Healthy ML

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17 repositories

LEMoN
Public
LEMoN: Label Error Detection using Multimodal Neighbors
Python
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MIT License
•0•2•0•0•Updated Jul 30, 2024Jul 30, 2024
MIMIC_Extract
Public
MIMIC-Extract:A Data Extraction, Preprocessing, and Representation Pipeline for MIMIC-III
Jupyter Notebook
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MIT License
•121•419•29•4•Updated Jul 18, 2024Jul 18, 2024
ORCHID
Public
Organ Retrieval and Collection of Health Information for Donation (ORCHID) Dataset.
orchid organ procurement donor
Jupyter Notebook
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MIT License
•0•0•0•0•Updated Feb 6, 2024Feb 6, 2024
ExplanationsSubpopulations
Public
Measuring the fairness of post-hoc explanations
Python
•2•5•0•0•Updated May 20, 2023May 20, 2023
expl_perf_drop
Public
Attributing model performance changes to distribution shifts in causal mechanisms.
Python
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MIT License
•1•5•0•0•Updated May 17, 2023May 17, 2023
DistDeD
Public
Identifying Medical Dead-ends with Distributional RL
0•0•0•0•Updated Jan 13, 2023Jan 13, 2023
predictive_checklists
Public
Creating predictive checklists from data using integer programming.
Python
•3•6•0•0•Updated Sep 14, 2022Sep 14, 2022
CXR_Fairness
Public
Improving the Fairness of Chest X-ray Classifiers
Jupyter Notebook
•1•14•0•0•Updated Mar 24, 2022Mar 24, 2022
ClinicalDG
Public
An Empirical Framework for Domain Generalization In Clinical Settings
Python
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Other
•5•28•0•0•Updated Mar 21, 2022Mar 21, 2022
CausalDA
Public
Causal data augmentation for pretraining debiasing
Jupyter Notebook
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MIT License
•3•11•0•0•Updated Aug 31, 2021Aug 31, 2021
rl_representations
Public
Learning representations for RL in Healthcare under a POMDP assumption
reinforcement-learning healthcare representation-learning sequential-decision-making-problems offline-rl
Jupyter Notebook
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MIT License
•11•51•1•0•Updated Jul 22, 2021Jul 22, 2021
HurtfulWords
Public
Quantifying biases in BERT embeddings pretrained on MIMIC-III clinical notes
Python
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Apache License 2.0
•9•21•0•0•Updated Mar 26, 2021Mar 26, 2021
confounder-acquisition
Public
Confounding Feature Acquisition for Causal Effect Estimation
Python
•0•1•0•0•Updated Nov 20, 2020Nov 20, 2020
S2SD
Public
(ICML 2021) Implementation for S2SD - Simultaneous Similarity-based Self-Distillation for Deep Metric Learning. Paper Link: https://arxiv.org/abs/2009.08348
deep-learning pytorch metric-learning image-retrieval zero-shot-learning cars196 stanford-online-products cub200-2011 deep-metric-learning
Python
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MIT License
•6•41•0•0•Updated Sep 18, 2020Sep 18, 2020
TieNetReproduction
Public
Python
•6•4•0•0•Updated May 12, 2020May 12, 2020
MIMIC_Generalisation
Public
Code to study the generalisability of benchmark models on non-stationary EHRs.
Python
•5•14•0•0•Updated Aug 7, 2019Aug 7, 2019
MMD-WAE-with-HSIC
Public
Jupyter Notebook
•1•0•0•0•Updated Feb 24, 2019Feb 24, 2019