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Hey, I'm Mark 👋

Reinforcement Learning Engineer @ Anyscale | Open Source Maintainer | PhD in Deep Explainable RL

🚀 RL Engineer at Anyscale, working on RLlib to scale reinforcement learning from research to production

🏛️ Led maintainer of Gymnasium & Gym — the standard APIs powering RL research worldwide | Core team @ Farama Foundation

🎓 Completed a PhD in Explainable RL at the University of Southampton in 2025 exploring how to explaining agent's decision-making about their future intentions.

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  1. Farama-Foundation/Gymnasium Farama-Foundation/Gymnasium Public

    An API standard for single-agent reinforcement learning environments, with popular reference environments and related utilities (formerly Gym)

    Python 10.5k 1.2k

  2. temporal-reward-decomposition temporal-reward-decomposition Public

    Implementation of "Explaining an Agent’s Future Beliefs through Temporally Decomposing Future Reward Estimators"

    Python 3

  3. temporal-explanations-4-drl temporal-explanations-4-drl Public

    Implementation of "Temporal Explanations for Explainable Reinforcement Learning"

    Jupyter Notebook

  4. Farama-Foundation/Arcade-Learning-Environment Farama-Foundation/Arcade-Learning-Environment Public

    The Arcade Learning Environment (ALE) -- a platform for AI research.

    C++ 2.4k 454