Inverse Reinforcement Learning for epidemiology

Oct 26, 2023 · 1 min read

There is a big challenge into designing a manual reward function to optimize sequential decision making during epidemics/pandemics.

Thus, I proposed to use Inverse Reinforcement Learning (IRL) to directly learn a reward function to mitigate epidemics/pandemics using COVID-19 data.

Epidemiology Reinforcement Learning Inverse Reinforcement Learning
Gustavo De Mari Pereira
Authors
Gustavo De Mari Pereira (he/him)
Data Scientist & Machine Learning Engineer
M.S. in Computer Science from IME-USP, focused on Reinforcement Learning. Founder of 2 companies, 10+ years of experience working with large-scale databases and building end-to-end ML pipelines. Kaggle competitor and Scikit-learn contributor.