Experience 
Jan 2019 - Present
6 years 11 months
- Manage complex cardiac cases including heart failure, ischemic disease, valvular disorders, and arrhythmias across inpatient and ICU settings.
 
- Collaborate with AI researchers to evaluate and refine model outputs for clinical validity and patient safety.
 
- Develop structured prompts and clinical simulations for AI testing in diagnostic cardiology.
 
- Principal Investigator on NIH-funded research integrating AI-guided triage and cardiac imaging algorithms.
 
Jan 2016 - Dec 2019
4 years
- Directed pre- and post-transplant care programs and LVAD management.
 
- Analyzed AI-based survival prediction models using real-world outcomes.
 
- Published multiple peer-reviewed studies on digital cardiology and data analytics.
 
Jan 2012 - Dec 2016
5 years
- Managed high-acuity cardiac cases in emergency and ICU units.
 
- Conducted research on machine learning for arrhythmia detection and early diagnosis of myocardial ischemia.