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May 25, 2025 • 9 mins

💡 Can AI Improve How We Analyze Heart Rate Variability and ECG Data? Machine learning is transforming HRV and ECG research—detecting patterns, predicting risks, and enabling real-time health insights.

In this episode, we explore how machine learning (ML) is revolutionizing HRV and ECG analysis, making it possible to process long-term, wearable-collected data with unprecedented accuracy. We discuss supervised, unsupervised, and deep learning techniques, showing how they enhance arrhythmia detection, stress analysis, and cardiovascular health predictions. With ML-powered tools, researchers can now extract hidden patterns, improve health forecasts, and even develop real-time monitoring systems for early intervention. As AI-driven analysis continues to evolve, the potential for personalized and predictive heart health insights is greater than ever.

This content is based on a LinkedIn article from the Next-Gen Research Techniques newsletter. Read the full article here: https://www.linkedin.com/newsletters/next-gen-research-techniques-7173641215651827712/. The voice in this episode is AI-generated.

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This podcast episode is sponsored by Fibion Inc. Better Sleep, Sedentary Behavior and Physical Activity Research with Less Hassle

Learn More About Fibion Devices

Fibion SENS - Collect, store and manage SB and PA data easily and remotely.

Fibion Flash - A versatile customizable tool with HRV and accelerometry capability. 

Fibion Research - SB and PA measurements, analysis, and feedback made easy

Fibion Helix – Ideal for large scale studies. Scalable and affordable with patented precision.

Fibion G2 – Validated data on sitting, standing, activity types, energy expenditure, with participant friendly reports.  

Learn more about Fibion Sleep and Fibion Circadian Rhythm Solutions.

Fibion Kids - Activity tracking designed for children.

Fibion Vitals - A portable device designed to be worn on the chest that serves as a comprehensive health management tool.  Fibion Emfit - Contact free tracking and sleep analysis. 

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Fibion Sleep Solutions: https://web.fibion.com/sleep-solutions/  Fibion Sedentary Behavior and Physical Activity Solutions: https://web.fibion.com/sedentary-and-physical-activity-solutions/  Fibion Circadian Rythm Solutions: https://web.fibion.com/circadian-rhythm-solutions/  Fibion Biosignal Measurements Solutions: https://web.fibion.com/fibion-biosignals/  ---

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