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An RL approach to weaning of mechanical ventilation in ICU

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VentRL

This repository comprises work on an RL approach to weaning of mechanical ventilation in ICU, based on this paper.

Data

The code assumes access to the MIMIC-III database: https://mimic.physionet.org/. To run the project from the included files, a local postgres SQL server must be installed and the MIMIC-III database must be set up as described in https://github.com/MIT-LCP/mimic-code/tree/master/buildmimic.

Dependencies

  • python 2.7
  • numpy
  • pandas
  • os
  • pickle
  • psycopg2
  • scikit-learn
  • scipy
  • matplotlib
  • seaborn

This is research level code, and will continue to be updated. If you have any questions/comments, please email [email protected]. Thanks!

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An RL approach to weaning of mechanical ventilation in ICU

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