That Triathlon Show

François Modave, PhD - Artificial Intelligence in triathlon | EP#455

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Feb 18, 2025
François Modave, PhD, is a Professor of Artificial Intelligence and Digital Health at Wake Forest University and a triathlete with over 30 years in the sport. He delves into how AI can revolutionize triathlon training and performance analysis. Topics include the balance of data-driven insights and personal intuition in training, potential benefits like injury prevention and nutrition optimization, and ethical concerns surrounding AI use. François also shares his vision for an AI model tailored for triathletes, emphasizing the need for quality data.
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ANECDOTE

Minimal Personal Use Of AI Tools

  • François uses only minimal AI in his training, mainly Strava auto-comments, and finds them inconsistent.
  • He prefers human coaching and hasn't adopted advanced AI tools for performance decisions.
INSIGHT

Bad Data And Sample Bias Limit Sport AI

  • Sport AI struggles from poor wearable data quality and biased training cohorts.
  • Garbage input and non-representative samples make accurate, generalizable athlete models unlikely today.
ADVICE

Standardize Data And Centralize Storage

  • Build an 'athletic data warehouse' with standardized, high-quality sensors and consistent measurement protocols.
  • Collect heterogeneous, longitudinal data across ability levels to train adaptable models.
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