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To remove the notice I discovered you need to open msconfig navigate to startup then select task manager
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then scroll down to windows defender and disable it when you reboot the notice...

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this is all I see when following your answer

windows defender is turned of on my computer but every time I boot my system windows defender is telling me its turned of is there a way to stop this

(I am using windows 10 pro insider preview...