Numenta: "Sparsity Enables 100x Performance Acceleration in Deep Learning Networks"

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The same technique can applied on a GPU rather than an FPGA, but it only provides a 2-3x speedup on a CPU vs. a 112x speedup on an FPGA:

Numenta’s roadmap to AGI: