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tam-ng / Survival_Analysis_ICU_24hrs

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Using data within first 24 hours of intensive care to develop a machine learning model that could improve the current patient survival probability prediction system (apache_4a) and is more generalized to patients outside of the US

machine-learning neural-network icu cnn healthcare pca survival-analysis intensive-care wids catboost shapley wids-datathon survival-prediction imputation-methods lgboost
  • Updated Mar 24, 2020
  • Jupyter Notebook

saminens / Women-in-Data-Science-2020

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WiDS Datathon 2020 on patient health through data from MIT’s GOSSIS (Global Open Source Severity of Illness Score) initiative.

correlation kaggle-competition hyperparameter-optimization lightgbm hyperopt feature-engineering mice hyperparameter-tuning shapely adversarial-learning wids adversarial-machine-learning feature-importance impute-algorithm kfold-cross-validation stratified-sampling label-encoding wids-datathon shap-values famcyimpute
  • Updated Mar 10, 2020
  • Jupyter Notebook

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