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Edge Impulse is a cloud-based machine learning operations (MLOps) platformfor developing embedded and edge ML (TinyML) systems that can be deployed to awide range of hardware targets. Current TinyML workflows are plagued byfragmented software stacks and heterogeneous deployment hardware, making MLmodel optimizations difficult and unportable. We present Edge Impulse, apractical MLOps platform for developing TinyML systems at scale. Edge Impulseaddresses these challenges and streamlines the TinyML design cycle bysupporting various software and hardware optimizations to create an extensibleand portable software stack for a multitude of embedded systems. As of Oct.2022, Edge Impulse hosts 118,185 projects from 50,953 developers.

Edge Impulse: An MLOps Platform for Tiny Machine Learning