Ending the Semester on a High Note: A Successful SLDR for BeatNet This week marked an exciting milestone for Team BeatNet — the completion of our System-Level Design Review (SLDR) and the wrap-up of the Fall semester. Our presentation showcased… Read More

From Pretraining to SLDR : A New Milestone for Team BeatNet This week, We made significant progress by moving from model development to system-level validation in preparation for our upcoming System-Level Design Review (SLDR). After weeks of developing and fine-tuning… Read More

From Pretraining to Explainability : A New Focus for BeatNet All of our efforts this week were geared toward one major goal: validating our new foundation-model This was a landmark week for Team BeatNet! After spending the last few weeks… Read More

From Public Validation to Pipeline Implementation All of our efforts this week were geared toward one major goal: validating our new foundation-model strategy with the wider UF community and beginning the core implementation of our self-supervised pipeline. After a successful… Read More

Advancing the Foundation Model This week was a significant milestone for us as we moved from architectural design to actively prototyping our ECG foundation model. Following last week’s design discussions, we concentrated on developing and testing the initial version of… Read More

Laying the Groundwork for the Foundation Model All of our efforts this week are geared toward one major goal: advancing our project into the foundation-model implementation phase following our successful concept validation. After a productive technical meeting with Dr. Kejun… Read More

A Successful PDR : Moving from Plan to Prototype This week was a major milestone for our team as we successfully presented our Preliminary Design Review (PDR) to our sponsor, Aventusoft. The presentation was the culmination of weeks of intensive… Read More

Getting up for the Sponsor Review: Insights from Data and Peer Feedback This week was a critical period of refinement and preparation for our team. We focused on two parallel efforts: conducting our first deep dive into the public ECG… Read More

From Strategy to Practice: Key Technical Guidance from This Week’s Meeting This week, our team held a productive meeting with our sponsor liaison engineers, which not only reinforced our project objectives but also offered essential technical advice on particular techniques… Read More

From Strategy to Signals: Kicking Off ECG Analysis This week, our team, BEATNET, made significant progress in defining the technical roadmap for our project. A productive meeting with our liaisons at Aventusoft provided crucial clarity and set a clear direction… Read More

This week, our BEATNET team dedicated efforts to building a solid foundation for our ECG deep learning project. We dived into the required documentation, mapping out the project’s scope, stakeholders, and benefits, while drafting weekly status reports and project diagrams… Read More

This week, our team officially kicked off Project BEATNET with a meeting attended by Aventusoft’s liaisons, Dr. Keider Hoyos and Dr. Diego Pava, along with our faculty advisor, Prof. Kejun Huang. The meeting established the foundation for our collaboration by… Read More

Hello everyone, welcome to our team’s blog! We are excited to collaborate with Aventusoft on the ECG Deep Learning project, which sits at the crossroads of artificial intelligence and healthcare technology. Our main goal is to create deep learning algorithms… Read More