Best way to find tasks within a time series? (Time Series Classifier)

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My goal is to detect tasks/patterns within a time series. I want to train a multi task classifier such as an ensemble of one vs one SVM classifiers to find the pretrained tasks within the length of the time series. For context: The time series consists of four parameters and four tasks to be classified, an example of a task could be where two parameters move in a similar way to each other cross each others paths.

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