Edge Impulse for Linux is the easiest way to build machine learning solutions on real embedded hardware. The Linux SDKs contain tools that let you collect data from sensors, microphones, and cameras, and can run impulses with full hardware acceleration - with easy integration points to write your own applications.
To build your own applications, or collect data from new sensors, you can use the high-level language SDKs. These use full hardware acceleration, and let you integrate your Edge Impulse models in a few lines of code:
Edge Impulse Linux models are delivered in an .eim binary format. This is an executable that contains your signal processing and ML code, compiled with optimizations for your processor or GPU (e.g. NEON instructions on ARM cores) plus a very simple IPC layer (over a Unix socket). See our Linux EIM executable guide to learn more.
Different development board? Probably no problem! You can use the Linux x86_64 getting started guide to set up the Edge Impulse for Linux CLI tool, and you can run your impulse on any x86_64, ARMv7 or AARCH64 Linux target. For support please head to the forums.