Designed a differential drive robot capable of indoor autonomous navigation at Robotics Club, IIT Guwahati using Open-Source platform ROS. Achieved 3D mapping of the surrounding (using Visual Odometry on data obtained from Kinect 360 ) and hence implemented concept of SLAM (Simultaneous Localization and Mapping ) using it