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How to use Machine Learning Toolkit to find a Malicious New Service

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Currently, we run software applications on top of the normal services that are running in the Windows OS. I would like to use the Machine Learning Toolkit app to find an outlier service that is new and has never been registered before. My thoughts are to find a baseline of services that primarily run natively and remove the services that are tied to the software applications we use as well. Is this feasible to find when there are a lot of services that spin up randomly?

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