Abstract: Automatic neural architecture design has shown its potential in discovering powerful neural network architectures. Existing methods, no matter based on reinforcement learning or evolutionary algorithms (EA), conduct architecture search in a discrete space, which is highly inefficient. In this paper, we propose a simple and efficient method to automatic neural architecture design based on continuous optimization. We call this new approach neural architecture optimization (NAO). There are three key components in our proposed approach: (1) An encoder embeds/maps neural network architectures into a continuous space.

Please send me a message if you've worked with Amazon and Google's Deep Learning object identification programs. I am having trouble in setting these up and running some tests for a paper that I need to complete and would love some help. Shoot me a message and I would be more than happy to explain further in detail.

The idea that artificial intelligence can compose music is scary for a lot of people, including me. But music-making AI software has advanced so far in the past few years that it's no longer a frightening novelty; it's a viable tool that can and is being used by producers to help in the creative process. This raises the question: could artificial intelligence one day replace musicians? For the second episode of The Future of Music, I went to LA to visit the offices of AI platform Amper Music and the home of Taryn Southern, a pop artist who is working with Amper and other AI platforms to co-produce her debut album I AM AI. Using AI as a tool to make music or aid musicians has been in practice for quite some time.

Mattel has succeeded in (almost) bringing dinosaurs back from extinction. The toy giant has revealed its $250 'Alpha Training Blue' robot velociraptor toy that users can play with, pet and train with a remote controller, just like Chris Pratt in the'Jurassic World' movies. It walks, squawks and snarls just like a real raptor and is packed with loads of tricks so that users never get bored. Mattel has revealed its $250 'Alpha Training Blue' robot velociraptor toy that users can play with, pet and train with a remote controller, just like Chris Pratt in the'Jurassic World' movies Mattel said Thursday its Alpha Training Blue robo-raptor is now available for pre-order on Amazon. The toy will ship in October.

But the applications of AI in media are not just limited to content personalization. Media teams have to deal with manual processes for everything - from tagging the media to creating multilingual subtitles. But recent advances in AI are automating many of these tasks. Developments in computer vision, speech to text and natural language processing algorithms are changing the face of media creation, distribution and most importantly, media consumption. Voice is the most natural way for people to communicate.

Think of it as style transfer for dancing, a deep learning based algorithm that can convincingly show a real person mirroring the moves of their favorite dancers. The work, developed by a team of researchers from the University of California Berkeley, allows anyone to portray themselves as a world-class ballerina or a pop superstar like Bruno Mars. "With our framework, we create a variety of videos, enabling untrained amateurs to spin and twirl like ballerinas, perform martial arts kicks or dance as vibrantly as pop stars," the researchers stated in their paper. "Using pose detections as an intermediate representation between source and target, we learn a mapping from pose images to a target subject's appearance," the team explained. Using NVIDIA TITAN Xp and GeForce GTX 1080 Ti GPUs, with the cuDNN-accelerated PyTorch deep learning framework for both training and inference, the team first trained their conditional generative adversarial network on video of amateur dancers performing a range of poses filmed at 120 frames per second.

OneDrive and SharePoint are getting a bit smarter with search thanks to AI, with Microsoft unveiling automated transcription and image search. Microsoft has been slowly feeding artificial intelligence and machine learning tools into Office 365, and this latest round includes the ability to analyse audio files and other rich content stored in Microsoft 365, notably OneDrive and SharePoint, to make it easier to find video clips, audio recordings and images without scrolling endlessly. "A key to being productive is leveraging existing content so you're not reinventing the wheel," said Omar Shahine, partner director of program management for OneDrive and SharePoint, in a post. "Historically this has been challenging due to the exponential growth of digital content, particularly with image, video, and audio files. Until now, these rich file types have been cumbersome to manage and painful to sift through to find what you need, when you need it."

The Bank of England's chief economist, Andy Haldane, has warned that artificial intelligence and machines have the potential to make a huge number of jobs obsolete, with thousands of UK workers facing unemployment due to new technology. Mr Haldane told the BBC that the "Fourth Industrial Revolution" would be on a "much greater scale" than the previous three, and said the UK will need a skills revolution to avoid unemployment on a mass scale. He said that previous industrial revolutions had "a wrenching and lengthy impact on the jobs market, on the lives and livelihoods of large swathes of society". "Jobs were effectively taken by machines of various types, there was a hollowing out of the jobs market, and that left a lot of people for a lengthy period out of work and struggling to make a living," he said. "That heightened social tensions, it heightened financial tensions, it led to a rise in inequality. This is the dark side of technological revolutions and that dark side has always been there."

Hong Kong has a very special place in our hearts. It's the safest place on the planet, with beautiful local people who are shy and endearing, who harbor a fondness for taking pictures of their food, who believe in ghosts, who despise "those uncouth mainlanders", and who invent some strange cartoon characters – like McDull the pig and his friend Excreman that's literally a turd that crawled out of the toilet. If you're someone who noticeably speaks English, don't expect the Hong Kong police to ticket you for jaywalking. They're too shy about their English to approach you. Of course these are the same people who won't hesitate to tell you that you look fat when you return from holiday.

During the 2016 U.S. presidential election, inaccurate and misleading articles burned through social networks. Since then, tech companies--from behemoths like Facebook and Google to scrappy startups--have built tools to fight misinformation (including what many call "fake news," though that term is highly politicized). Most companies have turned to artificial intelligence (AI) in hopes that fast and automated computer systems can deal with a problem that's seemingly as big as the Internet. "They're all using AI because they need to scale," says Claire Wardle, who leads the misinformation-fighting project First Draft, based in Harvard University's John F. Kennedy School of Government. AI can speed up time-consuming steps, she says, such as going through the vast amount of content published online every day and flagging material that might be false.