rvandewater
PhD candidate in Medical Event Prediction at Hasso Plattner Institute. Affiliated with the Charité hospital (Berlin, Germany) and Mount Sinai (NY, USA)
Hasso Plattner InstituteBerlin
Pinned Repositories
.github
anhp-andtt
Codebase for Attentive Neural Hawkes Process (A-NHP) and Attentive Neural Datalog Through Time (A-NDTT)
auton-survival
Auton Survival - an open source package for Regression, Counterfactual Estimation, Evaluation and Phenotyping with Censored Time-to-Events
CASS-PROPEL
Complete evaluation of traditional "SK-learn like" machine learning models for post-operative complications This repository serves to evaluate the performance of traditional machine learning models available from Scikit-learn for the prediction of post-operative complications.
GUIDataFarm
🧑🌾Expand your Training Limits! Human-in-the-Loop guided Training Data Generation for ML-based Data Management
MEDS-DEV-AUMC
Platform for Inductive Experiments over Medical Data
ReciPys
🥧ReciPys: easily define and execute preprocessing and feature engineering steps on Polars and Pandas dataframes.
YAIB
🧪Yet Another ICU Benchmark: a holistic framework for the standardization of clinical prediction model experiments. Provide custom datasets, cohorts, prediction tasks, endpoints, preprocessing, and models. Paper: https://arxiv.org/abs/2306.05109
YAIB-cohorts
🏥Generate task cohort for the YAIB framework.
YAIB-models
🧠Models trained for the publication of Yet Another ICU Benchmark
rvandewater's Repositories
rvandewater/YAIB
🧪Yet Another ICU Benchmark: a holistic framework for the standardization of clinical prediction model experiments. Provide custom datasets, cohorts, prediction tasks, endpoints, preprocessing, and models. Paper: https://arxiv.org/abs/2306.05109
rvandewater/YAIB-cohorts
🏥Generate task cohort for the YAIB framework.
rvandewater/ReciPys
🥧ReciPys: easily define and execute preprocessing and feature engineering steps on Polars and Pandas dataframes.
rvandewater/CASS-PROPEL
Complete evaluation of traditional "SK-learn like" machine learning models for post-operative complications This repository serves to evaluate the performance of traditional machine learning models available from Scikit-learn for the prediction of post-operative complications.
rvandewater/YAIB-models
🧠Models trained for the publication of Yet Another ICU Benchmark
rvandewater/MEDS-DEV-AUMC
Platform for Inductive Experiments over Medical Data
rvandewater/.github
rvandewater/anhp-andtt
Codebase for Attentive Neural Hawkes Process (A-NHP) and Attentive Neural Datalog Through Time (A-NDTT)
rvandewater/auton-survival
Auton Survival - an open source package for Regression, Counterfactual Estimation, Evaluation and Phenotyping with Censored Time-to-Events
rvandewater/Circle-of-Life
A game in Haskell
rvandewater/EasyTemporalPointProcess
EasyTPP: Towards Open Benchmarking the Temporal Point Processes
rvandewater/GUIDataFarm
🧑🌾Expand your Training Limits! Human-in-the-Loop guided Training Data Generation for ML-based Data Management
rvandewater/HiTANet_ICU
rvandewater/EventStreamGPT
Dataset and modelling infrastructure for modelling "event streams": sequences of continuous time, multivariate events with complex internal dependencies.
rvandewater/functime
Time-series machine learning at scale. Built with Polars for embarrassingly parallel feature extraction and forecasts on panel data.
rvandewater/IMDb-Flink-Jobs
rvandewater/IMDB_Jobs_DataFarm
rvandewater/MEDS_TAB_AUMC
rvandewater/MEDS_Tabular_AutoML
Limited automatic tabular ML pipelines for generic MEDS datasets.
rvandewater/recipys-paper
Tools to create JOSS/JOSE publishing artifacts
rvandewater/rvandewater
Readme for me.
rvandewater/rvandewatersite
💎 🐳 A super customizable Jekyll theme for personal site, team site, blog, project, documentation, etc.
rvandewater/scikit-optimize
Sequential model-based optimization with a `scipy.optimize` interface. Includes latest fixes for NumPy 1.24 compatibility
rvandewater/xmen
✖️MEN - A Modular Toolkit for Cross-Lingual Medical Entity Normalization