Lectures related to Safe Learning for Autonomous Systems

Policy Gradient and Actor-Critic Methods: Eligibility Traces Explained

Discusses policy gradient and actor-critic methods, focusing on eligibility traces and their application in reinforcement learning tasks.

Acquiring Data for Learning

Explores training robots through reinforcement learning and learning from demonstration, highlighting challenges in human-robot interaction and data collection.

Model-based versus Model-free Reinforcement Learning

Compares model-based and model-free reinforcement learning, highlighting the advantages of the former in adapting to reward changes and planning future actions.

Introduction to Game Theory Log in to Mediaspace to watch this video

Covers game theory fundamentals, Nash equilibrium, and strategic interactions in multi-agent systems.

Markov Games: Concepts and Applications in Reinforcement Learning Log in to Mediaspace to watch this video

Covers Markov games, their dynamics, equilibria, and applications in reinforcement learning.

Static Games: Introduction to Game Theory Concepts Log in to Mediaspace to watch this video

Covers the basics of static games and introduces key game theory concepts, including the Prisoner's Dilemma and Nash Equilibrium.

Game Theory Applications: Project Proposals and Examples Log in to Mediaspace to watch this video

Provides guidance on project proposals in game theory, showcasing past examples and emphasizing problem formulation and mathematical modeling.

Zero-Sum Games: Concepts and Applications Log in to Mediaspace to watch this video

Covers zero-sum games, focusing on Nash equilibria, security strategies, and their applications in various scenarios.

Game Theory: Stackelberg and Backward Induction Log in to Mediaspace to watch this video

Discusses Stackelberg games and backward induction, illustrating game theory concepts through examples and applications in real-world scenarios.

Potential Games: Best-Response Dynamics and Equilibria Log in to Mediaspace to watch this video

Covers potential games, their properties, and the convergence of best-response dynamics to Nash equilibria.

Multi-Agent Systems: Traffic Management and Pricing Strategies Log in to Mediaspace to watch this video

Covers multi-agent systems in traffic management and dynamic pricing strategies using game theory.

Intelligent Agents: Making Decisions and Planning Log in to Mediaspace to watch this video

Covers intelligent agents, decision-making, planning, machine learning, and game theory.

Game Theory: Learning in Finite Action Games Log in to Mediaspace to watch this video

Covers learning dynamics in finite action games and explores various types of equilibria, including correlated and coarse correlated equilibria.

Multistage Games: Extensive Form and Feedback Strategies Log in to Mediaspace to watch this video

Explores multistage games, focusing on extensive form and feedback strategies, including Nash equilibria and backward induction methods.

Project-Based Learning in Communications and Robotics Log in to Mediaspace to watch this video

Introduces a project-based course in communications and robotics, emphasizing practical projects and independent learning to prepare students for real-world challenges.

Introduction to Reinforcement Learning: Key Concepts and Applications Log in to Mediaspace to watch this video

Introduces reinforcement learning, covering its definitions, applications, and theoretical foundations, while outlining the course structure and objectives.

Learning and Control for Complex Systems Log in to Mediaspace to watch this video

Explores learning and control for complex systems, addressing challenges and opportunities in technology and interdisciplinary research.

Learning Agents: Exploration-Exploitation Tradeoff Log in to Mediaspace to watch this video

Explores the exploration-exploitation tradeoff in learning unknown effects of actions using multi-armed bandits and Q-learning.

Convex Games: Applications and Equilibria Log in to Mediaspace to watch this video

Covers convex games, their equilibria, and applications in various fields such as traffic and electricity markets.

Multiagent Systems: Planning and Coordination Log in to Mediaspace to watch this video

Explores the use of multi-agent systems for planning, coordination, and task assignment among heterogeneous agents.