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" ... If you’re wondering if this level of performance is really needed, consider that the recently published mlperf AI benchmarks by Google and NVIDIA achieved a ~2-hour training record using AI supercomputers costing tens of millions of US dollars. As Greg Daimos, Sr. Researcher at Baidu, shared, “Training large models on very large data sets would take months or years of critical path compute time, making these training runs impractical for any real-world problem on existing systems.” This leads to the conclusion that the industry is still 2-4 orders of magnitude away from anything approaching interactive training of Deep Neural Networks. This jives with Cerebras’ goal to deliver 1000 times the performance of the state of the art. Meanwhile, the newer networks being developed and trained are increasingly complex and deep, so the chip industry must scale dramatically to keep pace with the performance appetite of research scientists. ... "
" ... Often when the subject of innovation and having a strategy for promoting change is brought up, skeptics say, “Isn’t like trying to bottle lightning?”. This jives with the popular idea of innovation; lightning strikes the lone genius sequestered in the garret, they come down from on high clutching the tablets of change which when read aloud and popularized, changes the course of humanity. Ben Franklin was never struck by lightning. Franklin, of the famous kite-lightning experiment, was lucky that lightning never struck his kite, or he would have been frizzled and fried to a crisp and not in any shape to midwife the constitution about 25 years later. ... "
" ... She emphasizes, “I don't regret the physical toll these weekend installs take on me. I love it all, but I want to make sure I’m not downplaying how difficult pulling this off is. Just because I’m doing something I am passionate about doesn't mean it always jives with happy Taylor Swift lyrics. It is hard work, it is manual labor, it pushes me to my absolute physical and emotional limit. But if you do what you love, you push through because you know it’s worth it. Because it is.” ... "
" ... That jives with research from Amadeus, one of the world’s largest online travel selling platforms and provider of technology to airlines, hotels and other travel companies. Katie Moro, Vice President of Data Partnerships for Amadeus’s hospitality business, said top Thanksgiving holiday vacation destinations this year tend to be secondary or even tertiary vacation destinations in warm climates warm climates that lend themselves well to social distancing and outdoor activities. Such top destination markets include Moab, Utah; Sedona, Ariz.; and Key West, Fla., where Amadeus shows hotel occupancies already booked at 70% or higher rates with a week still to go until Thanksgiving. On the other side of the coin, Moro said locations from which appears the largest number of people departing for their Thanksgiving vacations are all large, heavily populated metropolitan areas including, greater New York City, greater Los Angeles, great Atlanta, the Dallas-Fort Worth metroplex, greater Chicago, greater Houston, great Washington, D.C., the Miami-and-South Florida region, the San Francisco Bay area, and greater Philadelphia. ... "
" ... The first one comes from a special supplement to the Census, the Displaced Worker survey, which collects information on workers who lose their job to plant closings or insufficient hours, which is a pretty good proxy for automation that either directly replaces workers with a robot, ships production overseas, or reduces hours through more efficient scheduling. In 1994, the median gainfully employed worker retained 98% of their old wages at least one year after losing their job, and by 2016, new wages were 8% higher than old wages. This generally jives with a working paper from economist Henry Farber, who also found that, in some cases, the drop from displaced wages was getting slightly less severe over time for people with full time jobs. ... "