mmcdermott / AUC_is_all_you_needLinks
Analyzing different ML model comparison metrics
☆15Updated last year
Alternatives and similar repositories for AUC_is_all_you_need
Users that are interested in AUC_is_all_you_need are comparing it to the libraries listed below
Sorting:
- Limited automatic tabular ML pipelines for generic MEDS datasets.☆18Updated 2 months ago
- Sample end-to-end pipeline over MIMIC-IV demonstrating the Event Stream GPT code base.☆16Updated last year
- The MEDS Decentralized Extensible Validation (MEDS-DEV) Benchmark: Establishing Reproducibility and Comparability in ML for Health☆29Updated last week
- Resources for Machine Learning Explainability☆86Updated last year
- Package to estimate the grouping loss of a classifier, based on the paper "Beyond calibration: estimating the grouping loss of modern neu…☆10Updated 10 months ago
- ☆29Updated 4 years ago
- Code repository for the paper : Causal thinking for decision making on Electronic Health Records: why and how☆19Updated last year
- A simple set of MEDS polars-based ETL and transformation functions☆35Updated 3 months ago
- Official repository of "EHR-SeqSQL : A Sequential Text-to-SQL Dataset For Interactively Exploring Electronic Health Records" (ACL 2024 Fi…☆16Updated last year
- [ICLR 2025] ACES: Automatic Cohort Extraction System for Event-Streams☆37Updated 3 weeks ago
- ☆63Updated 2 years ago
- An updated version of eICU Benchmark with an updated problem definition on LoS and Decompensation tasks☆11Updated 4 years ago
- A Python Package providing two algorithms, DAME and FLAME, for fast and interpretable treatment-control matches of categorical data☆62Updated 3 months ago
- Code for ICML 2021 paper "Regularizing towards Causal Invariance: Linear Models with Proxies" (ICML 2021)☆11Updated 3 years ago
- The Medkit-Learn(ing) Environment: Medical Decision Modelling through Simulation (NeurIPS 2021) by Alex J. Chan, Ioana Bica, Alihan Huyuk…☆29Updated 3 years ago
- UniHPF : Universal Healthcare Predictive Framework with Zero Domain Knowledge☆13Updated last year
- An Empirical Framework for Domain Generalization In Clinical Settings☆30Updated 3 years ago
- AutoML Two-Sample Test☆19Updated 3 years ago
- Model-agnostic posthoc calibration without distributional assumptions☆42Updated 2 years ago
- Experiments applying FIDDLE on MIMIC-III and eICU. https://doi.org/10.1093/jamia/ocaa139☆25Updated 3 years ago
- ☆18Updated 4 years ago
- Dataset for Checking Consistency between Unstructured Notes and Structured Tables in Electronic Health Records☆23Updated last year
- TemporAI: ML-centric Toolkit for Medical Time Series☆122Updated last year
- Official Codes for "Publicly Shareable Clinical Large Language Model Built on Synthetic Clinical Notes"☆110Updated last year
- Source code for a comprehensive analysis of MTL over EHR timeseries data.☆37Updated 2 years ago
- Dataset and modelling infrastructure for modelling "event streams": sequences of continuous time, multivariate events with complex intern…☆115Updated 3 months ago
- Supercharging Imbalanced Data Learning WithCausal Representation Transfer☆12Updated 3 years ago
- Neural Additive Models (Google Research)☆73Updated 4 years ago
- SurvivalGAN: Generating Time-to-Event Data for Survival Analysis☆27Updated 2 years ago
- public code repository for paper "Health system scale language models are general purpose clinical prediction engines"☆118Updated 2 years ago