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@MLforHealth

Healthy ML

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  1. MIMIC_Extract MIMIC_Extract Public

    MIMIC-Extract:A Data Extraction, Preprocessing, and Representation Pipeline for MIMIC-III

    Jupyter Notebook 446 128

  2. rl_representations rl_representations Public

    Learning representations for RL in Healthcare under a POMDP assumption

    Jupyter Notebook 55 13

  3. S2SD S2SD Public

    (ICML 2021) Implementation for S2SD - Simultaneous Similarity-based Self-Distillation for Deep Metric Learning. Paper Link: https://arxiv.org/abs/2009.08348

    Python 43 6

  4. ClinicalDG ClinicalDG Public

    An Empirical Framework for Domain Generalization In Clinical Settings

    Python 30 5

  5. HurtfulWords HurtfulWords Public

    Quantifying biases in BERT embeddings pretrained on MIMIC-III clinical notes

    Python 24 10

  6. MIMIC_Generalisation MIMIC_Generalisation Public

    Code to study the generalisability of benchmark models on non-stationary EHRs.

    Python 14 5

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