A training pipeline for customizing YAMNet to recognize new environmental or industrial sounds.

Robust speaker ID/verification using ECAPA-TDNN embeddings for secure, personalized HMI and analytics.

Deep-learning gesture recognition for touchless HMI in dynamic environments.

Predictive modeling for TBM settlement to enhance safety and planning in tunneling projects.

AI-based detection for product recognition and user interaction in smart vending systems.

Automated detection and mapping of land-cover changes from satellite or aerial imagery for environmental monitoring and urban planning.

Energy-efficient object detection optimized for edge platforms with power and thermal constraints.