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JeremyDataHub/README.md

Hi, I'm Jeremy 👋

I build data pipelines for sports science, combining biomechanics, machine learning and computer vision.

Featured Projects

Tennis Ball Tracking System | Synergy Tennis, Sri Lanka (2025)

  • Multi-camera 3D court reconstruction
  • 90.3% F1-score, <10 cm spatial accuracy
  • Real-time bounce detection and tactical visualization
  • Deployed in match conditions

Sports Movement Asymmetry Analysis | M2S Laboratory, Rennes 2 (2025)

  • Full pipeline from Qualisys capture to OpenSim inverse kinematics
  • Bilateral asymmetry quantification (ROM, NSI, cross-correlation)
  • Force plate data processing (AMTI + Kistler, 1000 Hz)

Markerless Boxing Velocity Estimation | REVEA Program, M2S Laboratory (2025)

  • 3D punch velocity analysis using Pose2Sim
  • Multi-camera calibration and triangulation pipeline
  • Python-based signal processing and peak detection

Technical Stack

Biomechanics: 3D motion capture (markerless, marker-based, IMU), OpenSim, Qualisys, Force platforms

Data Science: Python, R, Signal processing, Machine Learning

Computer Vision: OpenCV, YOLO, Pose2Sim, DeepLabCut, Multi-camera calibration

Tools: Git, R Shiny, MySQL

Background

  • MSc Digital Sciences and Sports (High Honors): Analysis, Modelisation & Simulation of Human Motion
  • MSc Sports Sciences (Honors): Training Optimization
  • 10+ years as Performance Tennis Coach (Academies, ITF juniors)

Contact

Popular repositories Loading

  1. tennis-bounce-visualization tennis-bounce-visualization Public

    Multi-camera computer vision system for tennis ball bounce detection and tactical zone visualization

    1

  2. sports-asymetry-biomechanics sports-asymetry-biomechanics Public

    Biomechanical assessment of bilateral movement asymmetries using motion capture, inverse kinematics, and custom data processing pipelines. Complete workflow from Qualisys capture to OpenSim analysis.

    Python 1

  3. boxing-velocity-markerless boxing-velocity-markerless Public

    3D markerless estimation of boxing punch velocity using multi-camera video and Pose2Sim.

    Python

  4. JeremyDataHub JeremyDataHub Public