This is the repository of the project "Harnessing Reinforcement Learning for Neural Motion Planning" for the course Advanced Deep Learning in Robotics. In this work, RL is employed to help a mobile or planar joint robot navigate through an unseen environment around the obstacles within. We make use of different environment representation options and runtime options, the list of which is accessible from the parser script.