Reinforcement Learning

Finding Meaning in Sparse Rewards featured image

Finding Meaning in Sparse Rewards

Some problems in life are inherently sparse. You can work hard, make many decisions, and still receive little or no feedback. Imagine working on a large research project you …

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Gustavo De Mari Pereira
Ranking Counter-Strike 2 teams using Bradley-Terry model featured image

Ranking Counter-Strike 2 teams using Bradley-Terry model

Introduction When I was younger, I enjoyed playing Counter-Strike (CS) with my friends. I started with version 1.5, then moved on to 1.6, and later played CS:GO. Nowadays, I’m more …

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Gustavo De Mari Pereira
Inverse Reinforcement Learning for epidemiology featured image

Inverse Reinforcement Learning for epidemiology

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 …