CNN Cardiac Rhythm Classification
ECG rhythm classification on the public MIT-BIH dataset using a deep residual CNN
I enjoy helping people solve complex problems with technology.
Welcome to my page!
I'm a Nurse Practitioner and aspiring ML engineer, who leverages AI/ML to transform complex workflows in healthcare and beyond. Driven by real-world clinical experience and powered by technical training, I’m passionate about using AI/ML to design smarter, safer systems — and excited to apply these skills across industries.
Read more →ECG rhythm classification on the public MIT-BIH dataset using a deep residual CNN
Generates schedule templates using Greedy Search with Simulated Annealing and Local Search/Repair
Comparative evaluation of shallow, deep, and residual‑enhanced multilayer perceptrons for classifying single‑lead ECG tracings as normal or ischemic.
A QUIC Protocol demonstration which uses a custom application layer protocol to send messages between terminals using QUIC
Automated schedule transcription tool that reads a rotating template and generates a monthly employee work schedule.
Blending clinical expertise with digital innovation, David streamlines care through smarter documentation and workflow solutions. His work ranges from leading departmental projects like ICU note standardization to supporting system-wide initiatives in problem list refinement and inpatient optimization as a certified physician builder.
— Manjot Gill, MD Associate Chief Medical Information Officer
Healthcare Organization