DataGrade CEO Joe Toscano says the danger with artificial intelligence programs is'how fast it's moving' as Elon Musk calls for a six month pause on new AI. The United Nations Educational, Scientific and Cultural Organization (UNESCO) called Thursday for countries to implement its global ethical framework immediately following pleas by more than a thousand tech workers for a pause in the training of the most powerful artificial intelligence (AI) systems. The agency said in a release that the "Recommendation on the Ethics of Artificial Intelligence" provides all necessary safeguards. "The world needs stronger ethical rules for artificial intelligence: this is the challenge of our time. UNESCO's Recommendation on the ethics of A.I. sets the appropriate normative framework. Our member states all endorsed this recommendation in November 2021. It is high time to implement the strategies and regulations at national level," Audrey Azoulay, UNESCO's director-general, said in a statement.

Tesla's first-ever "Investor Day," hosted by CEO Elon Musk and his leadership team at the carmaker's Gigafactory in Texas on Wednesday, didn't quite end up being the sweeping, transformative moment that Tesla fans and funders had anticipated. Not for lack of promise--the event was chock-full of ambition, like a new "Master Plan" to have Tesla lead the clean-energy transition by expanding its green-tech manufacturing into products like heat pumps and batteries for energy storage. Also teased: a Gigafactory buildout in Mexico, an improved Supercharger, and two potential new vehicle models. But it was apparently a letdown: Musk demurred when asked for hard details on new Tesla products, and the company's stock--still the primary driver of the CEO's wealth--fell by about 7 percent following the event. To judge by the internet's reception, the most notable moment happened not during the core presentation, but during a Q&A at the very end, when an audience asked Musk about the artificially intelligent elephant in the room: "I'm curious for your thoughts on how generative A.I. and these rapid breakthroughs in A.I. in the last months could help you make cars less hard to make." Musk's closing response made for the most sober, halting portion of the entire four-hour event.

The recent abundance of data on electricity consumption at different scales opens new challenges and highlights the need for new techniques to leverage information present at finer scales in order to improve forecasts at wider scales. In this work, we take advantage of the similarity between this hierarchical prediction problem and multi-scale transfer learning. We develop two methods for hierarchical transfer learning, based respectively on the stacking of generalized additive models and random forests, and on the use of aggregation of experts. We apply these methods to two problems of electricity load forecasting at national scale, using smart meter data in the first case, and regional data in the second case. For these two usecases, we compare the performances of our methods to that of benchmark algorithms, and we investigate their behaviour using variable importance analysis. Our results demonstrate the interest of both methods, which lead to a significant improvement of the predictions.

Outgoing Secretary-General of the Organisation for Economic Co-operation and Development (OECD) ... [ ] Angel Gurria applauds as new Secretary-General of the Organisation for Economic Cooperation and Development (OECD) Mathias Cormann, of Australia, takes over at the OECD headquarters in Paris, Tuesday, June, 1 2021. A recent study from the Pew Research Center showed that 53% of people in 20 countries feel that artificial intelligence has been a good thing for society. While over half the world's population has a positive view of AI, this means that one in every three people in these countries are concerned about the impacts AI can have on society. How do we ensure that AI is trustworthy and its benefits are shared by all? As the statistics show, while there is incremental improvement, there is still a level of hesitancy and suspicion towards AI among the citizens around the world.

The issues of ethical development and deployment of applications using artificial intelligence (AI) technologies is rife with nuance and complexity. Because humans are diverse -- different genders, races, values and cultural norms -- AI algorithms and automated processes won't work with equal acceptance or effectiveness for everyone worldwide. What most people agree upon is that these technologies should be used to improve the human condition. There are many AI success stories with positive outcomes in fields from healthcare to education to transportation. But there have also been unexpected problems with several AI applications including facial recognition and unintended bias in numerous others.

Google's AI chief has spoken out about what he feels are misconceptions and overstated dangers surrounding intelligent machines. John Giannandrea took particular aim at'unreasonable concerns' over the arrival of general artificial intelligence, or robots that can think like humans. Although he failed to name tech entrepreneur Elon Musk, who has been particular vocal over his fears about the technology, many have inferred this connection. Google's AI chief has spoken out about what he feels are misconceptions and overstated dangers surrounding intelligent machines. John Giannandrea took particular aim at'unreasonable concerns' over the arrival of robots that can think like humans Mr Giannandrea was born in Scotland.

"Artificial intelligence is the future not only of Russia but of all of mankind ... Whoever becomes the leader in this sphere will become the ruler of the world." Russian President Vladimir Putin made this statement to a group of students two weeks ago. Shortly thereafter, Tesla's Elon Musk, who has worried publicly about the hazards of artificial intelligence (AI) for years now, posted an ominous tweet in response to Putin's remarks. "China, Russia, soon all countries w/ strong computer science," he wrote. It's tempting to dismiss Musk's tweet as alarmist, but is it?

Elon Musk says global race for artificial intelligence will cause World War III. A race toward "superiority" between countries over artificial intelligence will be the most likely cause of World War III, warns entrepreneur Elon Musk. May be initiated not by the country leaders, but one of the AI's, if it decides that a prepemptive strike is most probable path to victory Musk has emerged as a critic of AI safety, seeking ways for governments to regulate the technology before it gets out of control. Last month, Musk warned fears over the security of AI are more risky than the threat of nuclear war from North Korea.

Elon Musk, CEO of SpaceX and Tesla, appears during the International Space Station Research and Development Conference on July 19, 2017. A race toward "superiority" between countries over artificial intelligence will be the most likely cause of World War III, warns entrepreneur Elon Musk. The CEO of Tesla and SpaceX has been outspoken about his fears of AI, urging countries to consider regulations now before the technology becomes more widely used. The comments were sparked by comments from Russian President Vladimir Putin, who said the country leading the way in AI "will become ruler of the world," reports news site RT. "It begins," said Musk in an earlier tweet ahead of his warning about the potential risks.