Media
[R] [1707.02968] Revisiting Unreasonable Effectiveness of Data in Deep Learning Era • r/MachineLearning
The improvement chart looks nice. And they note the slope is probably steeper than it looks because they didn't train the models to convergence nor did a hyperparameter search. But on the other hand, that in a way answers their question. This paper used 50 K80 GPUs for 2 months and they still couldn't train a 101-layer Resnet model to convergence, much less do hyperparameter search or experiment with the 1000-layer Resnets or Densenets or attention or all the other fun things you can do with cutting edge CNNs. If a Google/CMU team with that much computational resources can't make good use of 300M images, why does anyone anywhere need that dataset?
Meet the Guides encouraging girls into science and tech
The World Association of Girl Guides and Girl Scouts is updating its image with a number of new achievement badges aimed at encouraging young women into science and technology. My memories of the Girl Guides involve marshmallow toasting, tying knots and being assessed on my table-laying skills for a badge no doubt long-consigned to the archives. Fast forward some 25 years and it's clear much as changed. In an international organisation that liaises with Google and Microsoft among others, today's young guides are just as likely to be gathered round an engineering bench as a campfire. Sixteen-year-old Catherine Young is on a mission to boost girls' interest in engineering and has found the Girl Guides a valuable platform for her campaign.
Machine learning system detects guns in real time
The system uses a deep neural network: a complex artificial simulation of the human brain which'learns' to identify patterns by processing huge amounts of data, either with or without human supervision. This can allow for the rapid analysis of language, scientific images, video and other, subtle forms of information, such as facial expressions. The University of Granada researchers decided to train their software to recognise the drawing of a firearm, using a dataset of low-quality videos from YouTube, and cult 90s films featuring trigger-happy characters, including Pulp Fiction, Mission Impossible and James Bond films. Using this data, they were able to train their system to detect guns in video with over 96.5 per cent effectiveness. When a gun appears in the video, the programme sends an alert, which appears as a red box surrounding the weapon on the screen.
How to Pick the Amazon Echo That's Right for You
If you've been contemplating purchasing one of Amazon's voice-enabled Echo smart speakers, now is a particularly good time to pull the trigger. Just in time for Amazon's Prime Day blowout sale, which kicks off at 9 p.m. ET on July 10, the company has slashed the prices of its Echo devices. The standard model will cost $89.99 Amazon's portable Tap speaker will be selling for $79.90, a $50 markdown. Amazon Echo Show with an Arlo security camera, Amazon will chop $75 off the total price. All Alexa-enabled devices can access third-party "skills," or voice apps, and are compatible with music streaming services including Spotify, Pandora, iHeartRadio, Amazon Music, and TuneIn.
How Artificial Intelligence Has Evolved
Science fiction has the power to let the human mind imagine the unimaginable. This has been showcased in the sci-fi movies of yesteryear, which depicted robots doing work for humans, and humans controlling robots as per their whims and fancies. Ever wondered what technology all this wonderful imagination is based on? AI is now an everyday term, but once enjoyed an exalted status thanks to these very sci-fi movies. Today AI has come a long way and is part and parcel of our lives, whether it is weather predictions, or email management, or voice-enabled devices.
Spotify adds voice control and new interface for some users
Voice control functionality could be on its way to Spotify. The music app is testing a new safe mode for driving, and one of its main components is voice control. Little is currently known about it, but it's likely that you'll be able to search for songs, artists and playlists just by speaking to your phone. The I.F.O. is fuelled by eight electric engines, which is able to push the flying object to an estimated top speed of about 120mph. 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.
Rihanna Shares Sneak Peek At Her Role In Luc Besson's 'Valerian And The City Of A Thousand Planets'
Rihanna portrays the role of Bubble in Luc Besson's upcoming sci-fi film "Valerian and the City of a Thousand Planets." And to give fans a better look at her unique character, the singer recently shared a behind-the-scenes teaser for the movie on Instagram. The sneak peek reveals that Bubble is a burlesque dancer who can change her physical appearance at will. While she has the ability to shape-shift into human form, her real figure is actually an amorphous blue blob. Interestingly, Rihanna is seen in a motion capture suit in the preview clip, so it means that the "Work" hitmaker was also the one bringing her character to life even when she's not in human form.
Artificial Intelligence And Digital Transformation Pioneers Join CarLabs
Professor Moshe BenBassat has been a leader in Artificial Intelligence for several decades. During a long academic career with positions at Tel Aviv University, USC, and UCLA, Professor BenBassat made significant contributions in Pattern Recognition, Artificial Intelligence, Optimization, Data Science and Machine Learning. Following his invention of "service chain optimization," he founded ClickSoftware which has been leading this space with AI-centric products since its inception in 1997. Moshe served as ClickSoftware's CEO until 2015, at which point it was acquired for nearly $0.5 Billion. Moshe also founded Plataine which is focused on intelligent automation for smart manufacturing, leveraging Industrial Internet of Things (IIoT) and Artificial Intelligence technologies.
Zooming In: What Do People Really Think of Delivery Drones?
Delivery drones are just another brick in the automation wall that's hurtling towards us all. If (when) they come into popular use they have massive potential to disrupt current logistical methods across a number of industries. There are a whole bunch of pro's and con's, but at the rate they are being developed it seems that the broad mantra is that automated delivery, speed and convenience, even if there is a cost, is "what people want". The Brandwatch React team looked to social data to see if we could verify whether or not delivery drones were something people looked forward to experiencing or something, like autonomous cars, that's discussed with more skepticism. We tracked around 64,000 mentions of delivery drones, and related terms, across social media from 1 May to 27 June 2017. They fluctuated enormously by day, from 200 to 5,000 mentions, with spikes occurring when big news stories about developments occurred.