mmcdermott / EventStreamGPTLinks
Dataset and modelling infrastructure for modelling "event streams": sequences of continuous time, multivariate events with complex internal dependencies.
☆116Updated 6 months ago
Alternatives and similar repositories for EventStreamGPT
Users that are interested in EventStreamGPT are comparing it to the libraries listed below
Sorting:
- [ICLR 2025] ACES: Automatic Cohort Extraction System for Event-Streams☆39Updated 3 months ago
- A simple set of MEDS polars-based ETL and transformation functions☆39Updated last month
- The MEDS Decentralized Extensible Validation (MEDS-DEV) Benchmark: Establishing Reproducibility and Comparability in ML for Health☆35Updated last month
- CEHR-BERT: Incorporating temporal information from structured EHR data to improve prediction tasks☆44Updated last month
- General Healthcare Predictive Framework☆23Updated last month
- Schema definitions and Python types for Medical Event Data Standard, a standard for medical event data such as EHR and claims data☆96Updated 2 months ago
- TemporAI: ML-centric Toolkit for Medical Time Series☆126Updated 2 years ago
- A collection of ETLs from common data formats to Medical Event Data Standard☆37Updated 5 months ago
- A benchmark for few-shot evaluation of foundation models for electronic health records (EHRs)☆209Updated 7 months ago
- Training HuggingFace models on EHR data☆38Updated 2 months ago
- ☆27Updated 7 months ago
- Code for BEHRT: Transformer for Electronic Health Records☆119Updated 2 years ago
- FEMR (Framework for Electronic Medical Records) provides tooling for large-scale, self-supervised learning using electronic health record…☆161Updated last month
- ☆83Updated 10 months ago
- A high-performance database and Python reader interface for MEDS datasets☆19Updated 3 months ago
- Source code for a comprehensive analysis of MTL over EHR timeseries data.☆37Updated 2 years ago
- Sample end-to-end pipeline over MIMIC-IV demonstrating the Event Stream GPT code base.☆17Updated 2 years ago
- Repository for the HiRID ICU Benchmark (HiB) project☆58Updated 2 years ago
- Limited automatic tabular ML pipelines for generic MEDS datasets.☆18Updated 5 months ago
- Resources for Machine Learning Explainability☆86Updated last year
- NeurIPS'24 DB (Spotlight) | Instruction Tuning Large Language Models to Understand Electronic Health Records☆56Updated 4 months ago
- Code for "DuETT: Dual Event Time Transformer for Electronic Health Records"☆23Updated 2 years ago
- ☆31Updated 3 years ago
- 🧪Yet Another ICU Benchmark: a holistic framework for the standardization of clinical prediction model experiments. Provide custom datase…☆89Updated last month
- FlexIble Data-Driven pipeLinE – a preprocessing pipeline that transforms structured EHR data into feature vectors to be used with ML algo…☆99Updated 6 months ago
- Experiments applying FIDDLE on MIMIC-III and eICU. https://doi.org/10.1093/jamia/ocaa139☆24Updated 3 years ago
- Python workflow for generating benchmark datasets and machine learning models from the MIMIC-IV-ED database.☆88Updated 3 years ago
- ☆46Updated 2 years ago
- source codes based on PyTorch to analyze EHR☆148Updated last year
- A toolkit for developing foundation models using Electronic Health Record (EHR) data.☆48Updated 3 weeks ago