The seminar explores best practices in applying machine learning (ML) to biomechanics, highlighting its potential in human movement analysis. It will cover movement classification techniques and regression models for estimating biomechanical parameters. Through case studies, participants will learn how ML can enhance performance in athletic and clinical settings. The seminar will also address challenges and ethical considerations in integrating ML into biomechanical research.