@ManChild001 here is something to get you salivating.A very good...

@ManChild001 here is something to get you salivating.

A very good presentation from Qualcomm - Enabling On device learning at scale 30 October 2021. An enlightening watch, especially after the talk of the capabilities of the Snapdragon 8 gen 1 chip.

To me it really looks like Qualcomm could be "paddling around in our pool but it will probably require the once-over from @BarrelSitter though.
It's well presented and watchable but if you just want an overview I have listed some subject timings, some of which might sound familiar to holders.

2.10 Smart phone, smart home, smart city, smart factory.
3.00 On device learning
11.20 Few shot learning

18.00 Federated learning (sharing/updating learning with other devices)
28.00 Reducing complexity through quantitisation
40.00 Summary- broad range of research directions for on device learning
45.00 Q & A

https://www.qualcomm.com/videos/webinar-enabling-device-learning-scale
Or on YouTube
https://youtu.be/Y3mnHoAC

TT