Dr. Jimeng Sun
Health Innovation Professor of Computer Science at UIUC | Healthcare AI Pioneer
Verified Proof of Work Artifacts
2 items catalogedEach artifact below represents an authenticated research publication, production code repository, or technical architectural framework directly authored or co-created by Dr. Jimeng Sun. Every entry undergoes editorial source verification.
University of Illinois Urbana-Champaign (UIUC): Domain-Specific AI Evaluation Benchmark & Methodology
An empirical evaluation methodology developed by Dr. Jimeng Sun at University of Illinois Urbana-Champaign (UIUC), establishing standardized performance metrics, domain-specific evaluation sets, and error taxonomy protocols.
Evaluation benchmark protocol; empirical accuracy reflects specific test distributions and requires periodic refresh.
PyHealth: A Deep Learning Toolkit for Healthcare AI and Clinical Predictive Modeling
Modular PyTorch toolkit standardizing clinical machine learning workflows across MIMIC, eICU, and OMOP datasets for mortality prediction, readmission risk, and drug recommendation.
Requires HIPAA-compliant data environments and de-identification pipelines when handling raw electronic health records.