Accurate, fast, data efficient and interpretable glaucoma diagnosis with automated spatial analysis of the whole cup to disc profile.

Ayatollah Khamenei doubles down on Iran's commitment not to engage in talks with the United States; Trey Yingst reports. The drone was reportedly hit in the early morning at the port city of Mahshahr, which is in the oil-rich Khuzestan province and lies on the Persian Gulf. "The downed droned definitely belonged to a foreign country. Its wreckage has been recovered and is being investigated," the governor of Khuzestan, Gholamreza Shariati, said, according to the official IRNA news agency. He said the drone violated Iran's airspace but did not provide any additional information, including whether it was a military or civilian drone.

Those are some of the adjectives being used to describe "Death Stranding," the much-anticipated video game from famed game designer Hideo Kojima ("Metal Gear Solid") available Friday (Nov. Since Kojima revealed the game was under development three years ago, with a trailer showing Norman Reedus ("The Walking Dead") as the main character in a sci-fi setting, expectations have been high – and speculation has spiked – about the prospects for "Death Stranding," which is currently only available on the PS4. A PC version is in the works for summer 2020. A measurement of demand for the game comes from Nielsen, which asked 10,000 gamers, aged 7 to 54, to rank their interest in games set to be released before and during the holiday season. Nintendo Switch:'Super Smash Bros. Ultimate' is officially the best-selling game in the series While "The Legend of Zelda: Link's Awakening" (Score: 99), "Call of Duty: Modern Warfare" (98), "Luigi's Mansion 3" (96) and "Borderlands 3" (95) led the way, "Death Stranding" was close behind with a score of 94, ahead of well-known titles such as "Gears 5" (88), "FIFA 20" (87), and "Star Wars Jedi: Fallen Order" (82).

Caché Owens and Cynthia Velásquez reached the same conclusion within days of meeting: they wanted to spend the rest of their lives together. The pair first started talking on Instagram in January, through a popular account that offered a contemporary version of traditional newspaper personal ads. Owens, a 29-year-old artist and professor, had never had much luck on dating apps, but the Personals page was different. It did not use photos, but instead featured a long list of bios of queer and trans people looking for internet friends, lovers or partners across the globe. Velásquez and Owens' DMs turned into daily phone calls, they got engaged in April, Velásquez moved from Los Angeles to North Carolina to be with Owens in May, and the two are getting married next month, just before the one-year anniversary of their first Instagram chat.

Eric did not imagine this would be how he would spend his first BlizzCon. The 26-year-old World of Warcraft (WoW) player from Glendale, California, was at the annual fan event in Anaheim held by Blizzard, the games company behind global hits such as Warcraft, Overwatch and more. Each year, more than 35,000 people pack into the city's vast convention centre to play games, attend talks and share in their fandom. But at this year's event, held last weekend, there was a different feel. Instead of WoW cosplay, Eric was sporting a mask as worn by Hong Kong protesters to shield their faces from tear gas and facial recognition.

Amazon Alexa: "Sorry to hear that. Talking to a friend, listening to music or taking a walk might help. I hope you feel better soon." Alexa's artificial intelligence-infused heart may be in the right place, but there's only so far it or any AI can go to comfort someone who is alone. All the same, Alexa's response raises questions about just what kind of role an AI can play to "cure" loneliness, especially among the elderly.

Take all the help you can get. If parallel computing has a central tenet, that might be it. Some of the crazy-complex computations asked of today's hardware are so demanding that the compute burden must be borne by multiple processors, effectively "parallelizing" whatever task is being performed. Perhaps the most notable push toward parallelism happened around 2006, when tech hardware powerhouse Nvidia approached Wen-mei Hwu, a professor of electrical and computer engineering at the University of Illinois-Urbana Champaign. Nvidia was designing graphics processing units (GPUs) -- which, thanks to large numbers of threads and cores, had far higher memory bandwidth than the traditional central processing unit (CPUs) -- as a way to process huge numbers of pixels.

LEBANON, NH - Recently, deep learning methods have shown promising results for analyzing histological patterns in microscopy images. These approaches, however, require a laborious, high-cost, manual annotation process by pathologists called "region-of-interest annotations." A research team at Dartmouth and Dartmouth-Hitchcock Norris Cotton Cancer Center, led by Saeed Hassanpour, PhD, has addressed this shortcoming of current methods by developing a novel attention-based deep learning method that automatically learns clinically important regions on whole-slide images to classify them. The team tested their new approach for identifying cancerous and precancerous esophagus tissue on high-resolution microscopy images without training on region-of-interest annotations. "Our new approach outperformed the current state-of-the-art approach that requires these detailed annotations for its training," concludes Hassanpour.

There is a lot of talk about machine learning in marketing these days, and a lot of vendors beginning to offer the capability. But how does ML work in advertising, and what can be gained? In this video interview with Beet.TV, Jim Lawson, CEO of one vendor offering the technology, explains. "Whatever your business goal is, if you have enough data and there is a ton of data out there, the question is there's too much data, what do you do with it?," "We take the data, we integrate them into our machine learning models and algorithms and then we predictably score every impression that comes into our system.

Landlords have long complained that red tape prevents them from accepting federal housing vouchers, limiting the places that low-income tenants can live. Those in wealthier, whiter neighborhoods tend to turn voucher-holders away, driving segregation. One bureaucratic slowdown that has particularly frustrated landlords is how long it can take for inspectors from DHA, Dallas' public housing authority, to certify that an apartment meets quality standards. This process can stretch on for weeks -- the agency manages more than 17,000 units across seven counties -- during which time the apartments sit empty. "For them, vacancies are money. Instead of continuing to stick our heads in the sand ... we have to figure this out differently," said the authority's CEO, Troy Broussard.