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Investigate compressed sensing (also known as compressive sensing, compressive sampling, and sparse sampling) in Python, focusing mainly on how to apply it in one and two dimensions to things like sounds and images. Take a highly incomplete data set of signal samples and reconstruct the underlying sound or image.

Although LiDAR and visual cameras receive most of the attention, radar is a vital piece of the jigsaw – albeit with some core drawbacks. With an intelligent software overlay on current instruments, Oculii hopes to reduce such shortcomings and give radar greater capability.