Learning how to approve updates to machine learning algorithms

Published at ACM Conference on Healthcare, Inference, and Learning 2021. Manuscript availabe at [https://dl.acm.org/doi/10.1145/3450439.3451864]

Installation

We recommend creating a virtual environment with Python 3.6.7 and installing packages listed in requirements.txt.

We use nestly + SCons to run simulations and data analyses. Activate the virtual environment and then run scons <experiment_folder_name>.

General pipeline

See simulation_* and experiment_* to reproduce the experiments in the paper.