increased interaction among researchers coming from different communities, the extent to which these developments were -- or were not -- presaged by twentieth-century researchers has also come to be better appreciated. Thus, the time appears to be ripe for an update of the 2014 Tübingen Manifesto on probabilistic numerics[Hennig, 2014, Osborne, 2014d,c,b,a] and the position paper[Hennig et al., 2015] to take account of the developments between 2014 and 2019, an improved awareness of the history of this field, and a clearer sense of its future directions. In this article, we aim to summarise some of the history of probabilistic perspectives on numerics (Section 2), to place more recent developments into context (Section 3), and to articulate a vision for future research in, and use of, probabilistic numerics (Section 4).
More than 80 Amazon scientists and engineers will attend this year's International Conference on Machine Learning (ICML) in Stockholm, Sweden, with 11 papers co-authored by Amazonians being presented. "ICML is one of the leading outlets for machine learning research," says Neil Lawrence, director of machine learning for Amazon's Supply Chain Optimization Technologies program. "It's a great opportunity to find out what other researchers have been up to and share some of our own learnings." At ICML, members of Lawrence's team will present a paper titled "Structured Variationally Auto-encoded Optimization," which describes a machine-learning approach to optimization, or choosing the values for variables in some process that maximize a particular outcome. The first author on the paper is Xiaoyu Lu, a graduate student at the University of Oxford who worked on the project as an intern at Amazon last summer, then returned in January to do some follow-up work.
The ransomware that is wreaking havoc on NHS computers is believed to be using an NSA cyber-weapon leaked in WikiLeaks' Vault 7 release earlier this year. Malware called Wanna Detector is preventing hospital staff from accessing medical records. Hospitals in both England and Scotland are known to be affected. The I.F.O. is fuelled by eight electric engines, which is able to push the flying object to an estimated top speed of about 120mph. The giant human-like robot bears a striking resemblance to the military robots starring in the movie'Avatar' and is claimed as a world first by its creators from a South Korean robotic company Waseda University's saxophonist robot WAS-5, developed by professor Atsuo Takanishi and Kaptain Rock playing one string light saber guitar perform jam session A man looks at an exhibit entitled'Mimus' a giant industrial robot which has been reprogrammed to interact with humans during a photocall at the new Design Museum in South Kensington, London Electrification Guru Dr. Wolfgang Ziebart talks about the electric Jaguar I-PACE concept SUV before it was unveiled before the Los Angeles Auto Show in Los Angeles, California, U.S The Jaguar I-PACE Concept car is the start of a new era for Jaguar.
The Royal Bank of Scotland Group (RBS) has announced a partnership with IBM's AI platform Watson to introduce a virtual advisory service named Luvo. The pilot project, which is currently being rolled out to a select group of customers, employs Watson's Conversation technology to deliver a cloud-based chatbot service. The solution is expected to reach approximately 10% of RBS customers in Scotland by December this year, before rolling out to NatWest customers in England and Wales. Using the virtual advisory platform, customers will be able to deal with certain financial queries online – such as notifying the bank that they will be travelling abroad or updating address information. According to IBM's press release, Luvo will be able to manage these requests in seconds and direct any complex questions to a human operator.