My PC keeps turning on by its self!

You are probably putting it into standby rather than shutting it down. If you use the power button there is an option in power settings to alter what happens when you push the button. If you want it in standby and it keeps waking up it's usually a wake on LAN setting or sometimes a USB device that is allowed to wake the PC.
 

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