This is very intresting to “predict” how my Internet connectivity will be in the next 5 minutes cc @phil-d-wilson
Deploy the Internet Speed test project on your device and start gathering data. My recommendation is to check how Youtube or other streaming services affect the bandwith speed from your device, etc. to get a good sample of training data.
Then once you have the Edge Impulse model, you can use the Edge Impulse Linux SDK to gather the ML model into the balena device and start predicting. Find here some examples GitHub - just4give/balena-edge-impulse-linux made by @mithundotdas