OpenBCI sells electrode caps which they claim are sufficient for sleep studies, unfortunately IIRC they are somewhat inconvenient because the electrodes require wetting and/or gel which must be applied to each electrode every time the cap is worn. I have yet to shell out the $500+ to give it a try, but that's still way cheaper than medical grade devices.
Do you know of any good resources for someone with a background in stats/ml but no neuroscience knowledge who wants to learn more as a hobbyist?
However it's really, really hard to get _useful_ data about one's sleep. The results computed by Muse are garbage. The only successful product I know is Dreem [2] but they've exited the consumer market.
At the moment, I think the easiest way is to get an ECG (yep, for the heart, not the head) and process the readings using z3score-hrv [3].
[0]: https://choosemuse.com/muse-s/
[1]: https://github.com/alexandrebarachant/muse-lsl
[2]: https://dreem.com/
[3]: https://medium.com/neurobit-technologies/clinical-grade-slee...