Enabling safe and interactive robotic autonomy requires broad technical capabilities for perception, decision-making, and control. Building such capabilities involves numerous complex design decisions and algorithmic challenges. Following upon a first exposure to robotics, this course will provide advanced algorithmic and learning based tools for the development and deployment of intelligent robotic systems. It will focus on presenting state estimation, robotic vision, and learning-based planning and control techniques and present these techniques in different robotic application settings.