I want to have remote devices with my ML application instences running, and collecting, data, which is stored in JSON and presisted on Local MangoDB.
I have some engineering tasks, that I need to accomplish before this setup makes sense.
Step1: being able to remotly deploy and maintain the application (the application is already docarized), hence the use of Balena.IO makes sence.
Step2: Remote device (Jetson TX2) connected to internet via 3G modam (This is the challange I am facing now, as the 3G modem is not direclty supported within the Jetson Device, so bought a extender which will interface with the 3G modem and provide a wifi hotspot to the Jetson device,) Does anyone have a better solution?
Step3: Presisting local MangoDB( already running) and a central location to store all devices inferance data, with which I need some guidence on how to approch it.
Looking forward to any insights that any one can provide.