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Easiest way to use ROS on raspberry Pi 3 is use this image as mentioned here.

This is an image with pre installed ROS Kinetic on Ubuntu 16.04. Also has some good stuff with access points and static IP done for you.

This is by far the fastest method that I have come across.

Works well on my Raspberry Pi 3 B.

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