Deepmind X Ucl Rl Lecture

Research Scientist Hado van Hasselt introduces the reinforcement learning course and explains how reinforcement learning ... Research Scientist Hado van Hasselt covers policy algorithms that can learn policies directly and actor critic algorithms that ... Research Scientist Hado van Hasselt looks at why it's important for learning agents to balance exploring and exploiting acquired ... Research Engineer Matteo Hessel talks practical considerations and algorithms for deep reinforcement learning, including how to ... Research Engineer Matteo Hessel explains how to learn and use models, including algorithms like Dyna and Monte-Carlo tree ... Research Scientist Hado van Hasselt covers prediction algorithms for policy improvement, leading to algorithms that can learn ...

Research Scientist Hado van Hasselt takes a closer look at model-free prediction and its relation to Monte Carlo and temporal ... Research Scientist Diana Borsa explains how to solve MDPs with dynamic programming to extract accurate predictions and good ... Neural networks are the models responsible for the deep learning revolution since 2006, but their foundations go as far as to ... Research Scientist Hado van Hasselt discusses multi-step and off policy algorithms, including various techniques for variance ...