Reinforcement Learning; Robotics; Deep Reinforcement Learning;
Carlos Luis joined the Intelligent Autonomous Systems group in April 2021 as an external Ph.D. student in collaboration with the Bosch Center for Artificial Intelligence (BCAI), working on uncertainty representations for model-based reinforcement learning.
Before starting his Ph.D., he worked as a Software Development Engineer at Amazon, working on the large-scale drone delivery project known as Amazon Prime Air, where he developed safety-critical mission planning components.
During his Ph.D., Carlos is studying how to best represent and use uncertainty information about the environment within reinforcement learning algorithms. The goal is to improve the sample complexity of these algorithms and bring them closer to real-world applications.