Can you build you own home security system?

Installing the cameras, sensors, wires, etc and then connecting it all to a main computer and then set up the wireless alerting devices - notifying you and then the police department? Is this a difficult project but worthwhile since there is no need for a monthly fee that you pay with other security systems?
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