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Reinforcement Learning
πŸ€–
Reinforcement Learning

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jcformanek/README.md

πŸ‘‹ Hi, I'm Claude Formanek (jcformanek)

Machine Learning Research Engineer | Final Year PhD Student @ University of Cape Town


πŸ”Ž About Me

  • πŸŽ“ PhD candidate in Multi-agent Reinforcement Learning, University of Cape Town (UCT)
  • 🧠 Member of Shocklab research group at UCT
  • πŸ§‘β€πŸ€β€πŸ§‘Cooperative AI Foundation PhD Fellow
  • 🌍 Based in Cape Town, South Africa

πŸ› οΈ Skills & Tools

  • Python
  • JAX
  • PyTorch & TensorFlow 2
  • Multi-agent RL & Offline RL

πŸš€ Projects & Publications

  • πŸ‘ΎOffline MARL Benchmarking Code: Open-source repository og-marl.
  • πŸ“ Offline MARL Benchmarking Paper: Published at NeurIPS 2024.

🌐 Connect with Me


πŸ—ΊοΈ Interests

  • Multi-agent AI systems
  • Reinforcement learning
  • Open science, reproducible research

β€œAdvancing the frontier of multi-agent intelligence.”

Pinned Loading

  1. instadeepai/og-marl instadeepai/og-marl Public

    Datasets with baselines for Offline MARL.

    Python 196 14

  2. instadeepai/Mava instadeepai/Mava Public

    🦁 A research-friendly codebase for fast experimentation of multi-agent reinforcement learning in JAX

    Python 870 119

  3. deep-learning-indaba/indaba-pracs-2022 deep-learning-indaba/indaba-pracs-2022 Public

    Notebooks for the Practicals at the Deep Learning Indaba 2022.

    Jupyter Notebook 178 45

  4. instadeepai/selective-reincarnation-marl instadeepai/selective-reincarnation-marl Public

    Official repository for Reduce, Reuse, Recycle: Selective Reincarnation in Multi-Agent Reinforcement Learning paper, accepted at the Reincarnating RL workshop at ICLR 2023.

    Python 5 1