Reinforcement learning (RL), is enabling exciting advancements in self-driving vehicles, natural language processing, automated supply chain management, financial investment software, and more. This program provides the theoretical framework and practical applications you need to solve big problems.
– Understand the basic principles of RL and learn when RL can be applied to your business problem and how to pose the problem for obtaining maximum gains from RL
– Improve the performance of supervised learning systems by fine-tuning with RL methods
– Understand how to use popular Deep RL algorithms such as DQN and PPO
– Learn techniques for applying Deep RL methods to practical problems when it is impossible to collect large amounts of data