For centuries, technological innovation has created jobs and improved standards of living. Artificial intelligence might change that. For starters, AI-driven automation is not going to treat workers equally. A recent White House called Preparing for the Future of Artificial Intelligence acknowledges that AI could make low- and medium-skill jobs unnecessary, and widen the wage gap between lower- and higher-educated workers. The good news is that policymakers and technology experts are thinking about this, and instituting plans aimed at avoiding the "Robots are going to take all of our jobs!"

SILICON VALLEY, CA - 14 Oct 2016: Technology leaders AMD, Dell EMC, Google, Hewlett Packard Enterprise, IBM (NYSE: IBM), Mellanox Technologies, Micron, NVIDIA and Xilinx today announced a new, open specification that can increase datacenter server performance by up to 10x, enabling corporate and cloud data centers to speed up big data, machine learning, analytics, and other emerging workloads. Servers and related products based on the new standard are expected in the second half of 2017. OpenCAPI sets a new standard for the industry, providing a high bandwidth, low latency open interface design specification built to minimize the complexity of high-performance accelerator design. Capable of 25Gbits per second data rate, OpenCAPI outperforms the current PCIe specification which offers a maximum data transfer rate of 16Gbits per second. Companies in finance, Internet services, retail, hospitality, medical, and automobile manufacturing are increasingly turning to data-intensive workloads such as machine learning, advanced analytics and other rapidly emerging technologies for competitive advantage.

This is a simple example about optimizing your prediction model on Azure. In this case we will use a Boosted Decision Tree model. We will show you how you can use the Permutation Feature Performance module to prune your trees. We start with the Student Performance Classifier from a previous blog. We already found out that the Boosted Decision Tree algorithm gave the best results, so we will start with that one to train our model with.

Ben Dickson is a software engineer and the founder of TechTalks. Computers and mobile devices running rich operating systems have a plethora of security solutions and encryption protocols that can protect them against the multitude of threats they face as soon as they become connected to the Internet. Such is not the case with IoT. Of the billions of IoT devices presently in use, a considerable percentage are sporting low-end processing power and storage capacity and don't have the capability to become extended with security solutions. Yet they are connected to the Internet, nonetheless, which is an extremely hostile environment.

Ebay this morning launched a new site, dedicated to shopping for furniture and other items for the home. Called eBay Collective, the site also takes advantage of technology from the company's recently announced acquisition of visual search engine Corrigon, which it bought for under 30 million. On eBay Collective, the technology has been integrated to power a "Shop the Room" feature which lets online shoppers hover over an image of a fully designed space, and then the tool will search across eBay inventory to surface items that are close matches to that portion of the image. Corrigon, which had been around since 2008, had developed a way to search and identify objects within an image, then match that with other images or links to products. In a larger photo, you can hover over a specific portion of the image and Corrigon's tech can see the object in that section, then match it with others.

Over the last few months, the usual debate around unicorns and bubbles seems to have been put on hold a bit, as fears of a major crash have thankfully not materialized, at least for now. Instead another discussion has emerged, one that's actually probably more fundamental. Which areas will produce the Googles and Facebooks of the next decade? What's prompting the discussion is a general feeling that we're on the tail end of the most recent big wave of innovation, one that was propelled by social, mobile and cloud. A lot of great companies emerged from that wave, and the concern is whether there's room for a lot more "category-defining" startups to appear.

A centuries-old Yemeni city stands alongside the gleaming towers of Hong Kong as one of the world's most beautiful architectural views, writes Jonathan Glancey. And, like the faces of those we hold dear, we hold certain skylines in our minds' eyes even when far … This election has been particularly noisy. Ask not what the government can do for Silicon Valley; ask what Silicon Valley can do for the government. How a tiny Florida community could influence the way we fight Zika around the world.By Graphics by Ella KoezePhotography by Erika LarsenIllustrations … The Harry Potter books have sold more than 400 million copies worldwide and been translated in over 60 languages. The books are filled with a tricky mix of wordplay, invented words, songs, allusions, British cultural references, and more.

It is difficult to predict when this might happen, but most artificial intelligence (AI) specialists estimate that it is more likely than not within this century. The leading AI researcher Stuart Russell suggests that, for better or worse, it would be'the biggest event in human history'. Stuart Russell and Martin Rees are affiliated with the new Leverhulme Centre for the Future of Intelligence at the University of Cambridge, where Huw Price is the academic director. Martin Rees and Jaan Tallinn are co-founders of the Centre for the Study of Existential Risk at the University of Cambridge, where Huw Price is the academic director.

Fifty civil rights groups have signed a letter asking the U.S. Department of Justice to investigate police use of facial-recognition databases following a report that half of America's adults have their images stored in at least one searchable facial-recognition database used by local, state and federal authorities They argue the technology disproportionately affects minorities and has minimal oversight. Researchers even found The Maricopa County Sheriff's Office in Arizona has enrolled all of Honduras' driver's licenses and mug shots into its database. States in dark blue use drivers license photos in police facial recognition databases. Red dots represent other jurisdictions using facial recognition. Of the 52 agencies that acknowledged using face recognition, only one obtained legislative approval for its use and only one agency provided evidence that it audited officers' face recognition searches for misuse. Not one agency required warrants, and many agencies did not even require an officer to suspect someone of committing a crime before using face recognition to identify her.

Updated 10-18-16: We've updated our recommendation for best Phablet (5.5 inches or greater) to the excellent Pixel XL. We haven't yet reviewed the standard-size Pixel, but one of the two is a likely candidate for best overall phone. The Android universe is teeming with options, from super-expensive flagship phones, to affordable models that make a few calculated compromises, to models expressly designed for, say, great photography. Chances are that whichever phone you buy, you'll keep it for at least two years. So choosing the best Android phone for you isn't a decision you should take lightly.