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Highly recommended resources for SLAM newbies (Lecture, Reviewed paper, Books, Tutorial, etc)
SLAM Course by Cyrill Stachniss, University of Freiburg. Winter 2013. Assigments
A simple and tiny SLAM frame for beginner