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On-Device Machine Learning for Diagnosis of Parkinson's Disease from Hand Drawn Artifacts

CNN model developed, quantized, and deployed on Android platform to screen PD patients from hand-drawn spirals.

Probabilistic Cascading Classifier for Energy-Efficient Activity Monitoring in Wearables

A cascading approach for optimizing energy and memory requirements of a machine learning model running on an embedded device.

Continual Learning for Activity Recognition

Continual learning formulation in the context of sensor systems.