Last month, IEEE Spectrum went out to California to take a ride in one of Drive.ai's It's only been about a year since Drive.ai "This is in contrast to a traditional robotics approach," says Sameep Tandon, one of Drive.ai's "A lot of companies are just using deep learning for this component or that component, while we view it more holistically." Often, deep learning is used in perception, since there's so much variability inherent in how robots see the world.

Former Attorney General William Barr criticized the media for pushing the "lie" that former President Trump's campaign colluded with Russia in the 2016 presidential election. Former Attorney General Bill Barr warned that China is the "biggest threat" facing the United States, warning that Beijing has a "highly aggressive plan" to take control of "key" technologies of the future. During an interview with Fox News Digital about his new memoir, "One Damn Thing After Another," in which he details long-term national security challenges facing the U.S., Barr warned the Chinese will continue to be "a huge challenge" for the U.S. "China is the biggest threat that the country faces, not only militarily – because they are building a very capable military -- but also technologically," Barr said, noting that the United States has been "the world's technological leader and people are accustomed to that." Barr told Fox News the Biden administration, in its efforts to combat the threat China poses, should "focus on the fact that it has been that leadership that makes us so prosperous and creates all the opportunity for future generations and provides for our security." "The Chinese have a comprehensive, highly aggressive plan to take control of all of the key technologies of the future, such as 5G communications, robotics, artificial intelligence – all of the technologies that are going to be pivotal in the years to come," Barr said.

The diversity of El Ni\~no events is commonly described by two distinct flavors, the Eastern Pacific (EP) and Central Pacific (CP) types. While the remote impacts, i.e. teleconnections, of EP and CP events have been studied for different regions individually, a global picture of their teleconnection patterns is still lacking. Here, we use Forman-Ricci curvature applied on climate networks constructed from 2-meter air temperature data to distinguish regional links from teleconnections. Our results confirm that teleconnection patterns are strongly influenced by the El Ni\~no type. EP events have primarily tropical teleconnections whereas CP events involve tropical-extratropical connections, particularly in the Pacific. Moreover, the central Pacific region does not have many teleconnections, even during CP events. It is mainly the eastern Pacific that mediates the remote influences for both El Ni\~no types.

Zoox is an American autonomous vehicle company currently headquartered in Foster City, California, United States with multiple offices of operations throughout the San Francisco Bay Area. The company was founded in 2014, and then acquired by Amazon in 2020. Zoox is creating an entirely new autonomous vehicle targeted at the robo-taxi market.

We help marketing and sales teams overcome the disruptive data and technology fragmentation that inhibits insight and forces them to spam their prospects. We do this by injecting Account Intelligence into every step of the buyer journey, wherever our clients interact with customers, and by helping them orchestrate every action across systems and channels - through advertising, account-based experience, and sales motions. You spot opportunities earlier, engage with them more intelligently, and close deals faster. As a company, we're as committed to growing careers as we are to building world-class technology. We invest heavily in people, our culture, and the community around us.

Tropical cyclone (TC) is an extreme tropical weather system and its trajectory can be described by a variety of spatio-temporal data. Effective mining of these data is the key to accurate TCs track forecasting. However, existing methods face the problem that the model complexity is too high or it is difficult to efficiently extract features from multi-modal data. In this paper, we propose the Dual-Branched spatio-temporal Fusion Network (DBF-Net) -- a novel multi-horizon tropical cyclone track forecasting model which fuses the multi-modal features efficiently. DBF-Net contains a TC features branch that extracts temporal features from 1D inherent features of TCs and a pressure field branch that extracts spatio-temporal features from reanalysis 2D pressure field. Through the encoder-decoder-based architecture and efficient feature fusion, DBF-Net can fully mine the information of the two types of data, and achieve good TCs track prediction results. Extensive experiments on historical TCs track data in the Northwest Pacific show that our DBF-Net achieves significant improvement compared with existing statistical and deep learning TCs track forecast methods.

Among all of the self-driving startups working towards Level 4 autonomy (a self-driving system that doesn't require human intervention in most scenarios), Mountain View, Calif.-based Drive.ai's Drive sees deep learning as the only viable way to make a truly useful autonomous car in the near term, says Sameep Tandon, cofounder and CEO. "If you look at the long-term possibilities of these algorithms and how people are going to build [self-driving cars] in the future, having a learning system just makes the most sense. There's so much complication in driving, there are so many things that are nuanced and hard, that if you have to do this in ways that aren't learned, then you're never going to get these cars out there." It's only been about a year since Drive went public, but already, the company has a fleet of four vehicles navigating (mostly) autonomously around the San Francisco Bay Area--even in situations (such as darkness, rain, or hail) that are notoriously difficult for self-driving cars.

Aloy surveys a vista from'Horizon Forbidden West.' Sony Interactive Entertainment hide caption Aloy surveys a vista from'Horizon Forbidden West.' Horizon Forbidden West returns to a post-apocalypse brimming with wondrous scenery, bestial robots, and scrappy civilizations that arose a thousand years after ecological catastrophe. It's topped my most-anticipated games list for years -- and I know I'm not alone in saying that its predecessor, Horizon Zero Dawn, is one of my favorite games of all time. Yet, I had some trepidation when I finally got my hands on the game. I didn't have to worry; Horizon Forbidden West surpassed my incredibly lofty expectations. I adored getting to know this outcast who grew up shunned by her tribe. Her driving motivation in exploring the mysteries of the world around her was very internal -- sure, she wants to uncover the secrets of what happened to the Old Ones and their ancient technology, but this journey is much more personal for her.

Whale sharks can carry up to 300 babies at once--at different fetal stages and from different fathers. Zebra sharks experience "virgin birth." These are but a mere sampling of the decade's most fascinating shark discoveries. Some 500 known species of these toothy fish ply our planet's waters, ranging from bite size to bus size, and scientists are still becoming acquainted with most of them. Since 2000, when scientists discovered shark populations were collapsing around the world, research on sharks has ramped up across many fields of study, from paleontology to neuroscience to biomechanics.

When Guerrilla Games revealed that Horizon Forbidden West would have underwater gameplay, I was not excited. I was in the minority with this feeling, but I have a ridiculous, lifelong fear of large things in deep bodies of water, and games in these settings genuinely freak me out. However, Forbidden West has won me over, thalassophobia and all. The underwater environments are terrifying and filled with gigantic robot monsters, but they're also beautiful and rich, inviting Aloy to explore new layers of her world. From the submerged ruins of Las Vegas to a volcanic hot spring buried under a mountain, swimming is shockingly one of my favorite activities in Forbidden West.