Teaching

Invited lecture on Transformer architectures for the postgraduate Neural Networks course. Covered attention mechanisms, self-attention, multi-head attention, positional encoding, and applications. Slides and materials available on GitHub.

Emphasized a multidisciplinary, technology-driven approach to tackling complex healthcare challenges. Focus on development of machine learning-based projects, applied electrical circuits and electronics, and signal processing.

Biosignal physiology and signal/image processing for medicine and robotics applications. Reinforced concepts with hands-on Python labs using core scientific libraries. Course assignments and materials available on GitHub.

Explore mechatronic principles and techniques for measuring and manipulating biological systems. Design of biomechatronics systems, human biomechanics, and motion control.

Development of research projects on a topic of interest for Mechanical and Mechatronics Engineers.