How to handle complex data?

For multiple sensors, each sensor has multiple data sets, and each data set contains data following different patterns. How should this be handled?
The data I need to handle is extremely complex. Are there any better ways to accomplish it?

Hello @qht955 first of all welcome to the Edge Impulse community!

Could you please share more details about the type of sensors are you using?

Did you try sensor fusion? I would recommend to explore this way

Let us know if this makes sense!