In the first half there will be an introduction on standard SLAM technices including (landmark based) EKF-SLAM and FastSLAM, as well as a brief overview of grid based SLAM (especially GMapping).
In the second half a relatively new approach called SAM (Smoothing And Matching) will be presented, which can be used to solve the SLAM problem as well as some related problems (e.,g. calibration).