Disorganized efforts to implement artificial intelligence in hospitals could undermine the technology's vast potential to benefit patients, the group …

From smart speakers to e-readers and voice-controlled devices, Amazon has dozens of models that are dominating the main-stream market. If you're trying to decide which smart device works for you and your home, then we have highlighted some of the best Amazon devices currently on sale on the mega-site now that are worth taking advantage of. This week, you can take advantage of top-tech savings including 54 per cent off the Echo Plus, the Kindle Paperwhite for under £100 and the hugely popular Echo Dot for only £29.99. Whether you're looking to raise your home's IQ with the help of Alexa or simply looking for a good way to surf the web and watch your favourite shows, then there is plenty of choice out there. Here are five of the best device deals on Amazon.

"I share my early experiments with OpenAI's new language prediction model (GPT-3) beta. I explain why I think GPT-3 has disruptive potential comparable to that of blockchain technology." Araoz put GPT-3 to the test in several other ways, using it to make complex texts more understandable, to write poetry in the style of Borges in the Spanish language and write music in ABC notation.

Nowadays, journalism is facilitated by the existence of large amounts of digital data sources, including many Open Data ones. Such data sources are extremely heterogeneous, ranging from highly struc-tured (relational databases), semi-structured (JSON, XML, HTML), graphs (e.g., RDF), and text. Journalists (and other classes of users lacking advanced IT expertise, such as most non-governmental-organizations, or small public administrations) need to be able to make sense of such heterogeneous corpora, even if they lack the ability to de ne and deploy custom extract-transform-load work ows. These are di cult to set up not only for arbitrary heterogeneous inputs , but also given that users may want to add (or remove) datasets to (from) the corpus. We describe a complete approach for integrating dynamic sets of heterogeneous data sources along the lines described above: the challenges we faced to make such graphs useful, allow their integration to scale, and the solutions we proposed for these problems. Our approach is implemented within the ConnectionLens system; we validate it through a set of experiments.

Word embedding pioneered by Mikolov et al. is a staple technique for word representations in natural language processing (NLP) research which has also found popularity in music information retrieval tasks. Depending on the type of text data for word embedding, however, vocabulary size and the degree of musical pertinence can significantly vary. In this work, we (1) train the distributed representation of words using combinations of both general text data and music-specific data and (2) evaluate the system in terms of how they associate listening contexts with musical compositions.

In this paper we investigate problematic practices and consequences of large scale vision datasets. We examine broad issues such as the question of consent and justice as well as specific concerns such as the inclusion of verifiably pornographic images in datasets. Taking the ImageNet-ILSVRC-2012 dataset as an example, we perform a cross-sectional model-based quantitative census covering factors such as age, gender, NSFW content scoring, class-wise accuracy, human-cardinality-analysis, and the semanticity of the image class information in order to statistically investigate the extent and subtleties of ethical transgressions. We then use the census to help hand-curate a look-up-table of images in the ImageNet-ILSVRC-2012 dataset that fall into the categories of verifiably pornographic: shot in a non-consensual setting (up-skirt), beach voyeuristic, and exposed private parts. We survey the landscape of harm and threats both society broadly and individuals face due to uncritical and ill-considered dataset curation practices. We then propose possible courses of correction and critique the pros and cons of these. We have duly open-sourced all of the code and the census meta-datasets generated in this endeavor for the computer vision community to build on. By unveiling the severity of the threats, our hope is to motivate the constitution of mandatory Institutional Review Boards (IRB) for large scale dataset curation processes.

Abstract: The advancement of modern technology introduced Artificial intelligence in our healthcare and medicine development.

Playing a mob boss in a video game might not seem all that serious for a veteran actor who has appeared on feature films and television. For George Takei, however, performing the role of Masumi Arakawa in "Yakuza: Like a Dragon," is akin to his life coming full circle. Takei was only six years old when he was first introduced to the concept of "benshi" -- Japanese performers who narrated for silent films. It was a discovery that happened to coincide with a dark period in American history. At the time, Takei and his family were staying in Arkansas, part of some 120,000 Japanese-Americans who were gathered into internment camps after Pearl Harbor was bombed on Dec. 7, 1941.

GoPro's Hero lineup is the most recognizable action camera on the market, but drone-maker DJI has the Osmo Action, a compelling alternative especially when it's $100 off like it is right now. The Osmo Action (8/10, WIRED Recommends) has some tricks GoPro cameras lack, like a wonderfully bright color front screen that makes it much easier to reliably get yourself in the shot. Right now, you can buy the DJI Osmo Action at the lowest prices we've seen, Amazon ($249), Best Buy ($249), B&H Photo ($249), and Adorama ($249). If you want to go the opposite direction artistically and capture some buttery smooth handheld 4K video, the DJI Osmo Pocket Gimbal (8/10, WIRED Recommends) is also on sale. You can grab the pocketable, gimbal-mounted camera for $294 at Amazon, or for $299 at Adorama, Best Buy, and B&HPhoto (back ordered).

After all the teasing, coaxing and interviews, OnePlus didn't have much else to say about its big return to keenly priced smartphones. At under $500, the OnePlus Nord sounds like yet another polished midrange device for anyone not sold on flagship phones that cost double that amount. But it has a huge 90Hz screen, a 48-megapixel camera sensor and 5G connectivity -- it's a lot of phone for the money. And while it all sounds pretty good (especially in the matching ear buds) you'll probably never get a chance to buy one if you're in the US. The phone will launch in India and Europe, with a few devices seeded to OnePlus die-hards in the States.