Healthy ML

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1. MIMIC_Extract MIMIC_ExtractPublic

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

   Jupyter Notebook 489 131

2. rl_representations rl_representationsPublic

   Learning representations for RL in Healthcare under a POMDP assumption

   Jupyter Notebook 58 14

3. S2SD S2SDPublic

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

   Python 44 6

4. ClinicalDG ClinicalDGPublic

   An Empirical Framework for Domain Generalization In Clinical Settings

   Python 30 5

5. HurtfulWords HurtfulWordsPublic

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

   Python 26 10

6. MIMIC_Generalisation MIMIC_GeneralisationPublic

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

   Python 15 5