Principal investigator for several funded projects such as C4AI (2020-2025), A3R (2021-2023), and Machine Learning Systems for Digital Twins of Stationary Oil and Gas Production Units (2020-2022). Supervises multiple master's and doctoral students.
Research Experience
Full Professor at the Department of Computer Engineering and Digital Systems, Escola Politécnica of the Universidade de São Paulo. Director of C2D. Member of C4AI. Research focuses on reinforcement learning, autonomous agents, and transfer learning, with application domains including robot soccer, robot navigation, smart homes, ad networks, computational biology, or recommender systems.
Background
Research interests: Artificial Intelligence, considering adaptation, interaction, and decision-making; Focus areas: Machine learning, multiagent systems, and robotics; Long-term research goal is to create complete, robust, and autonomous agents that can learn to interact in complex and dynamic environments.