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Surf Forecaster: A Wave Prediction Approach Using Regression Analysis and Supervised Learning Techniques

Explore a novel wave prediction method based on regression analysis with supervised learning techniques. Discover the motivation behind the approach, existing drawbacks, proposed solutions, related works, machine learning methods utilized, WaveWatchIII integration, experimentation process, and conclusions drawn.

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Surf Forecaster: A Wave Prediction Approach Using Regression Analysis and Supervised Learning Techniques

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  1. Surf-Forecaster “Un enfoque para predicción del oleaje basado en análisis de regresión con técnicas de aprendizaje supervisado ”

  2. Agenda • Motivación (Contextoy Desventajas de lo queexiste) • Propuesta (Lo quequeremoshacer) • TrabajosRelacionados • Métodosde aprendizaje de máquina • WaveWatchIII • Experimentacion • Surf-Forecaster • Conclusiones

  3. Motivacion • Existen una variedad de deportes acuáticos que se ven beneficiados por los pronósticos del oleaje. • Los pronosticadores existentes, solo predicen el oleaje en alta mar. • Actualmente, los deportistas recorren largas distancias en busca de las mejores condiciones. • Existen modelos de predicción en la cercanía de la costa pero requieren datos complejos de obtener.

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