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I have accelerometer and gyroscope data generated at 119 Hz. I have magnetometer data generated at 20 Hz. I would like to build 2D-CNN based on this data.

One solution is that decreasing the freq. of accelerometer and gyroscope to 20 Hz. to build 2D architecture. However, in this case I am losing some information.

What is the efficient way of handling such a case?

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