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The slowing advances in the efficiency of general-purpose machines has given rise to an era of specialized computing.
In appropriate applications and with specialized computing architectures they might even circumvent the bottleneck of time-consuming memory access, as computation is inherently performed with non-volatile computing states.
Generally, any problem with extreme quantities of data and a sizable number of variables requires specialized computing power.
This Intelligence Community facility will host the power, space, cooling, and communications needed to support specialized computing.
As the computer architecture stalwarts, John Hennessey and David Patterson pointed out at the show that the end of Moore's law and Dennard scaling is giving way to the era of specialized computing to accelerate different domains.
But most crucially for AI, the Tesla V100 is equipped with 640 of so-called Tensor Cores, which are new specialized computing cores designed to run the mathematical operations used in deep learning networks.
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The Movidius Myriad X VPU chip architecture is comprised of a handful of specialized compute engines.
To our knowledge, significant speedups to AHC have only been achieved in specialized computational environments, such as parallel computing [ 11] and graphics hardware acceleration [ 12].
These "sixth-generation" machines followed the earlier "fifth-generation" computing effort to build specialized computers for artificial intelligence.
Using computers to mimic the brain, also known as neuromorphic computing is a rapidly growing area of computer science research that focuses on developing system architectures and specialized computer chips that replicate the way the human brain processes information.
nVidia GPUs are equipped with Compute Unified Device Architecture (CUDA), so applying parallel algorithms is not lim- ited to complex workstations or specialized computers.
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