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Reinforcement Learning for Health

Reinforcement Learning (RL) is a Machine Learning (ML) paradigm, used for decision-making tasks, where an agent learns to achieve a specified goal, by interacting with its underlying environment. Compared to the widely explored games and physics simulation problems in RL, real-world RL systems must contend with much more technical challenges. We explore the use of RL in healthcare applications.

RL

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  1. RL4T1D RL4T1D Public

    Developing RL-based treatment strategies for Type 1 Diabetes.

    Jupyter Notebook 1 3

  2. G2P2C G2P2C Public

    Reinforcement Learning based Artificial Pancreas Systems for Controlling Blood Glucose in Type 1 Diabetes.

    Jupyter Notebook 17 11

  3. GluCoEnv GluCoEnv Public

    GluCoEnv - Glucose Control Environment, is a simulation environment which aims to facilitate the development of Reinforcement Learning based Artificial Pancreas Systems for Glucose Control in Type …

    Python 14 4

Repositories

Showing 4 of 4 repositories
  • RL4T1D Public

    Developing RL-based treatment strategies for Type 1 Diabetes.

    RL4H/RL4T1D’s past year of commit activity
    Jupyter Notebook 1 MIT 3 0 2 Updated Oct 31, 2024
  • G2P2C Public

    Reinforcement Learning based Artificial Pancreas Systems for Controlling Blood Glucose in Type 1 Diabetes.

    RL4H/G2P2C’s past year of commit activity
    Jupyter Notebook 17 MIT 11 0 0 Updated Oct 30, 2024
  • GluCoEnv Public

    GluCoEnv - Glucose Control Environment, is a simulation environment which aims to facilitate the development of Reinforcement Learning based Artificial Pancreas Systems for Glucose Control in Type 1 Diabetes.

    RL4H/GluCoEnv’s past year of commit activity
    Python 14 MIT 4 0 0 Updated Sep 5, 2024
  • .github Public

    RL4H Team Description

    RL4H/.github’s past year of commit activity
    0 0 0 0 Updated Jun 13, 2024

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