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Open Hardware/Modding Leftovers

Submitted by Roy Schestowitz on Wednesday 23rd of June 2021 08:13:15 PM Filed under
Hardware
»

Benchmarking TinyML with MLPerf Tiny Inference Benchmark

Submitted by Roy Schestowitz on Wednesday 23rd of June 2021 08:35:50 PM.
  • Benchmarking TinyML with MLPerf Tiny Inference Benchmark - CNX Software

    As machine learning moves to microcontrollers, something referred to as TinyML, new tools are needed to compare different solutions. We’ve previously posted some Tensorflow Lite for Microcontroller benchmarks (for single board computers), but a benchmarking tool specifically designed for AI inference on resources-constrained embedded systems could prove to be useful for consistent results and cover a wider range of use cases.

    That’s exactly what MLCommons, an open engineering consortium, has done with MLPerf Tiny Inference benchmarks designed to measure how quickly a trained neural network can process new data for tiny, low-power devices, and it also includes an optional power measurement option.

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