From October 2016 to January 2017, the Outbrain Click Prediction competition challenged Kagglers to navigate a huge dataset of personalized website content recommendations with billions of data points to predict which links users would click on. In this winners' interview, team brain-afk shares a deep dive into their second place strategy in this competition where heavy feature engineering gave a competitive edge over stacking methods. Darragh Hanley: I am a part time OMSCS student at Georgia Tech and a data scientist at Optum, using AI to improve healthcare. Marios Michailidis: I am a Part-Time PhD student at UCL, data science manager at dunnhumby and fervent Kaggler. Mathias Müller: I have a Master's in computer science (focus areas cognitive robotics and AI) and I'm working as a machine learning engineer at FSD. Alexey Noskov: I have an MSc in computer science and work as a software engineer at Evil Martians.

Russia-based Kalashnikov announced plans to super-size its 7-ton combat vehicle. The gunmaker is developing an unmanned 20-ton'robot' tank capable of carrying both machine guns and anti-tank missiles. The vehicle's predecessor, BAS-01G Soratnik, is designed to support a 30mm gun or eight anti-tank missiles – all while traveling at top speeds of 25 miles per hour. Kalashnikov announced plans to super-size its 7-ton combat vehicle. The firm is developing an unmanned 20-ton'robot' tank capable of carrying both machine guns and anti-tank missiles.

The software, based on voice authentication tech used by banks and insurance, is designed to analyze the dialects of refugees based on speech samples. That indicator can then be used to help authorities figure out if the person comes form a particularly war-torn area and is thus truly in need of asylum. Experts are concerned about the accuracy of the software and that potential immigrants could be coached to game it. "I don't see how automated software can distinguish whether a person uses a certain word or pronounces it in a particular way because this is part of their own repertoire or because they were primed to do so by the interviewer or interpreter," University of Essex linguistics Professor Monika Schmid told Deutsch Welle. Instead, she believes the job is best left to BAMF's 45 linguistics experts, who cover 80 languages and have done such work since 1998.

I read a McKinsey article the other day about'cultural invisibility' - that tipping point when new technologies become so common they're taken for granted and become'invisible'. Electricity, steam engines, and other twentieth century inventions typically seem to take about 80 years to make the transition. Computers haven't faded from view just yet, but are likely to do so by about 2040. And machine learning isn't expected to take much longer to recede into the background either. Machine learning first came into its own in the late 90s.

Sony has announced that it will soon end production of the console in Japan. It's likely that it will stop being made everywhere else soon after. The company hasn't announced the date that production will come to an end, or made a public announcement about it. But on Sony's website it lists the 500GB standard model as the only one remaining in production in the country, and states that "shipments are scheduled to end soon". The giant human-like robot bears a striking resemblance to the military robots starring in the movie'Avatar' and is claimed as a world first by its creators from a South Korean robotic company Waseda University's saxophonist robot WAS-5, developed by professor Atsuo Takanishi and Kaptain Rock playing one string light saber guitar perform jam session A man looks at an exhibit entitled'Mimus' a giant industrial robot which has been reprogrammed to interact with humans during a photocall at the new Design Museum in South Kensington, London Electrification Guru Dr. Wolfgang Ziebart talks about the electric Jaguar I-PACE concept SUV before it was unveiled before the Los Angeles Auto Show in Los Angeles, California, U.S The Jaguar I-PACE Concept car is the start of a new era for Jaguar. Japan's On-Art Corp's CEO Kazuya Kanemaru poses with his company's eight metre tall dinosaur-shaped mechanical suit robot'TRX03' and other robots during a demonstration in Tokyo, Japan Japan's On-Art Corp's eight metre tall dinosaur-shaped mechanical suit robot'TRX03' performs during its unveiling in Tokyo, Japan Singulato Motors co-founder and CEO Shen Haiyin poses in his company's concept car Tigercar P0 at a workshop in Beijing, China A picture shows Singulato Motors' concept car Tigercar P0 at a workshop in Beijing, China Connected company president Shigeki Tomoyama addresses a press briefing as he elaborates on Toyota's "connected strategy" in Tokyo.

Robots have learned how to communicate with each other by creating their own language, a new report explains. Experts at artificial intelligence research group OpenAI conducted an experiment that challenged software bots to complete a series of tasks, such as moving to a specific location, in a simple, two-dimensional virtual world. The team used a technique called reinforcement learning, presenting the challenges as cooperative rather than competitive, and rewarding the robots for completing them. "We've just released initial results in which we teach AI agents to create language by dropping them into a set of simple worlds, giving them the ability to communicate, and then giving them goals that can be best achieved by communicating with other agents," wrote the OpenAI team in a blog post. The giant human-like robot bears a striking resemblance to the military robots starring in the movie'Avatar' and is claimed as a world first by its creators from a South Korean robotic company Waseda University's saxophonist robot WAS-5, developed by professor Atsuo Takanishi and Kaptain Rock playing one string light saber guitar perform jam session A man looks at an exhibit entitled'Mimus' a giant industrial robot which has been reprogrammed to interact with humans during a photocall at the new Design Museum in South Kensington, London Electrification Guru Dr. Wolfgang Ziebart talks about the electric Jaguar I-PACE concept SUV before it was unveiled before the Los Angeles Auto Show in Los Angeles, California, U.S The Jaguar I-PACE Concept car is the start of a new era for Jaguar.

At this moment there are a lot of new technologies that could have a massive impact on eCommerce. This is why Managers are having a difficult time to place the correct bet. For this reason, we have investigated Managers and Directors to navigate future eCommerce trends. We asked more than 60 carefully chosen managers from all around Europe. First, we asked them about their eCommerce investments last year.

The future is already here – it's just not evenly distributed.

The age of the bot has begun. We just have barely begun to notice. It's only been 10 years, and smartphones have fundamentally changed our world, the bot revolution will come quicker, and have an even greater impact on us. The bots cometh in all shapes and sizes, hardware and software, automations and AI and robot fried and foe. But most likely our most common interaction with them in the very near future will be in the form of messenger/personal assistant and customer service bots.

When applied to the S&P 500 constituents from 1992 to 2015, their stock selections generated annual returns in the double digits--whereas the highest profits were made at times of financial turmoil. In March 2016, South Korean Lee Sedol, one of the best Go players in the world, lost to the AlphaGo computer program. It was a milestone in the history of artificial intelligence because up to that point the Asian board game had been considered too complex for computers. Behind successes such as this are programs that are modelled on biological systems and are constructed in a form similar to neural networks so that they can independently extract relationships from millions of data points. 'Artificial neural networks are primarily applied to problems, where solutions cannot be formulated with explicit rules,' explains Dr. Christopher Krauss of the Chair for Statistics and Econometrics at FAU. 'Image and speech recognition are typical fields of application, such as Apple's Siri.