Using an FPGA to decode EEG data #1456
danielflood
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Very cool! Thanks for sharing this! |
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Hey guys,
I just finished working on a project that uses FINN to compile a Deep CNN model with 250k+ params. It performs well even down at 2-bit precision and I got it fit it on my Arty Z720 where it can process over 100fps. The prediction task is to decode EEG data and predict which hand the subject is clenching.
To add FINN as a dependency I created my own dockerfile to wrap the FINN base image and install my own requirements. I then created my own version of the run-docker.sh file so that it opens in my own notebooks directory and follows a similar flow to the provided examples.
You can checkout my repo here.
Ps, here's a screenshot of some interesting results on the affects of quantization on prediction accuracy.

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