Reinforcement Learning


The recent achievements of Reinforcement Learning across a wide range of tasks has sparkled a new interest for the topic across the academic and industry community. However it is not yet clear how to successfully use Reinforcement Learning methods beyond video games environments.


We are exploring applications of various Reinforcement Learning techniques to sequential decision systems with long-term reward optimisation such as dynamic pricing, revenue management or recommender systems.