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" ... In contrast, cost rules supreme in the commercial world, creating strong incentives to adopt damaging optimizations like aggressive sampling and reduced numerical precision or dangerous implementation shortcuts that can invalidate results. In the deep learning space many of these tradeoffs are exposed to developers, but those without a background in the underlying mathematics may not fully understand the ramifications of their decisions when opting to prioritize speed over accuracy to reduce the size and execution time of their models. ... "
" ... What if you had your own analytics that told you which specific sites and apps were fraudulent, instead of just a number like “27% IVT” within the first week the campaign was turned on? You could then add those domains and apps to your block list, or remove them from your include list, so ads can be shown on better sites and mobile apps for the rest of the campaign. In other words, more ads will be shown to humans, less money will go to fraudsters, and your ads can have greater marketing impact because you were able to make the changes while the campaign was still running. Imagine being able to make these optimizations week after week, to make your campaigns progressively better as they run. ... "
" ... When the fear of going without leads to the risk of going out, intelligent data-driven logistics and real-time shipment and routing optimizations become not mere matters of efficiency, but matters of essential public health and safety. ... "
" ... With Intel Select Solutions, the company is even building “near”-engineered solutions to the table with Select Solutions, an indication that it is moving up the food chain and enabling a much larger market-basket. I’m not surprised by this move as Intel has historically moved into the OEM and ODM territory when it made sense for them. Intel has historically done solutions testing and optimizations, and now with the work and bigger market basket opportunity for targeted workloads, why not package it all up and put huge marketing dollars behind it? ... "
" ... “Within this new normal, increased IAQ practices, equipment optimizations from the shutdown and building system recalibration will take time and capital . . . However, some building owners are taking advantage of this time to simultaneously incorporate technologies capable to addressing both concerns.” ... "