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Daily Archives: June 25, 2017
EDAP TMS (EDAP) Earning Positive Press Coverage, Study Finds – The Cerbat Gem
Posted: June 25, 2017 at 2:19 pm
EDAP TMS (EDAP) Earning Positive Press Coverage, Study Finds The Cerbat Gem Media stories about EDAP TMS (NASDAQ:EDAP) have been trending positive this week, according to Accern Sentiment Analysis. The research group identifies ... The HC Wainwright Analysts Give Edap Tms S.A. (EDAP) a $7.00 ... Edap Tms (EDAP) Getting Somewhat Positive Media Coverage ... EDAP TMS SA (EDAP) Lifted to Hold at Zacks Investment Research |
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EDAP TMS (EDAP) Earning Positive Press Coverage, Study Finds - The Cerbat Gem
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null – Galesburg Register-Mail
Posted: at 2:16 pm
Editor, Register-Mail: Many conservative Republicans believe that the lives of viable babies in the womb are precious and have a right to life. Planned Parenthood, as some may not know, was founded by Margaret Sanger, an advocate of the eugenics movement. The eugenics movement promoted the reduction of sexual reproduction and sterilization of people with undesireable traits such as the very poor and non-whites. Sanger was deemed a white supremacist by many. She opened the first birth control clinic in New York in 1916, which eventually became Planned Parenthood. Margaret Sanger began the Negro Project, allegedly to reduce that population in the guise of a concern for womens health issues. This was reportedly her cover and solution to reduce the unfit in society.
Her legacy continues through Planned Parenthood resulting in large numbers of black abortions disproportionate to their population. About 40 percent of all Planned Parenthood abortions are performed on black women. Planned Parenthood is an ally of a culture of death in America. Those who claim that the effort to defund Planned Parenthood is a part of the war on women disregard that the original intent was to decimate poor communities. The horrors of abortion are apparent to those who care to understand how the procedures are performed. The goal of abortion is not womens health, but the snuffing out of the lives of the innocent unwanted unborn.
All life is the handiwork of our creator and should fill us with awe. Preserving innocent life should be a major concern of those who participated in The March for Truth. Under recent pro-abortion amendments to the Illinois Health Care Right of Conscience Act, pro-life medical personnel who exercise their conscience and refuse to participate in abortions must refer patients seeking abortions to doctors who will perform them. What is next on the liberals agenda? Will medical personnel who refuse be charged with discrimination for impeding a womans right to choose? Conservative Republicans are facing a growing criticism from leftist ideologues who are openly hostile to sensible Christian moral values. Deuteronomy 30:19 (Choose life!) Thomas E. Mosher, Victoria
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In Turkey, no teaching of evolution, but banning gays is fine – Hot Air
Posted: at 2:15 pm
Its a new day in Turkey under the rule of their tyrant, Recep Tayyip Erdogan. And in the manner of most famous authoritarians its a necessary step to mold the thinking of young minds. You wouldnt want a bunch of crazy, democratic, westernized ideas running rampant as they had been over the past couple of decades. So now that Erdogan has fired or imprisoned thousands of teachers and professors who have the wrong sort of ideas, those loyal to him are changing up the curriculum a bit. For starters, well have no more of what wacky evolution talk in the classroom. (CNN)
Turkish high school students will no longer be taught the theory of evolution.
The subject has been cut from the curriculum under changes made to eliminate controversial topics, the head of the national board of education, Alpaslan Durmus, announced in a video address.
If our students dont have the background, the scientific knowledge, or information to comprehend the debate around controversial issues, we have left them out, Durmus said.
Another tactic were seeing is a typical maneuver employed by many tyrants. Theres no better way to solidify your support than by giving the people a common enemy to rail against. Traditionally the targets of such attacks tend to be Jews, but the next easiest option is homosexuals, particularly in Muslim nations. CNN further reports that open attacks on gays are on the rise and the police and the government are doing little or nothing about it. They describe one particularly horrible attack on a sex worker named Kemal Ordek and then deal with the growing trend of intolerance.
Although homosexuality has been legal in Turkey since 1923, Turkey has one of the worst records of human rights violations against LGBTI+ people in Europe, according to a 2016 report from the European Region of the International LGBTI Association. A separate 2016 report to the United Nations by Turkish LGBTI+ advocacy groups identified at least 41 hate crimes against lesbian, gay, bisexual, or transgender people that resulted in death from 2010 to June 2014.
Ordek survived the brutal attack, but many others havent. In 2009, Eda Yildirim, a transgender sex worker was decapitated and burned alive; her breast implants cut out of her before she was murdered. In 2015, another transgender sex worker died after being stabbed 200 times by a client.
One last item of interest is a decidedly darker tone in Erdogans language lately. The international community has taken note of his despotic tendencies and a few nations have actually been pushing back against him or at least criticizing the Turkish government. Erdogan had a response for all of his critics this week, and rather than taking a conciliatory tone, he essentially began threatening everyone with Turkeys military might. (Hurriyet Daily, emphasis added)
We are aware of the games being played in Syria and Iraq and the crisis scenarios that are being tried to be staged in the region. However, we hope that everyone knows this truth; Turkey is too big a bite to be swallowed in these types of games, Erdoan said in his message released to mark Eid al-Adha on June 24.
We are determined to give our answer on the field to those who think that they can make our country surrender to these types of traps. It will be too late for those who set their eyes on our territorial integrity and national unity when they understand their mistakes, he also said.
Erdogan has locked down and consolidated his absolute power at home and shut down the free media. Hes thrown tens of thousands of his critics in prison and used those examples as a way to silence most of the rest. Now, with the internal situation mostly under control, the Tyrant of Turkey is turning his gaze on his neighbors. Hes already claimed the role of intermediary in the current dispute between Qatar and her neighbors. Hes moving military assets around in Qatar as well as Syria like pieces on a chess board. All the signs have been there for us to see ever since the failed coup last summer, so if this situation really goes entirely pear-shaped we wont be able to say that we shouldnt have seen it coming.
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In Turkey, no teaching of evolution, but banning gays is fine - Hot Air
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Evolution: Torres Strait exhibit on national tour to celebrate history of ceremonial mask-masking – ABC Online
Posted: at 2:15 pm
By Will Higginbotham
Posted June 25, 2017 05:27:41
In the Zenadth Kes, also known as the Torres Strait Islands, the art of ceremonial mask-making has been around for centuries.
Made from materials such as woods, shells and feathers, the masks play an important role in uniting the diverse groups of the Torres Strait together.
"Through these masks we know our stories, our ancient ways of life, our families, clans and tribes," Cygnet Repu, from the Torres Strait Regional Authority, says.
"In them we see our ancestors, our heroes, our totems and the connection back to the land and sea country."
Evolution: Torres Strait Masks is a new exhibit at the National Museum of Australia that celebrates the historic and spiritual significance of the ceremonial mask.
Ceremonial mask making is a common practice in the Pacific, especially in neighbouring Papua New Guinea.
The cultural linkage is not surprising at their closest point, Papua New Guinea and the Torres Strait are only four kilometres apart.
"When you study the face carvings [on the masks] you see and notice similarities [between PNG and Torres Strait masks], in the deepness of the grooves and the way the eyes are drawn and carved," Mr Repu says.
"But both of us use the same material, the same style and really, for the same purposes."
The new exhibit focuses on Torres Strait mask making by showcasing twelve contemporary masks created by artists at the Gab Titui Cultural Centre on Waiben island [Thursday Island].
The contemporary masks are displayed next to ancient examples of the practice.
Lead curator, Letha Assan, says the exhibit shows how Torres Strait culture and artistic practice has evolved over time.
"It takes you on a journey from time immemorial when masks were used in ceremonial rituals involving art, theatre and dance by our ancestors," Ms Assan said.
"And we show how these historic artefacts have inspired new works that are constantly developing and changing."
Ms Assan told the ABC that the exhibit highlights the resilience of Torres Strait culture after European colonisation.
"We wanted to show that our cultural practices are still very much alive, even though a lot of our masks were taken away post-colonialism," she said.
"[And] we wanted to show the journey of them coming around, and that our artists continue to make these masks and that they continue to be used."
Director of the National Museum, Matthew Trinca says the exhibit is timely and that it speaks to a broader Australian story.
"The story of Australia's first peoples is a deep important part of our collective cultural experience," Mr Trinca said.
"It is important to honour that, especially at this time in what is an anniversary year for all Australians."
This year marks the 50th anniversary of the 1967 referendum and the 25th anniversary of the Mabo land rights decision.
Evolution will be at the National Museum Canberra until July 23 before embarking on a national tour.
Topics: indigenous-culture, arts-and-entertainment, torres-strait-islands, australia, pacific
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Prestage robotics to drive special training – Fort Dodge Messenger
Posted: at 2:15 pm
Local News
Jun 25, 2017
-Messenger photo by Chad Thompson Construction is ongoing at the site of Prestage's pork plant, five miles south of Eagle Grove. By July, some of the initial steel framework of the plant is to be erected, according to Jere Null, chief operating officer for Prestage.
EAGLE GROVE When Prestage Foods of Iowa opens its $250 million pork plant in Wright County, the company plans to use advanced robotics for its processes, according to Jere Null, chief operating officer of Prestage.
The robots are expected to ease the burden on employees and improve efficiency, Null said.
Theres going to be a number of high-tech machines involved in our process, including robotics with vision, Null said.
According to Null, computers will analyze images and determine how the robots should be used.
Among the jobs robots will be tasked with include precision meat-cutting.
-Messenger photo by Chad Thompson About 75 workers are currently onsite as work continues on Prestage's $250 million pork processing plant.
Imagine you take several frames of a carcass coming by and the computer can distinguish lean from bone from fat, Null said. It can tell that robotic arm exactly how to cut based on what its looking at.
A waterjet cutter will be used to make cuts. The high-pressure water system will be used to slice through meat and bone.
Its like a laser beam of water thats vision operated, Null said. Its looking and taking so many images a second and a computer is telling that waterjet cutter how to cut product up.
Water-saving technologies and odor control will also be features of the plant, Null said.
Robots will change the skills needed from workers, Null said.
-Messenger photo by Chad Thompson Heavy equipment is onsite, five miles south of Eagle Grove, where the $250 million Prestage pork processing plant is being built. The plant is scheduled to open November 2018.
A lot of the precision cutting we are doing is moving towards robotics, Null said. What would have previously been a laborious, back-breaking type job like holding a heavy saw and cutting and things like that can now be done by a robot.
Your employee that you end up hiring will be an electronics engineer that will help program and maintain the robot, Null said. Its a highly productive piece of equipment, but it changes the skillset we need from employees.
1,050 jobs
Prestage plans to employ 1,050 people when the plant opens in November 2018, Null said.
The development agreement between Prestage and Wright County requires that the company employ at minimum 922 workers.
Null said the company is working closely with Iowa Central Community College for workforce training.
Dan Kinney, president of Iowa Central, said those plans are still being finalized.
The training will likely begin at the start of 2018, Kinney said.
The program used by Iowa Central to train workers is called Iowa Industrial New Jobs. It provides flexible funding for employee training for new jobs created.
The program is financed through bonds sold by Iowas 15 community colleges, according to the Iowa Economic Development Authority.
Kinney said the program comes at no cost to Iowa taxpayers.
This allows the state to attract new businesses, help cover some of that training cost, but really its not costing the state anything because its done through their withholding tax, Kinney said. This is really a unique program.
The length of training needed to gain employment at Prestage will vary based on the individual and the position at the company.
Its really geared towards the business themselves and what they want the training on, Kinney said. Somebody who is coming out of advanced manufacturing, it may not take as long.
It could be two to four weeks or six to nine months, depending on what levels of training they want us to do, as well as the background of the student or that individual they hired, Kinney said.
Kinney said robotics are changing the needs of employers and how students are educated.
Its really advanced, Kinney said. It takes an individual with a strong background in computers and robotics.
Through the last number of years it really has advanced more and more, Kinney said. When you talk about STEM (Science Technology, Engineering and Mathematics), you hear about that a lot. Its being taught more in elementary and all the way up. Thats expanding to the college setting.
Iowa Central adapting
As a result, Iowa Central is adapting to those changes, Kinney said.
More businesses are becoming technical and requiring those different skillsets and thats where we can step in and do the training, Kinney said. We are there to tie that gap together to keep these businesses up and going.
Shelly Blunk, executive director of economic and workforce development for Iowa Central, said she anticipates a majority of training for Prestage workers will take place at the North Central Career Academy, located in Eagle Grove.
Blunk also said Iowa Central has plans to offer free English as a Second Language courses in Eagle Grove.
Those classes are to be offered in August.
We are trying to prepare for growing needs and this will also help people become more hirable when Prestage has job openings, she said.
In October, Iowa Central plans to offer an entry-level manufacturing program, she said.
There will be further opportunities for people to gain skills to better prepare them to enter the workforce and to be eligible for a position at Prestage, Blunk said. Right now we are trying to better prepare our current pool so they are ready to hit the ground when the jobs open.
New plant engineer
Prestage has not hired anyone to work in the plant yet, but has hired a plant engineer.
Tim Schelle has filled that position. His job is to oversee the building of the plant.
Schelle has relocated to Webster City from Des Moines.
The lowest paid workers are expected to start at $13 an hour, while the average wage is expected to be $15.71 an hour.
Average annual wages at the plant are projected at $47,000.
The average annual income for Wright County is $25,964.
Null said there has been a lot of interest in employment.
We have had a lot of resumes and a lot of people inquiring about employment, Null said. We are very encouraged by that. We know that staffing will be a challenge and we will promote ourselves very aggressively and ultimately we will put together a compensation package and benefits package that we think will be very competitive for the area. I think thats important.
Null said the company will likely begin to hire key management positions at the start of 2018.
Ground breaking
Prestage broke ground at the site, five miles south of Eagle Grove, in March.
Epstein Global, headquartered in Chicago, is the general contractor for the project.
Concrete foundations are being poured.
Local contractors are also at the site. About 75 people have been working at the site each day, Null said.
Jensen Builders Ltd., of Fort Dodge, is one local contractor that is on-site, Null reported.
By July, some of the initial steel framework is to be erected, according to Null.
The goal is to have the roof over top of the plant by mid-December to allow crews to work inside during the winter.
After that, it will literally be the next 12 months to do the plumbing and electrical, Null said.
Prestage plans to process for grocery retailers throughout the country and other processors that make bacon or ham, according to Null.
About 25 percent of the meat Prestage processes will be exported, Null said. He said the three biggest export markets will be Mexico, China and Japan.
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Prestage robotics to drive special training - Fort Dodge Messenger
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La Grande Snap-Its Team Competes in Sacramento Lego Robotics Championship – GleanerNow (press release) (blog)
Posted: at 2:15 pm
GleanerNow (press release) (blog) | La Grande Snap-Its Team Competes in Sacramento Lego Robotics Championship GleanerNow (press release) (blog) Three! Two! One!! LEGO!! These words rang out signaling the start of the missions at the Lego Robotics tournaments. For the students of the Snap-Its team from La Grande Adventist Christian School in La Grande, Ore., this was their first experience ... |
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Seeing with your ears: Novel acoustics project aims to improve virtual reality, explore ear shape effects on 3-D sound – Phys.Org
Posted: at 2:14 pm
June 25, 2017 Screenshot of a visual rendering model of Notre Dame Cathedral, created based on plans, laser scan data and site visits. Credit: Ghost Orchestra Project/LIMSI
Paris' Cathedral of Notre Dame has a ghost orchestra that is always performing, thanks to a sophisticated, multidisciplinary acoustics research project that will be presented during Acoustics '17 Boston, the third joint meeting of the Acoustical Society of America and the European Acoustics Association being held June 25-29, in Boston, Massachusetts.
In the project, computer models use recordings from a live concert held at the cathedral and detailed room acoustic simulations to produce a novel type of audience experience: a virtual recreation of the live performance using spatial audio and virtual reality.
Researchers reproduced the recordings using computerized acoustical data and enhanced it with computer-generated virtual navigation3-D visualizations made with immersive architectural rendering that float the viewer through the complex acoustics of the acclaimed medieval gothic cathedral.
Combined, the multimodal sound and image footage of the ghost orchestra produce a spectral tour to the sounds of the 19th century opera "La Vierge"The Virginperformed live during the 2012-2013 concert season to celebrate the Cathedral's 850th anniversary.
Multimodal virtual reality integration is central to the project's significance, said Brian F.G. Katz, lead investigator and CNRS Research Director at the Institute Jean Le Rond d'Alembert, Pierre and Marie Curie University, in Paris.
"3D-audio is the hot topic today in virtual reality (VR) that is currently a very active subject in both academic and industrial research," Katz said. "With the commercialization of affordable VR systemsthe cheapest allowing for VR on smartphonesspatial audio is rapidly immerging from the laboratory."
The next stage in spatial audio is personalized audio rendering that involves being able to adjust the rendering to match one's individual head and ear details.
"The importance of multimodal interactions, how visual and auditory cues balance in spatial perception, is key to VR and the sense of immersion, of being 'in' the VR world," Katz explained.
He envisions many applications emerging from the investigation.
"For me, spatial audio is a domain on the boundary of physical acoustics, psycho-acoustics, perception and cognition, and digital signal processing."
His work focuses on using each of the fields to learn more about the othersfrom virtual audio scenes exploring how visually impaired people understand and remember architectural spaces, to improving understanding of spatial audition, to refining virtual reality rendering capabilities.
Created in the context of the French funded research projects FUI-BiLi, (Binaural Listening and ANR-ECHO), the acoustical foundation of the project is a 45 channel close-mic recording of the live concert made by the Conservatoire de Paris combined with a detailed geometrical room acoustics computational model that was created and calibrated based on in situ measurements of reverberation and clarity parameters.
Next, the team will apply the methodology to other complex multimodal environments such as theatre simulations.
"Aside from the acoustics in this project, I think we definitely learned a lot about computer graphics and VR content production, which has opened up a lot more dialogue with those communities that we intend to pursue," Katz said.
Explore further: Concert hall acoustics influence the emotional impact of music
More information: For more information about the project: groupeaa.limsi.fr/projets:ghostorch
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Paris' Cathedral of Notre Dame has a ghost orchestra that is always performing, thanks to a sophisticated, multidisciplinary acoustics research project that will be presented during Acoustics '17 Boston, the third joint meeting ...
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Researchers at The University of Texas at Dallas are getting more out of the sweat they've put into their work on a wearable diagnostic tool that measures three diabetes-related compounds in microscopic amounts of perspiration.
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Has Virtual Reality Become Your Reality? – HuffPost
Posted: at 2:14 pm
I was speaking with my friend Melissa Amling that other day who was telling me about her virtual reality concept for a new childrens book. It is a very interesting idea to bring children into the world of the book so they could fully experience and become a part of the story. She then mentioned the newest craze, augmented reality. Augmented reality is using glasses to reveal graphics and audio as well as enhancements to our senses, into the actual world around us.
Melissa said augmented reality allows us to see things that are not there and to experience them as real. I thought perhaps that Pokmon GO was a type of augmented reality, but to the experts that does not take it far enough. Scientific American wrote a great article explaining augmented and mixed reality. Where Pokmon GO could only be viewed through a phone and was not immersive, augmented reality merges computer produced items into our reality seamlessly creating a new, enhanced reality. I wrote recently about how our brain can be influenced to see things that are not really there and now it seems this technology is making the most of our easily manipulated brains.
by Matthew Henry
To see things that are not there and to experience them as real. How often does this play out in our lives? How often does a fear consume us and suddenly cover our reality with negativity? How often do we take someones opinion and make it into a truth? How often do we want to believe something is real so we make it into a fact in our own minds? How often do we color everything we see and experience with our own bias and suppositions?
We now live in a world of alternative facts. We see things as we want to see them. We have a narrow view of how things should be and we try to interpret everything we see according to our beliefs and understanding. What happens is we are pained and stressed when the actual reality does not meet our expectations and/or we alienate others because they can not see things through our filters. What we need is to release our beliefs, to release our desire to control, release our fear of reality, and embrace what truly is. Mindfulness can help us get there.
Mindfulness teaches us to release our bias and our filters allowing us to see things as they truly are. Through mindfulness we can experience things as they are without our beliefs and expectations. Mindfulness releases our judgments helping us gain a true view and acceptance of reality. When we are mindful, we are in the present moment. We are not trying to relive our past or feed our fears thereby coloring the present. When we can be truly and completely in the moment we are empowered by seeing things as they actually are. It is in this state that we find peace and clear actions.
You can learn more about mindfulness in this article.
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3 Top Virtual Reality Stocks to Buy Now — The Motley Fool – Motley Fool
Posted: at 2:14 pm
Like many emerging technologies, virtual reality (VR) is a nascent industry, that is long on promise and short on mass-market products. Only a handful of companies currently ship VR products, and many of those products still fall short of their much hyped, game-changing potential.
However, as plenty of past tech trends have demonstrated, investors who are patient enough to allow this trend to develop could ride this wave to ample profits. Keeping that in mind, let's review why shares of Facebook (NASDAQ:FB), Sony (NYSE:SNE), and Advanced Micro Devices (NASDAQ:AMD) each make for interesting potential investments in this still-blossoming tech market.
The world's largest social-media network has moved aggressively to buy up many next-gen communications companies over the past five years. In doing so, it has largely focused on two core areas: mobile messaging platforms and virtual reality.
Facebook shelled out $2 billion in cash and stock to buy VR hardware and software start-up Oculus in March 2014. The much-discussed VR rig then went on sale in the U.S. last year.
Though technologically impressive, the Oculus -- and other virtual reality rigs like it -- have a number of headwinds that many think it will need to overcome before becoming a truly mass-market phenomenon. This chiefly includes its high sticker price of $599 and its reliance on running from PCs with high-end graphics capabilities. If the device can overcome its pricing and compatibility issues, Oculus could take off.
Image Source: Getty Images.
Sony joins Facebook as one of the leading manufacturers of VR headsets with the PlayStation VR, which it launched last October. Perhaps unsurprisingly, Sony has pursued a similar pricing strategy in relation to its VR headset as it has done with its highly popular PlayStation consoles.
Sony chiefly competes with Microsoft (NASDAQ:MSFT) and its Xbox franchise in the console-gaming market. Though they largely vie for the same customers, Microsoft has historically gravitated toward a slightly higher pricing strategy compared to Sony.
As just the latest example, Microsoft recently garnered criticism when it announced it planned to price its forthcoming Xbox One X console at $499, $100 higher than Sony's PlayStation 4 Pro console. Similarly, Sony has chosen to undercut Facebook's price for the Oculus, charging $499 for a bundle that includes the PlayStation VR headset and controllers.
However, like Facebook and Samsung, commercial success has been slow to come by for Sony's PlayStation VR. Recent figures from research firm IDC claimed Sony shipped 429,000 PlayStation VR headsets during the first quarter of the year. This represents nice progress for the Japanese electronics giant, but it also reiterates that VR still has a long way to go before becoming a true mass-market medium.
I wanted to highlight a potential component play as the final piece of this discussion, and though it isn't as clear-cut as the other names on this list, chipmaker AMD certainly is worth considering. The company has two potential points of exposure to this end, so let's quickly examine them both.
The first opportunity for the company lies in VR-enabled PCs. One of the key pain points in VR gaming is its annoyingly high component costs.
As previously mentioned, VR rigs like Facebook's Oculus rely on VR-optimized personal computers to handle the bulk of the image-processing workload. This means consumers must own two fairly expensive pieces of hardware in order to get a truly satisfactory VR experience. To help lighten the cost, AMD's VR-quality Radeon chips start at $199 and have been cited by PC industry publications as an ideal way for enthusiasts to reduce the cost burden relative to more traditional (and expensive) image-processing chips, like those manufactured by NVIDIA.
A second, more long-term potential growth catalyst is that AMD could eventually provide processors for stand-alone VR rigs. AMD's semi-custom chips already power the Xbox One and PlayStation 4, the gaming industry's most important consoles. As such, it certainly seems plausible that AMD would jump at any opportunity to provide the combined CPU and GPU technology for VR headsets should the opportunity arise.
Of course, this involves a little projection on my part, but AMD's experience in VR graphics chips and ongoing supplier relationships with gaming leaders makes this an interesting option for prospective investors to consider.
Teresa Kersten is an employee of LinkedIn and is a member of The Motley Fool's board of directors. LinkedIn is owned by Microsoft. Andrew Tonner has no position in any stocks mentioned. The Motley Fool owns shares of and recommends Facebook and Nvidia. The Motley Fool has a disclosure policy.
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3 Top Virtual Reality Stocks to Buy Now -- The Motley Fool - Motley Fool
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MIT and Google researchers have made AI that can link sound, sight, and text to understand the world – Quartz
Posted: at 2:14 pm
If we ever want future robots to do our bidding, theyll have to understand the world around them in a complete wayif a robot hears a barking noise, whats making it? What does a dog look like, and what do dogs need?
AI research has typically treated the ability to recognize images, identify noises, and understand text as three different problems, and built algorithms suited to each individual task. Imagine if you could only use one sense at a time, and couldnt match anything you heard to anything you saw. Thats AI today, and part of the reason why were so far from creating an algorithm that can learn like a human. But two new papers from MIT and Google explain first steps for making AI see, hear, and read in a holistic wayan approach that could upend how we teach our machines about the world.
It doesnt matter if you see a car or hear an engine, you instantly recognize the same concept. The information in our brain is aligned naturally, says Yusuf Aytar, a post-doctoral AI research at MIT who co-authored the paper.
That word Aytar usesalignedis the key idea here. Researchers arent teaching the algorithms anything new, but instead creating a way for them to link, or align, knowledge from one sense to another. Aytar offers the example of a self-driving car hearing an ambulance before it sees it. The knowledge of what an ambulance sounds like, looks like, and its function could allow the self-driving car to prepare for other cars around it to slow down, and move out of the way.
To train this system, the MIT group first showed the neural network video frames that were associated with audio. After the network found the objects in the video and the sounds in the audio, it tried to predict which objects correlated to which sounds. At what point, for instance, do waves make a sound?
Next, the team fed images with captions showing similar situations into the same algorithm, so it could associate words with the objects and actions pictured. Same idea: first the network separately identified all the objects it could find in the pictures, and the relevant words, and then matched them.
The network might not seem incredibly impressive from that descriptionafter all, we have AI that can do those things separately. But when trained on audio/images and images/text, the system was then able to match audio to text, when it had never been trained to know which words correspond to different sounds. Researchers claim this indicated the network had built a more objective idea of what it was seeing, hearing, or reading, one that didnt entirely rely on the medium it used to learn the information.
One algorithm that can align its idea of an object across sight, sound, and text can automatically transfer what its learned from what it hears to what it sees. Aytar offers the examples that if the algorithm hears a zebra braying, it assumes that a zebra is similar to a horse.
It knows that [the zebra] is an animal, it knows that it generates these kinds of sounds, and kind of inherently it transfers this information across modalities, Aytar says. These kinds of assumptions allow the algorithm to make new connections between ideas, strengthening its understanding of the world.
Googles model behaves similarly, except with the addition of being able to translate text as well. Google declined to provide a researcher to talk more about how its network operated. However, the algorithm has been made available online to other researchers.
Neither of these techniques from Google or MIT actually performed better than the single-use algorithms, but Aytar says that this wont be the case for long.
If you have more senses, you have more accuracy, he said.
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