How to get chaos features from a set of signals to build a ML classifier based on it?

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I have a set of only two categorise time series signals and my supervisor asked me to get the chaos features from it:
he told me first to get the hilbert huang transform, the get the chaos features from its output, but I coulden't fined how to do this

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