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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 414 122

  2. rl_representations rl_representations Public

    Learning representations for RL in Healthcare under a POMDP assumption

    Jupyter Notebook 51 11

  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 41 6

  4. ClinicalDG ClinicalDG Public

    An Empirical Framework for Domain Generalization In Clinical Settings

    Python 28 5

  5. HurtfulWords HurtfulWords Public

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

    Python 21 9

  6. MIMIC_Generalisation MIMIC_Generalisation Public

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

    Python 14 5

Repositories

Showing 10 of 17 repositories
  • LEMoN Public

    LEMoN: Label Error Detection using Multimodal Neighbors

    MLforHealth/LEMoN’s past year of commit activity
    Python 2 MIT 0 0 0 Updated Jul 30, 2024
  • MIMIC_Extract Public

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

    MLforHealth/MIMIC_Extract’s past year of commit activity
    Jupyter Notebook 414 MIT 122 29 4 Updated Jul 18, 2024
  • ORCHID Public

    Organ Retrieval and Collection of Health Information for Donation (ORCHID) Dataset.

    MLforHealth/ORCHID’s past year of commit activity
    Jupyter Notebook 0 MIT 0 0 0 Updated Feb 6, 2024
  • ExplanationsSubpopulations Public

    Measuring the fairness of post-hoc explanations

    MLforHealth/ExplanationsSubpopulations’s past year of commit activity
    Python 5 2 0 0 Updated May 20, 2023
  • expl_perf_drop Public

    Attributing model performance changes to distribution shifts in causal mechanisms.

    MLforHealth/expl_perf_drop’s past year of commit activity
    Python 5 MIT 1 0 0 Updated May 17, 2023
  • DistDeD Public

    Identifying Medical Dead-ends with Distributional RL

    MLforHealth/DistDeD’s past year of commit activity
    0 0 0 0 Updated Jan 13, 2023
  • predictive_checklists Public

    Creating predictive checklists from data using integer programming.

    MLforHealth/predictive_checklists’s past year of commit activity
    Python 6 3 0 0 Updated Sep 14, 2022
  • CXR_Fairness Public

    Improving the Fairness of Chest X-ray Classifiers

    MLforHealth/CXR_Fairness’s past year of commit activity
    Jupyter Notebook 14 1 0 0 Updated Mar 24, 2022
  • ClinicalDG Public

    An Empirical Framework for Domain Generalization In Clinical Settings

    MLforHealth/ClinicalDG’s past year of commit activity
    Python 28 5 0 0 Updated Mar 21, 2022
  • CausalDA Public

    Causal data augmentation for pretraining debiasing

    MLforHealth/CausalDA’s past year of commit activity
    Jupyter Notebook 11 MIT 3 0 0 Updated Aug 31, 2021

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