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Knowledge Graphs: Powerful Structures Making Sense Of Data - AI Summary


And in both cases, the end goal of their knowledge graphs is similar--to add value to the vast amount of data out there such that it can be utilised more meaningfully and intelligently in a real-world context, ultimately producing much smarter user experiences. "The need to fit products into tabular structures limits their ability to flex to real-world needs," Capco noted in its June 2020 publication "Knowledge Graphs: Building Smarter Financial Services". And by enabling linkages between data items that would have otherwise remained disparate and siloed off from each other, moreover, knowledge graphs could represent crucial technology for helping to solve some of the world's most pressing and complex data-related challenges. The singular, centralised nature of such control can also elicit many serious privacy concerns for users, as was the case with Facebook and its notorious data-harvesting activities with Cambridge Analytica prior to the 2016 US presidential election. The knowledge graph also allows supply-chain entities to "granularly define who has access to what data--i.e., data can be made fully public, shared with specific supply chain partners, or completely private".

Georgia Tech Will Help Bring Critical Advancements to Online Learning as Part of Multimillion Dollar NSF Grant


Georgia Tech is a major partner in a new National Science Foundation (NSF) Artificial Intelligence Research Institute focused on adult learning in online education, it was announced today. Led by the Georgia Research Alliance, the National AI Institute for Adult Learning in Online Education (ALOE) is one of 11 new NSF institutes created as part of an investment totaling $220 million. The ALOE Institute will develop new AI theories and techniques for enhancing the quality of online education for lifelong learning and workforce development. According to some projections, about 100 million American workers will need to be reskilled or upskilled over the next decade. With the increase of AI and automation, said Co-Principal Investigator and Georgia Tech lead Professor Ashok Goel, many jobs will be redefined. "There will be some loss of jobs, but mostly we will see individuals needing to learn a new skill to get a new job or to advance their career," said Goel, a professor of computer science and human-centered computing in Georgia Tech's School of Interactive Computing (IC) and the chief scientist with the Center for 21st Century Universities (C21U).

Artificial Intelligence Helps Improve NASA's Eyes on the Sun


A group of researchers is using artificial intelligence techniques to calibrate some of NASA's images of the Sun, helping improve the data that scientists use for solar research. A solar telescope has a tough job. Staring at the Sun takes a harsh toll, with a constant bombardment by a never-ending stream of solar particles and intense sunlight. Over time, the sensitive lenses and sensors of solar telescopes begin to degrade. To ensure the data such instruments send back is still accurate, scientists recalibrate periodically to make sure they understand just how the instrument is changing.

NIST calls for help in developing framework managing risks of AI


The National Institute of Standards and Technology (NIST) -- part of the US Department of Commerce -- is asking the public for input on an AI risk management framework, which the organization is in the process of developing as a way to "manage the risks posed by artificial intelligence." The Artificial Intelligence Risk Management Framework (AI RMF) will be a voluntary document that can be used by developers, evaluators and others as a way to "improve the trustworthiness of AI systems." NIST noted that the request for input comes after Congress and the White House asked the organization to create a framework for AI. Deputy Commerce Secretary Don Graves said in a statement that the document "could make a critical difference in whether or not new AI technologies are competitive in the marketplace." "Each day it becomes more apparent that artificial intelligence brings us a wide range of innovations and new capabilities that can advance our economy, security and quality of life. It is critical that we are mindful and equipped to manage the risks that AI technologies introduce along with their benefits," Graves said.

The Question Medical AI Can't Answer


Artificial intelligence (AI) is at an inflection point in health care. A 50-year span of algorithm and software development has produced some powerful approaches to extracting patterns from big data. For example, deep-learning neural networks have been shown to be effective for image analysis, resulting in the first FDA-approved AI-aided diagnosis of an eye disease called diabetic retinopathy, using only photos of a patient's eye. However, the application of AI in the health care domain has also revealed many of its weaknesses, outlined in a recent guidance document from the World Health Organization (WHO). The document covers a lengthy list of topics, each of which are just as important as the last: responsible, accountable, inclusive, equitable, ethical, unbiased, responsive, sustainable, transparent, trustworthy and explainable AI.

FICO scores leave out 'people on the margins,' Upstart's CEO says. Can AI make lending more inclusive -- without creating bias of its own?


Dave Girouard, the chief executive of the AI lending platform Upstart Holdings Inc. UPST, -2.51% in Silicon Valley, understood the worry. "The concern that the use of AI in credit decisioning could replicate or even amplify human bias is well-founded," he said in his testimony at the hearing. But Girouard, who co-founded Upstart in 2012, also said he had created the San Mateo, Calif.-based company to broaden access to affordable credit through "modern technology and data science." And he took aim at the shortcomings he sees in traditional credit scoring. The FICO score, introduced in 1989, has become "the default way banks judge a loan applicant," Girouard said in his testimony.

200 MPH Autonomous Cars Will Make History in World's First High-Speed Robo-Race


Back in 2004, the Defense Advanced Research Projects Agency (DARPA) Grand Challenge paved the way for autonomous vehicle development. Now, some of the innovators who have competed in that challenge are taking things further as advisors for the Indy Autonomous Challenge (IAC). Organized by Energy Systems Network and the Indianapolis Motor Speedway, IAC is addressed to university teams from all over the world, who will compete for the $1 million grand prize. Hundreds of students from over 40 schools entered the first stage of the challenge. As of this month, the 10 final teams have been established, with more than 200 students from 19 universities.

Will Members of the Military Ever Be Willing to Fight Alongside Autonomous Robots?


A writer and military historian responds to Justina Ireland's "Collateral Damage." The histories of the military and technology often go hand in hand. Soldiers and military thinkers throughout the past have continually come up with new ways to fill the people over there full of holes as a means to encourage them to stop trying to do the same to their opponents. After the introduction of a new weapon or the improvement of an existing one, strategists spend their time trying to come up with the best way to deploy their forces to take advantage of the tools and/or to blunt their effectiveness by devising countermeasures. The development of the Greek phalanx helped protect soldiers from cavalry, the deployment of English longbows helped stymie large formations of enemy soldiers, new construction methods changed the shape of fortifications, line infantry helped European formations take advantage of firearms, and anti-aircraft cannons helped protect against incoming enemy aircraft.

WSU to lead national AI research institute for agriculture


The new institute is one of 11 launched by the National Science Foundation and among two funded by the U.S. Department of Agriculture-National Institute of Food and Agriculture in 2021. It's called the AgAID Institute, which is short for USDA-NIFA Institute for Agricultural AI for Transforming Workforce and Decision Support. While traditional AI development involves scientists making tools and delivering them to end-users, the AgAID Institute will involve the people who will use the AI solutions--from farmers and workers to policy makers--in their development, said Ananth Kalyanaraman, a WSU computer science professor and the lead principal investigator for the Institute. "People are very much part of the agricultural ecosystem. Humans manipulate crops on a daily basis and make complex decisions, such as how to allocate water or mitigate the effects of an incoming storm," said Kalyanaraman, who also holds the Boeing Chair in WSU's School of Electrical Engineering and Computer Science.

Iowa State part of US National Science Foundation newly established artificial intelligence …


One of the 11 institutes, called the AI Institute for Intelligent Cyberinfrastructure with Computational Learning in the Environment (ICICLE), is led by The …