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You can grab opencv-python from pypi - this is an unoptimised version that works on CPU - more than enough for prototyping.
This is a very dumb and straightforward tutorial that is meant to be a complete newbie intro into face detection. I'll be using OpenCV for this, and python for simplicity, however if you want to scale you might want to rewrite this in C++. Python is great for prototyping so I'll stick with this.